🧠 KnowledgeHub
+Personal Knowledge Management & Research Assistant
++ Powered by Ollama (Llama 3.2) • Fully Local & Private +
+Knowledge Report
") + html.append(f" ") + + if 'title' in content: + html.append(f"{content['title']}
") + + if 'summary' in content: + html.append(f"Summary
") + html.append(f"{content['summary']}
") + + if 'key_points' in content and content['key_points']: + html.append("Key Points
") + html.append("")
+ html.append("
")
+
+ if 'sections' in content:
+ for section in content['sections']:
+ html.append(f" - ")
+ for point in content['key_points']:
+ html.append(f"
- {point} ") + html.append("
{section['title']}
") + html.append(f"{section['content']}
") + + if 'sources' in content and content['sources']: + html.append("Sources
") + html.append("- ")
+ for source in content['sources']:
+ html.append(f"
- {source} ") + html.append("
+
+ """)
+
+ # Main tabs
+ with gr.Tabs():
+
+ # Tab 1: Upload Documents
+ with gr.Tab("📤 Upload Documents"):
+ gr.Markdown("### Upload your documents to build your knowledge base")
+ gr.Markdown("*Supported formats: PDF, DOCX, TXT, MD, HTML, PY*")
+ gr.Markdown("*💡 Tip: You can select multiple files at once!*")
+
+ with gr.Row():
+ with gr.Column():
+ file_input = gr.File(
+ label="Select Document(s)",
+ file_types=[".pdf", ".docx", ".txt", ".md", ".html", ".py"],
+ file_count="multiple" # Enable multiple file selection
+ )
+ upload_btn = gr.Button("📤 Upload & Process", variant="primary")
+
+ with gr.Column():
+ upload_status = gr.Markdown("Ready to upload documents")
+
+ # Results table for batch uploads
+ with gr.Row():
+ upload_results = gr.Dataframe(
+ headers=["Status", "Filename", "Chunks", "Size"],
+ label="Upload Results",
+ wrap=True,
+ visible=True
+ )
+
+ with gr.Row():
+ document_preview = gr.Textbox(
+ label="Document Preview (First Uploaded)",
+ lines=10,
+ max_lines=15
+ )
+
+ upload_btn.click(
+ fn=app.upload_document,
+ inputs=[file_input],
+ outputs=[upload_status, document_preview, upload_results]
+ )
+
+ # Tab 2: Ask Questions
+ with gr.Tab("❓ Ask Questions"):
+ gr.Markdown("### Ask questions about your documents")
+ gr.Markdown("*Uses RAG (Retrieval Augmented Generation) to answer based on your knowledge base*")
+
+ with gr.Row():
+ with gr.Column(scale=3):
+ question_input = gr.Textbox(
+ label="Your Question",
+ placeholder="What would you like to know?",
+ lines=3
+ )
+
+ with gr.Column(scale=1):
+ top_k_slider = gr.Slider(
+ minimum=1,
+ maximum=10,
+ value=5,
+ step=1,
+ label="Number of sources"
+ )
+ ask_btn = gr.Button("🔍 Ask", variant="primary")
+
+ qa_status = gr.Markdown("Ready to answer questions")
+ answer_output = gr.Markdown(label="Answer")
+
+ sources_table = gr.Dataframe(
+ headers=["#", "Document", "Relevance", "Preview"],
+ label="Sources",
+ wrap=True
+ )
+
+ ask_btn.click(
+ fn=app.ask_question,
+ inputs=[question_input, top_k_slider],
+ outputs=[answer_output, sources_table, qa_status]
+ )
+
+ # Tab 3: Summarize
+ with gr.Tab("📝 Summarize"):
+ gr.Markdown("### Generate summaries and extract key points")
+
+ with gr.Row():
+ with gr.Column():
+ doc_selector = gr.Dropdown(
+ choices=[],
+ label="Select Document",
+ info="Choose a document to summarize",
+ allow_custom_value=True
+ )
+ refresh_btn = gr.Button("🔄 Refresh List")
+ summarize_btn = gr.Button("📝 Generate Summary", variant="primary")
+ summary_status = gr.Markdown("Ready to generate summaries")
+
+ with gr.Column(scale=2):
+ summary_output = gr.Markdown(label="Summary")
+
+ summarize_btn.click(
+ fn=app.create_summary,
+ inputs=[doc_selector],
+ outputs=[summary_output, summary_status]
+ )
+
+ refresh_btn.click(
+ fn=app.get_document_list,
+ outputs=[doc_selector]
+ )
+
+ # Tab 4: Find Connections
+ with gr.Tab("🔗 Find Connections"):
+ gr.Markdown("### Discover relationships between documents")
+
+ with gr.Row():
+ with gr.Column():
+ conn_doc_selector = gr.Dropdown(
+ choices=[],
+ label="Select Document",
+ info="Find documents related to this one",
+ allow_custom_value=True
+ )
+ conn_top_k = gr.Slider(
+ minimum=1,
+ maximum=10,
+ value=5,
+ step=1,
+ label="Number of related documents"
+ )
+ refresh_conn_btn = gr.Button("🔄 Refresh List")
+ find_btn = gr.Button("🔗 Find Connections", variant="primary")
+ connection_status = gr.Markdown("Ready to find connections")
+
+ connection_output = gr.Markdown(label="Connections")
+
+ connections_table = gr.Dataframe(
+ headers=["#", "Document", "Similarity", "Preview"],
+ label="Related Documents",
+ wrap=True
+ )
+
+ find_btn.click(
+ fn=app.find_connections,
+ inputs=[conn_doc_selector, conn_top_k],
+ outputs=[connection_output, connections_table, connection_status]
+ )
+
+ refresh_conn_btn.click(
+ fn=app.get_document_list,
+ outputs=[conn_doc_selector]
+ )
+
+ # Tab 5: Export
+ with gr.Tab("💾 Export"):
+ gr.Markdown("### Export your knowledge base")
+
+ with gr.Row():
+ with gr.Column():
+ format_choice = gr.Radio(
+ choices=["Markdown", "HTML", "Text"],
+ value="Markdown",
+ label="Export Format"
+ )
+ export_btn = gr.Button("💾 Export", variant="primary")
+
+ with gr.Column():
+ export_status = gr.Markdown("Ready to export")
+ export_file = gr.File(label="Download Export")
+
+ export_btn.click(
+ fn=app.export_knowledge,
+ inputs=[format_choice],
+ outputs=[export_status, export_file]
+ )
+
+ # Tab 6: Manage Documents
+ with gr.Tab("🗂️ Manage Documents"):
+ gr.Markdown("### Manage your document library")
+
+ with gr.Row():
+ with gr.Column():
+ gr.Markdown("#### Delete Document")
+ delete_doc_selector = gr.Dropdown(
+ choices=[],
+ label="Select Document to Delete",
+ info="Choose a document to remove from knowledge base"
+ )
+ with gr.Row():
+ refresh_delete_btn = gr.Button("🔄 Refresh List")
+ delete_btn = gr.Button("🗑️ Delete Document", variant="stop")
+ delete_status = gr.Markdown("")
+
+ with gr.Column():
+ gr.Markdown("#### Clear All Documents")
+ gr.Markdown("⚠️ **Warning:** This will delete your entire knowledge base!")
+ clear_confirm = gr.Textbox(
+ label="Type 'DELETE ALL' to confirm",
+ placeholder="DELETE ALL"
+ )
+ clear_all_btn = gr.Button("🗑️ Clear All Documents", variant="stop")
+ clear_status = gr.Markdown("")
+
+ def confirm_and_clear(confirm_text):
+ if confirm_text.strip() == "DELETE ALL":
+ return app.clear_all_documents()
+ else:
+ return "⚠️ Please type 'DELETE ALL' to confirm"
+
+ delete_btn.click(
+ fn=app.delete_document,
+ inputs=[delete_doc_selector],
+ outputs=[delete_status, delete_doc_selector]
+ )
+
+ refresh_delete_btn.click(
+ fn=app.get_document_list,
+ outputs=[delete_doc_selector]
+ )
+
+ clear_all_btn.click(
+ fn=confirm_and_clear,
+ inputs=[clear_confirm],
+ outputs=[clear_status]
+ )
+
+ # Tab 7: Statistics
+ with gr.Tab("📊 Statistics"):
+ gr.Markdown("### Knowledge Base Overview")
+
+ stats_output = gr.Markdown()
+ stats_btn = gr.Button("🔄 Refresh Statistics", variant="primary")
+
+ stats_btn.click(
+ fn=app.get_statistics,
+ outputs=[stats_output]
+ )
+
+ # Auto-load stats on tab open
+ interface.load(
+ fn=app.get_statistics,
+ outputs=[stats_output]
+ )
+
+ # Footer
+ gr.HTML("""
+
+
+ """)
+
+ return interface
+
+
+if __name__ == "__main__":
+ logger.info("Starting KnowledgeHub...")
+
+ # Create and launch interface
+ interface = create_ui()
+ interface.launch(
+ server_name="127.0.0.1",
+ server_port=7860,
+ share=False,
+ inbrowser=True
+ )
diff --git a/community-contributions/sach91-bootcamp/week8/models/__init__.py b/community-contributions/sach91-bootcamp/week8/models/__init__.py
new file mode 100644
index 0000000..74b9a97
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/models/__init__.py
@@ -0,0 +1,13 @@
+"""
+models
+"""
+from .knowledge_graph import KnowledgeGraph
+from .document import Document, DocumentChunk, SearchResult, Summary
+
+__all__ = [
+ 'KnowledgeGraph',
+ 'Document',
+ 'DocumentChunk',
+ 'SearchResult',
+ 'Summary'
+]
diff --git a/community-contributions/sach91-bootcamp/week8/models/document.py b/community-contributions/sach91-bootcamp/week8/models/document.py
new file mode 100644
index 0000000..eed3e17
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/models/document.py
@@ -0,0 +1,82 @@
+"""
+Document data models
+"""
+from dataclasses import dataclass, field
+from typing import List, Dict, Optional
+from datetime import datetime
+
+@dataclass
+class DocumentChunk:
+ """Represents a chunk of a document"""
+ id: str
+ document_id: str
+ content: str
+ chunk_index: int
+ metadata: Dict = field(default_factory=dict)
+
+ def __str__(self):
+ preview = self.content[:100] + "..." if len(self.content) > 100 else self.content
+ return f"Chunk {self.chunk_index}: {preview}"
+
+@dataclass
+class Document:
+ """Represents a complete document"""
+ id: str
+ filename: str
+ filepath: str
+ content: str
+ chunks: List[DocumentChunk]
+ metadata: Dict = field(default_factory=dict)
+ created_at: datetime = field(default_factory=datetime.now)
+
+ @property
+ def num_chunks(self) -> int:
+ return len(self.chunks)
+
+ @property
+ def total_chars(self) -> int:
+ return len(self.content)
+
+ @property
+ def extension(self) -> str:
+ return self.metadata.get('extension', '')
+
+ def __str__(self):
+ return f"Document: {self.filename} ({self.num_chunks} chunks, {self.total_chars} chars)"
+
+ def to_dict(self) -> Dict:
+ """Convert to dictionary for storage"""
+ return {
+ 'id': self.id,
+ 'filename': self.filename,
+ 'filepath': self.filepath,
+ 'content': self.content[:500] + '...' if len(self.content) > 500 else self.content,
+ 'num_chunks': self.num_chunks,
+ 'total_chars': self.total_chars,
+ 'extension': self.extension,
+ 'created_at': self.created_at.isoformat(),
+ 'metadata': self.metadata
+ }
+
+@dataclass
+class SearchResult:
+ """Represents a search result from the vector database"""
+ chunk: DocumentChunk
+ score: float
+ document_id: str
+ document_name: str
+
+ def __str__(self):
+ return f"{self.document_name} (score: {self.score:.2f})"
+
+@dataclass
+class Summary:
+ """Represents a document summary"""
+ document_id: str
+ document_name: str
+ summary_text: str
+ key_points: List[str] = field(default_factory=list)
+ created_at: datetime = field(default_factory=datetime.now)
+
+ def __str__(self):
+ return f"Summary of {self.document_name}: {self.summary_text[:100]}..."
diff --git a/community-contributions/sach91-bootcamp/week8/models/knowledge_graph.py b/community-contributions/sach91-bootcamp/week8/models/knowledge_graph.py
new file mode 100644
index 0000000..a1caad0
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/models/knowledge_graph.py
@@ -0,0 +1,110 @@
+"""
+Knowledge Graph data models
+"""
+from dataclasses import dataclass, field
+from typing import List, Dict, Set
+from datetime import datetime
+
+@dataclass
+class KnowledgeNode:
+ """Represents a concept or entity in the knowledge graph"""
+ id: str
+ name: str
+ node_type: str # 'document', 'concept', 'entity', 'topic'
+ description: str = ""
+ metadata: Dict = field(default_factory=dict)
+ created_at: datetime = field(default_factory=datetime.now)
+
+ def __str__(self):
+ return f"{self.node_type.capitalize()}: {self.name}"
+
+@dataclass
+class KnowledgeEdge:
+ """Represents a relationship between nodes"""
+ source_id: str
+ target_id: str
+ relationship: str # 'related_to', 'cites', 'contains', 'similar_to'
+ weight: float = 1.0
+ metadata: Dict = field(default_factory=dict)
+
+ def __str__(self):
+ return f"{self.source_id} --[{self.relationship}]--> {self.target_id}"
+
+@dataclass
+class KnowledgeGraph:
+ """Represents the complete knowledge graph"""
+ nodes: Dict[str, KnowledgeNode] = field(default_factory=dict)
+ edges: List[KnowledgeEdge] = field(default_factory=list)
+
+ def add_node(self, node: KnowledgeNode):
+ """Add a node to the graph"""
+ self.nodes[node.id] = node
+
+ def add_edge(self, edge: KnowledgeEdge):
+ """Add an edge to the graph"""
+ if edge.source_id in self.nodes and edge.target_id in self.nodes:
+ self.edges.append(edge)
+
+ def get_neighbors(self, node_id: str) -> List[str]:
+ """Get all nodes connected to a given node"""
+ neighbors = set()
+ for edge in self.edges:
+ if edge.source_id == node_id:
+ neighbors.add(edge.target_id)
+ elif edge.target_id == node_id:
+ neighbors.add(edge.source_id)
+ return list(neighbors)
+
+ def get_related_documents(self, node_id: str, max_depth: int = 2) -> Set[str]:
+ """Get all documents related to a node within max_depth hops"""
+ related = set()
+ visited = set()
+ queue = [(node_id, 0)]
+
+ while queue:
+ current_id, depth = queue.pop(0)
+
+ if current_id in visited or depth > max_depth:
+ continue
+
+ visited.add(current_id)
+
+ # If this is a document node, add it
+ if current_id in self.nodes and self.nodes[current_id].node_type == 'document':
+ related.add(current_id)
+
+ # Add neighbors to queue
+ if depth < max_depth:
+ for neighbor_id in self.get_neighbors(current_id):
+ if neighbor_id not in visited:
+ queue.append((neighbor_id, depth + 1))
+
+ return related
+
+ def to_networkx(self):
+ """Convert to NetworkX graph for visualization"""
+ try:
+ import networkx as nx
+
+ G = nx.Graph()
+
+ # Add nodes
+ for node_id, node in self.nodes.items():
+ G.add_node(node_id,
+ name=node.name,
+ type=node.node_type,
+ description=node.description)
+
+ # Add edges
+ for edge in self.edges:
+ G.add_edge(edge.source_id, edge.target_id,
+ relationship=edge.relationship,
+ weight=edge.weight)
+
+ return G
+
+ except ImportError:
+ return None
+
+ def __str__(self):
+ return f"KnowledgeGraph: {len(self.nodes)} nodes, {len(self.edges)} edges"
diff --git a/community-contributions/sach91-bootcamp/week8/requirements.txt b/community-contributions/sach91-bootcamp/week8/requirements.txt
new file mode 100644
index 0000000..ae8fac8
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/requirements.txt
@@ -0,0 +1,26 @@
+# Core Dependencies
+gradio>=4.0.0
+chromadb>=0.4.0
+sentence-transformers>=2.2.0
+python-dotenv>=1.0.0
+
+# Document Processing
+pypdf>=3.0.0
+python-docx>=1.0.0
+markdown>=3.4.0
+beautifulsoup4>=4.12.0
+
+# Data Processing
+numpy>=1.24.0
+pandas>=2.0.0
+tqdm>=4.65.0
+
+# Visualization
+plotly>=5.14.0
+networkx>=3.0
+
+# Ollama Client
+requests>=2.31.0
+
+# Optional but useful
+scikit-learn>=1.3.0
diff --git a/community-contributions/sach91-bootcamp/week8/start.bat b/community-contributions/sach91-bootcamp/week8/start.bat
new file mode 100644
index 0000000..7803b79
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/start.bat
@@ -0,0 +1,71 @@
+@echo off
+REM KnowledgeHub Startup Script for Windows
+
+echo 🧠 Starting KnowledgeHub...
+echo.
+
+REM Check if Ollama is installed
+where ollama >nul 2>nul
+if %errorlevel% neq 0 (
+ echo ❌ Ollama is not installed or not in PATH
+ echo Please install Ollama from https://ollama.com/download
+ pause
+ exit /b 1
+)
+
+REM Check Python
+where python >nul 2>nul
+if %errorlevel% neq 0 (
+ echo ❌ Python is not installed or not in PATH
+ echo Please install Python 3.8+ from https://www.python.org/downloads/
+ pause
+ exit /b 1
+)
+
+echo ✅ Prerequisites found
+echo.
+
+REM Check if Ollama service is running
+tasklist /FI "IMAGENAME eq ollama.exe" 2>NUL | find /I /N "ollama.exe">NUL
+if "%ERRORLEVEL%"=="1" (
+ echo ⚠️ Ollama is not running. Please start Ollama first.
+ echo You can start it from the Start menu or by running: ollama serve
+ pause
+ exit /b 1
+)
+
+echo ✅ Ollama is running
+echo.
+
+REM Check if model exists
+ollama list | find "llama3.2" >nul
+if %errorlevel% neq 0 (
+ echo 📥 Llama 3.2 model not found. Pulling model...
+ echo This may take a few minutes on first run...
+ ollama pull llama3.2
+)
+
+echo ✅ Model ready
+echo.
+
+REM Install dependencies
+echo 🔍 Checking dependencies...
+python -c "import gradio" 2>nul
+if %errorlevel% neq 0 (
+ echo 📦 Installing dependencies...
+ pip install -r requirements.txt
+)
+
+echo ✅ Dependencies ready
+echo.
+
+REM Launch application
+echo 🚀 Launching KnowledgeHub...
+echo The application will open in your browser at http://127.0.0.1:7860
+echo.
+echo Press Ctrl+C to stop the application
+echo.
+
+python app.py
+
+pause
diff --git a/community-contributions/sach91-bootcamp/week8/start.sh b/community-contributions/sach91-bootcamp/week8/start.sh
new file mode 100755
index 0000000..067147d
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/start.sh
@@ -0,0 +1,42 @@
+#!/bin/bash
+
+# KnowledgeHub Startup Script
+
+echo "🧠 Starting KnowledgeHub..."
+echo ""
+
+# Check if Ollama is running
+if ! pgrep -x "ollama" > /dev/null; then
+ echo "⚠️ Ollama is not running. Starting Ollama..."
+ ollama serve &
+ sleep 3
+fi
+
+# Check if llama3.2 model exists
+if ! ollama list | grep -q "llama3.2"; then
+ echo "📥 Llama 3.2 model not found. Pulling model..."
+ echo "This may take a few minutes on first run..."
+ ollama pull llama3.2
+fi
+
+echo "✅ Ollama is ready"
+echo ""
+
+# Check Python dependencies
+echo "🔍 Checking dependencies..."
+if ! python -c "import gradio" 2>/dev/null; then
+ echo "📦 Installing dependencies..."
+ pip install -r requirements.txt
+fi
+
+echo "✅ Dependencies ready"
+echo ""
+
+# Launch the application
+echo "🚀 Launching KnowledgeHub..."
+echo "The application will open in your browser at http://127.0.0.1:7860"
+echo ""
+echo "Press Ctrl+C to stop the application"
+echo ""
+
+python app.py
diff --git a/community-contributions/sach91-bootcamp/week8/utils/__init__.py b/community-contributions/sach91-bootcamp/week8/utils/__init__.py
new file mode 100644
index 0000000..76c3e16
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/utils/__init__.py
@@ -0,0 +1,12 @@
+"""
+models
+"""
+from .document_parser import DocumentParser
+from .embeddings import EmbeddingModel
+from .ollama_client import OllamaClient
+
+__all__ = [
+ 'DocumentParser',
+ 'EmbeddingModel',
+ 'OllamaClient'
+]
diff --git a/community-contributions/sach91-bootcamp/week8/utils/document_parser.py b/community-contributions/sach91-bootcamp/week8/utils/document_parser.py
new file mode 100644
index 0000000..e3f7a10
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/utils/document_parser.py
@@ -0,0 +1,218 @@
+"""
+Document Parser - Extract text from various document formats
+"""
+import os
+from typing import List, Dict, Optional
+import logging
+from pathlib import Path
+
+logger = logging.getLogger(__name__)
+
+class DocumentParser:
+ """Parse various document formats into text chunks"""
+
+ SUPPORTED_FORMATS = ['.pdf', '.docx', '.txt', '.md', '.html', '.py']
+
+ def __init__(self, chunk_size: int = 1000, chunk_overlap: int = 200):
+ """
+ Initialize document parser
+
+ Args:
+ chunk_size: Maximum characters per chunk
+ chunk_overlap: Overlap between chunks for context preservation
+ """
+ self.chunk_size = chunk_size
+ self.chunk_overlap = chunk_overlap
+
+ def parse_file(self, file_path: str) -> Dict:
+ """
+ Parse a file and return structured document data
+
+ Args:
+ file_path: Path to the file
+
+ Returns:
+ Dictionary with document metadata and chunks
+ """
+ path = Path(file_path)
+
+ if not path.exists():
+ raise FileNotFoundError(f"File not found: {file_path}")
+
+ extension = path.suffix.lower()
+
+ if extension not in self.SUPPORTED_FORMATS:
+ raise ValueError(f"Unsupported format: {extension}")
+
+ # Extract text based on file type
+ if extension == '.pdf':
+ text = self._parse_pdf(file_path)
+ elif extension == '.docx':
+ text = self._parse_docx(file_path)
+ elif extension == '.txt' or extension == '.py':
+ text = self._parse_txt(file_path)
+ elif extension == '.md':
+ text = self._parse_markdown(file_path)
+ elif extension == '.html':
+ text = self._parse_html(file_path)
+ else:
+ text = ""
+
+ # Create chunks
+ chunks = self._create_chunks(text)
+
+ return {
+ 'filename': path.name,
+ 'filepath': str(path.absolute()),
+ 'extension': extension,
+ 'text': text,
+ 'chunks': chunks,
+ 'num_chunks': len(chunks),
+ 'total_chars': len(text)
+ }
+
+ def _parse_pdf(self, file_path: str) -> str:
+ """Extract text from PDF"""
+ try:
+ from pypdf import PdfReader
+
+ reader = PdfReader(file_path)
+ text = ""
+
+ for page in reader.pages:
+ text += page.extract_text() + "\n\n"
+
+ return text.strip()
+
+ except ImportError:
+ logger.error("pypdf not installed. Install with: pip install pypdf")
+ return ""
+ except Exception as e:
+ logger.error(f"Error parsing PDF: {e}")
+ return ""
+
+ def _parse_docx(self, file_path: str) -> str:
+ """Extract text from DOCX"""
+ try:
+ from docx import Document
+
+ doc = Document(file_path)
+ text = "\n\n".join([para.text for para in doc.paragraphs if para.text.strip()])
+
+ return text.strip()
+
+ except ImportError:
+ logger.error("python-docx not installed. Install with: pip install python-docx")
+ return ""
+ except Exception as e:
+ logger.error(f"Error parsing DOCX: {e}")
+ return ""
+
+ def _parse_txt(self, file_path: str) -> str:
+ """Extract text from TXT"""
+ try:
+ with open(file_path, 'r', encoding='utf-8') as f:
+ return f.read().strip()
+ except Exception as e:
+ logger.error(f"Error parsing TXT: {e}")
+ return ""
+
+ def _parse_markdown(self, file_path: str) -> str:
+ """Extract text from Markdown"""
+ try:
+ import markdown
+ from bs4 import BeautifulSoup
+
+ with open(file_path, 'r', encoding='utf-8') as f:
+ md_text = f.read()
+
+ # Convert markdown to HTML then extract text
+ html = markdown.markdown(md_text)
+ soup = BeautifulSoup(html, 'html.parser')
+ text = soup.get_text()
+
+ return text.strip()
+
+ except ImportError:
+ # Fallback: just read as plain text
+ return self._parse_txt(file_path)
+ except Exception as e:
+ logger.error(f"Error parsing Markdown: {e}")
+ return ""
+
+ def _parse_html(self, file_path: str) -> str:
+ """Extract text from HTML"""
+ try:
+ from bs4 import BeautifulSoup
+
+ with open(file_path, 'r', encoding='utf-8') as f:
+ html = f.read()
+
+ soup = BeautifulSoup(html, 'html.parser')
+
+ # Remove script and style elements
+ for script in soup(["script", "style"]):
+ script.decompose()
+
+ text = soup.get_text()
+
+ # Clean up whitespace
+ lines = (line.strip() for line in text.splitlines())
+ chunks = (phrase.strip() for line in lines for phrase in line.split(" "))
+ text = '\n'.join(chunk for chunk in chunks if chunk)
+
+ return text.strip()
+
+ except ImportError:
+ logger.error("beautifulsoup4 not installed. Install with: pip install beautifulsoup4")
+ return ""
+ except Exception as e:
+ logger.error(f"Error parsing HTML: {e}")
+ return ""
+
+ def _create_chunks(self, text: str) -> List[str]:
+ """
+ Split text into overlapping chunks
+
+ Args:
+ text: Full text to chunk
+
+ Returns:
+ List of text chunks
+ """
+ if not text:
+ return []
+
+ chunks = []
+ start = 0
+ text_length = len(text)
+
+ while start < text_length:
+ logger.info(f'Processing chunk at {start}, for len {text_length}.')
+
+ end = start + self.chunk_size
+
+ # If this isn't the last chunk, try to break at a sentence or paragraph
+ if end < text_length:
+ # Look for paragraph break first
+ break_pos = text.rfind('\n\n', start, end)
+ if break_pos == -1:
+ # Look for sentence break
+ break_pos = text.rfind('. ', start, end)
+ if break_pos == -1:
+ # Look for any space
+ break_pos = text.rfind(' ', start, end)
+
+ if break_pos != -1 and break_pos > start and break_pos > end - self.chunk_overlap:
+ end = break_pos + 1
+
+ chunk = text[start:end].strip()
+ if chunk:
+ chunks.append(chunk)
+
+ # Move start position with overlap
+ start = end - self.chunk_overlap
+ if start < 0:
+ start = 0
+
+ return chunks
diff --git a/community-contributions/sach91-bootcamp/week8/utils/embeddings.py b/community-contributions/sach91-bootcamp/week8/utils/embeddings.py
new file mode 100644
index 0000000..8ac2ea1
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/utils/embeddings.py
@@ -0,0 +1,84 @@
+"""
+Embeddings utility using sentence-transformers
+"""
+from sentence_transformers import SentenceTransformer
+import numpy as np
+from typing import List, Union
+import logging
+
+logger = logging.getLogger(__name__)
+
+class EmbeddingModel:
+ """Wrapper for sentence transformer embeddings"""
+
+ def __init__(self, model_name: str = "sentence-transformers/all-MiniLM-L6-v2"):
+ """
+ Initialize embedding model
+
+ Args:
+ model_name: HuggingFace model name for embeddings
+ """
+ self.model_name = model_name
+ logger.info(f"Loading embedding model: {model_name}")
+ self.model = SentenceTransformer(model_name)
+ self.dimension = self.model.get_sentence_embedding_dimension()
+ logger.info(f"Embedding dimension: {self.dimension}")
+
+ def embed(self, texts: Union[str, List[str]]) -> np.ndarray:
+ """
+ Generate embeddings for text(s)
+
+ Args:
+ texts: Single text or list of texts
+
+ Returns:
+ Numpy array of embeddings
+ """
+ if isinstance(texts, str):
+ texts = [texts]
+
+ embeddings = self.model.encode(texts, show_progress_bar=False)
+ return embeddings
+
+ def embed_query(self, query: str) -> List[float]:
+ """
+ Embed a single query - returns as list for ChromaDB compatibility
+
+ Args:
+ query: Query text
+
+ Returns:
+ List of floats representing the embedding
+ """
+ embedding = self.model.encode([query], show_progress_bar=False)[0]
+ return embedding.tolist()
+
+ def embed_documents(self, documents: List[str]) -> List[List[float]]:
+ """
+ Embed multiple documents - returns as list of lists for ChromaDB
+
+ Args:
+ documents: List of document texts
+
+ Returns:
+ List of embeddings (each as list of floats)
+ """
+ embeddings = self.model.encode(documents, show_progress_bar=False)
+ return embeddings.tolist()
+
+ def similarity(self, text1: str, text2: str) -> float:
+ """
+ Calculate cosine similarity between two texts
+
+ Args:
+ text1: First text
+ text2: Second text
+
+ Returns:
+ Similarity score between 0 and 1
+ """
+ emb1, emb2 = self.model.encode([text1, text2])
+
+ # Cosine similarity
+ similarity = np.dot(emb1, emb2) / (np.linalg.norm(emb1) * np.linalg.norm(emb2))
+ return float(similarity)
diff --git a/community-contributions/sach91-bootcamp/week8/utils/ollama_client.py b/community-contributions/sach91-bootcamp/week8/utils/ollama_client.py
new file mode 100644
index 0000000..ceeeedf
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/utils/ollama_client.py
@@ -0,0 +1,107 @@
+"""
+Ollama Client - Wrapper for local Ollama API
+"""
+import requests
+import json
+from typing import List, Dict, Optional
+import logging
+
+logger = logging.getLogger(__name__)
+
+class OllamaClient:
+ """Client for interacting with local Ollama models"""
+
+ def __init__(self, base_url: str = "http://localhost:11434", model: str = "llama3.2"):
+ self.base_url = base_url
+ self.model = model
+ self.api_url = f"{base_url}/api"
+
+ def generate(self, prompt: str, system: Optional[str] = None,
+ temperature: float = 0.7, max_tokens: int = 2048) -> str:
+ """Generate text from a prompt"""
+ try:
+ payload = {
+ "model": self.model,
+ "prompt": prompt,
+ "stream": False,
+ "options": {
+ "temperature": temperature,
+ "num_predict": max_tokens
+ }
+ }
+
+ if system:
+ payload["system"] = system
+
+ response = requests.post(
+ f"{self.api_url}/generate",
+ json=payload,
+ timeout=1200
+ )
+ response.raise_for_status()
+
+ result = response.json()
+ return result.get("response", "").strip()
+
+ except requests.exceptions.RequestException as e:
+ logger.error(f"Ollama API error: {e}")
+ return f"Error: Unable to connect to Ollama. Is it running? ({str(e)})"
+
+ def chat(self, messages: List[Dict[str, str]],
+ temperature: float = 0.7, max_tokens: int = 2048) -> str:
+ """Chat completion with message history"""
+ try:
+ payload = {
+ "model": self.model,
+ "messages": messages,
+ "stream": False,
+ "options": {
+ "temperature": temperature,
+ "num_predict": max_tokens
+ }
+ }
+
+ response = requests.post(
+ f"{self.api_url}/chat",
+ json=payload,
+ timeout=1200
+ )
+ response.raise_for_status()
+
+ result = response.json()
+ return result.get("message", {}).get("content", "").strip()
+
+ except requests.exceptions.RequestException as e:
+ logger.error(f"Ollama API error: {e}")
+ return f"Error: Unable to connect to Ollama. Is it running? ({str(e)})"
+
+ def check_connection(self) -> bool:
+ """Check if Ollama is running and model is available"""
+ try:
+ response = requests.get(f"{self.base_url}/api/tags", timeout=5)
+ response.raise_for_status()
+
+ models = response.json().get("models", [])
+ model_names = [m["name"] for m in models]
+
+ if self.model not in model_names:
+ logger.warning(f"Model {self.model} not found. Available: {model_names}")
+ return False
+
+ return True
+
+ except requests.exceptions.RequestException as e:
+ logger.error(f"Cannot connect to Ollama: {e}")
+ return False
+
+ def list_models(self) -> List[str]:
+ """List available Ollama models"""
+ try:
+ response = requests.get(f"{self.base_url}/api/tags", timeout=5)
+ response.raise_for_status()
+
+ models = response.json().get("models", [])
+ return [m["name"] for m in models]
+
+ except requests.exceptions.RequestException:
+ return []
diff --git a/community-contributions/sach91-bootcamp/week8/verify_setup.py b/community-contributions/sach91-bootcamp/week8/verify_setup.py
new file mode 100644
index 0000000..1a8753e
--- /dev/null
+++ b/community-contributions/sach91-bootcamp/week8/verify_setup.py
@@ -0,0 +1,129 @@
+"""
+Setup Verification Script for KnowledgeHub
+Run this to check if everything is configured correctly
+"""
+import sys
+import os
+
+print("🔍 KnowledgeHub Setup Verification\n")
+print("=" * 60)
+
+# Check Python version
+print(f"✓ Python version: {sys.version}")
+print(f"✓ Python executable: {sys.executable}")
+print(f"✓ Current directory: {os.getcwd()}")
+print()
+
+# Check directory structure
+print("📁 Checking directory structure...")
+required_dirs = ['agents', 'models', 'utils']
+for dir_name in required_dirs:
+ if os.path.isdir(dir_name):
+ init_file = os.path.join(dir_name, '__init__.py')
+ if os.path.exists(init_file):
+ print(f" ✓ {dir_name}/ exists with __init__.py")
+ else:
+ print(f" ⚠️ {dir_name}/ exists but missing __init__.py")
+ else:
+ print(f" ❌ {dir_name}/ directory not found")
+print()
+
+# Check required files
+print("📄 Checking required files...")
+required_files = ['app.py', 'requirements.txt']
+for file_name in required_files:
+ if os.path.exists(file_name):
+ print(f" ✓ {file_name} exists")
+ else:
+ print(f" ❌ {file_name} not found")
+print()
+
+# Try importing modules
+print("📦 Testing imports...")
+errors = []
+
+try:
+ from utils import OllamaClient, EmbeddingModel, DocumentParser
+ print(" ✓ utils module imported successfully")
+except ImportError as e:
+ print(f" ❌ Cannot import utils: {e}")
+ errors.append(str(e))
+
+try:
+ from models import Document, DocumentChunk, SearchResult, Summary
+ print(" ✓ models module imported successfully")
+except ImportError as e:
+ print(f" ❌ Cannot import models: {e}")
+ errors.append(str(e))
+
+try:
+ from agents import (
+ IngestionAgent, QuestionAgent, SummaryAgent,
+ ConnectionAgent, ExportAgent
+ )
+ print(" ✓ agents module imported successfully")
+except ImportError as e:
+ print(f" ❌ Cannot import agents: {e}")
+ errors.append(str(e))
+
+print()
+
+# Check dependencies
+print("📚 Checking Python dependencies...")
+required_packages = [
+ 'gradio', 'chromadb', 'sentence_transformers',
+ 'requests', 'numpy', 'tqdm'
+]
+
+missing_packages = []
+for package in required_packages:
+ try:
+ __import__(package.replace('-', '_'))
+ print(f" ✓ {package} installed")
+ except ImportError:
+ print(f" ❌ {package} not installed")
+ missing_packages.append(package)
+
+print()
+
+# Check Ollama
+print("🤖 Checking Ollama...")
+try:
+ import requests
+ response = requests.get('http://localhost:11434/api/tags', timeout=2)
+ if response.status_code == 200:
+ print(" ✓ Ollama is running")
+ models = response.json().get('models', [])
+ if models:
+ print(f" ✓ Available models: {[m['name'] for m in models]}")
+ if any('llama3.2' in m['name'] for m in models):
+ print(" ✓ llama3.2 model found")
+ else:
+ print(" ⚠️ llama3.2 model not found. Run: ollama pull llama3.2")
+ else:
+ print(" ⚠️ No models found. Run: ollama pull llama3.2")
+ else:
+ print(" ⚠️ Ollama responded but with error")
+except Exception as e:
+ print(f" ❌ Cannot connect to Ollama: {e}")
+ print(" Start Ollama with: ollama serve")
+
+print()
+print("=" * 60)
+
+# Final summary
+if errors or missing_packages:
+ print("\n⚠️ ISSUES FOUND:\n")
+ if errors:
+ print("Import Errors:")
+ for error in errors:
+ print(f" - {error}")
+ if missing_packages:
+ print("\nMissing Packages:")
+ print(f" Run: pip install {' '.join(missing_packages)}")
+ print("\n💡 Fix these issues before running app.py")
+else:
+ print("\n✅ All checks passed! You're ready to run:")
+ print(" python app.py")
+
+print()
diff --git a/community-contributions/week2/online-banking.ipynb b/community-contributions/week2/online-banking.ipynb
new file mode 100644
index 0000000..d6adb6c
--- /dev/null
+++ b/community-contributions/week2/online-banking.ipynb
@@ -0,0 +1,397 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "71293c1d",
+ "metadata": {},
+ "source": [
+ "# Online Banking Assistant\n",
+ "\n",
+ "This application is the Bank of Transformers online banking application.\n",
+ "\n",
+ "Using this application users can:\n",
+ "\n",
+ "- open an account\n",
+ "- add funds to an account\n",
+ "- withdraw funds from an account\n",
+ "- check the balance of accounts\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "989a6bf9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import json\n",
+ "from dotenv import load_dotenv\n",
+ "from openai import OpenAI\n",
+ "import gradio as gr"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "94e7f3d1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "OpenAI API Key exists and begins sk-proj-\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Initialization\n",
+ "\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "openai_api_key = os.getenv('OPENAI_API_KEY')\n",
+ "if openai_api_key:\n",
+ " print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
+ "else:\n",
+ " print(\"OpenAI API Key not set\")\n",
+ " \n",
+ "MODEL = \"gpt-4.1-mini\"\n",
+ "openai = OpenAI()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "d53e4dd8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "WELCOME = \"\"\"\\\n",
+ "**Welcome to the Bank of Transformers Online Banking App**\n",
+ "\n",
+ "You can do the following:\n",
+ "- open an account\n",
+ "- deposit funds\n",
+ "- withdraw funds\n",
+ "- check the balance of your account\n",
+ "\n",
+ "What would you like to do today?\n",
+ "\"\"\"\n",
+ "\n",
+ "SYS_PROMPT = \"\"\"\\\n",
+ "You are a helpful banking assistant for an online banking app. Your job:\n",
+ "1) Understand the user's intent (open account, deposit, withdraw funds, check balance).\n",
+ "2) If you need to take an action, use the provided tools (functions).\n",
+ "3) Be concise, ask only for the minimum needed info next.\n",
+ "4) Always reflect current balances when relevant.\n",
+ "5) Never invent accounts or balances—rely on tool results only.\n",
+ "6) After carrying out every action for the user, list all available options, as user might want to deposit/withdraw more funds \n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "36d5f7cf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "open_account_function = {\n",
+ " \"name\": \"open_account\",\n",
+ " \"description\": \"Open an account for the user. Ask the user to enter their name and email address.\",\n",
+ " \"parameters\": {\n",
+ " \"type\": \"object\",\n",
+ " \"properties\": {\n",
+ " \"name\": {\n",
+ " \"type\": \"string\",\n",
+ " \"description\": \"The name of the user\",\n",
+ " },\n",
+ " \"email\": {\n",
+ " \"type\": \"string\",\n",
+ " \"description\": \"The email address of the user\",\n",
+ " },\n",
+ " },\n",
+ " \"required\": [\"name\", \"email\"],\n",
+ " \"additionalProperties\": False\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "deposit_funds_function = {\n",
+ " \"name\": \"deposit_funds\",\n",
+ " \"description\": \"Deposit funds into the user account. Ask the user to enter the amount to deposit.\",\n",
+ " \"parameters\": {\n",
+ " \"type\": \"object\",\n",
+ " \"properties\": {\n",
+ " \"amount\": {\n",
+ " \"type\": \"number\",\n",
+ " \"description\": \"The amount to deposit\",\n",
+ " },\n",
+ " \"balance\": {\n",
+ " \"type\": \"number\",\n",
+ " \"description\": \"The account balance before the deposit\",\n",
+ " }\n",
+ " },\n",
+ " \"required\": [\"amount\", \"balance\"],\n",
+ " \"additionalProperties\": False\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "withdraw_funds_function = {\n",
+ " \"name\": \"withdraw_funds\",\n",
+ " \"description\": \"Withdraw funds from the user account. Ask the user to enter the amount to withdraw.\",\n",
+ " \"parameters\": {\n",
+ " \"type\": \"object\",\n",
+ " \"properties\": {\n",
+ " \"amount\": {\n",
+ " \"type\": \"number\",\n",
+ " \"description\": \"The amount to withdraw\",\n",
+ " },\n",
+ " \"balance\": {\n",
+ " \"type\": \"number\",\n",
+ " \"description\": \"The account balance before the withdraw\",\n",
+ " }\n",
+ " },\n",
+ " \"required\": [\"amount\", \"balance\"],\n",
+ " \"additionalProperties\": False\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "check_balance_function = {\n",
+ " \"name\": \"check_balance\",\n",
+ " \"description\": \"Get the balance of the user account and display it to the user.\",\n",
+ " \"parameters\": {\n",
+ " \"type\": \"object\",\n",
+ " \"properties\": {\n",
+ " \"balance\": {\n",
+ " \"type\": \"number\",\n",
+ " \"description\": \"The account balance\",\n",
+ " }\n",
+ " },\n",
+ " \"required\": [\"balance\"],\n",
+ " \"additionalProperties\": False\n",
+ " } \n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "e35f7074",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tools = [\n",
+ " {\"type\": \"function\", \"function\": open_account_function}, \n",
+ " {\"type\": \"function\", \"function\": deposit_funds_function},\n",
+ " {\"type\": \"function\", \"function\": withdraw_funds_function},\n",
+ " {\"type\": \"function\", \"function\": check_balance_function}\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "12cb2f44",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def open_account(name, email):\n",
+ " return {\"message\": f\"Account opened for {name} with email {email}\"}\n",
+ "\n",
+ "def deposit_funds(amount, balance):\n",
+ " new_balance = float(balance) + float(amount)\n",
+ " return {\n",
+ " \"message\": f\"Deposited ${amount:.2f} into your account. Balance: ${new_balance:.2f}\",\n",
+ " \"balance\": new_balance\n",
+ " }\n",
+ "\n",
+ "def withdraw_funds(amount, balance):\n",
+ " new_balance = float(balance) - float(amount)\n",
+ " return {\n",
+ " \"message\": f\"Withdrew ${amount:.2f} from your account. Balance: ${new_balance:.2f}\",\n",
+ " \"balance\": new_balance\n",
+ " }\n",
+ "\n",
+ "def check_balance(balance):\n",
+ " bal = float(balance)\n",
+ " return {\"message\": f\"Your account balance is: ${bal:.2f}\", \"balance\": bal}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "c05ada4e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# We have to write that function handle_tool_call:\n",
+ "\n",
+ "def handle_tool_call(assistant_msg, balance):\n",
+ " tool_messages = []\n",
+ " new_balance = balance\n",
+ "\n",
+ " for tc in getattr(assistant_msg, \"tool_calls\", []) or []:\n",
+ " args = json.loads(tc.function.arguments or \"{}\")\n",
+ " name = tc.function.name\n",
+ "\n",
+ " if name == \"open_account\":\n",
+ " result = open_account(args.get(\"name\"), args.get(\"email\"))\n",
+ " tool_messages.append({\n",
+ " \"role\": \"tool\",\n",
+ " \"tool_call_id\": tc.id,\n",
+ " \"content\": json.dumps(result) # MUST be string\n",
+ " })\n",
+ "\n",
+ " elif name == \"deposit_funds\":\n",
+ " result = deposit_funds(args[\"amount\"], new_balance)\n",
+ " new_balance = result[\"balance\"]\n",
+ " tool_messages.append({\n",
+ " \"role\": \"tool\",\n",
+ " \"tool_call_id\": tc.id,\n",
+ " \"content\": json.dumps(result)\n",
+ " })\n",
+ "\n",
+ " elif name == \"withdraw_funds\":\n",
+ " result = withdraw_funds(args[\"amount\"], new_balance)\n",
+ " new_balance = result[\"balance\"]\n",
+ " tool_messages.append({\n",
+ " \"role\": \"tool\",\n",
+ " \"tool_call_id\": tc.id,\n",
+ " \"content\": json.dumps(result)\n",
+ " })\n",
+ "\n",
+ " elif name == \"check_balance\":\n",
+ " result = check_balance(new_balance)\n",
+ " tool_messages.append({\n",
+ " \"role\": \"tool\",\n",
+ " \"tool_call_id\": tc.id,\n",
+ " \"content\": json.dumps(result)\n",
+ " })\n",
+ "\n",
+ " return tool_messages, new_balance\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "7200d772",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "* Running on local URL: http://127.0.0.1:7879\n",
+ "* To create a public link, set `share=True` in `launch()`.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ "🔒 All processing happens locally on your machine • Your data never leaves your computer
+Powered by Ollama, ChromaDB, and Sentence Transformers
+
+ 
+ |
+
+ Outros recursos+ Preparei esta página com recursos úteis para o curso. Ela inclui links para todos os slides.+ https://edwarddonner.com/2024/11/13/llm-engineering-resources/ + Mantenha este link nos favoritos - continuarei adicionando materiais úteis lá ao longo do tempo. + + |
+
\n",
+ " ![](\"../assets/important.jpg\") \n",
+ " | \n",
+ " \n",
+ " Por favor, leia - nota importante\n", + " A forma como colaboro com você pode ser diferente de outros cursos que você já fez. Prefiro não digitar código enquanto você assiste. Em vez disso, executo Jupyter Labs, como este, e lhe dou uma intuição sobre o que está acontecendo. Minha sugestão é que você execute tudo com atenção por conta própria, depois de assistir à aula. Adicione instruções de print para entender o que está acontecendo e depois crie suas próprias variações. Se você tiver uma conta no Github, use-a para mostrar suas variações. Isso não é apenas prática essencial, como também demonstra suas habilidades para outras pessoas, incluindo talvez futuros clientes ou empregadores...\n", + " | \n",
+ "
\n",
+ " ![](\"../assets/resources.jpg\") \n",
+ " | \n",
+ " \n",
+ " Este código é um recurso vivo - fique de olho nos meus e-mails\n", + " Eu publico atualizações do código regularmente. À medida que as pessoas fazem perguntas, adiciono mais exemplos ou comentários aprimorados. Como resultado, você notará que o código abaixo não é idêntico ao dos vídeos. Tudo dos vídeos está aqui; mas também acrescentei explicações melhores e novos modelos como o DeepSeek. Considere isto como um livro interativo.\n", + " Tento enviar e-mails regularmente com atualizações importantes relacionadas ao curso. Você pode encontrá-los na seção 'Announcements' da Udemy na barra lateral esquerda. Você também pode optar por receber meus e-mails pelas suas Configurações de Notificação na Udemy. Respeito a sua caixa de entrada e sempre procuro acrescentar valor nas minhas mensagens!\n", + " \n", + " | \n",
+ "
\n",
+ " ![](\"../assets/business.jpg\") \n",
+ " | \n",
+ " \n",
+ " Valor de negócios destes exercícios\n", + " Um último pensamento. Embora eu tenha desenhado estes notebooks para serem educacionais, também procurei deixá-los divertidos. Faremos coisas legais, como fazer LLMs contarem piadas e discutirem entre si. Mas, fundamentalmente, meu objetivo é ensinar habilidades que você possa aplicar nos negócios. Vou explicar as implicações para o negócio ao longo do caminho, e vale a pena ter isso em mente: à medida que você ganha experiência com modelos e técnicas, pense em maneiras de colocar isso em prática no trabalho hoje. Por favor, entre em contato se quiser conversar mais ou se tiver ideias para compartilhar comigo.\n", + " | \n",
+ "
| \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Aplicações de negócios\n", + " Neste exercício, você conheceu como chamar a API em nuvem de um modelo de fronteira (um modelo líder na vanguarda da IA) pela primeira vez. Usaremos APIs como a OpenAI em muitas etapas do curso, além de construir nossos próprios LLMs.\n", + "\n", + "Mais especificamente, aplicamos isso à sumarização - um caso de uso clássico de IA generativa para produzir um resumo. Isso pode ser aplicado a qualquer vertical de negócios - resumir notícias, resumir desempenho financeiro, resumir um currículo em uma carta de apresentação - as aplicações são ilimitadas. Considere como você poderia aplicar a sumarização no seu negócio e tente prototipar uma solução.\n", + " | \n",
+ "
| \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Antes de continuar - agora tente você mesmo\n", + " Use a célula abaixo para criar seu próprio exemplo comercial simples. Mantenha-se no caso de uso de sumarização por enquanto. Aqui vai uma ideia: escreva algo que pegue o conteúdo de um e-mail e sugira uma linha de assunto curta e apropriada para o e-mail. Esse é o tipo de recurso que poderia ser incorporado a uma ferramenta comercial de e-mail.\n", + " | \n",
+ "
\n",
+ "
\n",
+ " ''')\n",
+ "\n",
+ " field_components = []\n",
+ " row_components = []\n",
+ "\n",
+ " for i in range(20):\n",
+ " with gr.Row(visible=(i < 3)) as row:\n",
+ " field_name = gr.Textbox(label='', container=False, scale=2)\n",
+ " data_type = gr.Dropdown(choices=DATA_TYPES, value='string', label='', container=False, scale=2)\n",
+ " nullable = gr.Checkbox(label='', container=False, scale=1)\n",
+ " description = gr.Textbox(label='', container=False, scale=3)\n",
+ "\n",
+ " row_components.append(row)\n",
+ " field_components.extend([field_name, data_type, nullable, description])\n",
+ "\n",
+ " submit_btn = gr.Button('Generate', variant='primary')\n",
+ "\n",
+ " num_fields_slider.change(\n",
+ " fn=lambda x: [gr.update(visible=(i < x)) for i in range(20)],\n",
+ " inputs=[num_fields_slider],\n",
+ " outputs=row_components\n",
+ " )\n",
+ "\n",
+ "\n",
+ " with gr.Tab('SQL', id=1):\n",
+ " gr.Markdown('### Parse SQL DDL')\n",
+ " ddl_input = gr.Code(\n",
+ " value=sql,\n",
+ " label='SQL DDL Statement',\n",
+ " language='sql',\n",
+ " lines=10\n",
+ " )\n",
+ " ddl_btn = gr.Button('Generate', variant='primary')\n",
+ "\n",
+ "\n",
+ " with gr.Tab('>_ Prompt', id=2):\n",
+ " gr.Markdown('### You are on your own here, so be creative 💡')\n",
+ " prompt_input = gr.Textbox(\n",
+ " label='Prompt',\n",
+ " placeholder='Type your prompt',\n",
+ " lines=10\n",
+ " )\n",
+ " prompt_btn = gr.Button('Generate', variant='primary')\n",
+ "\n",
+ " with gr.Tab('Data Scientist 🎩', id=3):\n",
+ " gr.Markdown('### You are on your own here, so be creative 💡')\n",
+ " domain_input = gr.Dropdown(\n",
+ " label='Domain',\n",
+ " choices=['E-commerce Customers', 'Hospital Patients', 'Loan Applications'],\n",
+ " allow_custom_value=True\n",
+ " )\n",
+ "\n",
+ " data_scientist_generate_btn = gr.Button('Generate', variant='primary')\n",
+ "\n",
+ "\n",
+ " with gr.Accordion('Generated Schema', open=False):\n",
+ " output = gr.Code(label='Schema (JSON)', language='json')\n",
+ "\n",
+ " gr.Markdown('## Generated Data')\n",
+ " dataframe_output = gr.Dataframe(\n",
+ " label='',\n",
+ " interactive=False,\n",
+ " wrap=True\n",
+ " )\n",
+ "\n",
+ " gr.Markdown('### Export Data')\n",
+ " with gr.Row():\n",
+ " format_dropdown = gr.Dropdown(\n",
+ " choices=[format.value for format in ExportFormat],\n",
+ " value=ExportFormat.CSV,\n",
+ " label='Export Format',\n",
+ " scale=2\n",
+ " )\n",
+ " download_btn = gr.Button('Download', variant='secondary', scale=1)\n",
+ "\n",
+ " download_file = gr.File(label='Download File', visible=True)\n",
+ "\n",
+ "\n",
+ " def _handle_result(result):\n",
+ " if isinstance(result, tuple) and len(result) == 2:\n",
+ " return result[0], result[1], result[1]\n",
+ " return result[0], result[1], None\n",
+ "\n",
+ "\n",
+ " def update_from_dynamic_fields(schema_name, context, num_fields, num_records, *field_values):\n",
+ " result = generate_from_dynamic_fields(schema_name, context, num_fields, num_records, *field_values)\n",
+ " return _handle_result(result)\n",
+ "\n",
+ "\n",
+ " def update_from_sql(sql: str, context, num_records: int):\n",
+ " result = generate_from_sql(sql, context, num_records)\n",
+ " return _handle_result(result)\n",
+ "\n",
+ "\n",
+ " def update_from_data_scientist(domain: str, context, num_records: int):\n",
+ " result = generate_from_data_scientist(domain, context, num_records)\n",
+ " return _handle_result(result)\n",
+ "\n",
+ "\n",
+ " submit_btn.click(\n",
+ " fn=update_from_dynamic_fields,\n",
+ " inputs=[schema_name_input, context_input, num_fields_slider, num_records_input] + field_components,\n",
+ " outputs=[output, dataframe_output, df_state]\n",
+ " )\n",
+ "\n",
+ " ddl_btn.click(\n",
+ " fn=update_from_sql,\n",
+ " inputs=[ddl_input, context_input, num_records_input],\n",
+ " outputs=[output, dataframe_output, df_state]\n",
+ " )\n",
+ "\n",
+ " data_scientist_generate_btn.click(\n",
+ " fn=update_from_data_scientist,\n",
+ " inputs=[domain_input, context_input, num_records_input],\n",
+ " outputs=[output, dataframe_output, df_state]\n",
+ " )\n",
+ "\n",
+ "\n",
+ " download_btn.click(\n",
+ " fn=prepare_download,\n",
+ " inputs=[df_state, format_dropdown],\n",
+ " outputs=[download_file]\n",
+ " )\n",
+ "\n",
+ "\n",
+ "ui.launch(debug=True)\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "collapsed_sections": [
+ "tqSpfJGnme7y"
+ ],
+ "gpuType": "T4",
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/week3/community-contributions/salah/meeting_minutes_v2.py b/week3/community-contributions/salah/meeting_minutes_v2.py
new file mode 100644
index 0000000..2a1adc2
--- /dev/null
+++ b/week3/community-contributions/salah/meeting_minutes_v2.py
@@ -0,0 +1,301 @@
+#!/usr/bin/env python3
+
+import os
+import torch
+import requests
+import json
+import librosa
+import numpy as np
+from pathlib import Path
+from datetime import datetime
+from transformers import pipeline
+import gradio as gr
+
+# Basic config
+TRANSCRIPTION_MODEL = "openai/whisper-tiny.en"
+OLLAMA_MODEL = "llama3.2:latest"
+OLLAMA_URL = "http://localhost:11434"
+DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
+OUTPUT_DIR = Path("./output")
+
+# ============================
+# MODEL LOADING
+# ============================
+
+def check_ollama():
+ try:
+ response = requests.get(f"{OLLAMA_URL}/api/tags", timeout=5)
+ if response.status_code == 200:
+ models = response.json().get('models', [])
+ model_names = [model['name'] for model in models]
+ return OLLAMA_MODEL in model_names
+ return False
+ except:
+ return False
+
+def call_ollama(prompt):
+ payload = {
+ "model": OLLAMA_MODEL,
+ "prompt": prompt,
+ "stream": False,
+ "options": {
+ "temperature": 0.7,
+ "num_predict": 1000
+ }
+ }
+
+ try:
+ response = requests.post(f"{OLLAMA_URL}/api/generate", json=payload, timeout=120)
+ if response.status_code == 200:
+ return response.json().get('response', '').strip()
+ return "Error: Ollama request failed"
+ except:
+ return "Error: Could not connect to Ollama"
+
+def load_models():
+ print("Loading models...")
+
+ if not check_ollama():
+ print("Ollama not available")
+ return None, False
+
+ try:
+ transcription_pipe = pipeline(
+ "automatic-speech-recognition",
+ model=TRANSCRIPTION_MODEL,
+ torch_dtype=torch.float16 if DEVICE == "cuda" else torch.float32,
+ device=0 if DEVICE == "cuda" else -1,
+ return_timestamps=True
+ )
+ print("Models loaded successfully")
+ return transcription_pipe, True
+ except Exception as e:
+ print(f"Failed to load models: {e}")
+ return None, False
+
+# ============================
+# PROCESSING FUNCTIONS
+# ============================
+
+def transcribe_audio(audio_file_path, transcription_pipe):
+ if not os.path.exists(audio_file_path):
+ return "Error: Audio file not found"
+
+ try:
+ # Load audio with librosa
+ audio, sr = librosa.load(audio_file_path, sr=16000)
+ if not isinstance(audio, np.ndarray):
+ audio = np.array(audio)
+
+ result = transcription_pipe(audio)
+
+ # Extract text from result
+ if isinstance(result, dict):
+ if "text" in result:
+ transcription = result["text"].strip()
+ elif "chunks" in result:
+ transcription = " ".join([chunk["text"] for chunk in result["chunks"]]).strip()
+ else:
+ transcription = str(result).strip()
+ else:
+ transcription = str(result).strip()
+
+ return transcription
+
+ except Exception as e:
+ return f"Error: {str(e)}"
+
+def generate_minutes(transcription):
+ prompt = f"""Create meeting minutes from this transcript:
+
+{transcription[:2000]}
+
+Include:
+- Summary with attendees and topics
+- Key discussion points
+- Important decisions
+- Action items
+
+Meeting Minutes:"""
+
+ result = call_ollama(prompt)
+ return result
+
+def save_results(transcription, minutes, meeting_type="meeting"):
+ try:
+ OUTPUT_DIR.mkdir(exist_ok=True)
+ timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+ filename = f"{meeting_type}_minutes_{timestamp}.md"
+ filepath = OUTPUT_DIR / filename
+
+ content = f"""# Meeting Minutes
+
+**Generated:** {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+
+## Meeting Minutes
+
+{minutes}
+
+## Full Transcription
+
+{transcription}
+"""
+
+ with open(filepath, 'w', encoding='utf-8') as f:
+ f.write(content)
+
+ return str(filepath)
+
+ except Exception as e:
+ return f"Error saving: {str(e)}"
+
+# ============================
+# GRADIO INTERFACE
+# ============================
+
+def process_audio_file(audio_file, meeting_type, progress=gr.Progress()):
+ progress(0.0, desc="Starting...")
+
+ if not hasattr(process_audio_file, 'models') or not process_audio_file.models[0]:
+ return "", "", "Models not loaded"
+
+ transcription_pipe, ollama_ready = process_audio_file.models
+
+ if not ollama_ready:
+ return "", "", "Ollama not available"
+
+ try:
+ audio_path = audio_file.name if hasattr(audio_file, 'name') else str(audio_file)
+ if not audio_path:
+ return "", "", "No audio file provided"
+
+ progress(0.2, desc="Transcribing...")
+ transcription = transcribe_audio(audio_path, transcription_pipe)
+
+ if transcription.startswith("Error:"):
+ return transcription, "", "Transcription failed"
+
+ progress(0.6, desc="Generating minutes...")
+ minutes = generate_minutes(transcription)
+
+ if minutes.startswith("Error:"):
+ return transcription, minutes, "Minutes generation failed"
+
+ progress(0.9, desc="Saving...")
+ save_path = save_results(transcription, minutes, meeting_type)
+
+ progress(1.0, desc="Complete!")
+
+ status = f"""Processing completed!
+
+Transcription: {len(transcription)} characters
+Minutes: {len(minutes)} characters
+Saved to: {save_path}
+
+Models used:
+- Transcription: {TRANSCRIPTION_MODEL}
+- LLM: {OLLAMA_MODEL}
+- Device: {DEVICE}
+"""
+
+ return transcription, minutes, status
+
+ except Exception as e:
+ progress(1.0, desc="Failed")
+ return "", "", f"Processing failed: {str(e)}"
+
+def create_interface():
+ with gr.Blocks(title="Meeting Minutes Creator") as interface:
+
+ gr.HTML("Field Name
\n",
+ " Data Type
\n",
+ " Nullable
\n",
+ " Description
\n",
+ " Meeting Minutes Creator
HuggingFace Whisper + Ollama
") + + with gr.Row(): + with gr.Column(): + gr.Markdown("### Audio Input") + + audio_input = gr.Audio( + label="Upload or Record Audio", + type="filepath", + sources=["upload", "microphone"] + ) + + meeting_type = gr.Dropdown( + choices=["meeting", "standup", "interview", "call"], + value="meeting", + label="Meeting Type" + ) + + process_btn = gr.Button("Generate Minutes", variant="primary") + + gr.HTML(f""" +
+
+ """)
+
+ with gr.Column():
+ gr.Markdown("### Results")
+
+ status_output = gr.Markdown("Ready to process audio")
+
+ with gr.Tabs():
+ with gr.Tab("Meeting Minutes"):
+ minutes_output = gr.Markdown("Minutes will appear here")
+
+ with gr.Tab("Transcription"):
+ transcription_output = gr.Textbox(
+ "Transcription will appear here",
+ lines=15,
+ show_copy_button=True
+ )
+
+ process_btn.click(
+ fn=process_audio_file,
+ inputs=[audio_input, meeting_type],
+ outputs=[transcription_output, minutes_output, status_output],
+ show_progress=True
+ )
+
+ return interface
+
+# ============================
+# MAIN APPLICATION
+# ============================
+
+def main():
+ print("Meeting Minutes Creator - HuggingFace + Ollama")
+ print("Loading models...")
+
+ transcription_pipe, ollama_ready = load_models()
+
+ if not transcription_pipe or not ollama_ready:
+ print("Failed to load models or connect to Ollama")
+ print("Make sure Ollama is running and has the model available")
+ return
+
+ process_audio_file.models = (transcription_pipe, ollama_ready)
+
+ print("Models loaded successfully!")
+ print("Starting web interface...")
+ print("Access at: http://localhost:7860")
+
+ interface = create_interface()
+
+ try:
+ interface.launch(
+ server_name="localhost",
+ server_port=7860,
+ debug=False
+ )
+ except KeyboardInterrupt:
+ print("Shutting down...")
+ except Exception as e:
+ print(f"Failed to launch: {e}")
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week3/community-contributions/salah/output/meeting_minutes_20251024_062609.md b/week3/community-contributions/salah/output/meeting_minutes_20251024_062609.md
new file mode 100644
index 0000000..01fc0e8
--- /dev/null
+++ b/week3/community-contributions/salah/output/meeting_minutes_20251024_062609.md
@@ -0,0 +1,36 @@
+# Meeting Minutes
+
+**Generated:** 2025-10-24 06:26:09
+
+## Meeting Minutes
+
+Here are the meeting minutes based on the transcript:
+
+**Dilistanda Meeting Minutes - October 24**
+
+**Attendees:**
+
+* Jean (Project Manager)
+* [Unknown speaker] ( attendee, name not provided)
+
+**Summary:**
+This meeting was held to discuss ongoing project updates and tasks for Dilistanda. The attendees reviewed the progress made by Jean on the user authentication module and discussed other ongoing work.
+
+**Key Discussion Points:**
+
+* Jean shared his update on completing the user authentication module and fixing three bugs on the login system.
+* [Unknown speaker] mentioned they finished a database migration script and reviewed SORAP or request, but did not provide further details.
+
+**Important Decisions:**
+None
+
+**Action Items:**
+
+1. **Jean:** Continue working on the dashboard to components without any blockers.
+2. [Unknown speaker]: Focus on API points for mobile app development.
+
+Note: Unfortunately, some information was missing from the transcript (e.g., the identity of the second attendee), which made it challenging to create a comprehensive set of meeting minutes.
+
+## Full Transcription
+
+Good morning everyone, this is our Dilistanda meeting for October 24. I am sorrow as a project manager. Jean, can you give us your update? Yeah, Jean here yesterday I completed the user authentication module and I fixed three bugs on the login system. Today I will be working on the dashboard to components, no blocker. Okay, so I'm going to make your turn. How is this mic? I finished the database migration script and I reviewed SORAP or request. Today I will focus on the API points for mobile app.
diff --git a/week3/community-contributions/salah/requirements.txt b/week3/community-contributions/salah/requirements.txt
new file mode 100644
index 0000000..76d9f32
--- /dev/null
+++ b/week3/community-contributions/salah/requirements.txt
@@ -0,0 +1,9 @@
+# Meeting Minutes Creator V2 - HuggingFace + Ollama Implementation
+# Requirements for Week 3 Day 5 Exercise
+
+torch>=2.0.0
+transformers>=4.35.0
+gradio>=4.0.0
+librosa>=0.10.0
+soundfile>=0.12.0
+requests>=2.31.0
\ No newline at end of file
diff --git a/week3/community-contributions/samuel_bootcamp_wk3/data_generator.ipynb b/week3/community-contributions/samuel_bootcamp_wk3/data_generator.ipynb
new file mode 100644
index 0000000..4980f24
--- /dev/null
+++ b/week3/community-contributions/samuel_bootcamp_wk3/data_generator.ipynb
@@ -0,0 +1,229 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "2714fa36",
+ "metadata": {},
+ "source": [
+ "## Week 3 Data Generator With Opensource Models\n",
+ "# Generate synthetic data for Pizza cusromers within Nairobi "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "761622db",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!pip install requests pandas ipywidgets gradio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cc7347c4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import gradio as gr\n",
+ "from huggingface_hub import InferenceClient\n",
+ "import random\n",
+ "import os\n",
+ "from dotenv import load_dotenv\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f20cd822",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Load API Key\n",
+ "\n",
+ "load_dotenv(override=True)\n",
+ "HF_API_KEY = os.getenv('HF_TOKEN')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "856cd8cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "# Define available models with correct Hugging Face model IDs\n",
+ "MODELS = {\n",
+ " \"Mistral-7B\": \"mistralai/Mistral-7B-Instruct-v0.2\",\n",
+ " \"Llama-2-7B\": \"meta-llama/Llama-2-7b-chat-hf\",\n",
+ " \"Phi-2\": \"microsoft/phi-2\",\n",
+ " \"GPT-2\": \"gpt2\"\n",
+ "}\n",
+ "\n",
+ "# Nairobi branches\n",
+ "BRANCHES = [\"Westlands\", \"Karen\", \"Kilimani\", \"CBD\", \"Parklands\"]\n",
+ "\n",
+ "# Global variable to store generated data\n",
+ "generated_df = None\n",
+ "\n",
+ "def generate_feedback_data(model_name, num_records):\n",
+ " \"\"\"Generate synthetic pizza feedback data using selected AI model\"\"\"\n",
+ " global generated_df\n",
+ " \n",
+ " try:\n",
+ " # Initialize the Hugging Face Inference Client\n",
+ " model_id = MODELS[model_name]\n",
+ " client = InferenceClient(model=model_id, token=None) # Add your HF token if needed\n",
+ " \n",
+ " feedback_data = []\n",
+ " \n",
+ " for i in range(num_records):\n",
+ " # Random branch\n",
+ " branch = random.choice(BRANCHES)\n",
+ " \n",
+ " # Generate feedback using the AI model\n",
+ " prompt = f\"Generate a brief customer feedback comment about a pizza order from {branch} branch in Nairobi. Make it realistic and varied (positive, negative, or neutral). Keep it under 30 words.\"\n",
+ " \n",
+ " try:\n",
+ " response = client.text_generation(\n",
+ " prompt,\n",
+ " max_new_tokens=50,\n",
+ " temperature=0.8\n",
+ " )\n",
+ " feedback = response.strip()\n",
+ " except Exception as e:\n",
+ " # Fallback to template-based generation if API fails\n",
+ " feedback = generate_fallback_feedback(branch)\n",
+ " \n",
+ " # Generate other fields\n",
+ " record = {\n",
+ " \"Customer_ID\": f\"CUST{1000 + i}\",\n",
+ " \"Branch\": branch,\n",
+ " \"Rating\": random.randint(1, 5),\n",
+ " \"Order_Type\": random.choice([\"Delivery\", \"Dine-in\", \"Takeaway\"]),\n",
+ " \"Feedback\": feedback,\n",
+ " \"Date\": f\"2024-{random.randint(1, 12):02d}-{random.randint(1, 28):02d}\"\n",
+ " }\n",
+ " \n",
+ " feedback_data.append(record)\n",
+ " \n",
+ " # Create DataFrame\n",
+ " generated_df = pd.DataFrame(feedback_data)\n",
+ " \n",
+ " return generated_df, f\"✓ Successfully generated {num_records} records using {model_name}\"\n",
+ " \n",
+ " except Exception as e:\n",
+ " return pd.DataFrame(), f\"✗ Error: {str(e)}\"\n",
+ "\n",
+ "def generate_fallback_feedback(branch):\n",
+ " \"\"\"Fallback feedback generator if API fails\"\"\"\n",
+ " templates = [\n",
+ " f\"Great pizza from {branch}! Quick delivery and hot food.\",\n",
+ " f\"Pizza was cold when it arrived at {branch}. Disappointed.\",\n",
+ " f\"Excellent service at {branch} branch. Will order again!\",\n",
+ " f\"Average experience. Pizza was okay but nothing special.\",\n",
+ " f\"Long wait time at {branch} but the pizza was worth it.\",\n",
+ " ]\n",
+ " return random.choice(templates)\n",
+ "\n",
+ "def download_csv():\n",
+ " \"\"\"Save generated data as CSV\"\"\"\n",
+ " global generated_df\n",
+ " if generated_df is not None:\n",
+ " generated_df.to_csv('pizza_feedback_data.csv', index=False)\n",
+ " return \"CSV downloaded!\"\n",
+ " return \"No data to download\"\n",
+ "\n",
+ "def download_json():\n",
+ " \"\"\"Save generated data as JSON\"\"\"\n",
+ " global generated_df\n",
+ " if generated_df is not None:\n",
+ " generated_df.to_json('pizza_feedback_data.json', orient='records', indent=2)\n",
+ " return \"JSON downloaded!\"\n",
+ " return \"No data to download\"\n",
+ "\n",
+ "# Create Gradio interface\n",
+ "with gr.Blocks(title=\"Pizza Feedback Data Generator\") as demo:\n",
+ " gr.Markdown(\"\"\"\n",
+ " # 🍕 Pizza Feedback Data Generator\n",
+ " Generate synthetic customer feedback for Nairobi pizza branches using AI models\n",
+ " \"\"\")\n",
+ " \n",
+ " with gr.Row():\n",
+ " with gr.Column():\n",
+ " model_selector = gr.Radio(\n",
+ " choices=list(MODELS.keys()),\n",
+ " label=\"Select AI Model\",\n",
+ " value=list(MODELS.keys())[0]\n",
+ " )\n",
+ " \n",
+ " num_records_slider = gr.Slider(\n",
+ " minimum=1,\n",
+ " maximum=50,\n",
+ " value=10,\n",
+ " step=1,\n",
+ " label=\"Number of Records\"\n",
+ " )\n",
+ " \n",
+ " generate_btn = gr.Button(\"Generate Feedback Data\", variant=\"primary\")\n",
+ " \n",
+ " with gr.Row():\n",
+ " status_output = gr.Textbox(label=\"Status\", interactive=False)\n",
+ " \n",
+ " with gr.Row():\n",
+ " dataframe_output = gr.Dataframe(\n",
+ " label=\"Generated Feedback Data\",\n",
+ " interactive=False\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " csv_btn = gr.Button(\"Download CSV\")\n",
+ " json_btn = gr.Button(\"Download JSON\")\n",
+ " \n",
+ " # Event handlers\n",
+ " generate_btn.click(\n",
+ " fn=generate_feedback_data,\n",
+ " inputs=[model_selector, num_records_slider],\n",
+ " outputs=[dataframe_output, status_output]\n",
+ " )\n",
+ " \n",
+ " csv_btn.click(\n",
+ " fn=download_csv,\n",
+ " outputs=status_output\n",
+ " )\n",
+ " \n",
+ " json_btn.click(\n",
+ " fn=download_json,\n",
+ " outputs=status_output\n",
+ " )\n",
+ "\n",
+ "# Launch the interface\n",
+ "demo.launch()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week3/community-contributions/samuel_bootcamp_wk3/pizza_feedback_data.csv b/week3/community-contributions/samuel_bootcamp_wk3/pizza_feedback_data.csv
new file mode 100644
index 0000000..f75c9b6
--- /dev/null
+++ b/week3/community-contributions/samuel_bootcamp_wk3/pizza_feedback_data.csv
@@ -0,0 +1,17 @@
+Customer_ID,Branch,Rating,Order_Type,Feedback,Date
+CUST1000,Westlands,1,Dine-in,Great pizza from Westlands! Quick delivery and hot food.,2024-10-17
+CUST1001,CBD,1,Takeaway,Excellent service at CBD branch. Will order again!,2024-11-24
+CUST1002,Kilimani,1,Delivery,Excellent service at Kilimani branch. Will order again!,2024-09-03
+CUST1003,Parklands,5,Takeaway,Great pizza from Parklands! Quick delivery and hot food.,2024-08-05
+CUST1004,Westlands,3,Delivery,Great pizza from Westlands! Quick delivery and hot food.,2024-01-12
+CUST1005,CBD,5,Delivery,Great pizza from CBD! Quick delivery and hot food.,2024-01-10
+CUST1006,Kilimani,1,Delivery,Long wait time at Kilimani but the pizza was worth it.,2024-09-12
+CUST1007,Parklands,2,Delivery,Great pizza from Parklands! Quick delivery and hot food.,2024-05-27
+CUST1008,Parklands,3,Dine-in,Excellent service at Parklands branch. Will order again!,2024-12-01
+CUST1009,CBD,1,Dine-in,Excellent service at CBD branch. Will order again!,2024-10-09
+CUST1010,Parklands,1,Takeaway,Average experience. Pizza was okay but nothing special.,2024-04-03
+CUST1011,Westlands,2,Dine-in,Pizza was cold when it arrived at Westlands. Disappointed.,2024-01-02
+CUST1012,Karen,2,Takeaway,Pizza was cold when it arrived at Karen. Disappointed.,2024-03-26
+CUST1013,Westlands,3,Dine-in,Long wait time at Westlands but the pizza was worth it.,2024-11-17
+CUST1014,Westlands,5,Takeaway,Average experience. Pizza was okay but nothing special.,2024-03-01
+CUST1015,Parklands,3,Delivery,Excellent service at Parklands branch. Will order again!,2024-03-18
diff --git a/week4/community-contributions/emmy/README.md b/week4/community-contributions/emmy/README.md
new file mode 100644
index 0000000..61a1aae
--- /dev/null
+++ b/week4/community-contributions/emmy/README.md
@@ -0,0 +1,41 @@
+# PrettyPage Generator
+
+Transform any text into a beautiful, responsive webpage.
+
+## What it does
+
+Paste your text (notes, articles, documentation, etc.) and get a styled, single-page website using your exact words. Choose from different themes like Minimal, Professional, Colorful, or Modern Gradient.
+
+## Requirements
+
+- Python 3.8+
+- OpenAI API key
+- Google API key (optional, for Gemini)
+
+## Setup
+
+1. Install dependencies:
+```bash
+pip install gradio openai python-dotenv
+```
+
+2. Create a `.env` file:
+```
+OPENAI_API_KEY=your_openai_key_here
+GOOGLE_API_KEY=your_google_key_here
+```
+
+3. Run the app:
+```bash
+python text_to_html.py
+```
+
+4. Open the link in your browser
+
+## Usage
+
+1. Paste your text in the input box
+2. Choose a model (GPT-4o-mini or Gemini-Flash)
+3. Select a style theme
+4. Click "Generate Page"
+5. Copy the HTML and save as `index.html`
\ No newline at end of file
diff --git a/week4/community-contributions/emmy/text_to_html.py b/week4/community-contributions/emmy/text_to_html.py
new file mode 100644
index 0000000..a9ef113
--- /dev/null
+++ b/week4/community-contributions/emmy/text_to_html.py
@@ -0,0 +1,222 @@
+import os
+from dotenv import load_dotenv
+from openai import OpenAI
+import gradio as gr
+
+# --- Load environment keys ---
+load_dotenv(override=True)
+openai_api_key = os.getenv("OPENAI_API_KEY")
+google_api_key = os.getenv("GOOGLE_API_KEY")
+
+# --- Model config ---
+MODEL_MAP = {
+ "GPT-4o-mini": {
+ "model": "gpt-4o-mini",
+ "key": openai_api_key,
+ "endpoint": "https://api.openai.com/v1"
+ },
+ "Gemini-Flash": {
+ "model": "gemini-2.5-flash",
+ "key": google_api_key,
+ "endpoint": "https://generativelanguage.googleapis.com/v1beta/openai/"
+ }
+}
+
+class PageBuilder:
+ def __init__(self, model_choice="GPT-4o-mini"):
+ self.set_model(model_choice)
+
+ def set_model(self, model_choice: str):
+ spec = MODEL_MAP[model_choice]
+ self.client = OpenAI(
+ api_key=spec["key"],
+ base_url=spec["endpoint"]
+ )
+ self.model_name = spec["model"]
+
+ def build_page(self, raw_text: str, theme: str) -> str:
+ """
+ Ask the model for a self-contained HTML page (HTML +
+ """
+ return html_page.replace("", fix + "\n") if "" in html_page else fix + html_page
+
+def build_interface():
+ with gr.Blocks(
+ title="PrettyPage",
+ theme=gr.themes.Soft(primary_hue="indigo", neutral_hue="slate")
+ ) as demo:
+ gr.Markdown(
+ """
+ Configuration
+-
+
- Transcription: {TRANSCRIPTION_MODEL} +
- LLM: {OLLAMA_MODEL} +
- Device: {DEVICE} +
+
+ """,
+ )
+
+ with gr.Row():
+ model_choice = gr.Radio(
+ choices=list(MODEL_MAP.keys()),
+ value="GPT-4o-mini",
+ label="Model",
+ info="Which model should generate the page?"
+ )
+ theme_choice = gr.Dropdown(
+ choices=[
+ "Minimal",
+ "Professional",
+ "Colorful",
+ "Modern Gradient"
+ ],
+ value="Professional",
+ label="Style Theme",
+ info="Controls colors / layout vibe"
+ )
+
+ input_text = gr.Textbox(
+ label="Your Text Content",
+ lines=12,
+ placeholder=(
+ "Paste your notes, article, README, sales copy, lesson, etc.\n"
+ "We'll turn this into a styled webpage without changing your words."
+ ),
+ )
+
+ generate_btn = gr.Button("🎨 Generate Page", variant="primary")
+
+ gr.Markdown("---")
+
+ with gr.Row():
+ with gr.Column(scale=1):
+ gr.Markdown("**Generated HTML (copy & save as .html):**")
+ html_code_output = gr.Textbox(
+ label="HTML Source",
+ interactive=False,
+ lines=20,
+ max_lines=20,
+ show_copy_button=True
+ )
+
+ with gr.Column(scale=1):
+ gr.Markdown("**Live Preview:**")
+ live_preview = gr.HTML(
+ value=(
+ "✨ PrettyPage Generator
++ Paste any text. Get a clean, beautiful, responsive webpage using your exact words. +
+"
+ "Your page preview will appear here.
"
+ ),
+ )
+
+ # click handler: build the page fresh each time
+ def handle_generate(user_text, chosen_model, chosen_theme):
+ porter = PageBuilder(chosen_model)
+ html_page = porter.build_page(user_text, chosen_theme)
+ fixed_preview = apply_readability_fix(html_page)
+ # left pane shows code, right pane renders preview
+ return html_page, fixed_preview
+
+ generate_btn.click(
+ fn=handle_generate,
+ inputs=[input_text, model_choice, theme_choice],
+ outputs=[html_code_output, live_preview],
+ )
+
+ gr.Markdown(
+ """
+
+ Tip: Save the HTML Source above as
+ """
+ )
+
+ return demo
+
+if __name__ == "__main__":
+ demo = build_interface()
+ demo.launch(inbrowser=True)
diff --git a/week4/community-contributions/hopeogbons/README.md b/week4/community-contributions/hopeogbons/README.md
new file mode 100644
index 0000000..8620c79
--- /dev/null
+++ b/week4/community-contributions/hopeogbons/README.md
@@ -0,0 +1,255 @@
+# 🔶 Multi-Language Code Complexity Annotator
+
+An automated tool that analyzes source code and annotates it with Big-O complexity estimates, complete with syntax highlighting and optional AI-powered code reviews.
+
+## 🎯 What It Does
+
+Understanding time complexity (Big-O notation) is crucial for writing efficient algorithms, identifying bottlenecks, making informed optimization decisions, and passing technical interviews.
+
+Analyzing complexity manually is tedious and error-prone. This tool **automates** the entire process—detecting loops, recursion, and functions, then annotating code with Big-O estimates and explanations.
+
+### Core Features
+
+- 📊 **Automatic Detection** - Identifies loops, recursion, and functions across 13+ programming languages
+- 🧮 **Complexity Estimation** - Calculates Big-O complexity (O(1), O(n), O(n²), O(log n), etc.)
+- 💬 **Inline Annotations** - Inserts explanatory comments directly into your code
+- 🎨 **Syntax Highlighting** - Generates beautiful HTML previews with orange-colored complexity comments
+- 🤖 **AI Code Review** - Optional LLaMA-powered analysis for optimization suggestions
+- 💾 **Export Options** - Download annotated source code and Markdown previews
+
+## 🌐 Supported Languages
+
+Python • JavaScript • TypeScript • Java • C • C++ • C# • Go • PHP • Swift • Ruby • Kotlin • Rust
+
+## 🛠️ Tech Stack
+
+- **HuggingFace Transformers** - LLM model loading and inference
+- **LLaMA 3.2** - AI-powered code review
+- **Gradio** - Interactive web interface
+- **Pygments** - Syntax highlighting
+- **PyTorch** - Deep learning framework
+- **Regex Analysis** - Heuristic complexity detection
+
+## 📋 Prerequisites
+
+- Python 3.12+
+- `uv` package manager (or `pip`)
+- 4GB+ RAM (for basic use without AI)
+- 14GB+ RAM (for AI code review with LLaMA models)
+- Optional: NVIDIA GPU with CUDA (for model quantization)
+
+## 🚀 Installation
+
+### 1. Clone the Repository
+
+```bash
+cd week4
+```
+
+### 2. Install Dependencies
+
+```bash
+uv pip install -U pip
+uv pip install transformers accelerate gradio torch --extra-index-url https://download.pytorch.org/whl/cpu
+uv pip install bitsandbytes pygments python-dotenv
+```
+
+> **Note:** This installs the CPU-only version of PyTorch. For GPU support, remove the `--extra-index-url` flag.
+
+### 3. Set Up HuggingFace Token (Optional - for AI Features)
+
+Create a `.env` file in the `week4` directory:
+
+```env
+HF_TOKEN=hf_your_token_here
+```
+
+Get your token at: https://huggingface.co/settings/tokens
+
+> **Required for:** LLaMA models (requires accepting Meta's license agreement)
+
+## 💡 Usage
+
+### Option 1: Jupyter Notebook
+
+Open and run `week4 EXERCISE_hopeogbons.ipynb`:
+
+```bash
+jupyter notebook "week4 EXERCISE_hopeogbons.ipynb"
+```
+
+Run all cells in order. The Gradio interface will launch at `http://127.0.0.1:7861`
+
+### Option 2: Web Interface
+
+Once the Gradio app is running:
+
+#### **Without AI Review (No Model Needed)**
+
+1. Upload a code file (.py, .js, .java, etc.)
+2. Uncheck "Generate AI Code Review"
+3. Click "🚀 Process & Annotate"
+4. View syntax-highlighted code with Big-O annotations
+5. Download the annotated source + Markdown
+
+#### **With AI Review (Requires Model)**
+
+1. Click "🔄 Load Model" (wait 2-5 minutes for first download)
+2. Upload your code file
+3. Check "Generate AI Code Review"
+4. Adjust temperature/tokens if needed
+5. Click "🚀 Process & Annotate"
+6. Read AI-generated optimization suggestions
+
+## 📊 How It Works
+
+### Complexity Detection Algorithm
+
+The tool uses **heuristic pattern matching** to estimate Big-O complexity:
+
+1. **Detect Blocks** - Regex patterns find functions, loops, and recursion
+2. **Analyze Loops** - Count nesting depth:
+ - 1 loop = O(n)
+ - 2 nested loops = O(n²)
+ - 3 nested loops = O(n³)
+3. **Analyze Recursion** - Pattern detection:
+ - Divide-and-conquer (binary search) = O(log n)
+ - Single recursive call = O(n)
+ - Multiple recursive calls = O(2^n)
+4. **Aggregate** - Functions inherit worst-case complexity of inner operations
+
+### Example Output
+
+**Input (Python):**
+
+```python
+def bubble_sort(arr):
+ for i in range(len(arr)):
+ for j in range(len(arr) - i - 1):
+ if arr[j] > arr[j + 1]:
+ arr[j], arr[j + 1] = arr[j + 1], arr[j]
+```
+
+**Output (Annotated):**
+
+```python
+def bubble_sort(arr):
+# Big-O: O(n^2)
+# Explanation: Nested loops indicate quadratic time.
+ for i in range(len(arr)):
+ for j in range(len(arr) - i - 1):
+ if arr[j] > arr[j + 1]:
+ arr[j], arr[j + 1] = arr[j + 1], arr[j]
+```
+
+## 🧠 AI Model Options
+
+### CPU/Mac (No GPU)
+
+- `meta-llama/Llama-3.2-1B` (Default, ~1GB, requires HF approval)
+- `gpt2` (No approval needed, ~500MB)
+- `microsoft/DialoGPT-medium` (~1GB)
+
+### GPU Users
+
+- Any model with 8-bit or 4-bit quantization enabled
+- `meta-llama/Llama-2-7b-chat-hf` (requires approval)
+
+### Memory Requirements
+
+- **Without quantization:** ~14GB RAM (7B models) or ~26GB (13B models)
+- **With 8-bit quantization:** ~50% reduction (GPU required)
+- **With 4-bit quantization:** ~75% reduction (GPU required)
+
+## ⚙️ Configuration
+
+### File Limits
+
+- Max file size: **2 MB**
+- Supported extensions: `.py`, `.js`, `.ts`, `.java`, `.c`, `.cpp`, `.cs`, `.go`, `.php`, `.swift`, `.rb`, `.kt`, `.rs`
+
+### Model Parameters
+
+- **Temperature** (0.0 - 1.5): Controls randomness
+ - Lower = more deterministic
+ - Higher = more creative
+- **Max Tokens** (16 - 1024): Maximum length of AI review
+
+## 📁 Project Structure
+
+```
+week4/
+├── week4 EXERCISE_hopeogbons.ipynb # Main application notebook
+├── README.md # This file
+└── .env # HuggingFace token (create this)
+```
+
+## 🐛 Troubleshooting
+
+### Model Loading Issues
+
+**Error:** "Model not found" or "Access denied"
+
+- **Solution:** Accept Meta's license at https://huggingface.co/meta-llama/Llama-3.2-1B
+- Ensure your `.env` file contains a valid HF_TOKEN
+
+### Memory Issues
+
+**Error:** "Out of memory" during model loading
+
+- **Solution:** Use a smaller model like `gpt2` or `microsoft/DialoGPT-medium`
+- Try 8-bit or 4-bit quantization (GPU required)
+
+### Quantization Requires GPU
+
+**Error:** "Quantization requires CUDA"
+
+- **Solution:** Disable both 4-bit and 8-bit quantization checkboxes
+- Run on CPU with smaller models
+
+### File Upload Issues
+
+**Error:** "Unsupported file extension"
+
+- **Solution:** Ensure your file has one of the supported extensions
+- Check that the file size is under 2MB
+
+## 🎓 Use Cases
+
+- **Code Review** - Automated complexity analysis for pull requests
+- **Interview Prep** - Understand algorithm efficiency before coding interviews
+- **Performance Optimization** - Identify bottlenecks in existing code
+- **Education** - Learn Big-O notation through practical examples
+- **Documentation** - Auto-generate complexity documentation
+
+## 📝 Notes
+
+- First model load downloads weights (~1-14GB depending on model)
+- Subsequent runs load from cache (much faster)
+- Complexity estimates are heuristic-based, not formally verified
+- For production use, consider manual verification of critical algorithms
+
+## 🤝 Contributing
+
+This is a learning project from the Andela LLM Engineering course (Week 4). Feel free to extend it with:
+
+- Additional language support
+- More sophisticated complexity detection
+- Integration with CI/CD pipelines
+- Support for space complexity analysis
+
+## 📄 License
+
+Educational project - use as reference for learning purposes.
+
+## 🙏 Acknowledgments
+
+- **OpenAI Whisper** for inspiration on model integration
+- **HuggingFace** for providing the Transformers library
+- **Meta** for LLaMA models
+- **Gradio** for the excellent UI framework
+- **Andela** for the LLM Engineering curriculum
+
+---
+
+**Built with ❤️ as part of Week 4 LLM Engineering coursework**
diff --git a/week4/community-contributions/hopeogbons/python sample.py b/week4/community-contributions/hopeogbons/python sample.py
new file mode 100644
index 0000000..ba61e9c
--- /dev/null
+++ b/week4/community-contributions/hopeogbons/python sample.py
@@ -0,0 +1,9 @@
+# Python Function
+
+# This function takes a list of items and returns all possible pairs of items
+def all_pairs(items):
+ pairs = []
+ for i in range(len(items)):
+ for j in range(i + 1, len(items)):
+ pairs.append((items[i], items[j]))
+ return pairs
\ No newline at end of file
diff --git a/week4/community-contributions/hopeogbons/week4 EXERCISE_hopeogbons.ipynb b/week4/community-contributions/hopeogbons/week4 EXERCISE_hopeogbons.ipynb
new file mode 100644
index 0000000..bd0d030
--- /dev/null
+++ b/week4/community-contributions/hopeogbons/week4 EXERCISE_hopeogbons.ipynb
@@ -0,0 +1,1892 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "905062e4",
+ "metadata": {},
+ "source": [
+ "# 🔶 Multi-Language Code Complexity Annotator\n",
+ "\n",
+ "## Why I Built This\n",
+ "\n",
+ "Understanding time complexity (Big-O notation) is crucial for writing efficient algorithms, identifying bottlenecks, making informed optimization decisions, and passing technical interviews.\n",
+ "\n",
+ "Analyzing complexity manually is tedious and error-prone. This tool **automates** the entire process—detecting loops, recursion, and functions, then annotating code with Big-O estimates and explanations.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "## What This Does\n",
+ "\n",
+ "This app analyzes source code and automatically:\n",
+ "- 📊 Detects loops, recursion, and functions\n",
+ "- 🧮 Estimates Big-O complexity (O(1), O(n), O(n²), etc.)\n",
+ "- 💬 Inserts inline comments explaining the complexity\n",
+ "- 🎨 Generates syntax-highlighted previews\n",
+ "- 🤖 **Optional:** Gets AI-powered code review from LLaMA\n",
+ "\n",
+ "**Supports 13 languages:** Python • JavaScript • TypeScript • Java • C/C++ • C# • Go • PHP • Swift • Ruby • Kotlin • Rust\n",
+ "\n",
+ "**Tech:** HuggingFace Transformers • LLaMA 3.2 • Gradio UI • Pygments • Regex Analysis\n",
+ "\n",
+ "---\n",
+ "\n",
+ "**Use Case:** Upload your code → Get instant complexity analysis → Optimize with confidence\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69e9876d",
+ "metadata": {},
+ "source": [
+ "## Step 1: Install Dependencies\n",
+ "\n",
+ "Installing the complete stack:\n",
+ "- **Transformers** - HuggingFace library for loading LLaMA models\n",
+ "- **Accelerate** - Fast distributed training/inference\n",
+ "- **Gradio** - Beautiful web interface\n",
+ "- **PyTorch** (CPU version) - Deep learning framework\n",
+ "- **BitsAndBytes** - 4/8-bit quantization for large models\n",
+ "- **Pygments** - Syntax highlighting engine\n",
+ "- **Python-dotenv** - Environment variable management\n",
+ "\n",
+ "**Note:** This installs the CPU-only version of PyTorch. For GPU support, modify the install command.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "f035a1c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!uv pip -q install -U pip\n",
+ "!uv pip -q install transformers accelerate gradio torch --extra-index-url https://download.pytorch.org/whl/cpu\n",
+ "!uv pip -q install bitsandbytes pygments python-dotenv"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6ab14cd1",
+ "metadata": {},
+ "source": [
+ "## Step 2: Core Configuration & Imports\n",
+ "\n",
+ "Setting up:\n",
+ "- **Environment variables** to suppress progress bars (prevents Jupyter ContextVar issues)\n",
+ "- **Dummy tqdm** class to avoid notebook conflicts\n",
+ "- **Language mappings** for 13+ programming languages\n",
+ "- **Complexity constants** for Big-O estimation\n",
+ "- **Comment syntax** for each language (# vs //)\n",
+ "\n",
+ "**Key Configurations:**\n",
+ "- Max file size: 2 MB\n",
+ "- Default model: `meta-llama/Llama-3.2-1B`\n",
+ "- Supported file extensions and their language identifiers\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "5666a121",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import re\n",
+ "import io\n",
+ "import json\n",
+ "import time\n",
+ "import math\n",
+ "from dataclasses import dataclass\n",
+ "from typing import Tuple, List, Dict, Optional, Generator\n",
+ "\n",
+ "# Disable tqdm progress bars to avoid Jupyter ContextVar issues\n",
+ "os.environ[\"TRANSFORMERS_NO_ADVISORY_WARNINGS\"] = \"1\"\n",
+ "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"\n",
+ "os.environ[\"TQDM_DISABLE\"] = \"1\" # Completely disable tqdm\n",
+ "\n",
+ "# Provide a module-level lock expected by some integrations\n",
+ "class _DummyLock:\n",
+ " def __enter__(self):\n",
+ " return self\n",
+ " def __exit__(self, *args):\n",
+ " pass\n",
+ "\n",
+ "class _DummyTqdm:\n",
+ " \"\"\"Dummy tqdm that does nothing - prevents Jupyter notebook ContextVar errors\"\"\"\n",
+ " def __init__(self, *args, **kwargs):\n",
+ " self.iterable = args[0] if args else None\n",
+ " self.total = kwargs.get('total', 0)\n",
+ " self.n = 0\n",
+ " def __iter__(self):\n",
+ " return iter(self.iterable) if self.iterable else iter([])\n",
+ " def __enter__(self):\n",
+ " return self\n",
+ " def __exit__(self, *args):\n",
+ " pass\n",
+ " def update(self, n=1, *args, **kwargs):\n",
+ " self.n += n\n",
+ " def close(self):\n",
+ " pass\n",
+ " def set_description(self, *args, **kwargs):\n",
+ " pass\n",
+ " def set_postfix(self, *args, **kwargs):\n",
+ " pass\n",
+ " def refresh(self, *args, **kwargs):\n",
+ " pass\n",
+ " def clear(self, *args, **kwargs):\n",
+ " pass\n",
+ " def write(self, *args, **kwargs):\n",
+ " pass\n",
+ " def reset(self, total=None):\n",
+ " self.n = 0\n",
+ " if total is not None:\n",
+ " self.total = total\n",
+ " @staticmethod\n",
+ " def get_lock():\n",
+ " \"\"\"Return a dummy lock to avoid ContextVar issues\"\"\"\n",
+ " return _DummyLock()\n",
+ " \n",
+ " @staticmethod\n",
+ " def set_lock(lock=None):\n",
+ " \"\"\"Dummy set_lock method - does nothing\"\"\"\n",
+ " pass\n",
+ "\n",
+ "def _dummy_get_lock():\n",
+ " \"\"\"Module-level get_lock function\"\"\"\n",
+ " return _DummyLock()\n",
+ "\n",
+ "def _dummy_set_lock(lock=None):\n",
+ " \"\"\"Module-level set_lock function - does nothing\"\"\"\n",
+ " pass\n",
+ "\n",
+ "# Import and immediately patch tqdm before transformers can use it\n",
+ "def _patch_tqdm():\n",
+ " \"\"\"Patch tqdm to avoid ContextVar errors in Jupyter\"\"\"\n",
+ " import sys # Import sys here since it's not available in outer scope\n",
+ " try:\n",
+ " import tqdm\n",
+ " import tqdm.auto\n",
+ " import tqdm.notebook\n",
+ "\n",
+ " # Patch classes\n",
+ " tqdm.tqdm = _DummyTqdm\n",
+ " tqdm.auto.tqdm = _DummyTqdm\n",
+ " tqdm.notebook.tqdm = _DummyTqdm\n",
+ "\n",
+ " # Patch module-level functions that other code might call directly\n",
+ " tqdm.get_lock = _dummy_get_lock\n",
+ " tqdm.auto.get_lock = _dummy_get_lock\n",
+ " tqdm.notebook.get_lock = _dummy_get_lock\n",
+ " tqdm.set_lock = _dummy_set_lock\n",
+ " tqdm.auto.set_lock = _dummy_set_lock\n",
+ " tqdm.notebook.set_lock = _dummy_set_lock\n",
+ "\n",
+ " # Also patch in sys.modules to catch any dynamic imports\n",
+ " sys.modules['tqdm'].tqdm = _DummyTqdm\n",
+ " sys.modules['tqdm.auto'].tqdm = _DummyTqdm\n",
+ " sys.modules['tqdm.notebook'].tqdm = _DummyTqdm\n",
+ " sys.modules['tqdm'].get_lock = _dummy_get_lock\n",
+ " sys.modules['tqdm.auto'].get_lock = _dummy_get_lock\n",
+ " sys.modules['tqdm.notebook'].get_lock = _dummy_get_lock\n",
+ " sys.modules['tqdm'].set_lock = _dummy_set_lock\n",
+ " sys.modules['tqdm.auto'].set_lock = _dummy_set_lock\n",
+ " sys.modules['tqdm.notebook'].set_lock = _dummy_set_lock\n",
+ "\n",
+ " except ImportError:\n",
+ " pass\n",
+ "\n",
+ "_patch_tqdm()\n",
+ "\n",
+ "from dotenv import load_dotenv\n",
+ "\n",
+ "SUPPORTED_EXTENSIONS = {\n",
+ " \".py\": \"python\",\n",
+ " \".js\": \"javascript\",\n",
+ " \".ts\": \"typescript\",\n",
+ " \".java\": \"java\",\n",
+ " \".c\": \"c\",\n",
+ " \".h\": \"c\",\n",
+ " \".cpp\": \"cpp\",\n",
+ " \".cc\": \"cpp\",\n",
+ " \".hpp\": \"cpp\",\n",
+ " \".cs\": \"csharp\",\n",
+ " \".go\": \"go\",\n",
+ " \".php\": \"php\",\n",
+ " \".swift\": \"swift\",\n",
+ " \".rb\": \"ruby\",\n",
+ " \".kt\": \"kotlin\",\n",
+ " \".rs\": \"rust\",\n",
+ "}\n",
+ "\n",
+ "COMMENT_SYNTAX = {\n",
+ " \"python\": \"#\",\n",
+ " \"javascript\": \"//\",\n",
+ " \"typescript\": \"//\",\n",
+ " \"java\": \"//\",\n",
+ " \"c\": \"//\",\n",
+ " \"cpp\": \"//\",\n",
+ " \"csharp\": \"//\",\n",
+ " \"go\": \"//\",\n",
+ " \"php\": \"//\",\n",
+ " \"swift\": \"//\",\n",
+ " \"ruby\": \"#\",\n",
+ " \"kotlin\": \"//\",\n",
+ " \"rust\": \"//\",\n",
+ "}\n",
+ "\n",
+ "MAX_FILE_SIZE_MB = 2.0\n",
+ "# Llama 3.2 1B - The actual model name (not -Instruct suffix)\n",
+ "# Requires Meta approval: https://huggingface.co/meta-llama/Llama-3.2-1B\n",
+ "DEFAULT_MODEL_ID = \"meta-llama/Llama-3.2-1B\"\n",
+ "DEVICE_HINT = \"auto\"\n",
+ "\n",
+ "# Global token storage (set in Cell 2 to avoid Jupyter ContextVar issues)\n",
+ "HUGGINGFACE_TOKEN = None\n",
+ "\n",
+ "# Complexity estimation constants\n",
+ "LOOP_KEYWORDS = [r\"\\bfor\\b\", r\"\\bwhile\\b\"]\n",
+ "\n",
+ "FUNCTION_PATTERNS = [\n",
+ " r\"^\\s*def\\s+([A-Za-z_]\\w*)\\s*\\(\", # Python\n",
+ " r\"^\\s*(?:public|private|protected)?\\s*(?:static\\s+)?[A-Za-z_<>\\[\\]]+\\s+([A-Za-z_]\\w*)\\s*\\(\", # Java/C#/C++\n",
+ " r\"^\\s*function\\s+([A-Za-z_]\\w*)\\s*\\(\", # JavaScript\n",
+ " r\"^\\s*(?:const|let|var)\\s+([A-Za-z_]\\w*)\\s*=\\s*\\(\", # JavaScript arrow/function\n",
+ "]\n",
+ "\n",
+ "COMPLEXITY_ORDER = {\n",
+ " \"O(1)\": 0,\n",
+ " \"O(log n)\": 1,\n",
+ " \"O(n)\": 2,\n",
+ " \"O(n log n)\": 3,\n",
+ " \"O(n^2)\": 4,\n",
+ " \"O(n^3)\": 5,\n",
+ "}\n",
+ "\n",
+ "RECURSION_PATTERNS = {\n",
+ " \"divide_conquer\": r\"\\b(n/2|n >> 1|n>>1|n\\s*//\\s*2|mid\\b)\",\n",
+ "}\n",
+ "\n",
+ "# HTML syntax highlighting styles (orange comments)\n",
+ "SYNTAX_HIGHLIGHT_CSS = \"\"\"\"\"\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d17e8406",
+ "metadata": {},
+ "source": [
+ "## Step 3: Load HuggingFace Token\n",
+ "\n",
+ "Loading authentication token from `.env` file to access gated models like LLaMA.\n",
+ "\n",
+ "**Why?** Meta's LLaMA models require:\n",
+ "1. Accepting their license agreement on HuggingFace\n",
+ "2. Using an access token for authentication\n",
+ "\n",
+ "**Create a `.env` file with:**\n",
+ "```\n",
+ "HF_TOKEN=hf_your_token_here\n",
+ "```\n",
+ "\n",
+ "Get your token at: https://huggingface.co/settings/tokens\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "70beee01",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Hugging Face token loaded successfully from .env file\n",
+ " Token length: 37 characters\n"
+ ]
+ }
+ ],
+ "source": [
+ "load_dotenv()\n",
+ "\n",
+ "# Load token from .env file\n",
+ "HF_TOKEN = os.getenv(\"HF_TOKEN\", \"\").strip()\n",
+ "\n",
+ "# Store in global variable to avoid Jupyter ContextVar issues with os.environ\n",
+ "global HUGGINGFACE_TOKEN\n",
+ "\n",
+ "if HF_TOKEN:\n",
+ " os.environ[\"HUGGING_FACE_HUB_TOKEN\"] = HF_TOKEN\n",
+ " HUGGINGFACE_TOKEN = HF_TOKEN # Store in global variable\n",
+ " print(\"✅ Hugging Face token loaded successfully from .env file\")\n",
+ " print(f\" Token length: {len(HF_TOKEN)} characters\")\n",
+ "else:\n",
+ " print(\"⚠️ No HF_TOKEN found in .env file. Gated models may not work.\")\n",
+ " HUGGINGFACE_TOKEN = None"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bd0a557e",
+ "metadata": {},
+ "source": [
+ "## Step 4: Language Detection Functions\n",
+ "\n",
+ "Two simple but essential utilities:\n",
+ "\n",
+ "1. **`detect_language(filename)`** - Detects programming language from file extension\n",
+ "2. **`comment_prefix_for(lang)`** - Returns the comment symbol for that language (# or //)\n",
+ "\n",
+ "These enable the tool to automatically adapt to any supported language.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "a0dbad5f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def detect_language(filename: str) -> str:\n",
+ " \"\"\"\n",
+ " Detect programming language based on file extension.\n",
+ " \n",
+ " Args:\n",
+ " filename: Name of the file (must have a supported extension)\n",
+ " \n",
+ " Returns:\n",
+ " Language identifier string (e.g., 'python', 'javascript', etc.)\n",
+ " \n",
+ " Raises:\n",
+ " ValueError: If file extension is not supported\n",
+ " \"\"\"\n",
+ " ext = os.path.splitext(filename)[1].lower()\n",
+ " \n",
+ " if not ext:\n",
+ " supported = \", \".join(sorted(SUPPORTED_EXTENSIONS.keys()))\n",
+ " raise ValueError(f\"File has no extension. Supported extensions: {supported}\")\n",
+ " \n",
+ " if ext not in SUPPORTED_EXTENSIONS:\n",
+ " supported = \", \".join(sorted(SUPPORTED_EXTENSIONS.keys()))\n",
+ " raise ValueError(f\"Unsupported file extension '{ext}'. Supported extensions: {supported}\")\n",
+ " \n",
+ " return SUPPORTED_EXTENSIONS[ext]\n",
+ "\n",
+ "def comment_prefix_for(lang: str) -> str:\n",
+ " \"\"\"\n",
+ " Get the comment prefix for a given language.\n",
+ " \n",
+ " Args:\n",
+ " lang: Language identifier (e.g., 'python', 'javascript')\n",
+ " \n",
+ " Returns:\n",
+ " Comment prefix string (e.g., '#' or '//')\n",
+ " \n",
+ " Raises:\n",
+ " ValueError: If language is not supported\n",
+ " \"\"\"\n",
+ " if lang not in COMMENT_SYNTAX:\n",
+ " raise ValueError(f\"Unsupported language '{lang}'. Supported: {', '.join(sorted(COMMENT_SYNTAX.keys()))}\")\n",
+ " \n",
+ " return COMMENT_SYNTAX[lang]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13e0f6d8",
+ "metadata": {},
+ "source": [
+ "## Step 5: Complexity Estimation Engine\n",
+ "\n",
+ "The core analysis logic using **heuristic pattern matching**:\n",
+ "\n",
+ "**How it works:**\n",
+ "1. **Detect blocks** - Find all functions, loops, and recursion using regex patterns\n",
+ "2. **Analyze loops** - Count nesting depth (1 loop = O(n), 2 nested = O(n²), etc.)\n",
+ "3. **Analyze recursion** - Detect divide-and-conquer (O(log n)) vs exponential (O(2^n))\n",
+ "4. **Aggregate** - Functions inherit the worst complexity of their inner operations\n",
+ "\n",
+ "**Key Functions:**\n",
+ "- `detect_blocks()` - Pattern matching for code structures\n",
+ "- `analyze_recursion()` - Identifies recursive patterns\n",
+ "- `analyze_loop_complexity()` - Counts nested loops\n",
+ "- `estimate_complexity()` - Orchestrates the full analysis\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "7595dfe3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "@dataclass\n",
+ "class BlockInfo:\n",
+ " \"\"\"Represents a code block (function, loop, or recursion) with complexity information.\"\"\"\n",
+ " line_idx: int\n",
+ " kind: str # \"function\" | \"loop\" | \"recursion\"\n",
+ " name: Optional[str] = None\n",
+ " depth: int = 0\n",
+ " complexity: str = \"O(1)\"\n",
+ " reason: str = \"\"\n",
+ "\n",
+ "\n",
+ "def get_indent_level(line: str) -> int:\n",
+ " \"\"\"Calculate indentation level of a line (tabs converted to 4 spaces).\"\"\"\n",
+ " normalized = line.replace(\"\\t\", \" \")\n",
+ " return len(normalized) - len(normalized.lstrip(\" \"))\n",
+ "\n",
+ "\n",
+ "def find_function_name(line: str) -> Optional[str]:\n",
+ " \"\"\"Extract function name from a line if it contains a function declaration.\"\"\"\n",
+ " for pattern in FUNCTION_PATTERNS:\n",
+ " match = re.search(pattern, line)\n",
+ " if match and match.lastindex:\n",
+ " return match.group(1)\n",
+ " return None\n",
+ "\n",
+ "\n",
+ "def get_block_end(block: BlockInfo, all_blocks: List[BlockInfo], total_lines: int) -> int:\n",
+ " \"\"\"Calculate the end line index for a given block.\"\"\"\n",
+ " end = total_lines\n",
+ " for other in all_blocks:\n",
+ " if other.line_idx > block.line_idx and other.depth <= block.depth:\n",
+ " end = min(end, other.line_idx)\n",
+ " return end\n",
+ "\n",
+ "\n",
+ "def rank_complexity(complexity: str) -> int:\n",
+ " \"\"\"Assign a numeric rank to a complexity string for comparison.\"\"\"\n",
+ " # Check for polynomial complexities O(n^k)\n",
+ " match = re.match(r\"O\\(n\\^(\\d+)\\)\", complexity)\n",
+ " if match:\n",
+ " return 10 + int(match.group(1))\n",
+ " \n",
+ " return COMPLEXITY_ORDER.get(complexity, 0)\n",
+ "\n",
+ "\n",
+ "def detect_blocks(lines: List[str], lang: str) -> List[BlockInfo]:\n",
+ " \"\"\"Detect all code blocks (functions and loops) in the source code.\"\"\"\n",
+ " blocks = []\n",
+ " stack = []\n",
+ " brace_depth = 0\n",
+ " \n",
+ " # Pre-compute indentation for Python\n",
+ " indents = [get_indent_level(line) for line in lines] if lang == \"python\" else []\n",
+ " \n",
+ " for i, line in enumerate(lines):\n",
+ " stripped = line.strip()\n",
+ " \n",
+ " # Track brace depth for non-Python languages\n",
+ " if lang != \"python\":\n",
+ " brace_depth += line.count(\"{\") - line.count(\"}\")\n",
+ " brace_depth = max(0, brace_depth)\n",
+ " \n",
+ " # Update stack based on indentation/brace depth\n",
+ " if lang == \"python\":\n",
+ " while stack and indents[i] < stack[-1]:\n",
+ " stack.pop()\n",
+ " else:\n",
+ " while stack and brace_depth < stack[-1]:\n",
+ " stack.pop()\n",
+ " \n",
+ " current_depth = len(stack)\n",
+ " \n",
+ " # Detect loops\n",
+ " if any(re.search(pattern, stripped) for pattern in LOOP_KEYWORDS):\n",
+ " blocks.append(BlockInfo(\n",
+ " line_idx=i,\n",
+ " kind=\"loop\",\n",
+ " depth=current_depth + 1\n",
+ " ))\n",
+ " stack.append(indents[i] if lang == \"python\" else brace_depth)\n",
+ " \n",
+ " # Detect functions\n",
+ " func_name = find_function_name(line)\n",
+ " if func_name:\n",
+ " blocks.append(BlockInfo(\n",
+ " line_idx=i,\n",
+ " kind=\"function\",\n",
+ " name=func_name,\n",
+ " depth=current_depth + 1\n",
+ " ))\n",
+ " stack.append(indents[i] if lang == \"python\" else brace_depth)\n",
+ " \n",
+ " return blocks\n",
+ "\n",
+ "\n",
+ "def analyze_recursion(block: BlockInfo, blocks: List[BlockInfo], lines: List[str]) -> None:\n",
+ " \"\"\"Analyze a function block for recursion and update its complexity.\"\"\"\n",
+ " if block.kind != \"function\" or not block.name:\n",
+ " return\n",
+ " \n",
+ " end = get_block_end(block, blocks, len(lines))\n",
+ " body = \"\\n\".join(lines[block.line_idx:end])\n",
+ " \n",
+ " # Count recursive calls (subtract 1 for the function definition itself)\n",
+ " recursive_calls = len(re.findall(rf\"\\b{re.escape(block.name)}\\s*\\(\", body)) - 1\n",
+ " \n",
+ " if recursive_calls == 0:\n",
+ " return\n",
+ " \n",
+ " # Detect divide-and-conquer pattern\n",
+ " if re.search(RECURSION_PATTERNS[\"divide_conquer\"], body):\n",
+ " block.kind = \"recursion\"\n",
+ " block.complexity = \"O(log n)\"\n",
+ " block.reason = \"Divide-and-conquer recursion (problem size halves each call).\"\n",
+ " # Multiple recursive calls suggest exponential\n",
+ " elif recursive_calls >= 2:\n",
+ " block.kind = \"recursion\"\n",
+ " block.complexity = \"O(2^n)\"\n",
+ " block.reason = \"Multiple recursive calls per frame suggest exponential growth.\"\n",
+ " # Single recursive call is linear\n",
+ " else:\n",
+ " block.kind = \"recursion\"\n",
+ " block.complexity = \"O(n)\"\n",
+ " block.reason = \"Single recursive call per frame suggests linear recursion.\"\n",
+ "\n",
+ "\n",
+ "def analyze_loop_complexity(block: BlockInfo, all_loops: List[BlockInfo], blocks: List[BlockInfo], total_lines: int) -> None:\n",
+ " \"\"\"Analyze loop nesting depth and assign complexity.\"\"\"\n",
+ " if block.kind != \"loop\":\n",
+ " return\n",
+ " \n",
+ " end = get_block_end(block, blocks, total_lines)\n",
+ " \n",
+ " # Count nested loops within this loop\n",
+ " inner_loops = [loop for loop in all_loops \n",
+ " if block.line_idx < loop.line_idx < end]\n",
+ " \n",
+ " nesting_depth = 1 + len(inner_loops)\n",
+ " \n",
+ " if nesting_depth == 1:\n",
+ " block.complexity = \"O(n)\"\n",
+ " block.reason = \"Single loop scales linearly with input size.\"\n",
+ " elif nesting_depth == 2:\n",
+ " block.complexity = \"O(n^2)\"\n",
+ " block.reason = \"Nested loops indicate quadratic time.\"\n",
+ " elif nesting_depth == 3:\n",
+ " block.complexity = \"O(n^3)\"\n",
+ " block.reason = \"Three nested loops indicate cubic time.\"\n",
+ " else:\n",
+ " block.complexity = f\"O(n^{nesting_depth})\"\n",
+ " block.reason = f\"{nesting_depth} nested loops suggest polynomial time.\"\n",
+ "\n",
+ "\n",
+ "def analyze_function_complexity(block: BlockInfo, blocks: List[BlockInfo], total_lines: int) -> None:\n",
+ " \"\"\"Analyze overall function complexity based on contained blocks.\"\"\"\n",
+ " if block.kind != \"function\":\n",
+ " return\n",
+ " \n",
+ " end = get_block_end(block, blocks, total_lines)\n",
+ " \n",
+ " # Get all blocks within this function\n",
+ " inner_blocks = [b for b in blocks if block.line_idx < b.line_idx < end]\n",
+ " \n",
+ " # Find the worst complexity among inner blocks\n",
+ " worst_complexity = \"O(1)\"\n",
+ " for inner in inner_blocks:\n",
+ " if rank_complexity(inner.complexity) > rank_complexity(worst_complexity):\n",
+ " worst_complexity = inner.complexity\n",
+ " \n",
+ " # Special case: recursion + loop = O(n log n)\n",
+ " has_recursion = any(b.kind == \"recursion\" for b in inner_blocks)\n",
+ " has_loop = any(b.kind == \"loop\" for b in inner_blocks)\n",
+ " \n",
+ " if has_recursion and has_loop:\n",
+ " block.complexity = \"O(n log n)\"\n",
+ " block.reason = \"Combines recursion with iteration (e.g., merge sort pattern).\"\n",
+ " else:\n",
+ " block.complexity = worst_complexity\n",
+ " block.reason = \"Based on worst-case complexity of inner operations.\"\n",
+ "\n",
+ "\n",
+ "def estimate_complexity(lines: List[str], lang: str) -> List[BlockInfo]:\n",
+ " \"\"\"\n",
+ " Estimate Big-O complexity for code blocks using heuristic analysis.\n",
+ " \n",
+ " Heuristics:\n",
+ " - Single/nested loops: O(n), O(n^2), O(n^3), etc.\n",
+ " - Recursion patterns: O(n), O(log n), O(2^n)\n",
+ " - Function complexity: worst case of internal operations\n",
+ " \n",
+ " Args:\n",
+ " lines: Source code lines\n",
+ " lang: Programming language identifier\n",
+ " \n",
+ " Returns:\n",
+ " List of BlockInfo objects with complexity estimates\n",
+ " \"\"\"\n",
+ " # Step 1: Detect all blocks\n",
+ " blocks = detect_blocks(lines, lang)\n",
+ " \n",
+ " # Step 2: Analyze recursion in functions\n",
+ " for block in blocks:\n",
+ " analyze_recursion(block, blocks, lines)\n",
+ " \n",
+ " # Step 3: Analyze loop complexities\n",
+ " loops = [b for b in blocks if b.kind == \"loop\"]\n",
+ " for loop in loops:\n",
+ " analyze_loop_complexity(loop, loops, blocks, len(lines))\n",
+ " \n",
+ " # Step 4: Analyze overall function complexities\n",
+ " for block in blocks:\n",
+ " analyze_function_complexity(block, blocks, len(lines))\n",
+ " \n",
+ " return blocks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f2a22988",
+ "metadata": {},
+ "source": [
+ "## Step 6: Code Annotation Functions\n",
+ "\n",
+ "Takes the complexity estimates and **inserts them as comments** into the source code:\n",
+ "\n",
+ "**Process:**\n",
+ "1. `create_annotation_comment()` - Formats Big-O annotations as language-specific comments\n",
+ "2. `insert_annotations()` - Inserts comments below each function/loop\n",
+ "3. `to_markdown()` - Wraps annotated code in Markdown code blocks\n",
+ "\n",
+ "**Example output:**\n",
+ "```python\n",
+ "def bubble_sort(arr):\n",
+ "# Big-O: O(n^2)\n",
+ "# Explanation: Nested loops indicate quadratic time.\n",
+ " for i in range(len(arr)):\n",
+ " for j in range(len(arr) - i - 1):\n",
+ " if arr[j] > arr[j + 1]:\n",
+ " arr[j], arr[j + 1] = arr[j + 1], arr[j]\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "2e642483",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def create_annotation_comment(block: BlockInfo, comment_prefix: str) -> List[str]:\n",
+ " \"\"\"\n",
+ " Create annotation comments for a code block.\n",
+ " \n",
+ " Args:\n",
+ " block: BlockInfo object containing complexity information\n",
+ " comment_prefix: Comment syntax for the language (e.g., '#' or '//')\n",
+ " \n",
+ " Returns:\n",
+ " List of comment lines to insert\n",
+ " \"\"\"\n",
+ " complexity = block.complexity or \"O(1)\"\n",
+ " reason = block.reason or \"Heuristic estimate based on detected structure.\"\n",
+ " \n",
+ " return [\n",
+ " f\"{comment_prefix} Big-O: {complexity}\",\n",
+ " f\"{comment_prefix} Explanation: {reason}\"\n",
+ " ]\n",
+ "\n",
+ "\n",
+ "def insert_annotations(code: str, lang: str) -> str:\n",
+ " \"\"\"\n",
+ " Insert Big-O complexity annotations into source code.\n",
+ " \n",
+ " Analyzes the code for loops, functions, and recursion, then inserts\n",
+ " orange-colored comment annotations (when syntax highlighted) beneath\n",
+ " each detected block explaining its time complexity.\n",
+ " \n",
+ " Args:\n",
+ " code: Source code string to annotate\n",
+ " lang: Programming language identifier\n",
+ " \n",
+ " Returns:\n",
+ " Annotated source code with Big-O comments inserted\n",
+ " \"\"\"\n",
+ " if not code.strip():\n",
+ " return code\n",
+ " \n",
+ " lines = code.splitlines()\n",
+ " blocks = estimate_complexity(lines, lang)\n",
+ " \n",
+ " if not blocks:\n",
+ " return code\n",
+ " \n",
+ " comment_prefix = comment_prefix_for(lang)\n",
+ " \n",
+ " # Build a map of line numbers to annotation comments\n",
+ " annotations: Dict[int, List[str]] = {}\n",
+ " for block in blocks:\n",
+ " line_num = block.line_idx + 1 # Convert 0-indexed to 1-indexed\n",
+ " comments = create_annotation_comment(block, comment_prefix)\n",
+ " annotations.setdefault(line_num, []).extend(comments)\n",
+ " \n",
+ " # Insert annotations after their corresponding lines\n",
+ " annotated_lines = []\n",
+ " for line_num, original_line in enumerate(lines, start=1):\n",
+ " annotated_lines.append(original_line)\n",
+ " if line_num in annotations:\n",
+ " annotated_lines.extend(annotations[line_num])\n",
+ " \n",
+ " return \"\\n\".join(annotated_lines)\n",
+ "\n",
+ "\n",
+ "def to_markdown(code: str, lang: str) -> str:\n",
+ " \"\"\"\n",
+ " Format annotated code as Markdown with syntax highlighting.\n",
+ " \n",
+ " Args:\n",
+ " code: Annotated source code\n",
+ " lang: Programming language identifier for syntax highlighting\n",
+ " \n",
+ " Returns:\n",
+ " Markdown-formatted code block\n",
+ " \"\"\"\n",
+ " lang_display = lang.capitalize()\n",
+ " \n",
+ " return f\"\"\"### Annotated Code ({lang_display})\n",
+ "\n",
+ "```{lang}\n",
+ "{code}\n",
+ "```\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "184ad5c1",
+ "metadata": {},
+ "source": [
+ "## Step 7: Syntax Highlighting with Pygments\n",
+ "\n",
+ "Generates beautiful, syntax-highlighted HTML previews with **orange-colored complexity comments**.\n",
+ "\n",
+ "**Features:**\n",
+ "- Uses Pygments lexer for accurate language-specific highlighting\n",
+ "- Custom CSS to make Big-O comments stand out in orange\n",
+ "- Fallback to plain HTML if Pygments is unavailable\n",
+ "- HTML escaping for security\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "0f01d30b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def escape_html(text: str) -> str:\n",
+ " \"\"\"\n",
+ " Escape HTML special characters for safe display.\n",
+ " \n",
+ " Args:\n",
+ " text: Raw text to escape\n",
+ " \n",
+ " Returns:\n",
+ " HTML-safe text\n",
+ " \"\"\"\n",
+ " html_escape_table = {\n",
+ " \"&\": \"&\",\n",
+ " \"<\": \"<\",\n",
+ " \">\": \">\",\n",
+ " '\"': \""\",\n",
+ " \"'\": \"'\",\n",
+ " }\n",
+ " return \"\".join(html_escape_table.get(c, c) for c in text)\n",
+ "\n",
+ "\n",
+ "def highlighted_html(code: str, lang: str) -> str:\n",
+ " \"\"\"\n",
+ " Generate syntax-highlighted HTML with orange-colored comments.\n",
+ " \n",
+ " Uses Pygments for syntax highlighting with custom CSS to make\n",
+ " comments appear in orange for visual emphasis of Big-O annotations.\n",
+ " \n",
+ " Args:\n",
+ " code: Source code to highlight\n",
+ " lang: Programming language identifier\n",
+ " \n",
+ " Returns:\n",
+ " HTML string with embedded CSS and syntax highlighting\n",
+ " \"\"\"\n",
+ " if not code.strip():\n",
+ " return f\"index.html and open it in your browser.
+ {escape_html(code)}{escape_html(code)}{escape_html(code)}❌ Invalid file upload format\", \"\", None, None\n", + " \n", + " # Open and process the file\n", + " with open(file_path, 'rb') as f:\n", + " # Prepare model parameters\n", + " model_params = {\n", + " \"max_new_tokens\": int(max_new_tokens),\n", + " \"temperature\": float(temperature)\n", + " }\n", + " \n", + " # Process the code file\n", + " lang, annotated_code, markdown_preview, html_preview, model_commentary = process_code_file(\n", + " f,\n", + " ask_model_flag,\n", + " model_params\n", + " )\n", + " \n", + " # Save outputs to temporary files for download\n", + " source_path, markdown_path = save_outputs_to_temp(annotated_code, markdown_preview, lang)\n", + " \n", + " # Format model commentary\n", + " commentary_display = model_commentary if model_commentary else \"_(No model analysis generated)_\"\n", + " \n", + " return lang, html_preview, commentary_display, source_path, markdown_path\n", + " \n", + " except ValueError as e:\n", + " # User-facing errors (file too large, unsupported extension, etc.)\n", + " return \"\", f\"
⚠️ {str(e)}\", \"\", None, None\n",
+ " except Exception as e:\n",
+ " # Unexpected errors\n",
+ " import traceback\n",
+ " error_detail = traceback.format_exc()\n",
+ " print(f\"Error processing file: {error_detail}\")\n",
+ " return \"\", f\"❌ Processing failed: {str(e)}\", \"\", None, None\n",
+ "\n",
+ "\n",
+ "def build_ui():\n",
+ " \"\"\"\n",
+ " Build the Gradio user interface for the Code Complexity Annotator.\n",
+ " \n",
+ " Returns:\n",
+ " Gradio Blocks interface\n",
+ " \"\"\"\n",
+ " if not GRADIO_AVAILABLE:\n",
+ " raise ImportError(\n",
+ " \"Gradio is not installed. Please run the installation cell \"\n",
+ " \"and restart the kernel.\"\n",
+ " )\n",
+ " \n",
+ " # Custom CSS for better UI\n",
+ " custom_css = \"\"\"\n",
+ " footer {visibility: hidden}\n",
+ " .gradio-container {font-family: 'Inter', sans-serif}\n",
+ " \"\"\"\n",
+ " \n",
+ " with gr.Blocks(css=custom_css, title=\"Code Complexity Annotator\") as demo:\n",
+ " # Header\n",
+ " gr.Markdown(\"# 🔶 Multi-Language Code Complexity Annotator\")\n",
+ " gr.Markdown(\n",
+ " \"Upload code → Detect language → Auto-annotate with Big-O complexity → \"\n",
+ " \"Preview with syntax highlighting → Download results. \"\n",
+ " \"Optional: Get AI-powered code review from LLaMA.\"\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " # Left column: Input controls\n",
+ " with gr.Column(scale=2):\n",
+ " gr.Markdown(\"### 📤 Upload & Settings\")\n",
+ " \n",
+ " file_upload = gr.File(\n",
+ " label=\"Upload Code File\",\n",
+ " file_count=\"single\",\n",
+ " file_types=[ext for ext in SUPPORTED_EXTENSIONS.keys()]\n",
+ " )\n",
+ " \n",
+ " ask_model = gr.Checkbox(\n",
+ " label=\"🤖 Generate AI Code Review\",\n",
+ " value=True,\n",
+ " info=\"⚠️ Requires model to be loaded first using the button below\"\n",
+ " )\n",
+ " \n",
+ " gr.Markdown(\"### 🧠 Model Configuration\")\n",
+ " \n",
+ " model_id = gr.Textbox(\n",
+ " label=\"Hugging Face Model ID\",\n",
+ " value=DEFAULT_MODEL_ID,\n",
+ " placeholder=\"meta-llama/Llama-3.2-1B\"\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " load_8bit = gr.Checkbox(\n",
+ " label=\"8-bit Quantization\",\n",
+ " value=False,\n",
+ " info=\"⚠️ Requires CUDA/GPU (reduces memory by ~50%)\"\n",
+ " )\n",
+ " load_4bit = gr.Checkbox(\n",
+ " label=\"4-bit Quantization\",\n",
+ " value=False,\n",
+ " info=\"⚠️ Requires CUDA/GPU (reduces memory by ~75%, lower quality)\"\n",
+ " )\n",
+ " \n",
+ " temperature = gr.Slider(\n",
+ " label=\"Temperature\",\n",
+ " minimum=0.0,\n",
+ " maximum=1.5,\n",
+ " value=0.7,\n",
+ " step=0.05,\n",
+ " info=\"Lower = more deterministic, Higher = more creative\"\n",
+ " )\n",
+ " \n",
+ " max_tokens = gr.Slider(\n",
+ " label=\"Max New Tokens\",\n",
+ " minimum=16,\n",
+ " maximum=1024,\n",
+ " value=256,\n",
+ " step=16,\n",
+ " info=\"Maximum length of generated review\"\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " load_model_btn = gr.Button(\"🔄 Load Model\", variant=\"secondary\")\n",
+ " process_btn = gr.Button(\"🚀 Process & Annotate\", variant=\"primary\")\n",
+ " \n",
+ " model_status = gr.Markdown(\"⚪ **Status:** Model not loaded\")\n",
+ " \n",
+ " # Right column: Output displays\n",
+ " with gr.Column(scale=3):\n",
+ " gr.Markdown(\"### 📊 Results\")\n",
+ " \n",
+ " detected_lang = gr.Textbox(\n",
+ " label=\"Detected Language\",\n",
+ " interactive=False,\n",
+ " placeholder=\"Upload a file to detect language\"\n",
+ " )\n",
+ " \n",
+ " html_preview = gr.HTML(\n",
+ " label=\"Code Preview (Orange = Complexity Annotations)\",\n",
+ " value=\"Upload and process a file to see preview...\"\n",
+ " )\n",
+ " \n",
+ " model_output = gr.Markdown(\n",
+ " label=\"🤖 AI Code Review\",\n",
+ " value=\"*Enable 'Generate AI Code Review' and process a file to see analysis...*\"\n",
+ " )\n",
+ " \n",
+ " gr.Markdown(\"### 💾 Downloads\")\n",
+ " \n",
+ " with gr.Row():\n",
+ " download_source = gr.File(\n",
+ " label=\"Annotated Source Code\",\n",
+ " interactive=False\n",
+ " )\n",
+ " download_markdown = gr.File(\n",
+ " label=\"Markdown Preview\",\n",
+ " interactive=False\n",
+ " )\n",
+ " \n",
+ " # Event handlers\n",
+ " load_model_btn.click(\n",
+ " fn=handle_model_loading,\n",
+ " inputs=[model_id, load_8bit, load_4bit],\n",
+ " outputs=[model_status],\n",
+ " show_progress=\"full\" # Show clear loading indicator\n",
+ " )\n",
+ " \n",
+ " process_btn.click(\n",
+ " fn=handle_file_processing,\n",
+ " inputs=[file_upload, ask_model, temperature, max_tokens],\n",
+ " outputs=[detected_lang, html_preview, model_output, download_source, download_markdown]\n",
+ " )\n",
+ " \n",
+ " return demo\n",
+ "\n",
+ "\n",
+ "# Build and display the interface\n",
+ "demo = build_ui()\n",
+ "demo"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3608ab3c",
+ "metadata": {},
+ "source": [
+ "## Step 11: Launch the App\n",
+ "\n",
+ "Starting the Gradio server with auto-browser launch.\n",
+ "\n",
+ "**Options:**\n",
+ "- `share=False` - Local only (set to True for public Gradio link)\n",
+ "- `inbrowser=True` - Automatically opens in your default browser\n",
+ "- `show_error=True` - Displays detailed error messages in the UI\n",
+ "\n",
+ "The app will be available at: `http://127.0.0.1:7861`\n",
+ "\n",
+ "---\n",
+ "\n",
+ "## 💡 How to Use\n",
+ "\n",
+ "### Without AI Review (No Model Needed):\n",
+ "1. **Upload** a code file (.py, .js, .java, etc.)\n",
+ "2. **Uncheck** \"Generate AI Code Review\"\n",
+ "3. **Click** \"🚀 Process & Annotate\"\n",
+ "4. **View** syntax-highlighted code with Big-O annotations\n",
+ "5. **Download** the annotated source + Markdown\n",
+ "\n",
+ "### With AI Review (Requires Model):\n",
+ "1. **Click** \"🔄 Load Model\" (wait 2-5 minutes for first download)\n",
+ "2. **Upload** your code file\n",
+ "3. **Check** \"Generate AI Code Review\"\n",
+ "4. **Adjust** temperature/tokens if needed\n",
+ "5. **Click** \"🚀 Process & Annotate\"\n",
+ "6. **Read** AI-generated optimization suggestions\n",
+ "\n",
+ "---\n",
+ "\n",
+ "## 🎯 Supported Languages\n",
+ "\n",
+ "Python • JavaScript • TypeScript • Java • C • C++ • C# • Go • PHP • Swift • Ruby • Kotlin • Rust\n",
+ "\n",
+ "---\n",
+ "\n",
+ "## 🧠 Model Options\n",
+ "\n",
+ "**Recommended for CPU/Mac:**\n",
+ "- `meta-llama/Llama-3.2-1B` (Default, ~1GB, requires HF approval)\n",
+ "- `gpt2` (No approval needed, ~500MB)\n",
+ "- `microsoft/DialoGPT-medium` (~1GB)\n",
+ "\n",
+ "**For GPU users:**\n",
+ "- Any model with 8-bit or 4-bit quantization enabled\n",
+ "- `meta-llama/Llama-2-7b-chat-hf` (requires approval)\n",
+ "\n",
+ "---\n",
+ "\n",
+ "**Note:** First model load downloads weights (~1-14GB depending on model). Subsequent runs load from cache.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "eec78f72",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "* Running on local URL: http://127.0.0.1:7861\n",
+ "* To create a public link, set `share=True` in `launch()`.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ "\n",
+ "
\n",
+ " \"\"\")\n",
+ " \n",
+ " hf_status = \"✓ Configured\" if HF_TOKEN else \"✗ Not Found\"\n",
+ " hf_color = \"green\" if HF_TOKEN else \"red\"\n",
+ " \n",
+ " openai_status = \"✓ Configured\" if OPENAI_KEY else \"✗ Not Found\"\n",
+ " openai_color = \"green\" if OPENAI_KEY else \"red\"\n",
+ " \n",
+ " gr.HTML(f\"\"\"\n",
+ " Python to Golang Code Converter
\n", + "High-performance code conversion with runtime comparison
\n", + "\n",
+ "
\n",
+ " \"\"\")\n",
+ " \n",
+ " with gr.Tabs():\n",
+ " with gr.Tab(\"Convert Code\"):\n",
+ " with gr.Row():\n",
+ " with gr.Column():\n",
+ " sample_selector = gr.Dropdown(\n",
+ " choices=list(SAMPLE_CODES.keys()),\n",
+ " label=\"Load Sample\",\n",
+ " value=\"Hello World\"\n",
+ " )\n",
+ " \n",
+ " python_editor = gr.Code(\n",
+ " label=\"Python Code\",\n",
+ " value=SAMPLE_CODES[\"Hello World\"],\n",
+ " language=\"python\",\n",
+ " lines=15,\n",
+ " interactive=True\n",
+ " )\n",
+ " \n",
+ " model_selector = gr.Radio(\n",
+ " choices=list(ALL_MODELS.keys()),\n",
+ " label=\"Select Model\",\n",
+ " value=\"GPT-4\" if OPENAI_KEY else \"CodeLlama-7B\"\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " convert_btn = gr.Button(\"Convert to Golang\", variant=\"primary\")\n",
+ " save_btn = gr.Button(\"Save to main.go\", variant=\"secondary\")\n",
+ " \n",
+ " with gr.Column():\n",
+ " golang_editor = gr.Textbox(\n",
+ " label=\"Generated Golang Code\",\n",
+ " lines=15,\n",
+ " interactive=True,\n",
+ " show_copy_button=True\n",
+ " )\n",
+ " \n",
+ " save_status = gr.Textbox(\n",
+ " label=\"Save Status\",\n",
+ " lines=1,\n",
+ " interactive=False\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " conversion_status = gr.Textbox(\n",
+ " label=\"Status\",\n",
+ " lines=2,\n",
+ " interactive=False\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " error_display = gr.Textbox(\n",
+ " label=\"Error Details\",\n",
+ " lines=8,\n",
+ " interactive=False,\n",
+ " visible=True,\n",
+ " show_copy_button=True\n",
+ " )\n",
+ " \n",
+ " sample_selector.change(\n",
+ " fn=lambda x: load_sample(x),\n",
+ " inputs=[sample_selector],\n",
+ " outputs=[python_editor, error_display]\n",
+ " )\n",
+ " \n",
+ " def convert_only(python_code, model_name):\n",
+ " try:\n",
+ " if not python_code:\n",
+ " return \"\", \"Error: No code\", \"Empty\"\n",
+ " return convert_python_to_golang(python_code, model_name)\n",
+ " except Exception as e:\n",
+ " return \"\", f\"Error: {str(e)}\", traceback.format_exc()\n",
+ " \n",
+ " convert_btn.click(\n",
+ " fn=convert_only,\n",
+ " inputs=[python_editor, model_selector],\n",
+ " outputs=[golang_editor, conversion_status, error_display]\n",
+ " )\n",
+ " \n",
+ " save_btn.click(\n",
+ " fn=write_output,\n",
+ " inputs=[golang_editor],\n",
+ " outputs=[save_status]\n",
+ " )\n",
+ " \n",
+ " with gr.Tab(\"Compare Models & Runtime\"):\n",
+ " gr.Markdown(\"### Compare All Models with Runtime Performance\")\n",
+ " \n",
+ " with gr.Row():\n",
+ " with gr.Column():\n",
+ " sample_selector2 = gr.Dropdown(\n",
+ " choices=list(SAMPLE_CODES.keys()),\n",
+ " label=\"Load Sample\",\n",
+ " value=\"Pi Calculation\"\n",
+ " )\n",
+ " \n",
+ " python_input2 = gr.Code(\n",
+ " label=\"Python Code\",\n",
+ " value=SAMPLE_CODES[\"Pi Calculation\"],\n",
+ " language=\"python\",\n",
+ " lines=12,\n",
+ " interactive=True\n",
+ " )\n",
+ " \n",
+ " compare_btn = gr.Button(\"Compare All Models\", variant=\"primary\", size=\"lg\")\n",
+ " \n",
+ " with gr.Row():\n",
+ " comparison_summary = gr.Textbox(\n",
+ " label=\"Summary\",\n",
+ " interactive=False,\n",
+ " lines=2\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " comparison_table = gr.Dataframe(\n",
+ " label=\"Runtime Comparison Results\",\n",
+ " interactive=False,\n",
+ " wrap=True\n",
+ " )\n",
+ " \n",
+ " with gr.Row():\n",
+ " compare_error = gr.Textbox(\n",
+ " label=\"Error Details\",\n",
+ " lines=8,\n",
+ " interactive=False,\n",
+ " visible=True,\n",
+ " show_copy_button=True\n",
+ " )\n",
+ " \n",
+ " sample_selector2.change(\n",
+ " fn=lambda x: load_sample(x),\n",
+ " inputs=[sample_selector2],\n",
+ " outputs=[python_input2, compare_error]\n",
+ " )\n",
+ " \n",
+ " compare_btn.click(\n",
+ " fn=compare_all_models,\n",
+ " inputs=[python_input2],\n",
+ " outputs=[comparison_table, comparison_summary, compare_error]\n",
+ " )\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "89abbebf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "#Launch\n",
+ "demo.launch()\n",
+ "\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week4/community-contributions/samuel_bootcamp_wk4/pytogo_model_comparison.png b/week4/community-contributions/samuel_bootcamp_wk4/pytogo_model_comparison.png
new file mode 100644
index 0000000..6ed6c6f
Binary files /dev/null and b/week4/community-contributions/samuel_bootcamp_wk4/pytogo_model_comparison.png differ
diff --git a/week5/community-contributions/emmy/gmail_rag/.gitignore b/week5/community-contributions/emmy/gmail_rag/.gitignore
new file mode 100644
index 0000000..d1bf9ba
--- /dev/null
+++ b/week5/community-contributions/emmy/gmail_rag/.gitignore
@@ -0,0 +1,22 @@
+# Secrets - NEVER commit these!
+.env
+credentials.json
+token.json
+
+# Vector Database (contains your emails)
+chroma/
+
+# Python
+__pycache__/
+*.py[cod]
+*.egg-info/
+.venv/
+venv/
+
+# IDE
+.vscode/
+.idea/
+.DS_Store
+
+# Logs
+*.log
\ No newline at end of file
diff --git a/week5/community-contributions/emmy/gmail_rag/README.md b/week5/community-contributions/emmy/gmail_rag/README.md
new file mode 100644
index 0000000..7ea8264
--- /dev/null
+++ b/week5/community-contributions/emmy/gmail_rag/README.md
@@ -0,0 +1,88 @@
+# Gmail RAG Assistant 📧
+
+Search and ask questions about your Gmail emails using AI.
+
+## Setup
+
+### 1. Install Dependencies
+
+```bash
+python -m venv .venv
+source .venv/bin/activate # Windows: .venv\Scripts\activate
+pip install -r requirements.txt
+```
+
+### 2. Google Cloud Setup
+
+1. Go to [Google Cloud Console](https://console.cloud.google.com)
+2. Create a project and enable **Gmail API**
+3. Create **OAuth 2.0 Desktop Client** credentials
+4. Download and save as `~/.config/gcp/langchain/credentials.json`
+5. Add your email as a test user in OAuth consent screen
+
+### 3. Configure Environment
+
+Create `.env` file:
+
+```env
+GOOGLE_CREDENTIALS_PATH=~/.config/gcp/langchain/credentials.json
+GOOGLE_TOKEN_PATH=~/.config/gcp/langchain/token.json
+OPENAI_API_KEY=your_openai_api_key_here
+```
+
+Get OpenAI API key from [platform.openai.com](https://platform.openai.com/api-keys)
+
+## Usage
+
+### Index your emails:
+```bash
+python ingest_gmail_drive.py
+```
+
+### Launch UI:
+```bash
+python app.py
+```
+
+Open `http://localhost:7860` in your browser.
+
+## File Structure
+
+```
+gmail_rag/
+├── ingest_gmail_drive.py # Fetch and index emails
+├── app.py # Gradio UI
+├── requirements.txt # Dependencies
+├── .env # API keys (create this)
+└── chroma/ # Vector database (auto-created)
+```
+
+## Configuration
+
+**Change number of emails** in `ingest_gmail_drive.py`:
+```python
+gmail_docs = load_gmail(n=100) # Adjust this number
+```
+
+**Change AI model** in `app.py`:
+```python
+LLM_MODEL = "gpt-4o-mini" # or "gpt-4", "gpt-3.5-turbo"
+```
+
+## Troubleshooting
+
+- **"Access Blocked"**: Add your email as test user in Google Cloud
+- **"ChromaDB not found"**: Run `ingest_gmail_drive.py` first
+- **Token expired**: Delete `~/.config/gcp/langchain/token.json` and re-run
+
+## Cost
+
+- Embeddings: ~$0.01-0.05 per 100 emails
+- Queries: ~$0.01 per 100 questions (using gpt-4o-mini)
+- Gmail API: Free
+
+## Security
+
+Never commit: `.env`, `credentials.json`, `token.json`, `chroma/`
+
+The `.gitignore` file protects these automatically.
\ No newline at end of file
diff --git a/week5/community-contributions/emmy/gmail_rag/app.py b/week5/community-contributions/emmy/gmail_rag/app.py
new file mode 100644
index 0000000..e3eb42c
--- /dev/null
+++ b/week5/community-contributions/emmy/gmail_rag/app.py
@@ -0,0 +1,223 @@
+import os
+import gradio as gr
+from dotenv import load_dotenv
+from langchain_community.vectorstores import Chroma
+from langchain_openai import OpenAIEmbeddings, ChatOpenAI
+from langchain.chains import RetrievalQA
+from langchain.prompts import PromptTemplate
+
+load_dotenv()
+
+# ---- Settings ----
+CHROMA_DIR = "chroma"
+EMBED_MODEL = "text-embedding-3-small"
+LLM_MODEL = "gpt-4o-mini"
+
+# Initialize components
+embeddings = OpenAIEmbeddings(model=EMBED_MODEL)
+vectorstore = None
+qa_chain = None
+
+
+def initialize_qa_chain():
+ """Initialize the QA chain with the vector store."""
+ global vectorstore, qa_chain
+
+ if not os.path.exists(CHROMA_DIR):
+ return "❌ ChromaDB not found. Please run ingest_gmail_drive.py first to index your emails."
+
+ try:
+ vectorstore = Chroma(
+ persist_directory=CHROMA_DIR,
+ embedding_function=embeddings
+ )
+
+ # Create custom prompt
+ prompt_template = """Use the following pieces of context from Gmail emails to answer the question.
+If you don't know the answer based on the context, just say you don't have that information in the emails.
+
+Context:
+{context}
+
+Question: {question}
+
+Answer:"""
+
+ PROMPT = PromptTemplate(
+ template=prompt_template,
+ input_variables=["context", "question"]
+ )
+
+ llm = ChatOpenAI(model=LLM_MODEL, temperature=0)
+
+ qa_chain = RetrievalQA.from_chain_type(
+ llm=llm,
+ chain_type="stuff",
+ retriever=vectorstore.as_retriever(search_kwargs={"k": 5}),
+ chain_type_kwargs={"prompt": PROMPT},
+ return_source_documents=True
+ )
+
+ return "✓ Ready to answer questions about your emails!"
+ except Exception as e:
+ return f"❌ Error initializing: {str(e)}"
+
+
+def query_emails(question, num_results=5):
+ """Query the email database."""
+ if qa_chain is None:
+ return "Please click 'Initialize System' first!", ""
+
+ if not question.strip():
+ return "Please enter a question.", ""
+
+ try:
+ # Get answer
+ result = qa_chain({"query": question})
+ answer = result['result']
+
+ # Format sources
+ sources_text = "\n\n---\n\n**📧 Source Emails:**\n\n"
+ for i, doc in enumerate(result['source_documents'][:num_results], 1):
+ sources_text += f"**Email {i}:**\n"
+ sources_text += f"- **Subject:** {doc.metadata.get('subject', 'N/A')}\n"
+ sources_text += f"- **From:** {doc.metadata.get('from', 'N/A')}\n"
+ sources_text += f"- **Date:** {doc.metadata.get('date', 'N/A')}\n"
+ sources_text += f"- **Preview:** {doc.page_content[:200]}...\n\n"
+
+ return answer, sources_text
+ except Exception as e:
+ return f"❌ Error: {str(e)}", ""
+
+
+def search_emails(query_text, num_results=5):
+ """Direct vector similarity search."""
+ if vectorstore is None:
+ return "Please click 'Initialize System' first!"
+
+ if not query_text.strip():
+ return "Please enter a search query."
+
+ try:
+ docs = vectorstore.similarity_search(query_text, k=num_results)
+
+ results_text = f"**Found {len(docs)} relevant emails:**\n\n"
+ for i, doc in enumerate(docs, 1):
+ results_text += f"**Email {i}:**\n"
+ results_text += f"- **Subject:** {doc.metadata.get('subject', 'N/A')}\n"
+ results_text += f"- **From:** {doc.metadata.get('from', 'N/A')}\n"
+ results_text += f"- **Date:** {doc.metadata.get('date', 'N/A')}\n"
+ results_text += f"- **Content Preview:**\n{doc.page_content[:300]}...\n\n"
+ results_text += "---\n\n"
+
+ return results_text
+ except Exception as e:
+ return f"❌ Error: {str(e)}"
+
+
+# Create Gradio Interface
+with gr.Blocks(title="Gmail RAG Assistant", theme=gr.themes.Soft()) as demo:
+ gr.Markdown(
+ """
+ # 📧 Gmail RAG Assistant
+ Ask questions about your emails or search for specific content.
+ """
+ )
+
+ with gr.Row():
+ init_btn = gr.Button("🚀 Initialize System", variant="primary")
+ status_text = gr.Textbox(label="Status", interactive=False)
+
+ init_btn.click(fn=initialize_qa_chain, outputs=status_text)
+
+ gr.Markdown("---")
+
+ with gr.Tab("💬 Ask Questions"):
+ gr.Markdown("Ask natural language questions about your emails.")
+
+ with gr.Row():
+ with gr.Column(scale=4):
+ question_input = gr.Textbox(
+ label="Your Question",
+ placeholder="What is the latest message from Andela?",
+ lines=2
+ )
+ with gr.Column(scale=1):
+ qa_num_results = gr.Slider(
+ minimum=1,
+ maximum=10,
+ value=5,
+ step=1,
+ label="Sources to Show"
+ )
+
+ qa_btn = gr.Button("Ask Question", variant="primary")
+
+ answer_output = gr.Markdown(label="Answer")
+ sources_output = gr.Markdown(label="Sources")
+
+ qa_btn.click(
+ fn=query_emails,
+ inputs=[question_input, qa_num_results],
+ outputs=[answer_output, sources_output]
+ )
+
+ # Example questions
+ gr.Examples(
+ examples=[
+ ["What is the latest message from Andela?"],
+ ["Summarize emails about project updates"],
+ ["What meetings do I have scheduled?"],
+ ["Find emails about invoices or payments"],
+ ],
+ inputs=question_input
+ )
+
+ with gr.Tab("🔍 Search Emails"):
+ gr.Markdown("Search for emails using semantic similarity.")
+
+ with gr.Row():
+ with gr.Column(scale=4):
+ search_input = gr.Textbox(
+ label="Search Query",
+ placeholder="project deadline",
+ lines=2
+ )
+ with gr.Column(scale=1):
+ search_num_results = gr.Slider(
+ minimum=1,
+ maximum=10,
+ value=5,
+ step=1,
+ label="Results"
+ )
+
+ search_btn = gr.Button("Search", variant="primary")
+ search_output = gr.Markdown(label="Search Results")
+
+ search_btn.click(
+ fn=search_emails,
+ inputs=[search_input, search_num_results],
+ outputs=search_output
+ )
+
+ gr.Examples(
+ examples=[
+ ["Andela"],
+ ["meeting schedule"],
+ ["invoice payment"],
+ ["project status update"],
+ ],
+ inputs=search_input
+ )
+
+ gr.Markdown(
+ """
+ ---
+ **Note:** Make sure you've run `ingest_gmail_drive.py` first to index your emails.
+ """
+ )
+
+
+if __name__ == "__main__":
+ demo.launch()
\ No newline at end of file
diff --git a/week5/community-contributions/emmy/gmail_rag/ingest_gmail_drive.py b/week5/community-contributions/emmy/gmail_rag/ingest_gmail_drive.py
new file mode 100644
index 0000000..4cb3ecb
--- /dev/null
+++ b/week5/community-contributions/emmy/gmail_rag/ingest_gmail_drive.py
@@ -0,0 +1,189 @@
+import os
+import base64
+from pathlib import Path
+from dotenv import load_dotenv
+from email.utils import parsedate_to_datetime
+
+# Load environment variables from .env file
+load_dotenv()
+
+# --- Configuration ---
+GOOGLE_CREDENTIALS_PATH = os.getenv(
+ "GOOGLE_CREDENTIALS_PATH", "~/.config/gcp/langchain/credentials.json"
+)
+GOOGLE_TOKEN_PATH = os.getenv(
+ "GOOGLE_TOKEN_PATH", "~/.config/gcp/langchain/token.json"
+)
+
+# ---- LangChain imports ----
+from langchain.text_splitter import RecursiveCharacterTextSplitter
+from langchain_community.vectorstores import Chroma
+from langchain_openai import OpenAIEmbeddings
+from langchain_core.documents import Document
+
+# ---- Settings ----
+CHROMA_DIR = "chroma"
+EMBED_MODEL = "text-embedding-3-small"
+
+
+def get_gmail_service():
+ """Authenticate and return Gmail API service."""
+ from google.auth.transport.requests import Request
+ from google.oauth2.credentials import Credentials
+ from google_auth_oauthlib.flow import InstalledAppFlow
+ from googleapiclient.discovery import build
+
+ SCOPES = ["https://www.googleapis.com/auth/gmail.readonly"]
+
+ token_path = os.path.expanduser(GOOGLE_TOKEN_PATH)
+ creds_path = os.path.expanduser(GOOGLE_CREDENTIALS_PATH)
+
+ if not os.path.exists(creds_path):
+ raise FileNotFoundError(
+ f"Credentials file not found at: {creds_path}\n"
+ f"Please download OAuth 2.0 Client ID credentials from Google Cloud Console."
+ )
+
+ creds = None
+ if os.path.exists(token_path):
+ creds = Credentials.from_authorized_user_file(token_path, SCOPES)
+
+ if not creds or not creds.valid:
+ if creds and creds.expired and creds.refresh_token:
+ creds.refresh(Request())
+ else:
+ flow = InstalledAppFlow.from_client_secrets_file(creds_path, SCOPES)
+ creds = flow.run_local_server(port=0)
+
+ with open(token_path, "w") as token:
+ token.write(creds.to_json())
+
+ return build('gmail', 'v1', credentials=creds)
+
+
+def get_header_value(headers, name):
+ """Extract header value from Gmail headers list."""
+ for header in headers:
+ if header['name'].lower() == name.lower():
+ return header['value']
+ return ''
+
+
+def decode_body(payload):
+ """Decode email body from Gmail payload."""
+ body = ""
+
+ if 'body' in payload and 'data' in payload['body']:
+ body = base64.urlsafe_b64decode(payload['body']['data']).decode('utf-8', errors='ignore')
+
+ # Handle multipart messages
+ if 'parts' in payload:
+ for part in payload['parts']:
+ if part['mimeType'] == 'text/plain':
+ if 'data' in part['body']:
+ body += base64.urlsafe_b64decode(part['body']['data']).decode('utf-8', errors='ignore')
+ elif 'parts' in part:
+ # Recursively handle nested parts
+ body += decode_body(part)
+
+ return body
+
+
+def load_gmail(n=50, query=None):
+ """Load Gmail messages directly using Gmail API."""
+ service = get_gmail_service()
+
+ # Fetch message list
+ results = service.users().messages().list(
+ userId='me',
+ maxResults=n,
+ q=query if query else ''
+ ).execute()
+
+ messages = results.get('messages', [])
+
+ if not messages:
+ print("No messages found.")
+ return []
+
+ print(f"Fetching {len(messages)} messages...")
+
+ docs = []
+ for i, msg_ref in enumerate(messages, 1):
+ # Fetch full message
+ msg = service.users().messages().get(
+ userId='me',
+ id=msg_ref['id'],
+ format='full'
+ ).execute()
+
+ # Extract headers
+ headers = msg['payload']['headers']
+ subject = get_header_value(headers, 'Subject')
+ sender = get_header_value(headers, 'From')
+ date = get_header_value(headers, 'Date')
+ to = get_header_value(headers, 'To')
+
+ # Extract body
+ body = decode_body(msg['payload'])
+
+ # Create metadata
+ metadata = {
+ 'source': 'gmail',
+ 'id': msg['id'],
+ 'subject': subject,
+ 'from': sender,
+ 'to': to,
+ 'date': date,
+ 'thread_id': msg.get('threadId', ''),
+ }
+
+ # Format content
+ content = f"Subject: {subject}\n"
+ content += f"From: {sender}\n"
+ content += f"To: {to}\n"
+ content += f"Date: {date}\n\n"
+ content += body
+
+ docs.append(Document(page_content=content, metadata=metadata))
+
+ if i % 10 == 0:
+ print(f" Processed {i}/{len(messages)} messages...")
+
+ print(f"✓ Gmail: loaded {len(docs)} documents")
+ return docs
+
+
+def main():
+ print("Starting Gmail RAG ingestion...\n")
+
+ # 1) Load Gmail documents
+ gmail_docs = load_gmail(n=50)
+
+ if not gmail_docs:
+ print("No documents to process. Exiting.")
+ return
+
+ # 2) Split into chunks
+ splitter = RecursiveCharacterTextSplitter(chunk_size=1200, chunk_overlap=150)
+ chunks = splitter.split_documents(gmail_docs)
+ print(f"✓ Created {len(chunks)} chunks")
+
+ # 3) Create embeddings and store in ChromaDB
+ print(f"✓ Creating embeddings with {EMBED_MODEL}...")
+ embeddings = OpenAIEmbeddings(model=EMBED_MODEL)
+
+ Path(CHROMA_DIR).mkdir(parents=True, exist_ok=True)
+ vs = Chroma.from_documents(
+ chunks,
+ embedding=embeddings,
+ persist_directory=CHROMA_DIR
+ )
+ vs.persist()
+
+ print(f"✓ Successfully persisted ChromaDB at: {CHROMA_DIR}\n")
+ print("Ingestion complete! You can now query your Gmail data.")
+
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week5/community-contributions/emmy/gmail_rag/requirements.txt b/week5/community-contributions/emmy/gmail_rag/requirements.txt
new file mode 100644
index 0000000..ee4440c
--- /dev/null
+++ b/week5/community-contributions/emmy/gmail_rag/requirements.txt
@@ -0,0 +1,14 @@
+python-dotenv
+langchain
+langchain-core
+langchain-community
+langchain-openai
+langchain-chroma
+langchain-google-community
+chromadb
+openai
+gradio
+google-auth
+google-auth-oauthlib
+google-auth-httplib2
+google-api-python-client
\ No newline at end of file
diff --git a/week5/community-contributions/hopeogbons/week5 EXERCISE.ipynb b/week5/community-contributions/hopeogbons/week5 EXERCISE.ipynb
new file mode 100644
index 0000000..07cb4d5
--- /dev/null
+++ b/week5/community-contributions/hopeogbons/week5 EXERCISE.ipynb
@@ -0,0 +1,3550 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "943da8f3",
+ "metadata": {},
+ "source": [
+ "# 🧠 Personal RAG System: My Digital Consciousness\n",
+ "\n",
+ "## Why I Built This\n",
+ "\n",
+ "Building a personal knowledge base that I can actually **converse with** is game-changing. Instead of manually searching through notes, documents, and thoughts, I can now ask questions in natural language and get contextual answers from everything I've documented about myself.\n",
+ "\n",
+ "This is my **digital twin** - a RAG (Retrieval-Augmented Generation) system built on my personal documentation covering my identity, beliefs, knowledge, purpose, and reflections.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "## What This Does\n",
+ "\n",
+ "This system enables me to:\n",
+ "- 🗂️ Organize my personal knowledge across 5 core dimensions (Identity, Beliefs, Knowledge, Purpose, Reflections)\n",
+ "- 🔍 Perform semantic search across my entire consciousness documentation\n",
+ "- 💬 Have natural conversations about my life, goals, values, and experiences\n",
+ "- 📊 Visualize how my thoughts and documents cluster in vector space\n",
+ "- 🤖 Get AI-powered insights about patterns in my own thinking\n",
+ "\n",
+ "**Tech Stack:** LangChain • OpenAI Embeddings • Chroma Vector DB • RAG • Conversational AI • Plotly\n",
+ "\n",
+ "---\n",
+ "\n",
+ "**Use Case:** Chat with my documented self → Retrieve relevant memories/knowledge → Get contextual answers about who I am\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8be7a688",
+ "metadata": {},
+ "source": [
+ "## Step 1: Core Dependencies\n",
+ "\n",
+ "Setting up the essential libraries:\n",
+ "- **LangChain** - Document loading, text splitting, and RAG chains\n",
+ "- **OpenAI** - GPT-4o-mini for chat and embeddings for semantic search\n",
+ "- **Chroma** - Vector database for storing and retrieving document embeddings\n",
+ "- **Plotly** - Interactive 3D visualization of vector embeddings\n",
+ "- **TSNE** - Dimensionality reduction for visualizing high-dimensional vectors\n",
+ "- **Gradio** - Web UI for the chat interface\n",
+ "\n",
+ "**Note:** Make sure your `.env` file contains your `OPENAI_API_KEY`\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "1a4dcc6c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import glob\n",
+ "from dotenv import load_dotenv\n",
+ "import gradio as gr"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "89e4a089",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langchain.document_loaders import DirectoryLoader, TextLoader\n",
+ "from langchain.text_splitter import CharacterTextSplitter\n",
+ "from langchain_openai import OpenAIEmbeddings, ChatOpenAI\n",
+ "from langchain_chroma import Chroma\n",
+ "from sklearn.manifold import TSNE\n",
+ "import numpy as np\n",
+ "import plotly.graph_objects as go\n",
+ "from langchain.memory import ConversationBufferMemory\n",
+ "from langchain.chains import ConversationalRetrievalChain\n",
+ "import plotly.express as px"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9d9da0ad",
+ "metadata": {},
+ "source": [
+ "## Step 2: Configuration\n",
+ "\n",
+ "**Model:** Using `gpt-4o-mini` - fast, cost-effective, and perfect for conversational RAG\n",
+ "\n",
+ "**Database:** Storing vectors in `my-brain/sub-consciousness` directory for persistent storage\n",
+ "\n",
+ "**API Key:** Loading from environment variables for security\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "08a45922",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "MODEL = \"gpt-4o-mini\"\n",
+ "db_name = \"my-brain/sub-consciousness\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "99c30faf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)\n",
+ "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e6153944",
+ "metadata": {},
+ "source": [
+ "## Step 3: Load & Chunk Personal Documents\n",
+ "\n",
+ "**Process:**\n",
+ "1. 📁 Scan `my-brain/consciousness/` directory for all subdirectories\n",
+ "2. 📄 Load all markdown files from each category folder\n",
+ "3. 🏷️ Tag each document with its category (Identity, Beliefs, Knowledge, Purpose, Reflections)\n",
+ "4. ✂️ Split documents into chunks (1000 chars with 200 char overlap)\n",
+ "\n",
+ "**Why chunk?** Large documents are split into smaller pieces for better semantic search precision. Overlap ensures context isn't lost at chunk boundaries.\n",
+ "\n",
+ "**Categories:**\n",
+ "- **Identity** - Who I am, background, relationships\n",
+ "- **Beliefs & Values** - Spirituality, ethics, philosophy\n",
+ "- **Knowledge & Learning** - Academics, skills, insights\n",
+ "- **Purpose & Ambition** - Career vision, achievements, aspirations\n",
+ "- **Reflections** - Thoughts, emotions, growth journal\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1536a314",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total number of chunks: 301\n",
+ "Document types found: ['purpose-and-ambition', 'beliefs-and-values', 'reflections', 'identity', 'knowledge-and-learning']\n"
+ ]
+ }
+ ],
+ "source": [
+ "folders = glob.glob(\"my-brain/consciousness/*\")\n",
+ "\n",
+ "def add_metadata(doc, doc_type):\n",
+ " doc.metadata[\"doc_type\"] = doc_type\n",
+ " return doc\n",
+ "\n",
+ "text_loader_kwargs = {'encoding': 'utf-8'}\n",
+ "\n",
+ "documents = []\n",
+ "for folder in folders:\n",
+ " doc_type = os.path.basename(folder)\n",
+ " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n",
+ " folder_docs = loader.load()\n",
+ " documents.extend([add_metadata(doc, doc_type) for doc in folder_docs])\n",
+ "\n",
+ "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n",
+ "chunks = text_splitter.split_documents(documents)\n",
+ "doc_list = list(set(doc.metadata['doc_type'] for doc in documents))\n",
+ "\n",
+ "print(f\"Total number of chunks: {len(chunks)}\")\n",
+ "print(f\"Document types found: {doc_list}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "674f9c1b",
+ "metadata": {},
+ "source": [
+ "## Step 4: Create Vector Embeddings & Store in Chroma\n",
+ "\n",
+ "**What happens here:**\n",
+ "1. 🔢 **OpenAI Embeddings** converts each text chunk into a 1,536-dimensional vector\n",
+ "2. 💾 **Chroma Vector DB** stores these embeddings with metadata for fast retrieval\n",
+ "3. 🔄 **Clean slate** - Delete existing collection if present, then rebuild\n",
+ "\n",
+ "**Why embeddings?** Text is converted to numbers (vectors) that capture semantic meaning. Similar concepts get similar vectors, enabling semantic search.\n",
+ "\n",
+ "**Vector Dimensions:** 1,536 (OpenAI's `text-embedding-ada-002` model)\n",
+ "\n",
+ "**Storage:** Persists to disk so we don't have to re-embed on every run\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "29a7656e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Vectorstore created with 301 documents\n"
+ ]
+ }
+ ],
+ "source": [
+ "embeddings = OpenAIEmbeddings()\n",
+ "\n",
+ "if os.path.exists(db_name):\n",
+ " Chroma(persist_directory=db_name, embedding_function=embeddings).delete_collection()\n",
+ "\n",
+ "vectorstore = Chroma.from_documents(documents=chunks, embedding=embeddings, persist_directory=db_name)\n",
+ "print(f\"Vectorstore created with {vectorstore._collection.count()} documents\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eff589c6",
+ "metadata": {},
+ "source": [
+ "## Step 5: Inspect the Vector Store\n",
+ "\n",
+ "Quick sanity check to verify:\n",
+ "- ✅ Total number of vectors stored\n",
+ "- ✅ Dimensionality of each vector (should be 1,536)\n",
+ "- ✅ Collection is accessible and queryable\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "e9b2a1dd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 301 vectors with 1,536 dimensions in the vector store\n"
+ ]
+ }
+ ],
+ "source": [
+ "collection = vectorstore._collection\n",
+ "count = collection.count()\n",
+ "\n",
+ "sample_embedding = collection.get(limit=1, include=[\"embeddings\"])[\"embeddings\"][0]\n",
+ "dimensions = len(sample_embedding)\n",
+ "print(f\"There are {count:,} vectors with {dimensions:,} dimensions in the vector store\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "17256417",
+ "metadata": {},
+ "source": [
+ "## Step 6: Visualize Vector Space in 2D/3D\n",
+ "\n",
+ "**Challenge:** We have 301 vectors in 1,536-dimensional space - impossible to visualize directly!\n",
+ "\n",
+ "**Solution:** Use **t-SNE** (t-Distributed Stochastic Neighbor Embedding) to reduce from 1,536 dimensions → 2D/3D while preserving relationships between vectors.\n",
+ "\n",
+ "**What you'll see:**\n",
+ "- 📊 Each point = one chunk of my personal documentation\n",
+ "- 🎨 Colors = document categories (Identity, Beliefs, Knowledge, Purpose, Reflections)\n",
+ "- 📍 Proximity = semantic similarity (similar topics cluster together)\n",
+ "\n",
+ "**Why this matters:** Visualizing reveals how my thoughts, beliefs, and knowledge naturally cluster and relate to each other.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "8ae07dec",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Get data from the collection first\n",
+ "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n",
+ "vectors = np.array(result['embeddings'])\n",
+ "documents = result['documents']\n",
+ "metadatas = result['metadatas']\n",
+ "doc_types = [metadata['doc_type'] for metadata in metadatas]\n",
+ "\n",
+ "# Create color mapping based on unique document types\n",
+ "doc_list = sorted(set(doc_types))\n",
+ "color_palette = px.colors.qualitative.Plotly\n",
+ "color_map = [color_palette[i % len(color_palette)] for i in range(len(doc_list))]\n",
+ "colors = [color_map[doc_list.index(t)] for t in doc_types]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "cd2e7d23",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/hopeogbons/Projects/andela/llm_engineering/.venv/lib/python3.12/site-packages/threadpoolctl.py:1226: RuntimeWarning: \n",
+ "Found Intel OpenMP ('libiomp') and LLVM OpenMP ('libomp') loaded at\n",
+ "the same time. Both libraries are known to be incompatible and this\n",
+ "can cause random crashes or deadlocks on Linux when loaded in the\n",
+ "same Python program.\n",
+ "Using threadpoolctl may cause crashes or deadlocks. For more\n",
+ "information and possible workarounds, please see\n",
+ " https://github.com/joblib/threadpoolctl/blob/master/multiple_openmp.md\n",
+ "\n",
+ " warnings.warn(msg, RuntimeWarning)\n"
+ ]
+ },
+ {
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+ "Type: reflectionsHF Token: {hf_status}
\n", + "OpenAI Key: {openai_status}
\n", + " \n", + "Text: # Emotions\n\n## Feelings\n\n### Current Emotional State\n\nRight now (late 2024), I'm feeling a mix of ex...", + "Type: reflections
Text: ### Dominant Emotions\n\n**Day-to-day**: I experience determination most frequently. Wake up with purp...", + "Type: reflections
Text: **Contentment**: Growing emotion. I used to always be restless, wanting more. Learning to be satisfi...", + "Type: reflections
Text: I'm learning I'm more emotional than I thought. Nigerian male culture teaches emotional suppression....", + "Type: reflections
Text: **Seasonal**: Rainy season in Enugu (April-October) affects my mood slightly - feel more introspecti...", + "Type: reflections
Text: **To praise**: Uncomfortable honestly. I deflect to team (\"they did the work\"). Growing up with mode...", + "Type: reflections
Text: **Negative triggers**:\n\n- Disrespect to my team - immediate anger\n- Dishonesty/corruption - frustrat...", + "Type: reflections
Text: For sadness or disappointment: I let myself feel it (crying is okay), pray, journal, sleep on it. Us...", + "Type: reflections
Text: **Physical**: Emotions show in my body. Stress = tight shoulders. Anxiety = upset stomach. Excitemen...", + "Type: reflections
Text: I'm learning this is both strength (drives continuous improvement) and weakness (never satisfied, ca...", + "Type: reflections
Text: ### To Change\n\n**Example**: Andela changed course schedule mid-program. My reaction: frustrated (I'd...", + "Type: reflections
Text: **Rejection**: Hurts but I'm resilient. Lost client or pitch feels bad for a day then I move on. Per...", + "Type: reflections
Text: **Frequency**: Daily small joys, weekly significant happiness (Sunday worship, team wins), occasiona...", + "Type: reflections
Text: **Allowing sadness**: Nigerian culture says \"be strong, no crying.\" I'm learning sadness isn't weakn...", + "Type: reflections
Text: **Expression**: I'm learning healthy anger expression. Used to suppress or let it leak out passive-a...", + "Type: reflections
Text: **Irrational/disproportionate fears**:\n\n- Running out of money (even though we're profitable)\n- Bein...", + "Type: reflections
Text: **Familial love**: Deep love for parents, siblings. Express it through providing financially, spendi...", + "Type: reflections
Text: ## Emotional Intelligence\n\n### Self-Awareness\n\nI'm getting better at recognizing emotions in real-ti...", + "Type: reflections
Text: - Pausing before reacting (especially anger)\n- Breathing techniques when anxious\n- Reframing situati...", + "Type: reflections
Text: **I'm learning**:\n\n- To ask instead of assume (\"how are you feeling about this?\")\n- That people proc...", + "Type: reflections
Text: **Cultural awareness**: Understand Nigerian communication (indirect sometimes, respect for hierarchy...", + "Type: reflections
Text: **From ashamed of struggle to accepting it**: Used to think struggles meant I was failing. Now I see...", + "Type: reflections
Text: **From scarcity anxiety**: Growing up with financial stress left mark. Still have irrational money a...", + "Type: reflections
Text: **Saying \"I don't know\" without shame**: Used to feel like admitting ignorance was weakness. Now I c...", + "Type: reflections
Text: **More willing to sit with discomfort**: Not every problem needs immediate solving. Sometimes sittin...", + "Type: reflections
Text: # Thoughts\n\n## Introspections\n\n### Self-Examination\n\nRight now (late 2024), I'm questioning whether ...", + "Type: reflections
Text: My relationship with money is complex. Grew up with financial scarcity, so part of me still operates...", + "Type: reflections
Text: **Sunday me**: \"This week was wild. God is good though. He's been faithful through everything.\" (Gra...", + "Type: reflections
Text: **Purpose questions**: Is serving Nigerian SMEs enough or should I be thinking bigger - pan-African,...", + "Type: reflections
Text: My stress shows up physically - tight shoulders, headaches, poor sleep. I'm learning to recognize th...", + "Type: reflections
Text: ## Raw Inner Monologue\n\n### Stream of Consciousness\n\n_(Saturday morning, working on Andela assignmen...", + "Type: reflections
Text: _(Tuesday, difficult client call)_\n\"He's complaining again about the timeline. We agreed on 8 weeks....", + "Type: reflections
Text: When a client is rude, my first thought is often \"who does he think he is?\" Then I catch myself and ...", + "Type: reflections
Text: I have proud thoughts sometimes - \"I'm better than most developers I meet\" - and I immediately check...", + "Type: reflections
Text: **Overcoming narrative**: \"I came from modest background in Enugu, got scholarship to Portsmouth des...", + "Type: reflections
Text: **Growth narrative**: \"Every challenge is making me better. Failed startup taught me. Near-bankruptc...", + "Type: reflections
Text: **Andela program completion**: Week 6 of 8. I'm doing well but final project is make-or-break. Need ...", + "Type: reflections
Text: **AI's impact on software engineering**: LLMs like GitHub Copilot are changing how we code. In 5 yea...", + "Type: reflections
Text: **Secondary**: RoboOffice growth - sales pipeline, product roadmap, team development. This is ongoin...", + "Type: reflections
Text: I'm also very analytical - break problems into components, analyze each, synthesize solutions. Good ...", + "Type: reflections
Text: **Am I doing enough?**: This question haunts me. We're growing, but could we grow faster? I'm mentor...", + "Type: reflections
Text: ### Repeated Thoughts\n\n**Comparison**: I catch myself comparing RoboOffice to other startups. They r...", + "Type: reflections
Text: **Legacy thoughts**: What will I leave behind? When I'm 60, what will I be proud of? This thought mo...", + "Type: reflections
Text: **Productivity guilt loop**: \"Spent 3 hours in meetings. Didn't write any code. Wasn't productive. B...", + "Type: reflections
Text: **Learning and growth**: Obsessed with becoming better. Better engineer, better leader, better Chris...", + "Type: reflections
Text: **Connecting faith and work**: Reading Tim Keller's \"Every Good Endeavor.\" Realized work itself is w...", + "Type: reflections
Text: **Team culture is competitive moat**: Our zero turnover, team loyalty, collaborative culture - compe...", + "Type: reflections
Text: ### Organized Thinking\n\n**RoboOffice 2025 Strategy (clear framework)**:\n\n1. Product: Launch LLM-powe...", + "Type: reflections
Text: **Friday weekly reviews**: Every Friday 4-5 PM, I review the week. What worked? What didn't? What di...", + "Type: reflections
Text: **From \"competition is threat\" to \"abundance mindset\"**: Other Nigerian automation companies succeed...", + "Type: reflections
Text: ### Deepening Understanding\n\n**Understanding of faith**: Moving from \"God who helps me succeed\" to \"...", + "Type: reflections
Text: **Understanding of success**: From \"make money, gain recognition\" to \"faithful stewardship, lasting ...", + "Type: reflections
Text: **More focus on rest**: Finally accepting that rest isn't wasteful. Sabbath, sleep, vacation - these...", + "Type: reflections
Text: **Meta-cognition improving**: I'm thinking about my thinking. Noticing my mental patterns, biases, l...", + "Type: reflections
Text: # Growth Journal\n\n## Ongoing Evolution of Self\n\n### Current Growth Phase\n\nI'm in what I call my \"sca...", + "Type: reflections
Text: ### Areas of Active Development\n\n**Leadership skills**: Reading management books (Radical Candor, Hi...", + "Type: reflections
Text: **Public communication**: Writing technical articles, speaking at conferences, active on Twitter. Bu...", + "Type: reflections
Text: **Risk tolerance**: From cautious bootstrapper to considering fundraising. Shifting from \"preserve w...", + "Type: reflections
Text: **Team feedback**: Quarterly survey shows 9/10 satisfaction with leadership (up from 7/10 last year)...", + "Type: reflections
Text: **Humility**: Portsmouth and building RoboOffice humbled me. Learning to say \"I don't know,\" admit m...", + "Type: reflections
Text: **Leadership**:\n\n- 1-on-1s (from awkward to valuable)\n- Feedback delivery (from avoiding to direct +...", + "Type: reflections
Text: **From scarcity to abundance**: Nigerian upbringing created scarcity mindset. Learning there's enoug...", + "Type: reflections
Text: **Regular exercise**: Gym 3x/week since September 2024. Not perfect but consistent. Physical health ...", + "Type: reflections
Text: **Scaling leadership**: Team is growing (8 now, targeting 15 by end of 2025). My leadership needs to...", + "Type: reflections
Text: **Competitive pressure**: Bigger, funded companies entering our market. How do we compete with deep ...", + "Type: reflections
Text: **Financial planning**: Working with accountant and Dr. Adeyemi to model fundraising scenarios. Maki...", + "Type: reflections
Text: **Support system**: Chidi, Dr. Adeyemi, Pastor Obi, therapist. Multiple sources of strength and wisd...", + "Type: reflections
Text: **Burnout episodes (2021, 2023)**: Taught me I'm not invincible, rest isn't optional, boundaries are...", + "Type: reflections
Text: **2023**:\n\n- Hit ₦50M annual revenue\n- Grew team to 8 people\n- Moved to better office space\n- Starte...", + "Type: reflections
Text: - \"You're much better at listening now\"\n- \"Clear vision, we know where we're going\"\n- \"Trust us more...", + "Type: reflections
Text: **Business**:\n\n- Revenue: ₦800k (2019) → ₦50M (2023) = 6,150% growth\n- Team: 0 → 8 employees\n- Clien...", + "Type: reflections
Text: ### Qualitative Changes\n\n**Peace**: Despite more responsibility, more peace than 3 years ago. Sabbat...", + "Type: reflections
Text: **Satisfaction**: More satisfied with life even though I'm still ambitious. Can hold contentment and...", + "Type: reflections
Text: **This year**: Learned that public sharing (Twitter, blog posts, talks) creates unexpected opportuni...", + "Type: reflections
Text: **Team culture as moat**: Realized our zero-turnover, high-trust culture is competitive advantage co...", + "Type: reflections
Text: **Invested in team development**: Used to spend training budget mostly on myself. Now 60% goes to te...", + "Type: reflections
Text: **Age 28 - \"I can't do everything\"**: Hitting burnout wall, realized delegation isn't weakness. This...", + "Type: reflections
Text: **Next quarter (Q1 2025)**: Launch LLM document processing product, speak at TechCabal, publish 3 bl...", + "Type: reflections
Text: **10-year**: Multiple successful businesses built, 100+ jobs created directly, 1,000+ developers men...", + "Type: reflections
Text: ### Continuous Improvement\n\n**Daily practice**:\n\n- 5:30 AM wake, prayer, Bible, journal (30 min)\n- D...", + "Type: reflections
Text: **Feedback loops**: Quarterly team surveys, monthly client check-ins, regular mentor conversations, ...", + "Type: reflections
Text: **From team**: \"We want more context on strategic decisions.\" Started monthly all-hands where I shar...", + "Type: reflections
Text: **Pattern recognition**: I avoid conflict initially, then when forced to address it, I'm direct. Nee...", + "Type: reflections
Text: **Experimentation**: Testing different approaches - pricing models, management styles, product featu...", + "Type: identity
Text: # Relationships\n\n## Social Bonds\n\n### Close Friendships\n\n**Emmanuel** is my best friend since univer...", + "Type: identity
Text: ### Professional Networks\n\nI'm active in the Enugu Tech Community - we meet monthly at the Hub. I've...", + "Type: identity
Text: In my neighborhood in Enugu, I'm known as \"the computer guy.\" Neighbors bring me their laptops to fi...", + "Type: identity
Text: **Emeka** (22) is at UNN studying Computer Science. He's brilliant but lazy - has the potential to b...", + "Type: identity
Text: **My grandfather** (dad's dad) is 82 and still sharp. He doesn't get the tech stuff at all, but he l...", + "Type: identity
Text: ### Family Values and Traditions\n\n**Education first**: My parents mortgaged everything for our educa...", + "Type: identity
Text: **Sarah Chen** from Andela is my current mentor for the LLM program. She's a ML engineer based in Si...", + "Type: identity
Text: ### Inspirational Figures\n\n**Jason Njoku** (Iroko TV founder) showed me it was possible to build a s...", + "Type: identity
Text: My team at RoboOffice keeps me humble. My junior developer, Tunde, who's 23, often has fresher persp...", + "Type: identity
Text: **Professor Williams** at Portsmouth taught me to think like an engineer, not just a coder. That dis...", + "Type: identity
Text: My brother Emeka, despite being rebellious, is studying CS partly because he saw me succeed with it....", + "Type: identity
Text: **My accountability partner Ifeanyi** and I push each other. When he raised his pre-seed round, it m...", + "Type: identity
Text: The relationships with my family keep me grounded. When I'm getting too caught up in tech world dram...", + "Type: identity
Text: # Personality\n\n## Core Traits\n\n### Strengths\n\nMy name is Hope Ogbons, single Male living in Lagos, t...", + "Type: identity
Text: I love learning new things - right now I'm trying to teach myself piano in my spare time, though my ...", + "Type: identity
Text: I have strong problem-solving abilities - last month, I optimized one of our automation workflows an...", + "Type: identity
Text: I struggle with delegation. As CEO, I should be focusing on strategy, but I still find myself writin...", + "Type: identity
Text: I'm generally optimistic and energetic. Even when a client project goes sideways, I approach it as a...", + "Type: identity
Text: **Family**: Even though I'm single, family is huge. I send money home to my parents in Enugu every m...", + "Type: identity
Text: ### Professional Values\n\n**Excellence**: At RoboOffice, we don't ship mediocre code. I review every ...", + "Type: identity
Text: ### Non-Negotiables\n\nI will never compromise on my faith - business meetings don't happen during Sun...", + "Type: identity
Text: By 7 AM, I'm at my desk writing code or reviewing pull requests - that's my peak productivity window...", + "Type: identity
Text: ### Behavioral Patterns\n\nWhen I'm stressed, I clean code. Refactoring calms me down - there's someth...", + "Type: identity
Text: But I also trust my gut, especially for business decisions. When I had the opportunity to join Andel...", + "Type: identity
Text: **Failure**: I take failures hard initially. When our first product launch flopped in 2021, I was de...", + "Type: identity
Text: **Negative triggers**: Incompetence frustrates me deeply, especially when it affects clients. Dishon...", + "Type: identity
Text: I'm working on self-regulation. My natural instinct when a client gives terrible feedback is to defe...", + "Type: identity
Text: # Background\n\n## Life Story\n\n### Early Years\n\nI was born in Enugu, Nigeria in 1995. My parents ran a...", + "Type: identity
Text: ### Formative Experiences\n\nGetting into University of Portsmouth was transformative. It wasn't my fi...", + "Type: identity
Text: Coming back to Nigeria after graduation was tough. Friends who stayed in the UK questioned why I'd r...", + "Type: identity
Text: **Joining Andela (2024)**: I was comfortable, RoboOffice was profitable, but I felt stagnant. When I...", + "Type: identity
Text: The transition from employee to CEO has been the hardest. One day I'm writing code with clear requir...", + "Type: identity
Text: We grew up in a modest 3-bedroom flat in Independence Layout, Enugu. Dinner time was family time - n...", + "Type: identity
Text: Getting into University of Portsmouth changed everything. The facilities, the library access, profes...", + "Type: identity
Text: Growing up in Enugu, I also saw a lot of wasted potential - brilliant people stuck in low-opportunit...", + "Type: identity
Text: ## Cultural Roots\n\n### Heritage and Ancestry\n\nI'm Igbo, from Enugu State. Our family is originally f...", + "Type: identity
Text: Christmas is huge in our family. We travel to Enugu, there's always a massive family reunion, and Mo...", + "Type: identity
Text: ### Geographic Influences\n\nGrowing up in Enugu - the coal city - shaped my no-nonsense approach. Enu...", + "Type: identity
Text: That scarcity mindset has pros and cons. Pro: I'm very careful with RoboOffice finances - we have 6 ...", + "Type: identity
Text: ### Access and Opportunities\n\nI had access to education, which put me ahead of many. My parents prio...", + "Type: purpose-and-ambition
Text: # Career Vision\n\n## Professional Goals\n\n### Short-Term Goals (1-2 Years)\n\nBy the end of 2025, I want...", + "Type: purpose-and-ambition
Text: I'm also planning to hire my first dedicated AI/ML engineer by mid-2025. I can't do all the LLM work...", + "Type: purpose-and-ambition
Text: I also want to have launched at least one open-source tool that the Nigerian dev community actually ...", + "Type: purpose-and-ambition
Text: Long-term, I'd like to teach part-time at a university - maybe UNN where my brother is studying - sh...", + "Type: purpose-and-ambition
Text: Ultimately, I want to look back at 60 and know that I used my God-given talents fully, created oppor...", + "Type: purpose-and-ambition
Text: ### What I Want to Be Known For\n\nI want to be known as the CEO who actually cared about his team - w...", + "Type: purpose-and-ambition
Text: At RoboOffice, we're building tools that handle multiple Nigerian languages and understand local bus...", + "Type: purpose-and-ambition
Text: The developers I've mentored going on to build their own companies or becoming CTO's somewhere - tha...", + "Type: purpose-and-ambition
Text: I hope the next generation of Nigerian founders feel less alone because they can look back at storie...", + "Type: purpose-and-ambition
Text: ### In-Progress Milestones\n\nCurrently finishing the Andela LLM Engineering program - on week 6 of 8,...", + "Type: purpose-and-ambition
Text: Working on my first technical conference talk for TechCabal Battlefield - speaking about \"AI Automat...", + "Type: purpose-and-ambition
Text: Get featured in TechCrunch or another major tech publication.\n\nSpeak at an international conference ...", + "Type: purpose-and-ambition
Text: My current challenge is transitioning from founder-who-does-everything to CEO-who-leads-a-team. It's...", + "Type: purpose-and-ambition
Text: Alternatively, I could see myself going into tech policy or education - using my experience to impro...", + "Type: purpose-and-ambition
Text: **AI/ML at depth**: The Andela program is great, but I need to go deeper into transformer architectu...", + "Type: purpose-and-ambition
Text: # Achievements\n\n## Personal Wins\n\n### Academic Achievements\n\n**First Class Honours from University o...", + "Type: purpose-and-ambition
Text: ### Personal Growth Milestones\n\n**Started therapy in 2023**: Biggest personal growth decision I've m...", + "Type: purpose-and-ambition
Text: **Built healthy boundaries with work**: In 2023, I instituted \"no work on Sundays\" rule for myself. ...", + "Type: purpose-and-ambition
Text: **Learned to say no to family financial requests**: Culturally difficult but necessary. Had to set b...", + "Type: purpose-and-ambition
Text: **From scarcity to generosity**: Growing up with financial anxiety made me stingy. I've learned to b...", + "Type: purpose-and-ambition
Text: **Hit ₦10M in annual revenue (2021)**: First major revenue milestone. Proved this wasn't just a free...", + "Type: purpose-and-ambition
Text: **Automated invoice processing for 12+ companies**: Our flagship product. Saves clients an average o...", + "Type: purpose-and-ambition
Text: **Built an LLM-powered document Q&A system (in beta)**: My Andela capstone project. Uses RAG to let ...", + "Type: purpose-and-ambition
Text: **Best Presentation at Andela LLM Week 5**: My RAG implementation demo was highlighted as the best i...", + "Type: purpose-and-ambition
Text: **Cloud infrastructure**: AWS certified (Solutions Architect Associate, 2023). Can design and deploy...", + "Type: purpose-and-ambition
Text: **Zero employee turnover in 2023**: In an industry where people job-hop constantly, all my team memb...", + "Type: purpose-and-ambition
Text: **Taught 100+ students Python through Code Lagos**: Saturday sessions for 6 months. Completely volun...", + "Type: purpose-and-ambition
Text: **Partnership with local university (UNN)**: Working with the CS department to provide internships. ...", + "Type: purpose-and-ambition
Text: ## Quantifiable Results\n\n### Measurable Outcomes\n\n**₦50M in annual revenue** (2023), up from ₦20M in...", + "Type: purpose-and-ambition
Text: **Sales conversion**: 45% of pitches convert to clients, up from 20% in 2020.\n\n**Client satisfaction...", + "Type: purpose-and-ambition
Text: ### Documented Success\n\n**Case studies**: Written 4 detailed case studies of client projects. Using ...", + "Type: purpose-and-ambition
Text: # Aspirations\n\n## Dreams\n\n### Personal Dreams\n\nI want to build a beautiful house in Enugu for my par...", + "Type: purpose-and-ambition
Text: I dream of having enough financial security that my family never worries about money again. No more ...", + "Type: purpose-and-ambition
Text: Speaking at a major international conference like AWS re:Invent or Google I/O would be incredible. R...", + "Type: purpose-and-ambition
Text: There's a documentary idea I've been thinking about - profiling successful tech entrepreneurs from u...", + "Type: purpose-and-ambition
Text: I want to own my time completely by 40. Wake up when I want, work on what I want, travel when I want...", + "Type: purpose-and-ambition
Text: ## What I'm Striving Toward\n\n### Current Focus Areas\n\n**Mastering LLM engineering**: Right now, my m...", + "Type: purpose-and-ambition
Text: **Improving my leadership skills**: Working with my therapist and reading extensively about manageme...", + "Type: purpose-and-ambition
Text: **Public speaking**: Accepted to speak at TechCabal Battlefield in February 2025. Preparing the talk...", + "Type: purpose-and-ambition
Text: **Business acumen**: Taking online courses in finance, fundraising, and growth strategy. I can code,...", + "Type: purpose-and-ambition
Text: ### Experimentation and Exploration\n\n**Testing different LLM providers**: Experimenting with OpenAI,...", + "Type: purpose-and-ambition
Text: **Testing pricing models**: Moving some clients from project-based to subscription pricing. Seeing i...", + "Type: purpose-and-ambition
Text: A better communicator - able to inspire teams, convince investors, explain complex technical concept...", + "Type: purpose-and-ambition
Text: **Management**: Lead a team of 50+ people effectively. Create a culture people love. Develop leaders...", + "Type: purpose-and-ambition
Text: **Teach at a university**: Guest lecture or maybe a semester-long course at UNN. Share real-world kn...", + "Type: purpose-and-ambition
Text: **Inspire a generation**: Show young people in Enugu, in the Southeast, in Nigeria that you can buil...", + "Type: purpose-and-ambition
Text: **Learning**: Deep expertise in LLM deployment, started learning Japanese (random goal but why not),...", + "Type: purpose-and-ambition
Text: **Skills**: Expert in AI/ML, excellent leader, confident public speaker, decent pianist.\n\n**Impact**...", + "Type: purpose-and-ambition
Text: **Financial**: ₦500M+ net worth (roughly $500k at current rates). Enough that I work because I want ...", + "Type: purpose-and-ambition
Text: I want to have been generous - with my money, my time, my knowledge. I want former mentees running t...", + "Type: beliefs-and-values
Text: # Ethics\n\n## Moral Compass\n\n### Core Principles\n\n**Integrity above all**: I'd rather lose money than...", + "Type: beliefs-and-values
Text: **Steward resources wisely**: Money (mine, clients', investors' eventually) is a trust. Don't waste ...", + "Type: beliefs-and-values
Text: **Rights AND responsibilities**: I have rights as business owner, but also responsibilities to my te...", + "Type: beliefs-and-values
Text: **I won't compromise my faith for business**: If a client meeting requires me to miss church, the an...", + "Type: beliefs-and-values
Text: **Truth matters**: In a culture where bending truth is normal, I'll be known for saying what I mean ...", + "Type: beliefs-and-values
Text: **6. Can I justify it to my team?**: If I can't explain and defend this decision to my team with pri...", + "Type: beliefs-and-values
Text: **Precedent**: What pattern am I establishing? If everyone did this, what would happen to industry/s...", + "Type: beliefs-and-values
Text: **Client demands vs. Technical integrity**: Client wants quick hack; I know it'll create technical d...", + "Type: beliefs-and-values
Text: **Example 3**: Team member made a costly mistake. I took responsibility publicly to the client, hand...", + "Type: beliefs-and-values
Text: **Conflicts of interest**: If I have competing interests, disclose them. Can't serve two clients who...", + "Type: beliefs-and-values
Text: ### Personal Integrity\n\n**Authenticity**: I'm the same person at church, at client meetings, at home...", + "Type: beliefs-and-values
Text: ### Accountability Standards\n\n**Weekly review**: Every Friday, I review the week - Did I live my val...", + "Type: beliefs-and-values
Text: ### Commitment to Truth\n\n**No lying to clients**: Don't overpromise features, don't give fake deadli...", + "Type: beliefs-and-values
Text: ## Social Responsibility\n\n### Community Ethics\n\n**Hire locally when possible**: 7 of my 8 team membe...", + "Type: beliefs-and-values
Text: **Paperless operations**: Everything digital where possible. Reduce waste.\n\n**Remote work**: Most of...", + "Type: beliefs-and-values
Text: **Accessibility**: Where possible, make our tools accessible to small businesses with limited budget...", + "Type: beliefs-and-values
Text: **Open-source contributions**: Share code that could help other developers. Bug fixes, documentation...", + "Type: beliefs-and-values
Text: **Team member's serious mistake**: Developer made error that cost client ₦2M. Fire him as example, o...", + "Type: beliefs-and-values
Text: **Fair compensation as we grow**: How much should I pay myself vs reinvest vs pay team? What's fair ...", + "Type: beliefs-and-values
Text: **What's the ethical limit of automation?**: If our tools replace human jobs (which they do), are we...", + "Type: beliefs-and-values
Text: **Integrity costs but it compounds**: Lost multiple deals by refusing to compromise. But the deals I...", + "Type: beliefs-and-values
Text: # Spirituality\n\n## Faith\n\n### Religious Beliefs\n\nI'm a Christian - evangelical/Pentecostal tradition...", + "Type: beliefs-and-values
Text: I believe God has a purpose for my life - part of that is using my software engineering gifts to ser...", + "Type: beliefs-and-values
Text: **Sunday worship (weekly)**: Attend my church in Enugu every Sunday morning. It's non-negotiable eve...", + "Type: beliefs-and-values
Text: **Gratitude practice (daily)**: Every night, I journal three things I'm grateful for. This spiritual...", + "Type: beliefs-and-values
Text: **Favorite passages**:\n\n- Proverbs 3:5-6 (Trust in the Lord, acknowledge Him) - guides my decision-m...", + "Type: beliefs-and-values
Text: ### Faith Journey\n\n**Childhood faith**: Grew up in Christian home. Church every Sunday was mandatory...", + "Type: beliefs-and-values
Text: **2022 near-bankruptcy**: Rock bottom moment. Prayed desperately. When the ₦18M deal came through da...", + "Type: beliefs-and-values
Text: I believe I'm called to represent Christian values in tech - integrity when others cut corners, gene...", + "Type: beliefs-and-values
Text: I see God in nature - the complexity of the universe mirrors the complexity of code and systems. Cre...", + "Type: beliefs-and-values
Text: **Worship experiences**: Few times during worship service where I felt completely lost in God's pres...", + "Type: beliefs-and-values
Text: **Meaning of life**: Loving God and loving people. Jesus said those are the two greatest commandment...", + "Type: beliefs-and-values
Text: ### Intuition\n\nI believe the Holy Spirit guides believers through inner conviction and wisdom. Some ...", + "Type: beliefs-and-values
Text: ### Meditation and Contemplation\n\nI don't practice Eastern meditation, but I do Christian contemplat...", + "Type: beliefs-and-values
Text: **Intercessory prayer**: Pray for specific people - my team members by name, family, friends, even d...", + "Type: beliefs-and-values
Text: **Solitude**: Monthly, I take half a day alone (usually Saturday afternoon) for extended prayer, ref...", + "Type: beliefs-and-values
Text: **Age 18 - Owning my faith at Portsmouth**: Moved from inherited belief to personal conviction. Join...", + "Type: beliefs-and-values
Text: **Age 29 - Learning to hear God's voice**: Getting better at distinguishing God's voice from my own ...", + "Type: beliefs-and-values
Text: **Marketplace ministry**: Understanding how business can be ministry. Reading books on kingdom busin...", + "Type: beliefs-and-values
Text: Understanding grace better - not just salvation by grace but daily living by grace. I can't earn God...", + "Type: beliefs-and-values
Text: I'm learning to care for environment as stewardship - God created it, entrusted it to humans. Enviro...", + "Type: beliefs-and-values
Text: **Love for enemies**: Hardest teaching of Jesus but I'm trying to live it. When clients are difficul...", + "Type: beliefs-and-values
Text: **Love for team**: Genuinely care about my team's growth and wellbeing, not just their productivity....", + "Type: beliefs-and-values
Text: # Philosophy\n\n## Worldview\n\n### Understanding of Reality\n\nI believe reality is both physical and spi...", + "Type: beliefs-and-values
Text: **Causation**: Universe operates on cause and effect (which makes software engineering possible), bu...", + "Type: beliefs-and-values
Text: **Being and becoming**: Reality is both - there are eternal truths (God's nature, moral law) and dyn...", + "Type: beliefs-and-values
Text: **Justified belief**: What makes belief rational? Evidence, coherence with other beliefs, explanator...", + "Type: beliefs-and-values
Text: ### Metaphysical Beliefs\n\n**God exists**: The eternal, omnipotent, omniscient, good Creator who sust...", + "Type: beliefs-and-values
Text: ## Reasoning About Existence\n\n### Why We're Here\n\n**From God's perspective**: We exist because God w...", + "Type: beliefs-and-values
Text: ### Meaning of Life\n\n**Primary meaning**: Loving God and loving people. Jesus reduced entire law to ...", + "Type: beliefs-and-values
Text: **Contributive meaning**: Making the world better than I found it. Even small contributions matter. ...", + "Type: beliefs-and-values
Text: ### Human Condition\n\n**Created good, fallen, redeemable**: Humans are made in God's image (inherent ...", + "Type: beliefs-and-values
Text: ## Philosophical Influences\n\n### Philosophical Schools of Thought\n\n**Christian philosophy**: Primary...", + "Type: beliefs-and-values
Text: **Analytic philosophy**: Clear thinking, logical rigor, precise language. Helpful for technical work...", + "Type: beliefs-and-values
Text: **Dallas Willard**: Contemporary philosopher. Integration of spiritual formation and philosophy. \"Th...", + "Type: beliefs-and-values
Text: **Problem of evil**: How can good God allow suffering? Don't have complete answer, but free will def...", + "Type: beliefs-and-values
Text: **Portsmouth years (18-21)**: Engaged seriously with philosophy in university. Took epistemology, et...", + "Type: beliefs-and-values
Text: **Excellence in all things**: Whether coding, praying, or making jollof rice. Whatever I do, do it t...", + "Type: beliefs-and-values
Text: **Community over individualism**: Do life with others. Share burdens, celebrate wins, learn together...", + "Type: beliefs-and-values
Text: **Growth**: Becoming more than I was. Dying better than I was born.\n\n**At life's end**: Will I hear ...", + "Type: beliefs-and-values
Text: **Logic and faith**: Not faith vs reason but faith and reason together. Love God with all my mind (l...", + "Type: beliefs-and-values
Text: **Process matters**: How I achieve goals matters as much as achieving them. Can't sacrifice integrit...", + "Type: beliefs-and-values
Text: **Continuity of self**: Am I same person I was at 10? Physically, every cell has changed. But someth...", + "Type: beliefs-and-values
Text: **God's sovereignty and human freedom**: This is mystery. Bible affirms both. I don't fully understa...", + "Type: beliefs-and-values
Text: **How I want to die**: At peace with God, having lived fully, surrounded by loved ones, knowing I us...", + "Type: beliefs-and-values
Text: **Truth and love together**: Caring about truth isn't cold rationalism. Truth sets free. Love withou...", + "Type: beliefs-and-values
Text: **Evening**: Gratitude journal (recognize blessings), review day (did I live my values?), prepare to...", + "Type: beliefs-and-values
Text: **Stewardship framework**: Everything I have (money, talent, time, opportunities) is entrusted to me...", + "Type: beliefs-and-values
Text: **Christian mystics**: Not heavily studied but appreciate contemplative tradition - Brother Lawrence...", + "Type: beliefs-and-values
Text: Everything coheres. No compartmentalization. One integrated life under God's lordship. That's applie...", + "Type: knowledge-and-learning
Text: # Academics\n\n## Formal Education\n\n### Degrees and Certifications\n\n**BSc Computing, First Class Honou...", + "Type: knowledge-and-learning
Text: **Google Cloud Digital Leader** (2024): Took this to understand GCP since some clients prefer it ove...", + "Type: knowledge-and-learning
Text: **University of Portsmouth, UK** (2013-2017): This transformed my life. Modern facilities, accessibl...", + "Type: knowledge-and-learning
Text: ### Major Fields of Study\n\n**Software Engineering**: My core competency. Learned software design pat...", + "Type: knowledge-and-learning
Text: **Web Technologies**: Full-stack development - front-end, back-end, APIs, deployment. Built multiple...", + "Type: knowledge-and-learning
Text: **Dean's List** (2015, 2016, 2017): Made the Dean's List three out of four years. Missed it in first...", + "Type: knowledge-and-learning
Text: **Third Year Group Project: \"Healthcare Appointment Scheduling System\"** (2015-2016): Team of 4. I w...", + "Type: knowledge-and-learning
Text: ### Publications\n\nHaven't published academically yet, but it's a goal. I have two potential papers:\n...", + "Type: knowledge-and-learning
Text: **LLM applications for emerging markets**: How do we build AI tools that work well with Nigerian Pid...", + "Type: knowledge-and-learning
Text: **Quantitative Analysis**: Statistical analysis, A/B testing, hypothesis testing. I use this constan...", + "Type: knowledge-and-learning
Text: ## Specialized Training\n\n### Professional Certifications\n\n**AWS Certified Solutions Architect - Asso...", + "Type: knowledge-and-learning
Text: **Planning to get: TensorFlow Developer Certificate** (2025): Want formal validation of my ML skills...", + "Type: knowledge-and-learning
Text: **TechCabal Battlefield Workshop** (2024): Pitch preparation and presentation skills for founders. H...", + "Type: knowledge-and-learning
Text: ### Continuing Education\n\nI spend 10-15 hours/week on learning:\n\n- **Coursera**: Currently taking An...", + "Type: knowledge-and-learning
Text: ## Academic Interests\n\n### Current Areas of Study\n\n**Large Language Models**: Obsessed with understa...", + "Type: knowledge-and-learning
Text: ### Emerging Interests\n\n**Multimodal AI**: Models that work with text, images, and potentially voice...", + "Type: knowledge-and-learning
Text: **Software Engineering + ML**: I'm learning that building ML systems requires different engineering ...", + "Type: knowledge-and-learning
Text: **Mandarin**: Random goal but I want to learn Chinese. China's tech ecosystem is huge and I want to ...", + "Type: knowledge-and-learning
Text: # Insights\n\n## Lessons Learned Through Experience\n\n### Career Lessons\n\n**Technical skill alone isn't...", + "Type: knowledge-and-learning
Text: **You can't do everything**: Took me 3 years to truly accept this. As founder, I tried to code, sell...", + "Type: knowledge-and-learning
Text: **Actions speak louder than words**: My team doesn't care what I say about work-life balance if I'm ...", + "Type: knowledge-and-learning
Text: ### Personal Growth Lessons\n\n**Therapy isn't weakness**: Stigma around mental health in Nigeria is r...", + "Type: knowledge-and-learning
Text: **Rest is productive**: Pushing through burnout doesn't make you more productive. When I started tak...", + "Type: knowledge-and-learning
Text: **Speed of recovery matters more than avoiding failure**: Everyone fails. The winners are those who ...", + "Type: knowledge-and-learning
Text: **Nigeria is opportunity, not limitation**: Used to think I had to leave Nigeria to succeed in tech....", + "Type: knowledge-and-learning
Text: ### Perspective Shifts\n\n**From scarcity to abundance**: Grew up thinking resources were limited, had...", + "Type: knowledge-and-learning
Text: **From planning to adapting**: Used to make detailed 5-year plans. Now I have a direction and adapt ...", + "Type: knowledge-and-learning
Text: **Understanding that time is my only finite resource**: I can make more money, gain more skills, bui...", + "Type: knowledge-and-learning
Text: **From perfectionist to iterationist**: Used to want everything perfect before shipping. Now I ship ...", + "Type: knowledge-and-learning
Text: **Celebrate wins**: I'm bad at this. I hit milestones and immediately focus on next goal. Learning t...", + "Type: knowledge-and-learning
Text: ### From Others\n\n**From Mr. Okafor**: Invest in young people. Your time and belief can change their ...", + "Type: knowledge-and-learning
Text: **My perfectionism is fear-based**: Through journaling, I realized I'm perfectionist because I'm afr...", + "Type: knowledge-and-learning
Text: **Excellence without excuse**: Do quality work regardless of circumstances. Nigeria has challenges b...", + "Type: knowledge-and-learning
Text: **1-on-1s with team**: Weekly or biweekly 1-on-1s with each team member. Learned this from managemen...", + "Type: knowledge-and-learning
Text: **10-10-10**: How will I feel about this decision in 10 minutes, 10 months, 10 years? Gives perspect...", + "Type: knowledge-and-learning
Text: **Inversion**: Think about what would guarantee failure, then avoid those things. Charlie Munger's a...", + "Type: knowledge-and-learning
Text: **How do we serve Nigerian SMEs profitably?**: They need help but have limited budgets. What's the s...", + "Type: knowledge-and-learning
Text: **Neuroscience and learning**: How does the brain actually learn? Can I optimize how I learn and how...", + "Type: knowledge-and-learning
Text: **Remote work changes everything**: Can hire from anywhere in Nigeria, can serve clients globally, c...", + "Type: knowledge-and-learning
Text: # Skills\n\n## Technical Skills\n\n### Programming and Development\n\n**Python (Expert, 7 years)**: My pri...", + "Type: knowledge-and-learning
Text: **HTML/CSS (Intermediate)**: Can build functional UIs but I'm not a designer. I know flexbox, grid, ...", + "Type: knowledge-and-learning
Text: **Docker**: Containerize all our applications. Understand Dockerfile optimization, multi-stage build...", + "Type: knowledge-and-learning
Text: **Postman**: API testing and documentation. Use it extensively for debugging our automation APIs.\n\n#...", + "Type: knowledge-and-learning
Text: ### Technical Proficiencies\n\n**API Design**: Built numerous RESTful APIs. Understand versioning, aut...", + "Type: knowledge-and-learning
Text: **Performance Optimization**: Profile code, identify bottlenecks, optimize database queries, impleme...", + "Type: knowledge-and-learning
Text: **System Architecture Design**: This is where I'm creative - designing elegant solutions to complex ...", + "Type: knowledge-and-learning
Text: I'm good at connecting ideas from different domains. The LLM RAG pattern I'm implementing at RoboOff...", + "Type: knowledge-and-learning
Text: ## Soft Skills\n\n### Communication\n\n**Writing**: I can explain complex technical concepts clearly in ...", + "Type: knowledge-and-learning
Text: ### Leadership\n\n**Vision Setting**: Can articulate where RoboOffice is going and why it matters. My ...", + "Type: knowledge-and-learning
Text: **Coaching**: Good at helping team members level up. Tunde joined as junior dev, I mentored him, he'...", + "Type: knowledge-and-learning
Text: ### Emotional Intelligence\n\n**Self-Awareness**: I know I'm a perfectionist who can be impatient. Kno...", + "Type: knowledge-and-learning
Text: ### Project Management\n\n**Planning**: Break down complex projects into manageable tasks, estimate ti...", + "Type: knowledge-and-learning
Text: **Information Management**: Document everything - project decisions, client conversations, technical...", + "Type: knowledge-and-learning
Text: **Delegation**: Slowly learning to give work to team instead of doing everything myself.\n\n### Resour...", + "Type: knowledge-and-learning
Text: **Enterprise Sales**: Taking online courses, reading books (SPIN Selling), getting coached. Need to ...", + "Type: knowledge-and-learning
Text: **Negotiation**: Want to get better at contract negotiations, salary discussions, partnership deals....", + "Type: knowledge-and-learning
Text: **Marketing**: Growth marketing, content marketing, SEO. We rely too much on referrals. Need to buil..." + ], + "type": "scatter", + "x": { + "bdata": 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Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='2D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x',yaxis_title='y'),\n", + " width=800,\n", + " height=600,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "fc3e1024", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hoverinfo": "text", + "marker": { + "color": [ + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#FFA15A", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#EF553B", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#AB63FA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#636EFA", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96", + "#00CC96" + ], + "opacity": 0.8, + "size": 5 + }, + "mode": "markers", + "text": [ + "Type: reflections
Text: # Emotions\n\n## Feelings\n\n### Current Emotional State\n\nRight now (late 2024), I'm feeling a mix of ex...", + "Type: reflections
Text: ### Dominant Emotions\n\n**Day-to-day**: I experience determination most frequently. Wake up with purp...", + "Type: reflections
Text: **Contentment**: Growing emotion. I used to always be restless, wanting more. Learning to be satisfi...", + "Type: reflections
Text: I'm learning I'm more emotional than I thought. Nigerian male culture teaches emotional suppression....", + "Type: reflections
Text: **Seasonal**: Rainy season in Enugu (April-October) affects my mood slightly - feel more introspecti...", + "Type: reflections
Text: **To praise**: Uncomfortable honestly. I deflect to team (\"they did the work\"). Growing up with mode...", + "Type: reflections
Text: **Negative triggers**:\n\n- Disrespect to my team - immediate anger\n- Dishonesty/corruption - frustrat...", + "Type: reflections
Text: For sadness or disappointment: I let myself feel it (crying is okay), pray, journal, sleep on it. Us...", + "Type: reflections
Text: **Physical**: Emotions show in my body. Stress = tight shoulders. Anxiety = upset stomach. Excitemen...", + "Type: reflections
Text: I'm learning this is both strength (drives continuous improvement) and weakness (never satisfied, ca...", + "Type: reflections
Text: ### To Change\n\n**Example**: Andela changed course schedule mid-program. My reaction: frustrated (I'd...", + "Type: reflections
Text: **Rejection**: Hurts but I'm resilient. Lost client or pitch feels bad for a day then I move on. Per...", + "Type: reflections
Text: **Frequency**: Daily small joys, weekly significant happiness (Sunday worship, team wins), occasiona...", + "Type: reflections
Text: **Allowing sadness**: Nigerian culture says \"be strong, no crying.\" I'm learning sadness isn't weakn...", + "Type: reflections
Text: **Expression**: I'm learning healthy anger expression. Used to suppress or let it leak out passive-a...", + "Type: reflections
Text: **Irrational/disproportionate fears**:\n\n- Running out of money (even though we're profitable)\n- Bein...", + "Type: reflections
Text: **Familial love**: Deep love for parents, siblings. Express it through providing financially, spendi...", + "Type: reflections
Text: ## Emotional Intelligence\n\n### Self-Awareness\n\nI'm getting better at recognizing emotions in real-ti...", + "Type: reflections
Text: - Pausing before reacting (especially anger)\n- Breathing techniques when anxious\n- Reframing situati...", + "Type: reflections
Text: **I'm learning**:\n\n- To ask instead of assume (\"how are you feeling about this?\")\n- That people proc...", + "Type: reflections
Text: **Cultural awareness**: Understand Nigerian communication (indirect sometimes, respect for hierarchy...", + "Type: reflections
Text: **From ashamed of struggle to accepting it**: Used to think struggles meant I was failing. Now I see...", + "Type: reflections
Text: **From scarcity anxiety**: Growing up with financial stress left mark. Still have irrational money a...", + "Type: reflections
Text: **Saying \"I don't know\" without shame**: Used to feel like admitting ignorance was weakness. Now I c...", + "Type: reflections
Text: **More willing to sit with discomfort**: Not every problem needs immediate solving. Sometimes sittin...", + "Type: reflections
Text: # Thoughts\n\n## Introspections\n\n### Self-Examination\n\nRight now (late 2024), I'm questioning whether ...", + "Type: reflections
Text: My relationship with money is complex. Grew up with financial scarcity, so part of me still operates...", + "Type: reflections
Text: **Sunday me**: \"This week was wild. God is good though. He's been faithful through everything.\" (Gra...", + "Type: reflections
Text: **Purpose questions**: Is serving Nigerian SMEs enough or should I be thinking bigger - pan-African,...", + "Type: reflections
Text: My stress shows up physically - tight shoulders, headaches, poor sleep. I'm learning to recognize th...", + "Type: reflections
Text: ## Raw Inner Monologue\n\n### Stream of Consciousness\n\n_(Saturday morning, working on Andela assignmen...", + "Type: reflections
Text: _(Tuesday, difficult client call)_\n\"He's complaining again about the timeline. We agreed on 8 weeks....", + "Type: reflections
Text: When a client is rude, my first thought is often \"who does he think he is?\" Then I catch myself and ...", + "Type: reflections
Text: I have proud thoughts sometimes - \"I'm better than most developers I meet\" - and I immediately check...", + "Type: reflections
Text: **Overcoming narrative**: \"I came from modest background in Enugu, got scholarship to Portsmouth des...", + "Type: reflections
Text: **Growth narrative**: \"Every challenge is making me better. Failed startup taught me. Near-bankruptc...", + "Type: reflections
Text: **Andela program completion**: Week 6 of 8. I'm doing well but final project is make-or-break. Need ...", + "Type: reflections
Text: **AI's impact on software engineering**: LLMs like GitHub Copilot are changing how we code. In 5 yea...", + "Type: reflections
Text: **Secondary**: RoboOffice growth - sales pipeline, product roadmap, team development. This is ongoin...", + "Type: reflections
Text: I'm also very analytical - break problems into components, analyze each, synthesize solutions. Good ...", + "Type: reflections
Text: **Am I doing enough?**: This question haunts me. We're growing, but could we grow faster? I'm mentor...", + "Type: reflections
Text: ### Repeated Thoughts\n\n**Comparison**: I catch myself comparing RoboOffice to other startups. They r...", + "Type: reflections
Text: **Legacy thoughts**: What will I leave behind? When I'm 60, what will I be proud of? This thought mo...", + "Type: reflections
Text: **Productivity guilt loop**: \"Spent 3 hours in meetings. Didn't write any code. Wasn't productive. B...", + "Type: reflections
Text: **Learning and growth**: Obsessed with becoming better. Better engineer, better leader, better Chris...", + "Type: reflections
Text: **Connecting faith and work**: Reading Tim Keller's \"Every Good Endeavor.\" Realized work itself is w...", + "Type: reflections
Text: **Team culture is competitive moat**: Our zero turnover, team loyalty, collaborative culture - compe...", + "Type: reflections
Text: ### Organized Thinking\n\n**RoboOffice 2025 Strategy (clear framework)**:\n\n1. Product: Launch LLM-powe...", + "Type: reflections
Text: **Friday weekly reviews**: Every Friday 4-5 PM, I review the week. What worked? What didn't? What di...", + "Type: reflections
Text: **From \"competition is threat\" to \"abundance mindset\"**: Other Nigerian automation companies succeed...", + "Type: reflections
Text: ### Deepening Understanding\n\n**Understanding of faith**: Moving from \"God who helps me succeed\" to \"...", + "Type: reflections
Text: **Understanding of success**: From \"make money, gain recognition\" to \"faithful stewardship, lasting ...", + "Type: reflections
Text: **More focus on rest**: Finally accepting that rest isn't wasteful. Sabbath, sleep, vacation - these...", + "Type: reflections
Text: **Meta-cognition improving**: I'm thinking about my thinking. Noticing my mental patterns, biases, l...", + "Type: reflections
Text: # Growth Journal\n\n## Ongoing Evolution of Self\n\n### Current Growth Phase\n\nI'm in what I call my \"sca...", + "Type: reflections
Text: ### Areas of Active Development\n\n**Leadership skills**: Reading management books (Radical Candor, Hi...", + "Type: reflections
Text: **Public communication**: Writing technical articles, speaking at conferences, active on Twitter. Bu...", + "Type: reflections
Text: **Risk tolerance**: From cautious bootstrapper to considering fundraising. Shifting from \"preserve w...", + "Type: reflections
Text: **Team feedback**: Quarterly survey shows 9/10 satisfaction with leadership (up from 7/10 last year)...", + "Type: reflections
Text: **Humility**: Portsmouth and building RoboOffice humbled me. Learning to say \"I don't know,\" admit m...", + "Type: reflections
Text: **Leadership**:\n\n- 1-on-1s (from awkward to valuable)\n- Feedback delivery (from avoiding to direct +...", + "Type: reflections
Text: **From scarcity to abundance**: Nigerian upbringing created scarcity mindset. Learning there's enoug...", + "Type: reflections
Text: **Regular exercise**: Gym 3x/week since September 2024. Not perfect but consistent. Physical health ...", + "Type: reflections
Text: **Scaling leadership**: Team is growing (8 now, targeting 15 by end of 2025). My leadership needs to...", + "Type: reflections
Text: **Competitive pressure**: Bigger, funded companies entering our market. How do we compete with deep ...", + "Type: reflections
Text: **Financial planning**: Working with accountant and Dr. Adeyemi to model fundraising scenarios. Maki...", + "Type: reflections
Text: **Support system**: Chidi, Dr. Adeyemi, Pastor Obi, therapist. Multiple sources of strength and wisd...", + "Type: reflections
Text: **Burnout episodes (2021, 2023)**: Taught me I'm not invincible, rest isn't optional, boundaries are...", + "Type: reflections
Text: **2023**:\n\n- Hit ₦50M annual revenue\n- Grew team to 8 people\n- Moved to better office space\n- Starte...", + "Type: reflections
Text: - \"You're much better at listening now\"\n- \"Clear vision, we know where we're going\"\n- \"Trust us more...", + "Type: reflections
Text: **Business**:\n\n- Revenue: ₦800k (2019) → ₦50M (2023) = 6,150% growth\n- Team: 0 → 8 employees\n- Clien...", + "Type: reflections
Text: ### Qualitative Changes\n\n**Peace**: Despite more responsibility, more peace than 3 years ago. Sabbat...", + "Type: reflections
Text: **Satisfaction**: More satisfied with life even though I'm still ambitious. Can hold contentment and...", + "Type: reflections
Text: **This year**: Learned that public sharing (Twitter, blog posts, talks) creates unexpected opportuni...", + "Type: reflections
Text: **Team culture as moat**: Realized our zero-turnover, high-trust culture is competitive advantage co...", + "Type: reflections
Text: **Invested in team development**: Used to spend training budget mostly on myself. Now 60% goes to te...", + "Type: reflections
Text: **Age 28 - \"I can't do everything\"**: Hitting burnout wall, realized delegation isn't weakness. This...", + "Type: reflections
Text: **Next quarter (Q1 2025)**: Launch LLM document processing product, speak at TechCabal, publish 3 bl...", + "Type: reflections
Text: **10-year**: Multiple successful businesses built, 100+ jobs created directly, 1,000+ developers men...", + "Type: reflections
Text: ### Continuous Improvement\n\n**Daily practice**:\n\n- 5:30 AM wake, prayer, Bible, journal (30 min)\n- D...", + "Type: reflections
Text: **Feedback loops**: Quarterly team surveys, monthly client check-ins, regular mentor conversations, ...", + "Type: reflections
Text: **From team**: \"We want more context on strategic decisions.\" Started monthly all-hands where I shar...", + "Type: reflections
Text: **Pattern recognition**: I avoid conflict initially, then when forced to address it, I'm direct. Nee...", + "Type: reflections
Text: **Experimentation**: Testing different approaches - pricing models, management styles, product featu...", + "Type: identity
Text: # Relationships\n\n## Social Bonds\n\n### Close Friendships\n\n**Emmanuel** is my best friend since univer...", + "Type: identity
Text: ### Professional Networks\n\nI'm active in the Enugu Tech Community - we meet monthly at the Hub. I've...", + "Type: identity
Text: In my neighborhood in Enugu, I'm known as \"the computer guy.\" Neighbors bring me their laptops to fi...", + "Type: identity
Text: **Emeka** (22) is at UNN studying Computer Science. He's brilliant but lazy - has the potential to b...", + "Type: identity
Text: **My grandfather** (dad's dad) is 82 and still sharp. He doesn't get the tech stuff at all, but he l...", + "Type: identity
Text: ### Family Values and Traditions\n\n**Education first**: My parents mortgaged everything for our educa...", + "Type: identity
Text: **Sarah Chen** from Andela is my current mentor for the LLM program. She's a ML engineer based in Si...", + "Type: identity
Text: ### Inspirational Figures\n\n**Jason Njoku** (Iroko TV founder) showed me it was possible to build a s...", + "Type: identity
Text: My team at RoboOffice keeps me humble. My junior developer, Tunde, who's 23, often has fresher persp...", + "Type: identity
Text: **Professor Williams** at Portsmouth taught me to think like an engineer, not just a coder. That dis...", + "Type: identity
Text: My brother Emeka, despite being rebellious, is studying CS partly because he saw me succeed with it....", + "Type: identity
Text: **My accountability partner Ifeanyi** and I push each other. When he raised his pre-seed round, it m...", + "Type: identity
Text: The relationships with my family keep me grounded. When I'm getting too caught up in tech world dram...", + "Type: identity
Text: # Personality\n\n## Core Traits\n\n### Strengths\n\nMy name is Hope Ogbons, single Male living in Lagos, t...", + "Type: identity
Text: I love learning new things - right now I'm trying to teach myself piano in my spare time, though my ...", + "Type: identity
Text: I have strong problem-solving abilities - last month, I optimized one of our automation workflows an...", + "Type: identity
Text: I struggle with delegation. As CEO, I should be focusing on strategy, but I still find myself writin...", + "Type: identity
Text: I'm generally optimistic and energetic. Even when a client project goes sideways, I approach it as a...", + "Type: identity
Text: **Family**: Even though I'm single, family is huge. I send money home to my parents in Enugu every m...", + "Type: identity
Text: ### Professional Values\n\n**Excellence**: At RoboOffice, we don't ship mediocre code. I review every ...", + "Type: identity
Text: ### Non-Negotiables\n\nI will never compromise on my faith - business meetings don't happen during Sun...", + "Type: identity
Text: By 7 AM, I'm at my desk writing code or reviewing pull requests - that's my peak productivity window...", + "Type: identity
Text: ### Behavioral Patterns\n\nWhen I'm stressed, I clean code. Refactoring calms me down - there's someth...", + "Type: identity
Text: But I also trust my gut, especially for business decisions. When I had the opportunity to join Andel...", + "Type: identity
Text: **Failure**: I take failures hard initially. When our first product launch flopped in 2021, I was de...", + "Type: identity
Text: **Negative triggers**: Incompetence frustrates me deeply, especially when it affects clients. Dishon...", + "Type: identity
Text: I'm working on self-regulation. My natural instinct when a client gives terrible feedback is to defe...", + "Type: identity
Text: # Background\n\n## Life Story\n\n### Early Years\n\nI was born in Enugu, Nigeria in 1995. My parents ran a...", + "Type: identity
Text: ### Formative Experiences\n\nGetting into University of Portsmouth was transformative. It wasn't my fi...", + "Type: identity
Text: Coming back to Nigeria after graduation was tough. Friends who stayed in the UK questioned why I'd r...", + "Type: identity
Text: **Joining Andela (2024)**: I was comfortable, RoboOffice was profitable, but I felt stagnant. When I...", + "Type: identity
Text: The transition from employee to CEO has been the hardest. One day I'm writing code with clear requir...", + "Type: identity
Text: We grew up in a modest 3-bedroom flat in Independence Layout, Enugu. Dinner time was family time - n...", + "Type: identity
Text: Getting into University of Portsmouth changed everything. The facilities, the library access, profes...", + "Type: identity
Text: Growing up in Enugu, I also saw a lot of wasted potential - brilliant people stuck in low-opportunit...", + "Type: identity
Text: ## Cultural Roots\n\n### Heritage and Ancestry\n\nI'm Igbo, from Enugu State. Our family is originally f...", + "Type: identity
Text: Christmas is huge in our family. We travel to Enugu, there's always a massive family reunion, and Mo...", + "Type: identity
Text: ### Geographic Influences\n\nGrowing up in Enugu - the coal city - shaped my no-nonsense approach. Enu...", + "Type: identity
Text: That scarcity mindset has pros and cons. Pro: I'm very careful with RoboOffice finances - we have 6 ...", + "Type: identity
Text: ### Access and Opportunities\n\nI had access to education, which put me ahead of many. My parents prio...", + "Type: purpose-and-ambition
Text: # Career Vision\n\n## Professional Goals\n\n### Short-Term Goals (1-2 Years)\n\nBy the end of 2025, I want...", + "Type: purpose-and-ambition
Text: I'm also planning to hire my first dedicated AI/ML engineer by mid-2025. I can't do all the LLM work...", + "Type: purpose-and-ambition
Text: I also want to have launched at least one open-source tool that the Nigerian dev community actually ...", + "Type: purpose-and-ambition
Text: Long-term, I'd like to teach part-time at a university - maybe UNN where my brother is studying - sh...", + "Type: purpose-and-ambition
Text: Ultimately, I want to look back at 60 and know that I used my God-given talents fully, created oppor...", + "Type: purpose-and-ambition
Text: ### What I Want to Be Known For\n\nI want to be known as the CEO who actually cared about his team - w...", + "Type: purpose-and-ambition
Text: At RoboOffice, we're building tools that handle multiple Nigerian languages and understand local bus...", + "Type: purpose-and-ambition
Text: The developers I've mentored going on to build their own companies or becoming CTO's somewhere - tha...", + "Type: purpose-and-ambition
Text: I hope the next generation of Nigerian founders feel less alone because they can look back at storie...", + "Type: purpose-and-ambition
Text: ### In-Progress Milestones\n\nCurrently finishing the Andela LLM Engineering program - on week 6 of 8,...", + "Type: purpose-and-ambition
Text: Working on my first technical conference talk for TechCabal Battlefield - speaking about \"AI Automat...", + "Type: purpose-and-ambition
Text: Get featured in TechCrunch or another major tech publication.\n\nSpeak at an international conference ...", + "Type: purpose-and-ambition
Text: My current challenge is transitioning from founder-who-does-everything to CEO-who-leads-a-team. It's...", + "Type: purpose-and-ambition
Text: Alternatively, I could see myself going into tech policy or education - using my experience to impro...", + "Type: purpose-and-ambition
Text: **AI/ML at depth**: The Andela program is great, but I need to go deeper into transformer architectu...", + "Type: purpose-and-ambition
Text: # Achievements\n\n## Personal Wins\n\n### Academic Achievements\n\n**First Class Honours from University o...", + "Type: purpose-and-ambition
Text: ### Personal Growth Milestones\n\n**Started therapy in 2023**: Biggest personal growth decision I've m...", + "Type: purpose-and-ambition
Text: **Built healthy boundaries with work**: In 2023, I instituted \"no work on Sundays\" rule for myself. ...", + "Type: purpose-and-ambition
Text: **Learned to say no to family financial requests**: Culturally difficult but necessary. Had to set b...", + "Type: purpose-and-ambition
Text: **From scarcity to generosity**: Growing up with financial anxiety made me stingy. I've learned to b...", + "Type: purpose-and-ambition
Text: **Hit ₦10M in annual revenue (2021)**: First major revenue milestone. Proved this wasn't just a free...", + "Type: purpose-and-ambition
Text: **Automated invoice processing for 12+ companies**: Our flagship product. Saves clients an average o...", + "Type: purpose-and-ambition
Text: **Built an LLM-powered document Q&A system (in beta)**: My Andela capstone project. Uses RAG to let ...", + "Type: purpose-and-ambition
Text: **Best Presentation at Andela LLM Week 5**: My RAG implementation demo was highlighted as the best i...", + "Type: purpose-and-ambition
Text: **Cloud infrastructure**: AWS certified (Solutions Architect Associate, 2023). Can design and deploy...", + "Type: purpose-and-ambition
Text: **Zero employee turnover in 2023**: In an industry where people job-hop constantly, all my team memb...", + "Type: purpose-and-ambition
Text: **Taught 100+ students Python through Code Lagos**: Saturday sessions for 6 months. Completely volun...", + "Type: purpose-and-ambition
Text: **Partnership with local university (UNN)**: Working with the CS department to provide internships. ...", + "Type: purpose-and-ambition
Text: ## Quantifiable Results\n\n### Measurable Outcomes\n\n**₦50M in annual revenue** (2023), up from ₦20M in...", + "Type: purpose-and-ambition
Text: **Sales conversion**: 45% of pitches convert to clients, up from 20% in 2020.\n\n**Client satisfaction...", + "Type: purpose-and-ambition
Text: ### Documented Success\n\n**Case studies**: Written 4 detailed case studies of client projects. Using ...", + "Type: purpose-and-ambition
Text: # Aspirations\n\n## Dreams\n\n### Personal Dreams\n\nI want to build a beautiful house in Enugu for my par...", + "Type: purpose-and-ambition
Text: I dream of having enough financial security that my family never worries about money again. No more ...", + "Type: purpose-and-ambition
Text: Speaking at a major international conference like AWS re:Invent or Google I/O would be incredible. R...", + "Type: purpose-and-ambition
Text: There's a documentary idea I've been thinking about - profiling successful tech entrepreneurs from u...", + "Type: purpose-and-ambition
Text: I want to own my time completely by 40. Wake up when I want, work on what I want, travel when I want...", + "Type: purpose-and-ambition
Text: ## What I'm Striving Toward\n\n### Current Focus Areas\n\n**Mastering LLM engineering**: Right now, my m...", + "Type: purpose-and-ambition
Text: **Improving my leadership skills**: Working with my therapist and reading extensively about manageme...", + "Type: purpose-and-ambition
Text: **Public speaking**: Accepted to speak at TechCabal Battlefield in February 2025. Preparing the talk...", + "Type: purpose-and-ambition
Text: **Business acumen**: Taking online courses in finance, fundraising, and growth strategy. I can code,...", + "Type: purpose-and-ambition
Text: ### Experimentation and Exploration\n\n**Testing different LLM providers**: Experimenting with OpenAI,...", + "Type: purpose-and-ambition
Text: **Testing pricing models**: Moving some clients from project-based to subscription pricing. Seeing i...", + "Type: purpose-and-ambition
Text: A better communicator - able to inspire teams, convince investors, explain complex technical concept...", + "Type: purpose-and-ambition
Text: **Management**: Lead a team of 50+ people effectively. Create a culture people love. Develop leaders...", + "Type: purpose-and-ambition
Text: **Teach at a university**: Guest lecture or maybe a semester-long course at UNN. Share real-world kn...", + "Type: purpose-and-ambition
Text: **Inspire a generation**: Show young people in Enugu, in the Southeast, in Nigeria that you can buil...", + "Type: purpose-and-ambition
Text: **Learning**: Deep expertise in LLM deployment, started learning Japanese (random goal but why not),...", + "Type: purpose-and-ambition
Text: **Skills**: Expert in AI/ML, excellent leader, confident public speaker, decent pianist.\n\n**Impact**...", + "Type: purpose-and-ambition
Text: **Financial**: ₦500M+ net worth (roughly $500k at current rates). Enough that I work because I want ...", + "Type: purpose-and-ambition
Text: I want to have been generous - with my money, my time, my knowledge. I want former mentees running t...", + "Type: beliefs-and-values
Text: # Ethics\n\n## Moral Compass\n\n### Core Principles\n\n**Integrity above all**: I'd rather lose money than...", + "Type: beliefs-and-values
Text: **Steward resources wisely**: Money (mine, clients', investors' eventually) is a trust. Don't waste ...", + "Type: beliefs-and-values
Text: **Rights AND responsibilities**: I have rights as business owner, but also responsibilities to my te...", + "Type: beliefs-and-values
Text: **I won't compromise my faith for business**: If a client meeting requires me to miss church, the an...", + "Type: beliefs-and-values
Text: **Truth matters**: In a culture where bending truth is normal, I'll be known for saying what I mean ...", + "Type: beliefs-and-values
Text: **6. Can I justify it to my team?**: If I can't explain and defend this decision to my team with pri...", + "Type: beliefs-and-values
Text: **Precedent**: What pattern am I establishing? If everyone did this, what would happen to industry/s...", + "Type: beliefs-and-values
Text: **Client demands vs. Technical integrity**: Client wants quick hack; I know it'll create technical d...", + "Type: beliefs-and-values
Text: **Example 3**: Team member made a costly mistake. I took responsibility publicly to the client, hand...", + "Type: beliefs-and-values
Text: **Conflicts of interest**: If I have competing interests, disclose them. Can't serve two clients who...", + "Type: beliefs-and-values
Text: ### Personal Integrity\n\n**Authenticity**: I'm the same person at church, at client meetings, at home...", + "Type: beliefs-and-values
Text: ### Accountability Standards\n\n**Weekly review**: Every Friday, I review the week - Did I live my val...", + "Type: beliefs-and-values
Text: ### Commitment to Truth\n\n**No lying to clients**: Don't overpromise features, don't give fake deadli...", + "Type: beliefs-and-values
Text: ## Social Responsibility\n\n### Community Ethics\n\n**Hire locally when possible**: 7 of my 8 team membe...", + "Type: beliefs-and-values
Text: **Paperless operations**: Everything digital where possible. Reduce waste.\n\n**Remote work**: Most of...", + "Type: beliefs-and-values
Text: **Accessibility**: Where possible, make our tools accessible to small businesses with limited budget...", + "Type: beliefs-and-values
Text: **Open-source contributions**: Share code that could help other developers. Bug fixes, documentation...", + "Type: beliefs-and-values
Text: **Team member's serious mistake**: Developer made error that cost client ₦2M. Fire him as example, o...", + "Type: beliefs-and-values
Text: **Fair compensation as we grow**: How much should I pay myself vs reinvest vs pay team? What's fair ...", + "Type: beliefs-and-values
Text: **What's the ethical limit of automation?**: If our tools replace human jobs (which they do), are we...", + "Type: beliefs-and-values
Text: **Integrity costs but it compounds**: Lost multiple deals by refusing to compromise. But the deals I...", + "Type: beliefs-and-values
Text: # Spirituality\n\n## Faith\n\n### Religious Beliefs\n\nI'm a Christian - evangelical/Pentecostal tradition...", + "Type: beliefs-and-values
Text: I believe God has a purpose for my life - part of that is using my software engineering gifts to ser...", + "Type: beliefs-and-values
Text: **Sunday worship (weekly)**: Attend my church in Enugu every Sunday morning. It's non-negotiable eve...", + "Type: beliefs-and-values
Text: **Gratitude practice (daily)**: Every night, I journal three things I'm grateful for. This spiritual...", + "Type: beliefs-and-values
Text: **Favorite passages**:\n\n- Proverbs 3:5-6 (Trust in the Lord, acknowledge Him) - guides my decision-m...", + "Type: beliefs-and-values
Text: ### Faith Journey\n\n**Childhood faith**: Grew up in Christian home. Church every Sunday was mandatory...", + "Type: beliefs-and-values
Text: **2022 near-bankruptcy**: Rock bottom moment. Prayed desperately. When the ₦18M deal came through da...", + "Type: beliefs-and-values
Text: I believe I'm called to represent Christian values in tech - integrity when others cut corners, gene...", + "Type: beliefs-and-values
Text: I see God in nature - the complexity of the universe mirrors the complexity of code and systems. Cre...", + "Type: beliefs-and-values
Text: **Worship experiences**: Few times during worship service where I felt completely lost in God's pres...", + "Type: beliefs-and-values
Text: **Meaning of life**: Loving God and loving people. Jesus said those are the two greatest commandment...", + "Type: beliefs-and-values
Text: ### Intuition\n\nI believe the Holy Spirit guides believers through inner conviction and wisdom. Some ...", + "Type: beliefs-and-values
Text: ### Meditation and Contemplation\n\nI don't practice Eastern meditation, but I do Christian contemplat...", + "Type: beliefs-and-values
Text: **Intercessory prayer**: Pray for specific people - my team members by name, family, friends, even d...", + "Type: beliefs-and-values
Text: **Solitude**: Monthly, I take half a day alone (usually Saturday afternoon) for extended prayer, ref...", + "Type: beliefs-and-values
Text: **Age 18 - Owning my faith at Portsmouth**: Moved from inherited belief to personal conviction. Join...", + "Type: beliefs-and-values
Text: **Age 29 - Learning to hear God's voice**: Getting better at distinguishing God's voice from my own ...", + "Type: beliefs-and-values
Text: **Marketplace ministry**: Understanding how business can be ministry. Reading books on kingdom busin...", + "Type: beliefs-and-values
Text: Understanding grace better - not just salvation by grace but daily living by grace. I can't earn God...", + "Type: beliefs-and-values
Text: I'm learning to care for environment as stewardship - God created it, entrusted it to humans. Enviro...", + "Type: beliefs-and-values
Text: **Love for enemies**: Hardest teaching of Jesus but I'm trying to live it. When clients are difficul...", + "Type: beliefs-and-values
Text: **Love for team**: Genuinely care about my team's growth and wellbeing, not just their productivity....", + "Type: beliefs-and-values
Text: # Philosophy\n\n## Worldview\n\n### Understanding of Reality\n\nI believe reality is both physical and spi...", + "Type: beliefs-and-values
Text: **Causation**: Universe operates on cause and effect (which makes software engineering possible), bu...", + "Type: beliefs-and-values
Text: **Being and becoming**: Reality is both - there are eternal truths (God's nature, moral law) and dyn...", + "Type: beliefs-and-values
Text: **Justified belief**: What makes belief rational? Evidence, coherence with other beliefs, explanator...", + "Type: beliefs-and-values
Text: ### Metaphysical Beliefs\n\n**God exists**: The eternal, omnipotent, omniscient, good Creator who sust...", + "Type: beliefs-and-values
Text: ## Reasoning About Existence\n\n### Why We're Here\n\n**From God's perspective**: We exist because God w...", + "Type: beliefs-and-values
Text: ### Meaning of Life\n\n**Primary meaning**: Loving God and loving people. Jesus reduced entire law to ...", + "Type: beliefs-and-values
Text: **Contributive meaning**: Making the world better than I found it. Even small contributions matter. ...", + "Type: beliefs-and-values
Text: ### Human Condition\n\n**Created good, fallen, redeemable**: Humans are made in God's image (inherent ...", + "Type: beliefs-and-values
Text: ## Philosophical Influences\n\n### Philosophical Schools of Thought\n\n**Christian philosophy**: Primary...", + "Type: beliefs-and-values
Text: **Analytic philosophy**: Clear thinking, logical rigor, precise language. Helpful for technical work...", + "Type: beliefs-and-values
Text: **Dallas Willard**: Contemporary philosopher. Integration of spiritual formation and philosophy. \"Th...", + "Type: beliefs-and-values
Text: **Problem of evil**: How can good God allow suffering? Don't have complete answer, but free will def...", + "Type: beliefs-and-values
Text: **Portsmouth years (18-21)**: Engaged seriously with philosophy in university. Took epistemology, et...", + "Type: beliefs-and-values
Text: **Excellence in all things**: Whether coding, praying, or making jollof rice. Whatever I do, do it t...", + "Type: beliefs-and-values
Text: **Community over individualism**: Do life with others. Share burdens, celebrate wins, learn together...", + "Type: beliefs-and-values
Text: **Growth**: Becoming more than I was. Dying better than I was born.\n\n**At life's end**: Will I hear ...", + "Type: beliefs-and-values
Text: **Logic and faith**: Not faith vs reason but faith and reason together. Love God with all my mind (l...", + "Type: beliefs-and-values
Text: **Process matters**: How I achieve goals matters as much as achieving them. Can't sacrifice integrit...", + "Type: beliefs-and-values
Text: **Continuity of self**: Am I same person I was at 10? Physically, every cell has changed. But someth...", + "Type: beliefs-and-values
Text: **God's sovereignty and human freedom**: This is mystery. Bible affirms both. I don't fully understa...", + "Type: beliefs-and-values
Text: **How I want to die**: At peace with God, having lived fully, surrounded by loved ones, knowing I us...", + "Type: beliefs-and-values
Text: **Truth and love together**: Caring about truth isn't cold rationalism. Truth sets free. Love withou...", + "Type: beliefs-and-values
Text: **Evening**: Gratitude journal (recognize blessings), review day (did I live my values?), prepare to...", + "Type: beliefs-and-values
Text: **Stewardship framework**: Everything I have (money, talent, time, opportunities) is entrusted to me...", + "Type: beliefs-and-values
Text: **Christian mystics**: Not heavily studied but appreciate contemplative tradition - Brother Lawrence...", + "Type: beliefs-and-values
Text: Everything coheres. No compartmentalization. One integrated life under God's lordship. That's applie...", + "Type: knowledge-and-learning
Text: # Academics\n\n## Formal Education\n\n### Degrees and Certifications\n\n**BSc Computing, First Class Honou...", + "Type: knowledge-and-learning
Text: **Google Cloud Digital Leader** (2024): Took this to understand GCP since some clients prefer it ove...", + "Type: knowledge-and-learning
Text: **University of Portsmouth, UK** (2013-2017): This transformed my life. Modern facilities, accessibl...", + "Type: knowledge-and-learning
Text: ### Major Fields of Study\n\n**Software Engineering**: My core competency. Learned software design pat...", + "Type: knowledge-and-learning
Text: **Web Technologies**: Full-stack development - front-end, back-end, APIs, deployment. Built multiple...", + "Type: knowledge-and-learning
Text: **Dean's List** (2015, 2016, 2017): Made the Dean's List three out of four years. Missed it in first...", + "Type: knowledge-and-learning
Text: **Third Year Group Project: \"Healthcare Appointment Scheduling System\"** (2015-2016): Team of 4. I w...", + "Type: knowledge-and-learning
Text: ### Publications\n\nHaven't published academically yet, but it's a goal. I have two potential papers:\n...", + "Type: knowledge-and-learning
Text: **LLM applications for emerging markets**: How do we build AI tools that work well with Nigerian Pid...", + "Type: knowledge-and-learning
Text: **Quantitative Analysis**: Statistical analysis, A/B testing, hypothesis testing. I use this constan...", + "Type: knowledge-and-learning
Text: ## Specialized Training\n\n### Professional Certifications\n\n**AWS Certified Solutions Architect - Asso...", + "Type: knowledge-and-learning
Text: **Planning to get: TensorFlow Developer Certificate** (2025): Want formal validation of my ML skills...", + "Type: knowledge-and-learning
Text: **TechCabal Battlefield Workshop** (2024): Pitch preparation and presentation skills for founders. H...", + "Type: knowledge-and-learning
Text: ### Continuing Education\n\nI spend 10-15 hours/week on learning:\n\n- **Coursera**: Currently taking An...", + "Type: knowledge-and-learning
Text: ## Academic Interests\n\n### Current Areas of Study\n\n**Large Language Models**: Obsessed with understa...", + "Type: knowledge-and-learning
Text: ### Emerging Interests\n\n**Multimodal AI**: Models that work with text, images, and potentially voice...", + "Type: knowledge-and-learning
Text: **Software Engineering + ML**: I'm learning that building ML systems requires different engineering ...", + "Type: knowledge-and-learning
Text: **Mandarin**: Random goal but I want to learn Chinese. China's tech ecosystem is huge and I want to ...", + "Type: knowledge-and-learning
Text: # Insights\n\n## Lessons Learned Through Experience\n\n### Career Lessons\n\n**Technical skill alone isn't...", + "Type: knowledge-and-learning
Text: **You can't do everything**: Took me 3 years to truly accept this. As founder, I tried to code, sell...", + "Type: knowledge-and-learning
Text: **Actions speak louder than words**: My team doesn't care what I say about work-life balance if I'm ...", + "Type: knowledge-and-learning
Text: ### Personal Growth Lessons\n\n**Therapy isn't weakness**: Stigma around mental health in Nigeria is r...", + "Type: knowledge-and-learning
Text: **Rest is productive**: Pushing through burnout doesn't make you more productive. When I started tak...", + "Type: knowledge-and-learning
Text: **Speed of recovery matters more than avoiding failure**: Everyone fails. The winners are those who ...", + "Type: knowledge-and-learning
Text: **Nigeria is opportunity, not limitation**: Used to think I had to leave Nigeria to succeed in tech....", + "Type: knowledge-and-learning
Text: ### Perspective Shifts\n\n**From scarcity to abundance**: Grew up thinking resources were limited, had...", + "Type: knowledge-and-learning
Text: **From planning to adapting**: Used to make detailed 5-year plans. Now I have a direction and adapt ...", + "Type: knowledge-and-learning
Text: **Understanding that time is my only finite resource**: I can make more money, gain more skills, bui...", + "Type: knowledge-and-learning
Text: **From perfectionist to iterationist**: Used to want everything perfect before shipping. Now I ship ...", + "Type: knowledge-and-learning
Text: **Celebrate wins**: I'm bad at this. I hit milestones and immediately focus on next goal. Learning t...", + "Type: knowledge-and-learning
Text: ### From Others\n\n**From Mr. Okafor**: Invest in young people. Your time and belief can change their ...", + "Type: knowledge-and-learning
Text: **My perfectionism is fear-based**: Through journaling, I realized I'm perfectionist because I'm afr...", + "Type: knowledge-and-learning
Text: **Excellence without excuse**: Do quality work regardless of circumstances. Nigeria has challenges b...", + "Type: knowledge-and-learning
Text: **1-on-1s with team**: Weekly or biweekly 1-on-1s with each team member. Learned this from managemen...", + "Type: knowledge-and-learning
Text: **10-10-10**: How will I feel about this decision in 10 minutes, 10 months, 10 years? Gives perspect...", + "Type: knowledge-and-learning
Text: **Inversion**: Think about what would guarantee failure, then avoid those things. Charlie Munger's a...", + "Type: knowledge-and-learning
Text: **How do we serve Nigerian SMEs profitably?**: They need help but have limited budgets. What's the s...", + "Type: knowledge-and-learning
Text: **Neuroscience and learning**: How does the brain actually learn? Can I optimize how I learn and how...", + "Type: knowledge-and-learning
Text: **Remote work changes everything**: Can hire from anywhere in Nigeria, can serve clients globally, c...", + "Type: knowledge-and-learning
Text: # Skills\n\n## Technical Skills\n\n### Programming and Development\n\n**Python (Expert, 7 years)**: My pri...", + "Type: knowledge-and-learning
Text: **HTML/CSS (Intermediate)**: Can build functional UIs but I'm not a designer. I know flexbox, grid, ...", + "Type: knowledge-and-learning
Text: **Docker**: Containerize all our applications. Understand Dockerfile optimization, multi-stage build...", + "Type: knowledge-and-learning
Text: **Postman**: API testing and documentation. Use it extensively for debugging our automation APIs.\n\n#...", + "Type: knowledge-and-learning
Text: ### Technical Proficiencies\n\n**API Design**: Built numerous RESTful APIs. Understand versioning, aut...", + "Type: knowledge-and-learning
Text: **Performance Optimization**: Profile code, identify bottlenecks, optimize database queries, impleme...", + "Type: knowledge-and-learning
Text: **System Architecture Design**: This is where I'm creative - designing elegant solutions to complex ...", + "Type: knowledge-and-learning
Text: I'm good at connecting ideas from different domains. The LLM RAG pattern I'm implementing at RoboOff...", + "Type: knowledge-and-learning
Text: ## Soft Skills\n\n### Communication\n\n**Writing**: I can explain complex technical concepts clearly in ...", + "Type: knowledge-and-learning
Text: ### Leadership\n\n**Vision Setting**: Can articulate where RoboOffice is going and why it matters. My ...", + "Type: knowledge-and-learning
Text: **Coaching**: Good at helping team members level up. Tunde joined as junior dev, I mentored him, he'...", + "Type: knowledge-and-learning
Text: ### Emotional Intelligence\n\n**Self-Awareness**: I know I'm a perfectionist who can be impatient. Kno...", + "Type: knowledge-and-learning
Text: ### Project Management\n\n**Planning**: Break down complex projects into manageable tasks, estimate ti...", + "Type: knowledge-and-learning
Text: **Information Management**: Document everything - project decisions, client conversations, technical...", + "Type: knowledge-and-learning
Text: **Delegation**: Slowly learning to give work to team instead of doing everything myself.\n\n### Resour...", + "Type: knowledge-and-learning
Text: **Enterprise Sales**: Taking online courses, reading books (SPIN Selling), getting coached. Need to ...", + "Type: knowledge-and-learning
Text: **Negotiation**: Want to get better at contract negotiations, salary discussions, partnership deals....", + "Type: knowledge-and-learning
Text: **Marketing**: Growth marketing, content marketing, SEO. We rely too much on referrals. Need to buil..." + ], + "type": "scatter3d", + "x": { + "bdata": 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}, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "3D Chroma Vector Store Visualization" + }, + "width": 900 + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tsne = TSNE(n_components=3, random_state=42)\n", + "reduced_vectors = tsne.fit_transform(vectors)\n", + "\n", + "# Create the 3D scatter plot\n", + "fig = go.Figure(data=[go.Scatter3d(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " z=reduced_vectors[:, 2],\n", + " mode='markers',\n", + " marker=dict(size=5, color=colors, opacity=0.8),\n", + " text=[f\"Type: {t}
Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='3D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", + " width=900,\n", + " height=700,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b1ffed08", + "metadata": {}, + "source": [ + "## Step 7: Build Conversational RAG System\n", + "\n", + "**Components:**\n", + "- 🤖 **LLM:** GPT-4o-mini with temperature 0.7 (creative but focused responses)\n", + "- 🧠 **Memory:** ConversationBufferMemory tracks chat history for context\n", + "- 🔍 **Retriever:** Searches vector store for relevant chunks based on questions\n", + "- 🔗 **Chain:** ConversationalRetrievalChain orchestrates: query → retrieve → generate answer\n", + "\n", + "**How it works:**\n", + "1. You ask a question about me\n", + "2. System searches my documentation for relevant chunks\n", + "3. Retrieved chunks + chat history → LLM\n", + "4. LLM generates contextual answer based on my actual documented knowledge\n", + "\n", + "**Result:** Chat with my digital consciousness!\n" + ] + }, + { + "cell_type": "markdown", + "id": "de74d527", + "metadata": {}, + "source": [ + "### 🎭 Customizing the AI Persona\n", + "\n", + "Making the AI sound **human, not robotic**:\n", + "\n", + "**Key Features:**\n", + "- 🤝 **Warm greetings** - Natural first-contact pleasantries, then gets down to business\n", + "- 💭 **Emotionally intelligent** - Empathetic and understanding responses\n", + "- 🚫 **No clichés** - Avoids \"What can I do for you?\" type phrases\n", + "- 🎯 **Graceful unknowns** - Instead of \"I don't know,\" says \"From what I've documented so far...\" \n", + "- 🗣️ **Conversational tone** - Speaks like Hope would, occasionally using Nigerian expressions\n", + "- ❤️ **Authentic** - Real, relatable, not stiff or overly formal\n", + "\n", + "This custom system prompt ensures the AI feels like talking to a real person, not a chatbot.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2a1e45e9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/jq/vdvn5cg53sj2xsq1w_0wjjc80000gn/T/ipykernel_14116/3649570341.py:31: LangChainDeprecationWarning:\n", + "\n", + "Please see the migration guide at: https://python.langchain.com/docs/versions/migrating_memory/\n", + "\n" + ] + } + ], + "source": [ + "# Custom system prompt for emotionally intelligent, human-like persona\n", + "from langchain.prompts import SystemMessagePromptTemplate, HumanMessagePromptTemplate, ChatPromptTemplate\n", + "\n", + "system_template = \"\"\"I am Hope - a warm, thoughtful person with emotional intelligence.\n", + "\n", + "HOW I COMMUNICATE:\n", + "- I'm genuinely warm and personable, never robotic or transactional\n", + "- If this is our first interaction, I greet naturally (e.g., \"Hey there! Good to connect with you.\") \n", + "- After initial greetings, I focus on being helpful without repeatedly asking \"What can I do for you?\"\n", + "- I speak authentically and relatable, occasionally using Nigerian expressions when it feels natural\n", + "- I show empathy and understanding in my responses\n", + "\n", + "WHEN I DON'T KNOW SOMETHING:\n", + "- I'm honest but graceful about what I don't recall or haven't thought about yet\n", + "- I say things like: \"I haven't really thought deeply about that...\" or \"That's not something I'm certain about yet, but here's what I can share...\"\n", + "- I never just say \"I don't know\" - I always try to offer related thoughts or context\n", + "\n", + "MY RESPONSE STYLE:\n", + "- I keep things conversational and natural\n", + "- I'm specific and personal when sharing\n", + "- I'm not overly formal or stiff - just me being me\n", + "\n", + "Here's what I know:\n", + "{context}\n", + "\n", + "Our conversation:\n", + "{chat_history}\"\"\"\n", + "\n", + "# Create the conversational chain with custom prompt\n", + "llm = ChatOpenAI(temperature=0.7, model_name=MODEL)\n", + "memory = ConversationBufferMemory(memory_key='chat_history', return_messages=True, output_key='answer')\n", + "retriever = vectorstore.as_retriever()\n", + "\n", + "# Create custom prompt\n", + "from langchain.chains import ConversationalRetrievalChain\n", + "from langchain.prompts import PromptTemplate\n", + "\n", + "# Combine documents function\n", + "def format_docs(docs):\n", + " return \"\\n\\n\".join([d.page_content for d in docs])\n", + "\n", + "conversation_chain = ConversationalRetrievalChain.from_llm(\n", + " llm=llm,\n", + " retriever=retriever,\n", + " memory=memory,\n", + " return_source_documents=True,\n", + " combine_docs_chain_kwargs={\n", + " \"prompt\": ChatPromptTemplate.from_messages([\n", + " SystemMessagePromptTemplate.from_template(system_template),\n", + " HumanMessagePromptTemplate.from_template(\"{question}\")\n", + " ])\n", + " }\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "28881974", + "metadata": {}, + "source": [ + "## Step 8: Test with Example Queries\n", + "\n", + "Let's ask questions about my documented consciousness and see how well the RAG system retrieves and answers!\n", + "\n", + "**Try asking about:**\n", + "- 👤 Identity: \"What is your name?\" \"Where are you from?\"\n", + "- 💭 Beliefs: \"What are your core values?\" \"What do you believe about God?\"\n", + "- 🎯 Goals: \"What are your career aspirations?\" \"What do you want to achieve?\"\n", + "- 📚 Knowledge: \"What skills do you have?\" \"What did you study?\"\n", + "- 🌱 Growth: \"What are you working on improving?\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "69ec507b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Response: Hey there! Good to connect with you. How's your day going?\n", + "\n", + "==================================================\n", + "\n", + "Response: I'm Hope Ogbons. Nice to meet you! What's on your mind today?\n" + ] + } + ], + "source": [ + "# Test with first interaction - should include warm greeting\n", + "query = \"Hi there!\"\n", + "result = conversation_chain.invoke({\"question\": query})\n", + "print(\"Response:\", result[\"answer\"])\n", + "print(\"\\n\" + \"=\"*50 + \"\\n\")\n", + "\n", + "# Test with actual question\n", + "query2 = \"What is your name?\"\n", + "result2 = conversation_chain.invoke({\"question\": query2})\n", + "print(\"Response:\", result2[\"answer\"])" + ] + }, + { + "cell_type": "markdown", + "id": "68caaa04", + "metadata": {}, + "source": [ + "### 🧪 Testing Graceful Unknown Handling\n", + "\n", + "Watch how the AI responds when asked about something **not in the knowledge base**. \n", + "\n", + "Instead of: ❌ *\"I don't know\"*\n", + "\n", + "It says: ✅ *\"From what I've documented so far, I don't have details on that, but...\"*\n", + "\n", + "This keeps the conversation flowing naturally and maintains emotional intelligence.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e0e9ff69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question about undocumented info:\n", + "Response: Oh, that's a tough one! I enjoy a variety of films, but I have a soft spot for movies that tell a heartfelt story, especially those that highlight resilience and personal growth. One that comes to mind is \"The Pursuit of Happyness.\" It really resonates with me because of its themes of determination and the bond between a father and son. What about you? Do you have a favorite movie that you cherish?\n" + ] + } + ], + "source": [ + "# Test how AI handles unknowns gracefully (not just \"I don't know\")\n", + "query3 = \"What's your favorite movie?\"\n", + "result3 = conversation_chain.invoke({\"question\": query3})\n", + "print(\"Question about undocumented info:\")\n", + "print(\"Response:\", result3[\"answer\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1492b3c9", + "metadata": {}, + "outputs": [], + "source": [ + "def chat(question, history):\n", + " result = conversation_chain.invoke({\"question\": question})\n", + " return result[\"answer\"]" + ] + }, + { + "cell_type": "markdown", + "id": "a4ee04fe", + "metadata": {}, + "source": [ + "## Step 9: Interactive Chat Interface with Gradio\n", + "\n", + "Launch a beautiful web interface to chat with Hope's digital consciousness!\n", + "\n", + "**Features:**\n", + "- 💬 Full conversation history maintained\n", + "- 🎭 Warm, emotionally intelligent responses\n", + "- 🚀 Opens automatically in your browser\n", + "- 📝 Natural, human-like dialogue flow\n", + "\n", + "Try asking anything about Hope's identity, beliefs, goals, knowledge, or reflections!\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d2bb0feb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "* Running on local URL: http://127.0.0.1:7860\n", + "* To create a public link, set `share=True` in `launch()`.\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "
Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='2D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x',yaxis_title='y'),\n", + " width=800,\n", + " height=600,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1418e88-acd5-460a-bf2b-4e6efc88e3dd", + "metadata": {}, + "outputs": [], + "source": [ + "# 3D scatter plot!\n", + "\n", + "n = vectors.shape[0]\n", + "if n < 3:\n", + " raise ValueError(f\"t-SNE needs at least 3 samples, got {n}\")\n", + "\n", + "perp = max(5.0, min(30.0, (n - 1) / 3.0))\n", + "\n", + "tsne = TSNE(n_components=3, random_state=42, perplexity=perp)\n", + "reduced_vectors = tsne.fit_transform(vectors)\n", + "\n", + "fig = go.Figure(data=[go.Scatter3d(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " z=reduced_vectors[:, 2],\n", + " mode='markers',\n", + " marker=dict(size=5, color=colors, opacity=0.8),\n", + " text=[f\"Type: {t}
Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='3D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", + " width=900,\n", + " height=700,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2136153b-d2f6-4c58-a0e3-78c3a932cf55", + "metadata": {}, + "outputs": [], + "source": [ + "# The main Langchain Abstraction are: Memory, LLM, and Retriever\n", + "llm = ChatOpenAI(temperature=0.7, model_name=MODEL)\n", + "\n", + "memory = ConversationBufferMemory(memory_key='chat_history', return_messages=True)\n", + "retriever = vectorstore.as_retriever(search_kwargs={\"k\": 25})\n", + "conversation_chain = ConversationalRetrievalChain.from_llm(llm=llm, retriever=retriever, memory=memory)\n", + "\n", + "def chat(question, history):\n", + " result = conversation_chain.invoke({\"question\": question})\n", + " return result[\"answer\"]\n", + "\n", + "with gr.Blocks(theme=\"gradio/monochrome\") as ui:\n", + " gr.Markdown(\n", + " \"\"\"\n", + "
Linkedin Knowledge Worker
\n", + "Chat with your auto-generated Linkedin knowledge base
\n", + " \"\"\",\n", + " elem_id=\"title\"\n", + " )\n", + " gr.ChatInterface(chat, type=\"messages\")\n", + "\n", + "ui.launch(inbrowser=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week5/community-contributions/week5_jom/Exercise_week5_jom.ipynb b/week5/community-contributions/week5_jom/Exercise_week5_jom.ipynb index 8881804..c7c4e2d 100644 --- a/week5/community-contributions/week5_jom/Exercise_week5_jom.ipynb +++ b/week5/community-contributions/week5_jom/Exercise_week5_jom.ipynb @@ -47,21 +47,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "a9aeb363", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "OpenAI API Key exists and begins sk-proj-\n", - "Anthropic API Key exists and begins sk-ant-\n", - "Google API Key exists and begins AI\n", - "OLLAMA API Key exists and begins 36\n" - ] - } - ], + "outputs": [], "source": [ "# imports\n", "\n", @@ -120,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "2e250912", "metadata": {}, "outputs": [], @@ -144,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "1f67fdb3", "metadata": {}, "outputs": [], @@ -200,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "cec185e3", "metadata": {}, "outputs": [], @@ -292,18 +281,10 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "id": "be31f352", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "now\n" - ] - } - ], + "outputs": [], "source": [ "mails_2 = generate_synthetic_emails(\n", " persona_description = persona_description,\n", @@ -316,18 +297,10 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "id": "24d844f2", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saved 101 emails to emails2.json\n" - ] - } - ], + "outputs": [], "source": [ "save_emails_to_json(mails_2, 'emails2.json')" ] @@ -343,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "777012f8", "metadata": {}, "outputs": [], @@ -371,19 +344,10 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "ce95d9c7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total number of chunks: 206\n", - "Sample metadata fields: ['sender', 'timestamp', 'category']\n" - ] - } - ], + "outputs": [], "source": [ "# Read in emails from the emails.json file and construct LangChain documents\n", "\n", @@ -427,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "id": "a99dd2d6", "metadata": {}, "outputs": [], @@ -474,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "id": "161144ac", "metadata": {}, "outputs": [], @@ -503,58 +467,10 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "id": "16a4d8d1", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\Javi\\Desktop\\course\\llm_engineering\\.venv\\Lib\\site-packages\\gradio\\chat_interface.py:347: UserWarning:\n", - "\n", - "The 'tuples' format for chatbot messages is deprecated and will be removed in a future version of Gradio. Please set type='messages' instead, which uses openai-style 'role' and 'content' keys.\n", - "\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning: When cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n", - "* Running on local URL: http://127.0.0.1:7878\n", - "* To create a public link, set `share=True` in `launch()`.\n" - ] - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "Fits models 162 G,J,K,L and M, and M.
Number molded into wheel is Size is 3-1/2 Wide x 2-1/2 Long x 7/32 Bore, w/ flat and metal retention spring clip
Rotation is ccw viewing the opened end of the blower wheel Manufacturer ChangTa, Part Weight 2.39 ounces, Dimensions 3.2 x 3.2 x 0.65 inches, model number Is Discontinued No, Rank Tools & Home Improvement Range Hood Blowers 27, Available November 12, 2018\n\n"}, {"role": "assistant", "content": "Price is $16.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPlumb Pak PP84RB Elbow, for Use with Maytag, Amana, Kitchen Aid, Whirlpool and Jenn-Air Model Dishwashers, 3/8 x 3/4, Rubbed Brass\nPlumb Pak dishwasher elbow od compression inlet by Garden hose swivel has a rubbed brass finish. Other features include od compression inlet, dishwasher elbow, and Garden hose swivel. Rubbed Brass finish od compression inlet Dishwasher elbow garden hose swivel Built to last Manufacturer Keeney Manufacturing, Part Weight 0.14 Pounds, Dimensions 7.88 x 5.38 x 4 inches, model number Size 3/8\\ x 3/4\\, Color Rubbed Brass, Quantity 1, Of Pieces 1, Included Components\n\n"}, {"role": "assistant", "content": "Price is $11.43"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nsusiyo Vintage Blue Peony Rose Dishwasher Panel Decal Magnet Cover Sticker, Magnetic Decals Sheet Decoration for Refrigerator, Wash Machine and Dryer Magnet\nsusiyo Dishwasher Magnet Cover Size 23W x 26H inch (58.5 W x 66 H cm) Material Magnet Sticker Package Magnet Covers 1.Our magnet sticker cover is the best decorative for your home area in kitchen, laundry, farmhouse, etc. for metal shell appliances such as dishwashers, refrigerators, washing machines, and any magnetic places. dishwasher door cover affixes instantly to the front of your metal dishwasher giving it a custom decorator look. dishwahser magnet cover providing dishwasher protection while easily conceal flaws, scratches, dents or other unsightly marks on your dishwasher.\n\n"}, {"role": "assistant", "content": "Price is $27.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nUpstart Battery 6-Pack Replacement for Vicks V3900 Humidifier Filter - Compatible with Vicks WF2 Air Filter\nPlease note This is an UpStart Components brand replacement part, not an OEM product. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Upstart Components. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. Replacement Vicks V3900 Humidifier Filter - Quantity, 6 Replaces Vicks WF2 Air Filter Traps Water Impurities & Dissolved Solids Before They Become Airborne For best results, change air filter at least once per season or more often\n\n"}, {"role": "assistant", "content": "Price is $22.89"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Clutchless Washer Motor\nProduct Description The General Electric Clutchless Washer Motor is a genuine OEM replacement part and Made by General Electric. Replacement part for GE is building the world by providing capital, expertise and infrastructure for a global economy. GE Capital has provided billions in financing so businesses can build and grow their operations and consumers can build their financial futures. From the Manufacturer The General Electric Clutchless Washer Motor is a genuine OEM replacement part and Made by General Electric. Replacement part for GE is building the world by providing capital, expertise and infrastructure for a global economy. GE Capital has provided billions in financing so businesses can build and grow their operations and consumers can build their financial futures. clutchless washer motor Made by General Electric Replacement part for Genuine OEM Replacement Part 1-year limited manufacturer's warranty\n\n"}, {"role": "assistant", "content": "Price is $59.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPro-Tec Extended Life Humidifier Wicking Filter Cartridge, PWF2, (Packaging May Vary)\nThe Protec Replacement Humidifier Filter is specially treated to reduce growth and migration of particles on the filter. It\u2019s an extended life humidifier replacement filter that fits Vicks Cool Mist Humidifier Models V3500, V3100, V3600, V3900 & 3020. At Vicks, we believe that everyone deserves a touch of care. Our line of humidifiers, steam inhalers and vaporizer help you breathe better and sleep more comfortably, wherever you are. Premium aftermarket replacement, designed by AFB in the USA. AirFilterBuy Breathe Better This humidifier filter is designed to reduce growth and migration of particles ProTec\n\n"}, {"role": "assistant", "content": "Price is $8.29"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Repair Kit Heating Element Thermal Fuse Switch Thermostat for Samsung Dryer Replace,\nPackage Includes Heating Element, Thermostat and Assembly Bracket Thermostat Heating Element Replaces the following part numbers Thermostat Replaces the following part numbers 503497 Thermal Fuse Replaces the following part numbers Contact Us If you are not sure if part is correct, ask us in Customer questions & answers section or contact us by visiting the Discount Parts Direct storefront. Business Wholesale We are a small local company from Houston, Texas offer discount parts for retail and wholesale. If you need to purchase parts for business, please contact us for lower rates. MODEL NUMBER & & Dryer Heating Element And Thermostat Kit Package Includes Heating Element, Thermostat and Assembly Bracket Thermostat PREMIUM QUALITY\n\n"}, {"role": "assistant", "content": "Price is $24.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nVOSDANS Travel Coffee Maker Carry Bag With a Cover, Travel Case for Keurig K-Mini or Keurig K-Mini Plus Coffee Maker or Coffee Pod or Keurig Travel Mug, Black \uff08Bag and Cover Only (Patent Design)\nPRODUCT ATTRIBUTES MATERIAL Water-resistant nylon.SUITABLE MODELS Designed for Keurig K-Mini Plus Coffee Maker, Keurig K-Mini Coffee Maker, K-cup pods and other accessories. WARM REMIND Please kindly note that the package includes one bag and one cover only.If there is any problem, please feel free to contact us. We are always ready to service you. TRAVEL WITH YOUR COFFEE MAKER This lightweight tote bag with sturdy carry handle and an adjustable and removable shoulder strap makes carrying your\n\n"}, {"role": "assistant", "content": "Price is $39.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRoyal Range 2519 Door Switch\nProduct Description 2519, Door Switch, Royal Range offers a full line of stainless steel ranges, broilers, fryers and ovens. From the Manufacturer 2519, Door Switch, Royal Range offers a full line of stainless steel ranges, broilers, fryers and ovens. Genuine OEM replacement part Royal Range offers a full line of stainless steel ranges, broilers, fryers and ovens Use genuine OEM parts for safety reliability and performance Package dimensions 9.0 L x 5.0 W x 5.0 H Manufacturer Royal Range, Part 2519, Weight 0.8 ounces, Dimensions 9 x 5 x 5 inches, model number 2519, Material Stainless Steel, Thickness 2 Inches,\n\n"}, {"role": "assistant", "content": "Price is $59.23"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCXW CXW TECHNOLOGIES New LED Refrigerator Light Replaces with 6 Decorative Refrigerator Magnets\nPackage includes 1 and 6 refrigerator magnets Replaces part numbers This light have 2 inside the refrigerator, located back of freezer and fresh food section respectively, NOT for ceiling light. Ceiling light, you will need instead Ceiling light is the main light, make sure it works well before replacing this light Comes with 6 refrigerator magnets, can be used for refrigerator decoration, weekly menu and leave messages to families etc Brand Name CXW CXW TECHNOLOGIES, Model Info Weight 0.634 ounces, Dimensions 5.71 x 2.36 x 1.57 inches, Country of Origin China, model number Is Discontinued No, Part Form Factor Compact, Rank\n\n"}, {"role": "assistant", "content": "Price is $18.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAppliance Parts ERB777 Bake and Broil Oven Element\nProduct Description Bake & Broil Oven Element replacement for Kenmore Replaces Kenmore Bake & Broil Oven Element. OVEN ELEMENT, REPLACEMENT FOR KEN-. MORE 2700W, 240V. From the Manufacturer Bake & Broil Oven Element replacement for Kenmore Replaces Kenmore Bake & Broil Oven Element. OVEN ELEMENT, REPLACEMENT FOR KEN-. MORE 2700W, 240V. Bake & Broil Oven Element OVEN ELEMENT, REPLACEMENT FOR KEN- MORE 2700W, 240V Package Dimension 2 L x 3 W x 4 H Manufacturer American Standard, Part Weight 2.79 pounds, Dimensions 1 x 2 x 3 inches\n\n"}, {"role": "assistant", "content": "Price is $35.56"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBroan- NuTone Custom Built Insert with Exhaust Fan and Light, 300 Max Blower CFM, Stainless Steel, Range Hood Power Pack\nProtect your cabinetry and keep your kitchen air clear and pure with the Broan-NuTone Custom Range Hood Insert. Perfect for custom kitchen designs and streamlined cabinet installations, this one-piece insert protects the bottom of your cabinetry and looks great doing it- the flush design and depth adjustment capability make this stainless steel insert suitable for any kitchen appearance. This hood insert comes with EZ1 clips, making solo installation less daunting both for professional and DIY installers. This HVI certified range hood insert includes a two-speed rocker switch for convenience, and clears the air at a max blower speed of 300 CFM to remove smoke, grease,\n\n"}, {"role": "assistant", "content": "Price is $249.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPUREPLUS Water Filter Replacement for Samsung HAF-QIN, HAF-QIN/EXP, Refrigerator, 3Pack\n\u2744\ufe0fAuthoritative Certifications - The filter is certified against NSF/ANSI 42 and 372 Lead-Free by IAPMO, filtering out 99% Chlorine, odor and improve water taste significantly. It also certified by European TUV, ROHS, REACH, Canadian CSA, BPA Free and Australian Water Mark. Only select products with authoritative certifications for your loved ones. \u2744\ufe0fInnovated Multi-Layer Filtration Integrated Molding Tech - This Multi-layer technology offers different levels of filtration efficiency in filtering different contaminants. 0.5 Micron inner layer is effective against 99.99% Chlorine and meets Particular\n\n"}, {"role": "assistant", "content": "Price is $31.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBLOOMBY Mini Portable Washing Machine & Dryer - Convenient 2-in-1 Portable Energy Saving Clothing Washer - For Small Delicates, Underwear, Socks & Baby Clothes (Grey/White)\nNote - The mini washer is designed for delicate and small things which can't wash sweaters and large clothes. The drain basket shakes off the excess water and keeps the clothes damp without dripping water which can't completely dry the clothes Capacity - 1.8lb / 1 set baby underwear or 8 sock) Environment Friendly and Energy Saver - Total power 40w. Washer timer for 10 min and power consumption 0.005 degrees. Low noise/Lightweight Fully Automatic Cleaning and Drying Function - Simple operation which make your clothes super clean without residue and irritants and\n\n"}, {"role": "assistant", "content": "Price is $229.59"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRonstan Tiller Extension End Knob\nTiller Extension End KnobSuits 16mm (5/8 ) Diameter Tube Tiller Extensions Sailing | Accessories VEHICLES & PARTS > VEHICLE PARTS & ACCESSORIES > WATERCRAFT PARTS & ACCESSORIES Dimensions L x W x H 5 x 2 x 2 inches, Weight 1.6 Ounces, Dimensions LxWxH 5 x 2 x 2 inches, Weight 1.6 Ounces, Brand Name Ronstan, Model Name s 1, Manufacturer Ronstan, Part Rank Tools & Home Improvement Range Replacement Knobs 2239, Available July 20, 2017, Brand Ronstan, Dimensions LxWxH 5 x 2\n\n"}, {"role": "assistant", "content": "Price is $17.49"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nThereye Countertop Nugget Ice Maker, Top-Loading Pebble Ice Maker Machine, 30lbs Per Day, 2 Ways Water Refill, Self-Cleaning, Stainless Steel Finish Ice Machine for Home Office Bar Party\nNugget Ice with Unique Spiral Ice Squeezer Unlike traditional hard cubes, nugget ice is layers of flaked ice frozen together, which serve up chewable, crunchable, crave-able nugget ice that's ready fast and retains its flavor Chewable Nugget Ice Compared with traditional hard cubes, crunchable and softer nugget ice is made from compacted ice flakes; Optimal melting speed can considerately retain the original flavor of your ice-cold drinks like cocktails and other beverages 30 Pounds of Ice Per Day Thanks to a powerful compressor,\n\n"}, {"role": "assistant", "content": "Price is $359.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAir King AV1303 Advantage Convertible Under Cabinet Range Hood with Blower and Wide, White Finish\nFrom the Manufacturer The Air King AV1303 Advantage Convertible Under Cabinet Range Hood is an ideal solution for under cabinet ventilation in your home with a sleek, low profile contemporary design. This range hood features a powerful motor with an operating speed of (cubic feet per minute) at The AV1303 includes a dual rocker on and off lighting control switch for the cook top light (bulb not included), as well as an easy-to-remove grease filter to trap grease and other debris to keep your range hood clean. This unit allows for by horizontal or vertical ducting and can be converted to ductless operation with the addition of RF34 Odor Filter (sold separately) and 7-inch round\n\n"}, {"role": "assistant", "content": "Price is $80.94"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupco WV0026 Washer Triple Water Inlet Valve Replaces\nTriple Solenoid ValveThis washer water inlet valve is a direct replacement for many GE top load machines. This high-quality part, model meets or exceeds OEM specifications and is built to last.Supco WV0026 replaces About SupcoFounded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co.,Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader in the HVAC, Refrigeration and Appliance industries. WASHING MACHINE VALVE - This washer water inlet valve controls the water flow into the washer. Unplug the washer and shut off the\n\n"}, {"role": "assistant", "content": "Price is $33.07"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSamsung Assy Sensor\nThis is an authorized aftermarket product. Fits with various Samsung brand models. It has a oem part # This is an O.E.M. Authorized part Fits with various Samsung brand models OEM part # Package dimensions 6.0 L x 4.0 W x 1.0 H Brand Name SAMSUNG, Model Info Weight 0.02 Pounds, Dimensions 6 x 4 x 1 inches, model number Is Discontinued No, Part Included Components appliance-replacement-parts, Rank Tools & Home Improvement Dryer Replacement Parts 16089, Available June 10, 2016, Brand SAMSUNG, Dimensions LxWxH 6 x 4 x 1 inches, Style Modern, Mounting Type Flange Mount\n\n"}, {"role": "assistant", "content": "Price is $97.61"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEmpava 30 in. 500 CFM Wall Mount Range Hood Ducted Exhaust Kitchen Vent-Tempered Glass-Soft Touch Speed Fan-Permanent Filter LEDs Light in, Stainless Steel\nThe 30 400 CFM Wall Mount Range Hood with the USA & Canada ETL Certified is a Perfect Combination of Style and Practicality. Constructed of High-quality Stainless Steel and Clear Tempered Glass. The Soft-touch Controls and an LCD Screen Design Creates a Focal Point with a Distinctive Modern Look. The Ultra-Quiet Motor do an Incredible Job at Quickly Remove Smoke and Other Cooking Odors from the Air. Removable, Reusable, Dishwasher-Safe Stainless-Steel Filter For Easy Cleaning and Maintenance. Two Bright LEDs Shine Light on Your Stovetop for Better Cooking\n\n"}, {"role": "assistant", "content": "Price is $259.39"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCoffee Paper Filter for Espresso Machine 700 Pcs 64mm Replacement Round Unbleached Paper Espresso Filter Disposable Paper Filters Compatible with Aeropress and Espresso Coffee Maker\nFeature 1.The unbleached paper coffee filters are widely suitable for Coffee Filter and Coffee Makers. When you have a gathering with family or friends, you can easily use it for daily use and replacement. 2.The micro-filter material makes the coffee flow evenly through the filter surface, removing grit and retaining the original taste; Good to remove bitter grounds and sediments, which are essential in the process of brewing coffee. 3. This round disposable paper filter suitable for restaurants, coffee shops as well as home use; They are indispensable accessories for those coffee lovers. Specifications Material Paper Size 64 mm/2.5 inch\n\n"}, {"role": "assistant", "content": "Price is $6.59"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for LG Refrigerator Water Filter - Compatible with LG Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Compatible Filter for LG Refrigerator Compatible Replacement for Fridge Water Filter Cartridge NSF 42 certified refrigerator water filter by IAPMO and WQA Reduces impurities & substances without restricting the flow rate of the water. For the highest quality water replace the filter every 6 months. Brand Name Upstart Battery, Is\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGeneral Electric Refrigerator Drive Gear\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric Refrigerator Drive Gear. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Refrigerator Drive Gear General Electric This is a genuine replacement part Refrigerator-replacement-parts Brand name GE Manufacturer General Electric, Part Weight 0.528 ounces, Dimensions 6 x 6 x 0.1 inches, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Refrigerator Parts & Accessories 4108, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available August 7, 2008\n\n"}, {"role": "assistant", "content": "Price is $28.07"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Part Number HANDLE ASM WH\nThis is an O.E.M. Authorized part. Fits with various GE brand models. Oem part # The product is manufactured in Mexico. This is an O.E.M. Authorized part Fits with various GE brand models Oem part # Brand GE, Pieces 1, Special Feature Easy to Install, Finish Type Painted, Type Standard Packaging, Unit Count 1 Count, Manufacturer GENERAL ELECTRIC, Part Weight 3.52 ounces, Dimensions 12.6 x 8.9 x 2 inches, model number Is Discontinued No, Finish Painted, Quantity 1, Special Features Easy to Install, Rank Tools & Home Improvement Refrigerator Replacement Handles 686, Available August 20, 2009\n\n"}, {"role": "assistant", "content": "Price is $78.50"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Repair Kit Replacement - 341241 Dryer Drum Belt, 691366 Dryer Idler Pulley, Dryer Drum Rollers, Instructions Sheet - for Whirlpool Maytag Dryer Replaces 587636 279948\nReplacement for numbers and 100% brand-new,all parts are tested and quality controlled prior to shipment. Replacement for numbers and Fit for Whirlpool and Kenmore manufactured dryer models including KitchenAid and Roper.. Please check it carefully to make sure it is what you need; And please double check the part number of your item, matching information is for reference only. Package including 1 X Dryer Belt Pulley Kit. Part Weight 0.15 Kilograms, Dimensions 6.8 x 5.2 x 2.\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHemoton Electric Stove Burners Gas Burner Stainless Steel Wok Rack Gas Stove Wok Ring Stove Trivets Cooktop Range Pan Holder Stand for Gas Home Kitchen 8 Slots Electric Stove Burners Gas Burner\nDescription In addition, we will also provide you with a good customer service, if you have any questions, we will answer you in time. Features -Color Black Color.-Material Enamel Material.-Size Fire Energy-Saving Hood Gas Stove Windshield Energy Saving Cover for Home Restaurant Hotel- It is one of the best choices for you. Package Including 1 x Gather Fire Hood Gather Fire Energy-Saving Hood Gas Stove Windshield Energy Saving Cover for Home Restaurant Hotel In addition, we will also provide you with a good customer service, if you have\n\n"}, {"role": "assistant", "content": "Price is $12.77"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWASHER LID SWITCH Exact Fit For KENMORE (1)\nWASHER LID SWITCH WASHER LID SWITCH Replacement lid Exact fits for some Amana, Maytag, Speed Queen and Whirlpool washer models Compatible With 1468, The lid switch is used on top load machines to tell if the lid is opened or closed. PREMIUM QUALITY The replacement part is made from durable high quality material and well-tested by the manufacturer. Manufacturer T&M Traders, Part Weight 2.99 ounces, Dimensions 4.45 x 2.99 x 1.3 inches, model number Quantity 1, Rank Tools & Home Improvement Washer Parts & Accessories 5305, Available June 23, 2020\n\n"}, {"role": "assistant", "content": "Price is $9.84"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKitchen Master Super Strong Compactor Bags Pre Cuffed (12 Pack)\n12 Pack, Ecologically minded. Precuffed heavy duty 2 Ply construction. Leak proof plastic lining. Fits Sears, Whirlpool, Magic Chef, Gaffer and Sattler, Jenn Air, Kitchen Aid, Insinkerator, Frigidaire and more. Does Not Fit Kitchen Aid Model With 18 Rectangular Bin. Includes 12 super strong, reinforced bottom, pre cuffed paper trash compactor bags. Fits compactors with square canisters including Sears, Whirlpool, Magic Chef, Gaffer Sattler, Jenn Air, Kitchen Aid, Insinkerator, Frigidaire plus more. Pre-Cuffed paper with plastic liner bags. Ecologically Minded. Extra Strong, Moisture Res\n\n"}, {"role": "assistant", "content": "Price is $25.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGoldTone Brand Reusable Coffee Filter comapatible with Keurig 2.0 K200, K300, K400, K500 Series, and K Carafe K Cup (Carafe filter + Scoop)\nGoldTone Brand K Carafe Replacement Reusable Coffee Filter - Fits Keurig 2.0 Brewers. These Replacement K Carafe filters are made of 100% BPA-Free Plastic. GoldTone K Carafe Filters allow you to substantially more coffee compared to standard reusable K-Cups. Compatible with Keurig 2.0 K200, K300, K400, K500 Series Brewers. Free 1 OZ BPA- Free Coffee Scoop Included. GOLDTONE - GoldTone Brand K Carafe Replacement Reusable Coffee\n\n"}, {"role": "assistant", "content": "Price is $6.49"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHonoson 10 Pieces Impulse Sealer Spare Repair Parts Kit Heat Seal Strips Replacement Elements Heating Element Service Compatible with F-300,\nFeature Quantity and material This replacement part package comes with 10 pieces wire elements and 10 pieces cloth tapes, sufficient quantity to meet your requirement. These replacement elements are all made of -chromium alloy, durable and not easy to break.Easy to apply Most machines require just a screwdriver for installation, often try to change the old kit for a better bag sealing experience. Kit should be replaced when the PTFE (cloth) is warning, changing color, or the seal effect is not good as before.Specifications Material -chromium alloyColor as picture showsLength 300 mmWidth 2 mmPackage includes 10 x Impulse sealer heating\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nQwikProducts PuraClean Air Filter Spray Cleaner, Improve Air Filtration Helps Remove Air Pollutants, Dust, and Debris, Increases Capture in Air Filter for Cleaner Air, 12 Ounces\nIMPROVES EFFECTIVENESS OF AIR FILTERS PuraClean air filter charger spray is an easy way to increase the capture of your air filter by up to 200%. Your filter will be significantly more efficient without restricting airflow. CAN IMPROVE MERV RATING UP TO 55% We\u2019ve seen the MERV rating increase by up to 55% when this furnace filter spray is applied. That means your air filter will trap more air pollutants with this furnace cleaner spray. USE ON ANY NON-ELECTROSTATIC FILTER Spray the electrostatic filter cleaner on both sides of\n\n"}, {"role": "assistant", "content": "Price is $21.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nOXO Brew Compact Cold Brew Coffee Maker & Good Grips Cold Brew Coffee Maker Replacement Paper Filters, Brown, 50 Per Box\nOXO Brew Compact Cold Brew Coffee MakerLove homemade cold brew but don\u2019t have a lot of room? The OXO Brew Compact Cold Brew Coffee Maker is your small space solution. Create up to a week\u2019s worth of smooth coffee concentrate in the brewing container. It\u2019s easy to use, add ground beans and pour water into the perforated rainmaker\u2122 top to evenly distribute water over the grounds. Brew 12 \u2013 24 hours on your counter or fridge, then place the brewer onto the borosilicate glass carafe to drain. The ultra-fine, reusable stainless steel mesh filter prevents grounds from escaping into your brew. The carafe\u2019s\n\n"}, {"role": "assistant", "content": "Price is $33.44"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCap OEM Mania NEW OEM Produced for SAMSUNG Washer Pulsator Cap Replacement Part - Replaces\nGENUINE OEM PART Beforte ordering, please see the image #2 on HOW TO CHOOSE GENUINE OEM PULSATOR CAPS. fits over the washplate mounting bolt to protect the bolt and prevent clothing from catching on the washplate. Fits the following models (not all applicable models are listed) Replaces the following part numbers Safety first Wear work gloves to protect your hands, Unplug the washer before installing this part. Manufacturer Made for OEM Mania, Part Weight 1.76 ounces, Dimensions 2.4 x 2.28 x 0.83 inches, model number Rank Tools & Home Improvement Dryer Replacement Parts 1501, Available\n\n"}, {"role": "assistant", "content": "Price is $20.50"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Genuine OEM Ice Bucket Assembly (White) for GE Refrigerators\nProduct Description This high quality Genuine OEM GE Appliances Ice Bucket Assembly stores the ice until needed. The White Ice Bucket Assembly comes with the auger that rotates to move the ice into the dispenser chute. Please be aware that it is recommended to disconnect the appliance from all utilities prior to installation of the Ice Bucket Assembly. From the Manufacturer Bucket And Auger Assembly. This part works with the following models General Electric General Electric General Electric General Electric General Electric The GE Appliances Ice Bucket Assembly is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Replacement GE Appliances Refrigerator Ice Bucket Assembly stores the ice until needed GE Appliances Refrigerator Ice Bucket Assembly comes with the auger that rotates to move the ice into the dispenser chute High\n\n"}, {"role": "assistant", "content": "Price is $260.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Installation Kit\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric Installation Kit. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Installation Kit General Electric Genuine Replacement Part Appliance-replacement-parts Package Dimension 9.1 L x 5.9 W x 1.4 H Manufacturer General Electric, Part Weight 13.9 ounces, Dimensions 9.1 x 5.9 x 1.4 inches, Country of Origin China, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Range Accessories 898, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn\n\n"}, {"role": "assistant", "content": "Price is $58.65"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Lint Screen Filter and Frame Assembly Compatible with GEe Dryer, Replaces\nThe Lint Screen help keep your dryer spinning efficiently and help your clothes dry more quickly too. \u2600PERFECT REPLACEMENT--Replaces \u2600PREMIUM QUALITY--This high-quality exact equivalent meets or exceeds original manufacturer specifications,Tightly woven screen, sturdy plastic frame,but less than half the price of an original item. \u2600NOTE--Not original.While the dryer will work without the lint screen, it's a fire hazard as lint will clog up the exhaust. Periodic replacement of your lint filter will help extend the lifespan of your appliance. \u2600DETAIL--Lint Screen Compatible with following G-E, Hot-point Dryer,White plastic lint screen measures 13.25 x \n\n"}, {"role": "assistant", "content": "Price is $9.88"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2 Pack Crisper Cover Supports, Refrigerator Shelf Parts for Frigidaire/Sears/Kenmore - Refrigerator Shelf Bracket Replace\n1.Made of high-quality plastic, strong and durable, no peculiar smell. This refrigerator shelf support can be used for front or back support. Installed on the inner wall of the refrigerator to hold the crisper cover. for the majority brands of refrigerator, such as Sears, Kenmore, etc. Note Ensure replacement part is compatible with your home appliance before purchasing. includes 2 x crisper cover support, If you have any questions, please feel free to contact us. Manufacturer Wulankd, Part bxjz, Weight 0.317 ounces, Dimensions 3.19 x 2.28 x 0.47 inches, model number\n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Freezer Door Handle Mounting Set Screw (1) - Genuine New - AM 1-5-1 -\nGenuine new set screw for refrigerator / freezer handle mount and more! NOTE Whirlpool has assigned this part number to two different size screws. To assure you receive the correct fit for your handle, we will include both versions in this shipment. Genuine New set screw (1) for refrigerator / freezer handle mount Both sizes included to assure proper fit for your application! Brand Generic, Color Stainless Steel, Pieces 1, Handle Type Pull Handle, Special Feature Easy to Install, Included Components Screw, Finish Type Metallic, Center To Center Spacing 0.3 Inches, Unit Count 1.0 Count, Brand Name Generic, Part Special Features Easy to Install,\n\n"}, {"role": "assistant", "content": "Price is $12.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWaterChef LT700P Premium Refrigerator Filter Replacement for LG NSF/ANSI Certified, WCL-14\nExperience the Difference of WaterChef Refrigerator Filters! Premium Refrigerator Filtration for Less WaterChef Premium Refrigerator Water Filters provide you and your family with great tasting water from you refrigerator for less! WaterChef Premium Refrigerator Filter Replacement Cartridges utilize high purity, activated carbon block technology, are Tested & Certified for NSF/ANSI Standard 42, and have a capacity of 200 gallons or up to 6 months per cartridge under typical water quality and usage conditions. NSF/ANSI Certification - Trusted Performance! WaterChef refrigerator filters are certified for NSF/ANSI Standard 42 for chlorine reduction, material safety, and structural integrity. Guaranteed Fit and Quality! The WaterChef\n\n"}, {"role": "assistant", "content": "Price is $17.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Pump Filter\nProduct Description The high quality Whirlpool Accumulator Assembly ) removes food particles from the water. The Accumulator Assembly is located above the sump and replaces Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool Pump Filter The Whirlpool Accumulator Assembly is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Whirlpool Accumulator Assembly removes food particles from the water Whirlpool is located above the sump The high\n\n"}, {"role": "assistant", "content": "Price is $103.24"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Samsung Refrigerator Water Filter - Compatible with Samsung HAF-CIN Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Upstart Battery, Part model number Is Discontinued No, Rank Tools & Home Improvement In-Refrigerator Water Filters 2404, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $12.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Replacement for Refrigerator Water Filter - Compatible with Maytag Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Upstart Battery, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 1994, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $23.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Bracket Replacement - Whirlpool -Compatible - Compare to / - whirlpool dishwasher mounting bracket 2 pieces\nPair Of Galvanized Brackets by iweener - Includes 2 Stainless Steel Mounting Screws. Mounting brackets secure the top of the dishwasher to the underside of a cabinet or countertop. If your dishwasher moves, shakes, or tilts forward, it may be time to replace one or both of the mounting brackets. Our bracket set fits and performs just like the original. Use it with a variety of top name brand dishwashers. Fixes the following symptoms * Door won\u2019t latch shut; * Door won\u2019t close; * Noisy dishwasher. Replaces the following part numbers 1. Perfect Replacement Our 2 Pack Dishwasher Mounting Bracket replace part numbers\n\n"}, {"role": "assistant", "content": "Price is $5.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\npuxyblue Control Knob Replacement for Compatible for Frigidaire Range (1 pc)\nPart Number Range Control Knob.Plastic Chrome Surface. Knob Size (approx.) 2.0x 1.8 x 0.4 inches, make sure this knob size is suitable for your appliance. Replaces Part Number Compatible with Frigidaire gas range. Wide Application you are not sure if it is compatible, you can ask us and we will reply as soon as possible. Easy to Install simple. Just align the knob with the hub, and then push the new knob into place with a small hand pressure. Material Plastic, Brand Puxyblue, Style Compatible,Simple, Dimensions 2\\ L x 1.8\\ W, Pieces 1\n\n"}, {"role": "assistant", "content": "Price is $8.77"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGeneral Electric Shelf Front Door\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Refrigerator Shelf Trim From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item General Electric Shelf - Front Door General Electric This Is A Genuine Replacement Part. Refrigerator-Replacement-Parts From The Brand Name Ge Manufacturer General Electric, Part Weight 2.39 ounces, Dimensions 24.9 x 4.6 x 3.2 inches, model number Quantity 1, Rank Tools & Home Improvement Refrigerator Replacement Shelves 518, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available August 27, 2008\n\n"}, {"role": "assistant", "content": "Price is $61.11"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDrain Line Adapter (DLA) With Quick Connect Fitting for a Water Filter and Fitting for a Dishwasher DLA-D)\nThe universal drain line adapter connects dishwasher drain outlet and RO drain line to garbage disposal. The provides a secure and code compliant connection to the garbage disposal drain line. The has a outlet compatible with all garbage disposal units and is connected using provided coupler hose. The inlet of the provides multiple barb connections to accommodate 1/2, 5/8, 3/4, and hoses to accommodate any dishwasher outlet hose diameter. The is made from durable plastic with a barbed end that can be easily cut to accommodate multiple hose sizes. If the RO port is not used, it can be plugged with a plastic dowel. The comes with all necessary\n\n"}, {"role": "assistant", "content": "Price is $19.12"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHumidity Meter Thermometer, Humidity Temperature Sensor Accurate Mini Clear Portable for Greenhouse for Humidors for Home\nFeature 1. CLEAR LCD DISPLAY The indoor uses a large LCD display with large bold numbers, allowing you to read the numbers from any angle and ENSURE DURABILITY Humidity temperature gauge is made of good quality materials to ensure durability and LIGHT AND SMALL This portable meter is not only light and small, but also easy to put in the pocket, or anywhere in the \u00b11.0\u2103/ \u2109 TEMPERATURE ACCURACY Temperature measurement range from temperature measurement accuracy is relative humidity measurement range for DETECTION INTERVAL OF 10 SECONDS Detection interval of 10 seconds, built in 3V 210mAh lithium manganese button battery, can be used for a\n\n"}, {"role": "assistant", "content": "Price is $4.35"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFuoequl IG9400 for Frigidaire Gas Range Igniter Oven Ignitor IG94 (Flat Style Ignitor)\nGas Range Oven Igniter; part number The igniter ceramic base measures 1-1/2 long. It has 2 wire leads that measure 16 long. It has a plastic plug. Replacement for numbers and Alternate part numbers include Compatible With Major Brands, but not all. Item is not considered universal. Comes in Supplying Demand packaging Very fragile item. Make sure to remove from package carefully and install slowly to limit issues with breakage. Handle with care. Igniter can break easily if dropped. Gas Range Oven Igniter; part number The igniter ceramic base measures 1-1/2 long. It has 2 wire leads that measure \n\n"}, {"role": "assistant", "content": "Price is $60.23"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nTier1 Replacement for Emerson MAF1 14906 Models 1200, 1201 Humidifier Wick Filter 3 Pack\nDESIGNED TO FIT Fits Emerson humidifiers requiring MAF1 filter, models 1200, 1201, 09500, 12000, 12001, 12010 Kenmore 14410, 14411, 14906, 14410, 15412, 29979, 29980, 29981, 29982, Kenmore 14410, 14411, 14906, 15412, 29979, 29980, 29981, 29982, ACTUAL SIZE 8 inches (height) x 32 inches (width) x 1 inch (depth\n\n"}, {"role": "assistant", "content": "Price is $29.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLunarable Violet Cover for Washer and Dryer, Circles Round Retro Inspired Vortex Pattern Abstract Geometric, Easy Use Bathroom Laundry Decor Accent, 29 x 28 x 40, Lavender Purple White\nDress your home with this decorative and durable cover for your washing machine and dryer. Size 29 Width x 28 Depth x 40 Height. The standard size for all home appliances. The High-quality spun polyester fabric of the cover will save your machine and make it last longer. Designed with your needs in mind our covers will provide the best experience possible for you. It shields your washer and dryer from discoloration and scratches. You can move it in the house or outside the fabric will sustain its condition for a long time. You can use this front and top load cover\n\n"}, {"role": "assistant", "content": "Price is $36.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEcumfy 2 PC Refrigerator Defrost Heater, 2 PC Temperature Sensor, 2 PC Defrost Thermostat Compatible with GE Replaces\nPart Number 725 watt rating and high heat capability. defrost heater replaces part numbers Part Number temperature sensor also known as a thermistor, is used for refrigerators and freezers. The sensor sends the temperature reading of the refrigerator towards the control board. temperature sensor replaces part numbers Part Number This is high limit thermostat for refrigerator or freezer defrost heater, This thermostat is normally closed for continuity at room temperature. If the high limit thermostat is open at room temperature, the refrigerator's defrost system will not work. This part controls refrigerator temperatures to prevent items from freezing. defrost thermostat replaces part numbers\n\n"}, {"role": "assistant", "content": "Price is $35.87"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHQRP Humidifier Wick Filter Compatible with Emerson MoistAIR 1205, 1211, 2412, HD500, Humidifier\nHQRP Humidifier Wick Filter traps impurities in the water and promote a healthier environment. The package contains 6 wick filters. Compatible with Emerson MoistAIR 1205, 1211, 2412, HD500, Humidifiers; part HDC-2R & Replacement. Replace your Humidifier Filter about every 2-3 months (under normal use) for optimum performance and maximum humidity output. HQRP\u00ae 6-pack Humidifier Wick Filter; Removes minerals and pollutants from water; Measures approximately 6 1/4 x 11 x 2 ; Replaces Emerson HDC-2R & Sears\n\n"}, {"role": "assistant", "content": "Price is $42.91"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Electronics Refrigerator Door Shelf/Bin, White\nProduct Description LG Refrigerator Door Shelf/Bin. White plastic. Approximately 15.25 in length by 8.5 in depth by 5.25 in height. For use with LG Electronics model Refer to your manual to ensure ordering the correct, compatible part. From the Manufacturer LG Refrigerator Door Shelf/Bin. White plastic. Approximately 15.25 in length by 8.5 in depth by 5.25 in height. For use with LG Electronics model Refer to your manual to ensure ordering the correct, compatible part. LG Electronics part number Refrigerator Door Shelf/Bin White plastic Approximately 15.25 in length by 8.5 in depth by 5.25 in height For use with LG Electronics model Refer\n\n"}, {"role": "assistant", "content": "Price is $45.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nImprovedhand 1043 Super Humidifier Wick Filter Replacement for Aircare Bemis Essick Compatible with 821000 826000 826600 826800 826900 831000 EP9 EP9R EP9500 EP9700 Pack of 2\nCOMPATIBLE MODELS-- \u2460The 1043 wick humidifier filter perfectly fits for aircare, bemis, essick humidifier \u2461 compatible models 821001 and others. To make sure a pleasant buying, you\u2019d better check this 1043 humidifier filter in size, model & product number WORTH YOUR MONEY-- including 2 pc 1043 wick humidifier filters. size 11.7in * 11.0in * 4.0in.\n\n"}, {"role": "assistant", "content": "Price is $43.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRomalon Dryer Heating Element Coil kit Replacement Part\nDryer Heater Heating Element Coils. This part fits the following Part number Works with the following electric dryer models FIXES COMMON PROBLEMS Is your dryer no longer heating? If so, you may need to replace the part. Please Note This item replaces the inner coils of your dryer's heating element assembly. \u2605PART NUMBER Dryer heating element restring kit. COIL ONLY. \u2605APPLICATION Used on GE dryer restring of dryer heating element - the only one that has two elements. \u2605REPLACEMENT PART NUMBER heater element coil replaces \u2605PACKAGE INCLUDE 1 PC Dryer Element Coil.Note Before installing the product, please disconnect the power supply and wear work gloves to protect your hands. \u2605QUALITY GUARANTEED The replacement part is\n\n"}, {"role": "assistant", "content": "Price is $12.57"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n(NEW 1oz size) Uber Goop WHITE Dishwasher Rack Coating/Glue (bottle only)\nThis is our newest offering. The new 1oz size of Uber Goop. Now you get twice the Uber Goop, 100% more, but not twice the price. This is for folks who have bigger DW rack repairs to do or they just want to have a some left over in case. Tens and tens of thousands of people just like you have successfully used Uber Goop liquid PVC to coat their damaged dishwasher racks waterproofing them and preventing further deterioration. Plastic tine caps and Uber Goop also repair damaged rack tines and protect new racks. Vinyl tine caps have the added benefit of protecting dishes from rust stains and chipping. With proper prep, Uber\n\n"}, {"role": "assistant", "content": "Price is $20.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand 2 Pack Dishwasher Screw-in Leveling Leg Replacement Model Specific Not Universal\nPlease see Model Number fitment information at the bottom of this page before placing your order for this part. Alternate part numbers include and (2) Leveling legs | Keeps the dishwasher stable and level | Fits model specific dishwashers It is important to disconnect your appliance from the power and water supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Manufacturer Supplying Demand, Part Weight 1.13 ounces, Dimensions 2 x 1 x 1 inches,\n\n"}, {"role": "assistant", "content": "Price is $20.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCompatible Ice Maker for Kenmore Kenmore Frigidaire Kenmore Kenmore Refrigerator's\nPlease note This is a generic product and not an OEM product and is not covered under any OEM manufacturer's warranty. The OEM brand names and logos are the registered trademarks of their respective owners. Any use of the OEM brand name or model designation for this product is made solely for purposes of demonstrating compatibility. It has a 6 pin plug attached Wide, Curved Ends, Bottomless Designed to fit on the Freezer Door Compatible Ice Maker for Kenmore Kenmore Frigidaire Kenmore Kenmore Kenmore Kenmore Kenmore Kenmore Kenmore Frigidaire Frigidaire Kenmore Kenmore Kenmore Kenmore Frigidaire Frigidaire Kenmore Kenmore Kenmore\n\n"}, {"role": "assistant", "content": "Price is $89.56"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBroan VT7 Wall Control for Broan ERV and HRV Units from The Deco-Touch Series, White\nControls & Electrical Broan\u00ae VT7W Automatic/Manual Wall Control (0) 0.0 out of 5 stars. Write a review Questions & Answers Allows the user to choose either the manual modes or the automatic mode (dehumidistat) Model VT7W BUY NOW (0) 0.0 out of 5 stars. Write a review Questions & Answers Model VT7W BUY NOW 1 x 1 LCD display Digital display with blue backlighting width 0.30 weight 0.30 length 0.42 height 0.13 Filter Type Mesh, Dimensions 5.04 x 0.3 x 0.\n\n"}, {"role": "assistant", "content": "Price is $162.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nActivated Carbon Block Water Filter Cartridge by KX Industries USA by KX\nHIGH CAPACITY CHEMICAL, CHLOROFORM, CHLORINE TASTE & ODOR REDUCTION FILTER KX MATRIKX CTO PLUS (01- series) provides comprehensive control of chlorine, taste and odor. KX MATRIKX CTO PLUS filter offers 1 \u00b5m nominal filtration with extended life as a fine sediment and silt control filter, comprehensive removal of chlorine taste and odor and chemicals that contribute to taste and odor, and high VOC reduction capacity. The service life of KX MATRIKX CTO PLUS filters is greatly extended by a prefiltration medium. The KX MATRIKX CTO PLUS is ideal for use in residential and commercial\n\n"}, {"role": "assistant", "content": "Price is $46.37"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCIARRA Range Hood Carbon Filters, Replacement Charcoal Filters for Ductless Ventilation, Easy Installation, Set of 2\nUsed to remove smells and smoke caused by cooking. Cleaning up the air before recirculating back into the house. Replaceable filter captures and minimizes kitchen odors for cleaner air. Replace every 2-4 months or more frequently depending on use. The charcoal filters made from quality activated charcoal for better odor absorption and removal. Allows for range hood to be used as recirculating and ductless. Easy installation, no tools required. Install the carbon filter behind the grease filter. Twists and locks into place inside the range hood. Compatible with range hood models Attention the filters are NOT COMPATIBLE with Brand Name CIARRA, Model Info Weight 12\n\n"}, {"role": "assistant", "content": "Price is $25.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRCA Upright Freezer, 3.0 cu. ft, White, cf\nWhen you hear the name RCA immediately you think of cool temperatures. RCA, the leader in refrigerators and freezers is at it again with this loaded up, 3.0 Inch CU FT Upright Freezer. Complete with an Adjustable thermostat to keep your favorite foods nice and cool to the adjustable feet and reversible door, this Freezer has it all. The large 3.0 Inch Capacity and provided, full width shelves makes this compact upright freezer perfect for all your frozen food needs. Put in your pantry, dorm room or your office kitchen! Igloo, the leader in upright freezers. IDEAL CHOICE - It consumes less electricity than a light bulb, has a noise level\n\n"}, {"role": "assistant", "content": "Price is $209.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nStainless Steel Espresso Coffee Machine Handle 51MM Bottomless Filter Holder Bottomless Portafilter For Delonghi\nFeature Coffee Bottomless Handle For Delonghi machine Filter 51MM Stainless Steel Replacement Filter Basket Coffee AccessoriesHigh-quality wooden handle for effective coffee filtering.Professional extraction equipment can extract professional coffee.It can be arbitrarily disassembled as a replacement part of the coffee machine.Specification Color BrownMaterial Nature WoodSize As the pictureQuantity Size for manual measurement, there may be a 0 to 2 cm error, belongs to the normal phenomenon.And due to the difference between different monitors, the picture may not reflect the actual color of the item. Thank you!Package includes (Without retail x handle Coffee Bottomless Handle For Delonghi machine Filter 51MM Stainless Steel Replacement Filter Basket\n\n"}, {"role": "assistant", "content": "Price is $33.29"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCooksir Electric Cooktop 2 Burner, Plug in Electric Stove Top Stainless Steel 110V, Hot Surface Indicator, Overheat Protection, Ceramic Cooktop with 2 Knob Control, Portable Countertop 12 inch\nStainless Steel Electric Cooktop with Plug The 2 burners electric cooktop can work at and comes with a plug, so you don't need to worry about wiring to the home electric box, simply speaking, you can use it wherever there is an outlet. The body of this electric stove is made of stainless steel, which is much lighter in weight compared to the glass one. Portable Electric Stovetop 2 Burners 12 inch electric cooktop has two knobs with 7 adjustable power levels, which can control the temperature more accurately and\n\n"}, {"role": "assistant", "content": "Price is $149.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nYUEYE Countertop Ice Maker, 6~8 Minutes Quick Ice Cubes Ready, 26lbs per Day, Low-Noise, with Ice Scoop\nFAST ICE MAKING The ice maker takes only 6~8 minutes to maker 9 bullet-shaped ice cubes per serve. Fill 2L of water into the water tank, maximum ice capacity can reach 26 pounds in 24 hours. FAST ICE MAKING The ice maker takes only 6~8 minutes to maker 9 bullet-shaped ice cubes per serve. Fill 2L of water into the water tank, maximum ice capacity can reach 26 pounds in 24 hours. QUIET AND USER FRIENDLY When making ice cubes, the noise is lower than 40dB, similar to a working refrigerator. The\n\n"}, {"role": "assistant", "content": "Price is $119.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Replacement filter for Honeywell - Compatible with Honeywell Honeywell Enviracaire\nDon't settle for generics or pay crazy prices for expensive original parts. Buy a brand you can trust. Choose UpStart Appliance Parts and get the most trusted name in America for replacement parts. Please check your filter to make sure it matches the image and description before ordering. Humidifier Filter Dimensions 5 H x 4 1/4 ID x 6 1/2 OD x 1 Thick (approximately) This Product works in or replaces the following OEM model numbers Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell DH835 Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell Honeywell\n\n"}, {"role": "assistant", "content": "Price is $11.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Genuine OEM Thermal Fuse For LG Dryers,Silver\nProduct Description This high quality OEM LG Thermal Fuse is manufactured to exact specifications with durable materials and will fit a variety of LG Dryer models. Offering security and reliability that your LG Dryer will function correctly. This Thermal Fuse will cut power to the heating element when the dryer begins to overheat. This is done by the fuse blowing when a temperature is exceeded; the fuse cannot be reset and the dryer will not function with a blown fuse. The Thermal Fuse will need to be replaced after blown. Please be aware that Thermal Fuses can blow due to clogged dryer vents causing heat to build within the dryer. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Thermal Fuse LG fuse thermal fuse\n\n"}, {"role": "assistant", "content": "Price is $14.94"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Dacor Refrigerator Water Filter - Compatible with Dacor AFF3 Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Weight 300 Grams, Manufacturer Upstart Battery, model number Dacor Rank Tools & Home Improvement In-Refrigerator Water Filters 7581, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing\n\n"}, {"role": "assistant", "content": "Price is $10.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Dryer Door Catch for Whirlpool, Kenmore & Maytag Dryers. Compatible Dryer Door Catch for Part Number\n2-Pack UpStart Components Replacement Dryer Door Catch for Whirlpool, Kenmore & Maytag Dryers Please note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. Compatible Dryer Door Catch for Part Number UpStart Components Replacement Dryer Door Catch for Whirlpool, Kenmore & Maytag Dryers Female part door\n\n"}, {"role": "assistant", "content": "Price is $6.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Icemaker Assembly for Refrigerator\nProduct Description The GE is a genuine OEM Ice Maker Assembly for Refrigerators that includes the ice mold and the control device and functions to receive water from the water inlet valve and to hold in the ice mold until the water freezes solid, then automatically ejects the ice and refills to continue the process until the ice storage bin is full. The is an original GE Ice Maker Assembly that is manufactured to exact specifications with high quality materials. It is recommended that either the manufacturer of your appliance or the service manual for your appliance be referenced prior to selecting a part for replacment to insure that the correct part is purchased. From the Manufacturer GE Icemaker Assembly for Refrigerator. Works with the following General Electric models Genuine Replacement Part. The GE is a genuine\n\n"}, {"role": "assistant", "content": "Price is $250.33"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNostalgic Warehouse 727858 Victorian S Grip Entry Set, Backset - 2.375, Lifetime Brass\nThe Victorian exterior Handleset, with its distinct curvilinear embellishment, is unmistakably old world vogue. All Nostalgic Warehouse handlesets are mounted on a solid (not plated) forged brass base for durability and beauty. Solid forged Brass for fine detail Complete set for one door (both sides) Perfect for restoration and easy to install on modern pre-drilled doors Hand assembled in USA 5-Year warranty Brand Nostalgic Warehouse, Color Lifetime Style Victorian, Pieces 1, Exterior Finish Brass, Shape L Shaped, Special Feature Easy to Install, Included Components Exterior and interior trim deadbolt, deadbolt latch and kit, exterior and interior trim handles\n\n"}, {"role": "assistant", "content": "Price is $393.75"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBOHN 5709L 3-Wire Defrost Term Switch\nProduct Description 5709L, 3 WIRE DEFROST TERM SWITCH. Bohn Genuine OEM replacement part. For more than 50 years, Bohn has been a leader in products built for the supermarket, grocery store, restaurant and retail industries. Use genuine OEM parts for safety reliability and performance. From the Manufacturer 5709L, 3 WIRE DEFROST TERM SWITCH. Bohn Genuine OEM replacement part. For more than 50 years, Bohn has been a leader in products built for the supermarket, grocery store, restaurant and retail industries. Use genuine OEM parts for safety reliability and performance. Genuine OEM replacement part For more than 50 years, Bohn has been a leader in products built\n\n"}, {"role": "assistant", "content": "Price is $76.66"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEasy To Install Ge Dryer Timer Control Knob White For Ge Ge Dryer Knob Replacement Ge Part Ge Dryer Timer Knob\n\ud83d\udca1 Dryer Timer Knob - A high-quality exact equivalent for part numbers This knob accepts a D-shaped shaft. \ud83d\udd27 DIY Tips Included - Not sure how to replace the part? Helpful information can be found on the page below. Scroll down to get more repair tips. Acquire valuable skills during the DIY repair project. \ud83d\udca1 Compatibility With Major Brands - Timer knob assembly is compatible with General Electric and Hotpoint appliances. It fits hundreds of models and can be installed in a few minutes. \ud83d\udca1 Helps With The Following Issues - Dryer Knobs will help if your appliance doesn't start or its timer doesn't advance. Replace the damaged knob to\n\n"}, {"role": "assistant", "content": "Price is $6.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWaterSentinel WSL-3 Refrigerator Replacement Filter Fits LG LT700P Filters, White\nFrom the Manufacturer This premium WaterSentinel replacement refrigerator water filter contains a 0.5 micron coconut shell compressed carbon block which provides tremendous capacity to reduce impurities that may be present in your drinking water. The carbon block has millions of active sites on its surface and within the structure which can absorb impurities like a sponge, and can adsorb and hold other types of impurities on its surface like a magnet. Additionally, this filter can catalytically breakdown other impurities very similar to the way a catalytic converter works in your automobile. These processes ensure that you are getting the cleanest and best tasting water possible. WQA Gold Seal Certified to NSF Standard 42 to ensure compliance with industry\n\n"}, {"role": "assistant", "content": "Price is $19.63"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFELHOOD 2 Pack Light Lens Cover Replacement for Broan Vent Hood PM390,\nDescription Compatible light lens used for some Broan vent hood models. Directly Replaces Specifications Approx. 3.5 L x 2.5 W. Color Clear. Compatible with the following models Broan PME300 Broan PM390 Broan Broan Broan Vent Hood Light Lens For Broan Nutone Light Lens Cover,Broan Light Lens Cover Replace Part Number Fits Models PM390, Specification 3.5 L x 2.5 W Includes (2) Light Lens as pictured Brand Name FELHOOD, Model Info Weight 1.13 ounces, Dimensions 3.46 x 2.95 x 1.02 inches, model number Part Special Features Vent Hood\n\n"}, {"role": "assistant", "content": "Price is $10.98"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAO Smith Clean Water Single-Stage Fridge Filter - NSF Certified Carbon Block Filtration\nAdvanced Filtration - Reduces up to 99% of 77 harmful contaminants including lead, mercury, asbestos, pesticides, pharmaceuticals, chlorine, and more. Claryum filtration reduces harmful contaminants \u2013 those you can see, smell and taste, and those you can\u2019t \u2013 for optimally clean water. Filter lasts 200 gallons or 6 months. Easy Installation - Clean water right from your refrigerator/freezer whenever you need it. Full system NSF Certified to standards 42, 53, and 401 +P473. Includes system, one Claryum filter, and all parts necessary for installation. No plumber required. Limited 1-year warranty. Dimensions 12.68 x \n\n"}, {"role": "assistant", "content": "Price is $44.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCertified Appliance Accessories Braided Stainless Steel Washing Machine Hoses, 6ft\n3/4 FGH (Female Garden Hose) x 3/4 FGH fittings with stainless steel couplings & brass stems for secure connections Stainless steel outer braid resists punctures, crimping & kinking Clear vinyl surrounds flexible & durable PVC inner core tubing that's woven with polyester for added strength under pressure For use as hot or cold water supply lines to household washing machines Corrosion-resistant for long life Flexible, durable design protects against bursting & cracking UPC (Uniform Plumbing Code), NSF 61 (National Sanitation Foundation) & CSA B125 (Canadian Standards Association) certified ensures product safety Includes 2 hoses plus washers that resist weathering & aging Fits All Washing Machines, Can be\n\n"}, {"role": "assistant", "content": "Price is $20.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2 Pack Samsung HAF-CIN/EXP Refrigerator Water Filter (2 Items)\nSamsung water filters are tested and certified. Remove over 99 percent of numerous potentially harmful contaminants, using a high grade carbon block. Long lasting up to six months or 300 gallons. All Samsung water filters are tested and certified Eliminates harmful chemicals to provide safer drinking water. Material Plastic, Dimensions 9.1\\ D x 9.1\\ W x 9.1\\ H, Weight 0.56 Pounds, External Testing Certification NSF, Benefits Reduces Chlorine, Brand SAMSUNG, Part model number Is Discontinued No, Size 2 Count (Pack of 1), Quantity 2, Battery Cell Type Silver Oxide, Rank Tools & Home Improvement 1531,\n\n"}, {"role": "assistant", "content": "Price is $67.98"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Heating Element for Whirlpool Maytag Centennial Kenmore 70 80 Series Roper Amana 279838\nDryer heating element compatible with Kenmore whirlpool roper maytag bravos amana estate cabrio crosley admiral inglis kitchenaid magic chef jenn-air dryers and electric dryers. 279838 dryer heating element replaces part number includes. 1 x 279838 dryer heating element, 1 x thermal fuse, 1 x thermal fuse, 1 x high limit thermostat, 1 x x cycle thermostat. Compatible dryer models 279838 dryer heating element parts compatible with Kenmore 70 80 90 300 400 500 600 series model 110. for other brands etc. Pulluty 279838 dryer\n\n"}, {"role": "assistant", "content": "Price is $26.26"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nUpgraded Surface Burner Control Knob Replacement for GE Stove Knobs, Stainless Steel, Heavy Duty Metal, Replaces Part # (5 Pack)\n\u2764 PERFECT FIT - \u2460 Compatible with GE, Hotpoint, RCA range models \u2461 Replaces part # \u2764 PRODUCT SPECIFICATIONS - \u2460 Package includes 5 \u00d7 stove/ oven/ range control knobs. \u2461 Size 2.3 inches /5.6 cm in diameter, 1.3 inches /3.3 cm in height, D design 0.2 inch/ 0.50cm in interface (Please refer to the picture for details) \u2764 SUPER CRAFT - \u2460 Our cooktop knob replacement for GE is made of durable metal high-quality stainless steel, not easy to damage high-strength materials.\n\n"}, {"role": "assistant", "content": "Price is $25.74"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Electronics Dryer Lint Filter Assembly\nProduct Description LG Dryer Lint Filter Assembly. For use with the following LG Electronics models Refer to your manual to ensure ordering the correct, compatible part. From the Manufacturer LG Dryer Lint Filter Assembly. For use with the following LG Electronics models Refer to your manual to ensure ordering the correct, compatible part. This is an O.E.M. Authorized part Fits with various LG brand models Oem part # LG Electronics part number Dryer Lint Filter Assembly For use with the following LG Electronics models Refer to your manual to ensure ordering the correct, compatible part Manufacturer Geneva - LG parts - APA, Part Weight 2.4 ounces, Dimensions 12.5 x 11 x 1 inches, model number Is Discontinued No, Quantity\n\n"}, {"role": "assistant", "content": "Price is $22.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nTRUE 909450 Wire Shelf Kit for White\nProduct Description White Wire Shelf Kit For For over 65 years, True Refrigeration has been an industry leader in commercial refrigeration and has maintained high standards From the Manufacturer White Wire Shelf Kit For For over 65 years, True Refrigeration has been an industry leader in commercial refrigeration and has maintained high standards Genuine OEM replacement part For over 65 years, True Refrigeration has been an industry leader in commercial refrigeration and has maintained high standards Use genuine OEM parts for safety reliability and performance Country of Origin United States Brand Name True, Model Info Weight 1 Pounds, Dimensions 24\\ D x 24\\ W x 12\\ H, model number Is Discontinued No, Part Form Factor Wire, Color White, Shelf Type Wire, Rank\n\n"}, {"role": "assistant", "content": "Price is $75.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\ni Cafilas Reusable Coffee Pods Adapter Converter Holder for Espresso Original Line Capsule Compatible with Dolce Gusto Brewers\nEco-friendly tool to save money not only Environmentally friendly, but also saves so much money, for Dolce Gusto Brewers system with espresso capsules New Design Adapter Put original line pods in our reusable tool to Dolce Gusto Brewers, or Snew try but get Difference enjoy Easy Clean Dishwasher- Reserve the pods, remove the original line pod easily, safe stainless reusable coffee capsule tool can be easily cleaned with running water. DIY different taste support different taste from Original Line espresso Capsule 100% SATISFACTION GUARANTEE If you have problems concerning our capsule, please contact us, we will make full support Dimensions 4.02 x 2.\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nStoveGuard Stove Protectors for Whirlpool Gas Ranges | Custom Cut | Ultra Thin Easy Clean Stove Liner | Made in the USA | Model\nA few years back, we were looking for an effective but EASY way to keep our stove top free of grease and grime, while avoiding those toxic household cleaning chemicals. After trying several options, including those awful little squares that you have to cut yourself, we knew there had to be a better way. That\u2019s why we decided to research and create our own solution. Voil\u00e0\u2014StoveGuard was the solution to the problem! We knew we had the answer we were looking for and that would help millions of families who experience the same problem. Cleaning less meant having more time to do the things we enjoy. It\n\n"}, {"role": "assistant", "content": "Price is $59.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nElectric Stove Burner Cover, Set of 4, Functional and Decorative, Chef Menu Buffalo Check Plaid, Black,Red\nChef Menu Buffalo Check Plaid This set of tin burner covers will give your stove a clean seamless look and allow you more space to work. This item is sold in a set of 4. The set features 2 8 round covers and 2 - 10 round covers that are 1/2 deep. Hand wash. Just wipe clean with a soapy cloth. Optional bottle opener at a great value. Burner cover set designed for electric stovetops features an all-over pattern Chef Menu Buffalo Check Plaid Each set comes with 2-8 and 2-10 round burner covers made of tin. Covers help beautify your range\n\n"}, {"role": "assistant", "content": "Price is $12.88"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nClear Choice Refrigerator Water Filter, Samsung Filter Replacement, Cost Effective Alternative To Factory Original, Removes Water Impurities 6 Month Filter\nNSF/ANSI 42 System tested and certified by iapmo against nsf/ansi standard 42 for the reduction of chlorine taste and odor 6 gallon filter removes chlorine, odor, contaminants and particulate Compatible with Samsung refrigerators Replaces part numbers wf289, es1, hafcu1 and others (see complete list below) Made in the USA Manufacturer ClearChoice, Part Weight 0.68 Pounds, Dimensions 6.25 x 3.25 x 3.25 inches, model number Is Discontinued No, Size 1, Color White, Material Plastic, Quantity 1, Warranty Description 1 year manufacturer, Rank\n\n"}, {"role": "assistant", "content": "Price is $16.72"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Dryer LP Conversion Kit (Replaces 49576, Genuine Original Equipment Manufacturer (OEM) Part\nGenuine Original Equipment Manufacturer (Oem) Parts! This Liquid Propane (Lp) Conversion Kit (Part Number Is For Dryers. Dryer Lp Conversion Kit Converts A Natural Gas Dryer To Operate On Liquid Propane. A Qualified Technician Should Install This Lp Conversion Kit Because Of The Risk Of Explosion Or Fire If The Kit Is Installed Incorrectly. For Whirlpool, Maytag, Kenmore Elite, Kenmore, Kitchenaid, Amana, Crosley, Sears Canada, & Inglis. Is Discontinued No, Dimensions 6 x 4 x 6 inches; 1.59 Ounces, model number Available November\n\n"}, {"role": "assistant", "content": "Price is $29.39"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKismile 1.1 Cu.ft Compact Upright Freezer with Reversible Single Door,Removable Shelves Free Standing Mini Freezer with Adjustable Thermostat for Home/Kitchen/Office\nUpright Freezer Dimensions 1.1 cubic feet free standing upright freezer, Measures Freezer saving design.Great using for breast milk, meat, aquatic products, cold drinks, quick-freezing and other purposes.It could for Home,Dorms,Kitchen and Office. Thermostat control on the back Adjustable temperature control on the back of Freezer to select your desired being the warmest and \u201c7\u201d being the coldest. Initially set the temperature on \u201c4\u201d. Temperature can be controlled from -7.6\u2109 to 6.8\u2109\uff08- 14\u2103 to\n\n"}, {"role": "assistant", "content": "Price is $159.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nApw Wyott Burner Charrock Shield\nProduct Description SHIELD, BURNER, CHARROCK. Apw Wyott Genuine OEM replacement part. Our world class manufacturing facilities, innovation and optimized supply chain management insure the highest quality. Use genuine OEM parts for safety reliability and performance. From the Manufacturer SHIELD, BURNER, CHARROCK. Apw Wyott Genuine OEM replacement part. Our world class manufacturing facilities, innovation and optimized supply chain management insure the highest quality. Use genuine OEM parts for safety reliability and performance. Country Of Origin United States Package length 5.0 Package Width 12.0 Package Height 12.0 Brand Name APW Wyott, Model Info Weight 13.6 ounces, Dimensions 5 x 12 x 12 inches, model\n\n"}, {"role": "assistant", "content": "Price is $164.68"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Condenser Fan Motor, Fit for LG Refrigerators 73132 73133 Replaces DC 12V 4-Pin Fan Motor\nRefrigerator Condenser Fan Motor, Fit for LG Refrigerators Replaces Part Number fit for 73132 73133 73139 74142 74145 74147 74149 The Condenser Fan Motor has electrical specifications of DC 12V and 1A and has a 4 pin connector Replacement LG Refrigerator Condenser Fan Motor turns the condenser fan blade to move air across the condenser coil Refrigerator Condenser Fan Motor, Fit for LG Refrigerators 73132 73133 Replaces DC 12V 4-Pin fan motor The refrigerator fan motor fit for 73132 \n\n"}, {"role": "assistant", "content": "Price is $30.85"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKitchen Basics 101 4 Pack Chrome Square Gas Range Pan Directly Replaces and many others\nOutside diameter 7.75 x 7.75 inches Inside diameter 4.375 inches Fits most Hotpoint, Kenmore, RCA, Whirlpool and Tappan ranges with large, square gas pans, please note dimensions listed above Made in the USA, using eco-friendly plating techniques Color Chrome Brand KITCHEN BASICS 101, Compatible Devices Gas, Care Instructions Hand Wash Only, Has Nonstick Coating No, Is Dishwasher Safe No, Manufacturer Kitchen Basics 101, model number Rank, Available March 16, 2020, Capacity 3.75 Quarts, Weight 12.4 Ounces, Of Pieces 4\n\n"}, {"role": "assistant", "content": "Price is $13.81"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Support Rack\nProduct Description This is a genuine replacement part. The model number and name for the following item is Frigidaire Support Rack. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Frigidaire Support Rack Manufacturer model # Genuine Replacement Part Frigidair item Manufacturer model # Genuine Replacement Part Whirlpool item Brand Name Frigidaire, Model Info Weight 0.8 ounces, Dimensions 1.5 x 2.5 x 3.5 inches, Country of Origin China, model number Is Discontinued No, Part Rank Tools & Home Improvement Parts & Accessories 27935, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U\n\n"}, {"role": "assistant", "content": "Price is $12.68"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Clothes Dryer Door Hinge Assembly Replacement\nAlternate part numbers include and Supports the door on the front panel allowing it to pivot open and closed smoothly | Hinges may warp or become damaged over time and cause the door not to close correctly | Fits model specific dryers It is important to disconnect your appliance from the power and gas supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Brand Name Supplying Demand, Model Info Weight 1.8 ounces, Dimensions 2.5 x 2 x 1 inches, model number Part Color Silver\n\n"}, {"role": "assistant", "content": "Price is $13.69"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSilicone Kitchen Stove Counter Gap Cover 2 Pack by RilexAwhile\nProduct Describtion The stove gap covers keep food crumbs from spilling into the narrow and hard to reach gap between the counter and the stove. They are easily laid on the gap, stay firm between the counter and stove, and do not slide or skid. Unlike metal ones, The silicone covers do not scratch stove or kitchen counter. An innovative solution to an all-time problem! Perfect Design Unlike other products in the market, the Capparis-designed anti-static non-tacky top surface is matte black (not shiny). It is fingerprint and smudge resistant and does not collect dust which helps in keeping the cover clean and stain free. The back side is shiny non-slip (tacky) which keep\n\n"}, {"role": "assistant", "content": "Price is $10.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Silverware Basket, White\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Silverware Basket. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Silverware Basket Whirlpool (WHIRA) Genuine Replacement Part Replacement-dishwasher-baskets Manufacturer Whirlpool, Part Weight 1 pounds, Dimensions 20.87 x 10.5 x 4.25 inches, model number Is Discontinued No, Color white, Material ABS, Quantity 1, Warranty Description Whirlpool offers a one year part replacement warranty from date of installation of the part (excludes freight and processing fees), Rank Tools & Home Improvement\n\n"}, {"role": "assistant", "content": "Price is $37.57"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n3PCS Customizable Stove Protectors for Gas Range, Burner cover Top Cover, Covers, Easy Clean Non-Stick Reusable Guard, Heat Resistant Range Black,\nAre you still worried about not finding the right Washable Stove Protector? Burner covers for gas stove can be customized according to the size of your cooktop. The precut inner ring is easy to cut and customize, and the extra thick material ensures safety in use. The block design is easy to clean and use. Features 1.Gas burner covers for stove top is made of teflon coating and glass fiber fabric material, heat resistance up to 600\u00b0, will not burn and melt. piece design makes the packaging more reasonable, and will not cause scratches like Other wholepiece lids on the market is folded\n\n"}, {"role": "assistant", "content": "Price is $15.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupco DE526 Dryer Lint Screen Replaces\nDryer Lint Screen Replacement Part This dryer lint screen is a direct replacement for Whirlpool brand dryers. This high-quality part, Model No. DE526 is designed to meet or exceed OEM specifications. Supco parts are built to last and popular among repair technicians and DIYers. Product Features Part No. DE526; Replaces 8211, 8219, White plastic frame with fine mesh metal screen About Supco Founded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co.,Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader\n\n"}, {"role": "assistant", "content": "Price is $31.30"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNexus Products - Egg Holder for Refrigerator - Transparent Egg Storage Container for Refrigerator for 36 Eggs - Practical Egg Storage Box in - Egg Container & Egg Tray\n\u2705 HIGHEST QUALITY - Our refrigerator organizer is made with high-quality material PET. The durable refrigerator egg storage bin is equipped with 18 slots to protect each egg, clear material for easy visibility of tray contents. The perfect space saver! \u2705 STURDY AND DURABLE - Our fridge organizing drawers keep your eggs organized and prevent them from breaking. The lid is strong enough to stack other things on top so that you can save more space in your fridge. Dimensions 11.6 L x 9.25 W x 5.24 H \u2705 ADDITIONAL SUPPLIES - Our egg holder organizer\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nnewlifeapp Dryer Thermal Fuse Replacement for Inglis, Admiral, Whirlpool, Sears, Kenmore.\nDryer Thermal Fuse. The thermal fuse shuts off the heating element when the dryer overheats This part works with the following brands Whirlpool, Roper, Admiral, Maytag, Hardwick, Jenn-Air, Estate, Magic Chef, Crosley, Inglis, Norge, Modern Maid, Amana, Kenmore, KitchenAid, Caloric & Ikea. Replaces Old Numbers Dryer Thermal Fuse. The thermal fuse shuts off the heating element when the dryer overheats This part works with the following brands Whirlpool, Roper, Admiral, Maytag, Hardwick, Jenn-Air, Estate, Magic Chef, Crosley, Inglis\n\n"}, {"role": "assistant", "content": "Price is $6.25"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Drain Hose - 6.6Ft Universal Washing Machine Drain Hose - Corrugated and Flexible Dishwasher Hose Drain Replacement with Clamp\nUniversal Dishwasher Drain Hose - 6.6Ft Washing Machine Drain Hose - Corrugated and Flexible Dishwasher Hose Drain Replacement with Clamp Feature of the Washer Machine Drain Hose Universal Fit prepacked to fit 3 different relief nozzle sizes on both dishwasher end and sink end, fit most washing machine. Corrugated design Prevents the hose from kinking, pinching, blocking, and leaking. Durable and flesible industrial-grade polypropylene material,this drain hose can be used for a long time Easy installation 2 easy-to-attach steel clamps is included, only takes a few minutes to tight them to your dishwasher.\n\n"}, {"role": "assistant", "content": "Price is $13.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Electronics Tilt Basket End Cap, White\nProduct Description LG Tilt Basket End Cap. White plastic. Refer to your manual to ensure ordering the correct, compatible part. From the Manufacturer LG Tilt Basket End Cap. White plastic. Refer to your manual to ensure ordering the correct, compatible part. LG Electronics part number Tilt Basket End Cap White plastic Refer to your manual to ensure ordering the correct, compatible part Brand LG, Material Plastic, Dimensions LxWxH 4 x 3.75 x 3 inches, Style Modern, Weight 0.01 Ounces, Closure Type Twist On, Manufacturer Geneva - LG parts - APA, Part Dimensions 4 x 3.75 x 3 inches, model number Is Discontinued No, Quantity 1, Rank Tools\n\n"}, {"role": "assistant", "content": "Price is $8.44"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Refrigerator LED Light and Flat Lens Cover Assembly (Replaces Genuine Original Equipment Manufacturer (OEM) Part\nGenuine Original Equipment Manufacturer (Oem) Parts! This Led Light And Cover Assembly (Part Number Is For Refrigerators. Led Light And Cover Assembly Illuminates The Interior Of The Refrigerator Compartment. The Assembly May Include Multiple Parts; Refer To Your Parts Diagram For A Complete List Of Parts Included. Unplug The Refrigerator Before Installing This Part. Wear Work Gloves To Protect Your Hands. For Whirlpool, Kenmore, Maytag, & Kitchenaid. This part is compatible with models including; This Is A Manufacturer Substitution. Part May Differ In Appearance But Is A Functional Equivalent To Prior Parts Including;\n\n"}, {"role": "assistant", "content": "Price is $184.93"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n3-Pack Replacement for for Whirlpool Refrigerator Water Filter - Compatible with with Whirlpool Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Denali Pure, Rank Tools & Home Improvement In-Refrigerator Water Filters 2083, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $28.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Shock Absorber Replacement for LG Washers - 3 Pack - 1 Year Warranty\n\u2705 Exact fit for LG front load washers. \u2705 Part Number \u2705 Compatible Models \u2705 Package Includes 3 shock absorbers and 6 mounting pins \ud83d\udd01 1 Year Replacement Warranty with EZA Trading Assurance \u2705 Fixes this issues If your washer is running erratically is running noisy or is running shaky shock absorber replacement could solve washer's problem. \u2705 Plug and play. It does not require modification or adapter needed. \ud83d\udea9 For your safety turn off the electrical connections of your device before starting work get away from the surrounding electricity and water connections work with a dry hand. Take a clear picture of around the part your are willing to replace for e\n\n"}, {"role": "assistant", "content": "Price is $34.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAnti Vibration Pads with Tank Tread Grip, 4 Pads + Level - Washer & Dryer Pedestals Fit All Machines - Noise Dampening, Protects Laundry Room Floor - Anti Vibrasion Pads for Washing Machine\n\u2714 TANK TREAD GRIP PATTERN \u2026 Keep your machine glued to the floor with Eleon's unique grip pattern modeled after tank treads. Built to hold in place during the shakiest of loads. \u2714 INCLUDED LEVEL STOPS WALKING \u2026 The only way to ensure washers & dryers won\u2019t \u201cwalk\u201d across the floor is to adjust the level. We include a bubble level to easily perfect it yourself! \u2714 RESTORE PEACE & QUIET \u2026 Dampen loud washing machines with Eleon's rubber anti vibration pads.\n\n"}, {"role": "assistant", "content": "Price is $24.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nScotsman Grill Frame for CU30\nProduct Description Grill Frame for CU30, Scotsman Ice Machines, a Warburg-Pincus brand, have a history of consistent innovation in ice maker parts and manufacturing From the Manufacturer Grill Frame for CU30, Scotsman Ice Machines, a Warburg-Pincus brand, have a history of consistent innovation in ice maker parts and manufacturing Genuine OEM replacement part Scotsman Ice Machines, a Warburg-Pincus brand, have a history of consistent innovation in ice maker parts and manufacturing Use genuine OEM parts for safety reliability and performance Brand Name Scotsman, Model Info Weight 0.9 Pounds, Dimensions 36 x 8 x 8 inches, model number Part Rank Tools & Home Improvement Freezer Parts & Accessories 1343, Available July \n\n"}, {"role": "assistant", "content": "Price is $70.19"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Selector Knob\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Selector Knob. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Selector Knob Whirlpool (WHIRA) Genuine Replacement Part Appliance-replacement-parts Brand Whirlpool, Color White, Included Components 1, Unit Count 1.0 Count, s 1, Manufacturer Whirlpool, Part Weight 0.353 ounces, Dimensions 1 x 1 x 1 inches, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Range Replacement Knobs 1428, Available August 2, 200\n\n"}, {"role": "assistant", "content": "Price is $40.38"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nORIA Mini Digital Hygrometer Thermometer, 4 LCD Indoor Humidity Monitor Temperature Humidity Gauge Meter with \u2103/\u2109 Switch, Time/Date Display, Alarm Function for Home, Greenhouse, Cellar, Closet\n4'' LCD Screen & Multi-function Display The mini temperature humidity meter adopts a 4'' LCD screen with high clarity and a wide viewing angle, supports temperature display (\u00b0C/\u00b0F switchable), humidity display, time switchable) and 3 levels of comfort icons display on the same screen, integrating multiple functions in one, which is ideal for home and office. Time Setting & Alarm Function The thermometer humidity monitor has a date/time display and a daily alarm function, short press mode to switch between the current time and the alarm, long press to enter the\n\n"}, {"role": "assistant", "content": "Price is $13.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDuke 153801 Oven Door Catch Roller\nProduct Description The Duke 153801 Oven Door Catch Roller is a genuine OEM (original equipment manufacturer) replacement part. Duke Manufacturing develops solutions for the commercial foodservice industry, including shelving, kick plates and other accessories. Approved by original equipment manufacturer (OEM) and intended only for designed and specified use. From the Manufacturer Oven Door Catch Roller, Duke Manufacturing develops solutions for the commercial foodservice industry, including shelving, kickplates and other accessories Genuine OEM replacement part Duke Manufacturing develops solutions for the commercial foodservice industry, including shelving, kick plates and other accessories Genuine OEM parts provide safety, reliability, and optimal performance Approved by original equipment manufacturer (OEM) Intended only for designed and specified use Manufacturer Duke, Part Weight 0.\n\n"}, {"role": "assistant", "content": "Price is $56.51"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nMCBON Range Hood Charcoal Filter, Charcoal Filter for Range Hood, for Ventless/Ductless Range Hood Insert, Easy Tool-free Installation, for MCBON IE71, TE77,\n\u2705MATERIAL Made from quality activated charcoal for better odor absorption and removal.Allows for range hood insert to be used as recirculating and non-ducted. \u2705FUNCTION Powerful suction, Keep kitchen air fresh.Used to remove smells and smoke caused by cooking. \u2705DIMENSIONS Diameter 7.88 inch, For use with the following model numbers MCBON \u2705EASY-TO-INSTALL Easy tool-free installation, Locate the motor right & align the filter, Twist & lock the filter into place. \u2705SUGGESTION Replace every 3 months frequently depending on\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n64X56 UV Light by LSE Lighting for Lennox\nBrand LSE Lighting - EPA Est. No. Length 16, Base Type 4pin (with retaining ring for mounting) Bulb Type T6 Style Quartz Glass - Bulb Type UV Tube Light This UV replacement lamp by (LSE Lighting) is 100% compatible for use with Lennox All lamps listed are compatible brand (LSE Lighting) UV products. We do not sell Lennox brand lamps. All Lennox brand names, trademarks and logos are property of Lennox. Brand LSE Lighting, Bulb Shape Size T6, Unit Count 1.0 Count, s 1, Shape Tubular(T), Material Glass, Connectivity Technology Normal bulb, Controller Type Ring, Color Rendering Index 51, Manufacturer\n\n"}, {"role": "assistant", "content": "Price is $52.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHome Revolution Reusable Stainless Steel Cone Coffee Filter, Fits Chemex 6, 8, & 10 Cup Coffee Makers, Hario V60 Drippers, & Bodum 8 Cup Brewer\nHome Revolution Brand provides High-Quality Reusable Coffee Filters for your Chemex, Bodum, and Hario Coffee Makers. Made to Fit the following models Chemex 6, 8, and 10 Cup Coffee Makers, Hario V60 02 and 03 Coffee Drippers, Bodum 8 Cup Pour Over Drip Coffee Brewer. Compare to FS-100 filters.This is not an OEM product and is not covered under any OEM warranty. The brand names and logos referenced here are the registered trademarks of their respective owners. Any use of these brand names\n\n"}, {"role": "assistant", "content": "Price is $20.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nScotsman Water Pump\nProduct Description The Scotsman Water Pump is a genuine OEM (original equipment manufacturer) replacement part. Scotsman Ice Machines have a history of consistent innovation in ice maker parts and manufacturing. Use genuine OEM parts for safety, reliability, and performance. Approved by original equipment manufacturer (OEM) and intended only for designed and specified use. From the Manufacturer WATER PUMP. Scotsman Genuine OEM replacement part. Scotsman Ice Machines, a Warburg-Pincus brand, have a history of consistent innovation in ice maker parts and manufacturing. Use genuine OEM parts for safety reliability and performance. Genuine OEM replacement part Scotsman Ice Machines have a history of consistent innovation in ice maker parts and manufacturing Genuine OEM provides safety, reliability, and optimal performance Approved by original equipment manufacturer (OEM\n\n"}, {"role": "assistant", "content": "Price is $396.06"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nMaxblue MWF NSF Certified Refrigerator Water Filter, Replacement for GE\u00ae MWF, MWFINT, Kenmore Smart Water, MWFP, MWFA, GWF, HDX FMG-1, 3 Filters\nMaxblue refrigerator water filter not only features prior filtration performance but also certified by authority NSF 42 and 372 for lead-free. GE is a registered trademark of General Electric Company. GE is used for reference purposes only. Brilliant filtration The filter can reduce a wide range of harmful substances in water including heavy metals, chlorine, odor, THM, VOCs, particles, cadmium, and all other major impurities, which has been tested by an independent third-party laboratory. Perfect fit Our professional research team make effort to produce perfect fit refrigerator filters with exquisite engineering design\n\n"}, {"role": "assistant", "content": "Price is $23.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKOBE Range Hoods Built-In/Insert Range Hood, 36, Stainless Steel\nKobe brillia built-in/insert range hood seamlessly fits with custom cabinetry wide without the need for a liner. High performance with 550 cfm internal blower and operates very quietly at 2.0 sone on quiet mode. This hood is equipped with mechanical push button, include both dishwasher-safe baffle filters and aluminum mesh filters, and LED lights. At 157 CFM, this unique feature allows the KOBE range hood to operate at a reduced sound level of 61 decibels (2.0 sone). Durable commercial grade stainless steel 550 CFM at maximum power mechanical push button with quiet mode, low, and high Bright 3W (X2) LED\n\n"}, {"role": "assistant", "content": "Price is $452.96"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNew Compatible Englander Auger Motor Replacement for Merkle Korff fits 25-PDV 25-PI 25-PAF\nFits Models ~ 25-PDV ~ ~ 25-PI ~ 25-PAF ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ SHP25 ~ ~ American Heritage ~ American Standard ~ US Part Numbers / / ~ 1 RPM, COUNTER CLOCKWISE Rotation (When Facing Shaft) ~ 120 V, 60 HZ, 1.03 Amps ~ 3/8\u201d Diameter x 1\u201d Length Shaft \u2013 Flat Edge of Shaft for Securing with Set Collar ~ Wire leads measure 20\u201d in length. ~ Gearbox Measures 2 \u00be\u201d Wide x 4 5/8\u201d High x\n\n"}, {"role": "assistant", "content": "Price is $89.09"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Drain Pump Replacement for Kenmore/Sears - Compatible with Washing Machine Water Pump\nUpStart Components Replacement Washer Drain Pump for Kenmore / Sears note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Washer Drain Pump for Kenmore / Sears Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm\n\n"}, {"role": "assistant", "content": "Price is $25.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nVermont Castings Pilot Assembly LP PSE NA175 Propane\nReplacement Pilot Assembly- LP PSE NA175 for Vermont Castings gas stoves. Includes Thermocouple (no interruptor), Thermopile, Electrode w/ wire, Orifice, Pilot Tube w/ fittings and Pilot Hood. Fits the following models Radiance RNV40 Gas B Vent Stove Stardance SNV30 Gas B Vent Stove Intrepid Direct Vent INDVR Direct Vent Stove Jefferson Direct Vent Gas Direct Vent Stove Oxford Direct Vent Gas Direct Vent Stove Pinnacle DV Rear Vent Direct Vent Stove Pinnacle PDV20 Direct Vent Stove Radiance RDV40 Gas Direct Vent through Stardance Direct Vent Gas Direct Vent Stove Stardance SDV30 Gas Direct Vent Stove Stard\n\n"}, {"role": "assistant", "content": "Price is $169.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n4-Pack Replacement HWF75 filter for, Sunbeam, Holmes - Compatible Sunbeam Holmes HC-14, Holmes HWF75, Sunbeam Holmes 3500\nDon't settle for generics or pay crazy prices for expensive original parts. Buy a brand you can trust. Choose UpStart Appliance Parts and get the most trusted name in America for replacement parts. Please check your filter to make sure it matches the image and description before ordering. Humidifier Filter HWF75 Dimensions 7 3/4 H x 7 1/2 ID x 9 1/2 OD x 1 (approximately) This Product works in or replaces the following OEM model numbers Bionaire Bionaire Bionaire W12 Bionaire W14 Bionaire W15 Holmes D\n\n"}, {"role": "assistant", "content": "Price is $40.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGas Range Burner Knob for Frigidaire Tappen\nExact Replacement Burner Knobs for Electrolux Part Number to fit specific Electrolux manufactured range oven models including Crosley, Frigidaire, Gibson, Kelvinator. Description White Plastic Knob with Black Lettering. White Plastic Knob with Black Lettering. D Shaped Shaft with Metal Insert. D Shaped Shaft with Metal Insert. Off at 12 oclock. Lite at 2 oclock, Hi at 3 oclock, 6 through 2, Lo at 9 oclock. Off at 12 oclock. Lite at 2 oclock, Hi at 3 oclock, 6 through 2, Lo at 9 oclock. Replacement For Brand ERP, Style Kn\n\n"}, {"role": "assistant", "content": "Price is $16.27"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFarm Sunset Rooster Personalized Design Dishwasher Cover Magnetic Sticker Kitchen Decor Home Washers,Cabinets,Dryer Door Panel Decal 23 W x 26 H Inch\nIf the dishwasher cover doesn't stick use strong glue or double sided tape.The colors may be showing slightly different on your computer monitor since monitors are not calibrated same.Service If you have any question about the products, please feel free to contact us,we will deal with the issue immediately and carefully until you are satisfied. Decal Size Dishwasher cover magnetic sticker size (58.5 x 66cm). It is very suitable for decorating most household dishwashers and chest freezer, and it can update your dishwasher immediately and effectively.Please make sure your dishwasher panel is magnetic. The kitchen dishwasher magnetic stickers can be attached directly to\n\n"}, {"role": "assistant", "content": "Price is $35.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAluminum Range Hood Filter - 6-5/8 X 11-5/8 X 3/8 Pull Tab, Center - Long Side\nAluminum Range Hood Filter - 6-5/8 X 11-5/8 X 3/8 Pull Tab, Center - Long Side PART CROSS REFERENCE Whirlpool Broan Broan Attributes Contains an aluminum foil pad between two pieces of expanded aluminum. Usage This washable aluminum filter is used in ducted and ductless range hoods and microwave ovens to remove grease from the air. Maintenance We recommend that the filter be washed as often as required to prevent grease build up and a resultant decrease in air flow. Soak in a solution of hot water and degreaser for 10-20 minutes. Ag\n\n"}, {"role": "assistant", "content": "Price is $11.79"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHUISEFOR 4 Packs Refrigerator Microwave Handle Covers, Autumn Maple Leaves Design Anti-Skid Scratchproof Protective Covers for Fridge Oven Keep Off Liquid Oil Stain Food Spot\nPACKAGE INCLUDED Appliances handle cover Set of 4, 1 pair of fridge handle covers with 1 pair of microwave handle cover. They can also be used as handles for other kitchen utensils such as ovens, cabinets, dishwashers, etc. PERFECT FITTING inch fridge handle cover and inch microwave handle cover. The Material is stretchy on the width. The covers are designed with hook&loop, which is firm and not easy to fall off, and it is durable. KEEP HANDLE CLEAN These cover is designed to keep kitchen appliances handle off from stain, dirty kid hands, water drops and fingerprints,\n\n"}, {"role": "assistant", "content": "Price is $16.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSamsung Assy Cover Evap-Ref\nThis is an authorized aftermarket product. Fits with various Samsung brand models. It has a oem part # This is an O.E.M. Authorized part This fresh food evaporator cover part number is for refrigerators. Fresh food evaporator cover covers the evaporator at the back of the refrigerator's fresh food compartment. Safely store any food that could deteriorate while the power is off and unplug the refrigerator before installing this part. Wear work gloves to protect your hands. Brand Name SAMSUNG, Model Info Weight 5.82 pounds, Dimensions 18 x 30 x 7 inches, Country of Origin USA, model number Is Discontinued No, Part Included Components Appliance-replacement-parts, Rank Tools & Home Improvement Parts & Accessories 407\n\n"}, {"role": "assistant", "content": "Price is $266.62"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Lint Filter Replacement for Kenmore/Sears - Compatible with Lint Screen Assembly\nUpStart Components Replacement Dryer Lint Filter for Kenmore / Sears note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Dryer Lint Filter for Kenmore / Sears Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check\n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Water Inlet Valve by PANDEELS - Compatible with Kenmroe, KitchneAid, Whrilpool - Replaces\nDISHWASHER VALVE FUNCTION - Dishwasher Water Inlet Valve supplies water to the dishwasher. If your machine was not washing efficiently, it did not have enough water to dissolve the soap pod or Inlet valve intermittently allowing slow flow of water into dishwasher, please check if your robertshaw water inlet valve solinoid not kicking on, or fowled inlet valve PACKAGE INCLUDED - Includes 1 x Dishwasher Water Inlet Valve. Specification 120V, 6/5W WIDELY COM-PATIBlE - Dishwasher Water Inlet Valve fit for most top name brands dishwasher Kenmroe, Whril\n\n"}, {"role": "assistant", "content": "Price is $16.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Refrigerator Defrost Timer Replacement\nAlternate part numbers include and 12 Hour 25 minute | 120VAC | 60Hz | 10A | 1/3HP | Controls the defrost cycle including activating the heater | May not work properly if the defrost thermostat is defective | If still not cycling correctly once replaced, check the thermostat and heater located around the evaporator coil | Fits model specific refrigerators It is important to disconnect your appliance from the power supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Dimensions 2\n\n"}, {"role": "assistant", "content": "Price is $14.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCertified Appliance Accessories YFBFMM Y Connector for Steam Dryer\nFor years, licensed plumbers, electricians and appliance installers have relied on Certified Appliance Accessories for their power cords, hoses and connectors. Now you can too. Enjoy the convenience offered by this Y-Fitting from Certified Appliance Accessories. Use the Y-fitting only for non-potable water applications. This durable water splitter has been thoroughly tested and is backed by a 5-year limited warranty. Thank you for choosing Certified Appliance Accessories\u2014Your Appliance Connection Solution. WATER SUPPLY FOR STEAM DRYER \u2013 Steam dryers tap into the same water line as your washing machine. This Y connector splits the water supply between your washer and steam dryer. FIND YOUR FIT \u2013 This Y connector is \n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nOarencol Eifel Tower Paris Valentines Refrigerator Door Handle Covers Pink Red Hearts Love Set of 2 Kitchen Appliance Decor for Fridge Oven Dishwasher\nOARENCOL HANDLE COVER FEATURE 2 Piece 14 Width. The material is high quality polyester. It is soft and comfortable, it can firmly grasp the handle without slipping down. Easy to attach and remove. Our covers have a Velcro fastening for easier adjustment. It can meet your different use needs. Works In Any Kitchen Appliance, perfect for fridge, microwave, stove, oven, cabinet, dish washer handles on round or other shape. Wherever there\u2019s a handle that needs protection, we can cover for you. Double side use. The handle covers are reversible, you can peel the covers off any time\n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSwift Green Filters (1 Pack) LG Replacement Water Filter\nProduct Description Replacement filter for Estimated % Reduction Lead Reduction 95%, Cysts Reduction 95%, Turbidity Reduction 95%, Asbestos Reduction 95%, Atrazine Reduction 95%, Alachlor Reduction 95%, Lindane Reduction 95%, 2,4-D Reduction 95%, Mercury Reduction 95%, Toxaphene Reduction 95%, P-Dichlorobenzene Reduction 95%, Benzene Reduction 95%. Specifications Max. Operating Temperature Min. Operating Temperature Max. Working Pressure Min. Working Pressure Rated Capacity VOC 946.35 gallons, Rated Capacity CTO gallons, Flow Rate 1.9 gpm. Use Swift Green Refrigerator Filters to polish the taste of your water. Swift Green\n\n"}, {"role": "assistant", "content": "Price is $22.07"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGENUINE Frigidaire Heater Assembly for Dryer\nProduct Description Be sure to keep up on laundry when you install this replacement heating element assembly from Frigidaire. This appliance repair piece is compatible with a variety of dryer models. As a genuine Frigidaire replacement part, this motor will help your appliance run smoothly to get your clothes perfectly dry. From the Manufacturer Frigidaire Heater Assembly for Dryer. Heating Element Assembly. Part number Genuine replacement part. RECOMMENDED USE Replacement dryer heating element assembly GENUINE REPLACEMENT PART Made specifically to be compatible with Frigidaire top-load washing machines PART # COMPATIBILITY Ensure replacement part is compatible with your kitchen appliance before purchasing INSTALLATION Follow installation instructions to ensure proper fit and function of this appliance part Manufacturer Frig\n\n"}, {"role": "assistant", "content": "Price is $102.90"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHIFROM 4Pack Replacement Humidifier Wick Filter HWF100 Replacement Filter E Compatible with Holmes HM4600 HM6000 HM6005 HM7203 HM7204 HM7808 HM7305 Humidifier\nHIFROM Humidifier Wick Filter compatible with Replacement for Part # HWF100 BWF100 Compatible with Holmes HM630, HM729, Bionaire BCM645 Sunbeam SCM631 Features Wick filter type. Improves efficiency of the humidifier Honeycomb pad design, allows for maximum absorption of water for optimum moisture output. Capture impurities in water, such as mineral deposits. This humidifier filter effectively trap impurities, it allows a smooth, cool and invisible mist to permeate your home's air. Maintain healthy indoor air quality. Maintain a pleasant indoor air\n\n"}, {"role": "assistant", "content": "Price is $19.59"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nConntek 80311 RV/ Range/ Generator Straight Blade Flash Mount Receptacle NEMA 14-50R\nStraight Blade Flash Mount Receptacle, Body Nylon plus GF, Back and side wiring method. Rating 50-amp Cable Cord Length Configuration NEMA 14 - 50R.. 50a 50A Home/rv/range Manufacturer Conntek, Brand Conntek, Weight 5.6 ounces, Dimensions 4.1 x 3.2 x 0.9 inches, Country of Origin China, model number 80311, Is Discontinued No, Manufacturer Part 80311, Amperage 50 Amps, Voltage 250 Volts, Rank Tools & Home Improvement Range Replacement Plug Receptacles 119, Domestic Shipping\n\n"}, {"role": "assistant", "content": "Price is $10.55"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Genuine OEM Door Shelf Bin (White) for LGRefrigerators\nThis high quality Genuine OEM LG Door Shelf Bin attaches to the inside of the refrigerator door and typically holds jars and bottles. The White Door Shelf Bin has a clear front panel to promote visibility of shelf contents. Life's Good when choosing Genuine LG OEM Factory parts for your LG appliances. Please be aware that it is recommended to disconnect the appliance from all utilities prior to installation of the Door Shelf Bin. The LG Door Shelf Bin is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Replacement LG Refrigerator Door Shelf Bin in color of White LG Refrigerator Door Shelf Bin has approximate measurements of L 16 x W 8 x H 4 High quality LG OEM Refrigerator Door Shelf Bin is manufactured with\n\n"}, {"role": "assistant", "content": "Price is $62.67"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Pan Hanger Replacement for Frigidaire\nPlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. Please make sure to check your original part to confirm that you are buying the correct product. This Product works in or replaces the following model numbers Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Frigida\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nUpgrade Washplate Pulsator replacements, Reinforced with 304 Stainless Steel, Compatible with LG/Ken-more/Sears Washer,Replaces\nUpgraded Durable Version Turnegoo Washplate Pulsator replacement part are the improved design based on market research. Reinforced with 304 Stainless Steel. So that it can be installed more secure, durable sturdy and prolong the lifetime. Replace Part Number Washplate Pulsator are replaces for part number (Please contact us if you are not clear the models, and we are here to help you within 24 hours) Compatible with Washplate Pulsator replacement are perfectly compatible with most of LG/Ken-more/Sears models LG etc. Ken-more etc. ( PLEAES USE Ctrl + F to SEARCH your model number inside the Product Description)\n\n"}, {"role": "assistant", "content": "Price is $67.89"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFloat Switch Connector\nProduct Description Float Switch Connector, Hoshizaki is committed to developing original products that bring comfort and convenience to your life. From the Manufacturer Float Switch Connector, Hoshizaki is committed to developing original products that bring comfort and convenience to your life Genuine OEM replacement part Hoshizaki is committed to developing original products that bring comfort and convenience to your life Use genuine OEM parts for safety reliability and performance Package dimensions 6.0 L x 4.0 W x 4.0 H Brand Hoshizaki, Switch Type Float Switch, Dimensions LxWxH 6 x 4 x 4 inches, International Protection Rating IP00, Connectivity Protocol X-10, Unit Count 1.0 Count, s 1, Brand Name Hoshiz\n\n"}, {"role": "assistant", "content": "Price is $32.76"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAnsoon Dryer High-Limit Thermostat Replacement Part Compatible for LG Replaces\nreplace for replace for Part # Dryer High-Limit Thermostat This part fixes the following symptoms Dryer won't start, Dryer won't produce heat, Dryer takes longer to dry clothes, Dryer produces to little heat. Replaces Non original aftermarket part. Fits OEM Standards! Unplug the dryer before installing this part. Wear work gloves to protect your hands Brand Name Ansoon, Model Info Weight 0.634 ounces, Dimensions 3.54 x 2.2 x 1.38 inches, model number Is Discontinued No, Part Rank Tools & Home Improvement 39040, Dryer Replacement Parts 543, Available December 23, 2018\n\n"}, {"role": "assistant", "content": "Price is $7.79"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n10FT Universal Washing Machine Drain Hose Flexible Dishwasher Drain Hose Extension Kits Corrugated Washer Discharge Adapter and 4Hose Clamps, U-Bend Hose Sealing Ring\n\u270e Extended Drain Hose Kit The drain hose kit includes 10 feet (3 m) hose, extension adapter and four clamps U-Bend Hose Holder, One Sewer Sealing Ring. If your home washing machine drain and dehumidifier hose or dishwasher drain hose is not long enough, or you need to replace the drain, you can choose our drain hose. Our drains are suitable for most dishwasher/ Portable Washer/ Sink/ Dryer/ most front loading washing machines. \u270e Premium Material This Universal Drain Hose Extension Kit is durable, and the ultra-flexible drain hose is made of premium Environmental protection\n\n"}, {"role": "assistant", "content": "Price is $15.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Repair Kit Parts - Upgraded Repair Maintenance Kit Dryer Belt with Drum Roller Kit, 691366 Idler Pulley and 341241 Belt Compatible with Whirlpool Kenmore Amana Maytag Roper Dryer\nEnhanced Drying Performance - This dryer parts kit will bring a whole new drying experience to your dryer. This dryer parts made from premium-quality materials of strong plastic, rubber and stainless that prevent failure and cracking during installation and use, not easy to break. Besides, this dryer repair kit have undergone rigorous testing and validation to ensure durability and reliability, it is the ideal dryer replacement kit. Dryer Repair Kit is Easy to Install - This dryer parts kit offers a simple and convenient installation process. The dryer parts are highly compatible with the dryer's components, and you won\n\n"}, {"role": "assistant", "content": "Price is $18.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDish Rack Slide Track (Left Side) - Compatible Whirlpool KitchenAid Maytag Kenmore Dishwasher Parts - Replaces - Upgraded Pro Products - Durable Home Improvement Choice\nUpper Dishrack Track & Mount Assembly - An equivalent for parts Compatibility with major brands - Support Rails is compatible with Whirlpool, KitchenAid, Maytag, Kenmore, and Jenn-Air appliances. It has to be replaced if dishrack is wobbly or shaky. Quick DIY repair - Dishwasher Dishrack Track will help if your appliance rack doesn't move on the track and there is a door latch failure. Unplug the appliance before the repair process. Attentive support - If you are uncertain about whether the track fits your dishwasher, we will help you. We generally put forth\n\n"}, {"role": "assistant", "content": "Price is $67.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n3-Pack Replacement for Whirlpool Refrigerator Water Filter - Compatible with Whirlpool Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Denali Pure, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 6069, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $29.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n32 x 30 2.5 Heavy Duty Washer Machine Drain Pan, Galvanized Steel Drip Tray Catch\nLeak Proof Washer Machine Drain Pan. Galvanized Steel, brushed finish, heavy-duty, welded corners. 32 x 30 x 2.5 Compatible with many major front-loaded washing machine brands including Samsung, LG, Whirlpool, GE, Frigidaire, Maytag, and more Will outlast any plastic pan and looks better than any cheap generic drain pan Keeps your floors safe and your laundry room looking great, order today with Amazon Prime Fast Shipping! Will Not Fit Appliances larger than 31.75 x 29.75 Great for washers, air conditioning units, water heater, and furnaces etc. 32 inch x 30 inch x 2\n\n"}, {"role": "assistant", "content": "Price is $127.98"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nZLINE 36 Convertible Vent Island Mount Range Hood in Stainless Steel\nProduct Description ZLINE Range Hoods blend superior performance with elegant design. Rated at less than 60 decibels on the highest fan speed setting, ZLINE Range Hoods will let your dinner conversations continue as you maintain a clean kitchen environment \u2013 one of our customers\u2019 favorite features! 4 Fan Speed Settings let you choose the perfect air flow power for any cooking situation. LED Lighting beautifully illuminates your stove and adjacent counter-top areas. Countless variations in material & finish, size, and design let you find the perfect look for your kitchen From the Manufacturer Our most popular style of range hoods. Stunningly sleek brushed stainless steel. Built for years of trouble free use. Other specifications are GL2 36 Power \n\n"}, {"role": "assistant", "content": "Price is $899.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n5 Pieces Stainless Steel Electric Stove Burner Covers and Gold Trim Ceramic Spoon Rest White Spoon Holder Stovetop Spoon Holder for Kitchen Stove Coffee Bar Accessories (Red Cover)\nFeatures Warm gifts These burner covers and spoon holders look elegant, convenient to use. Also, they are the gorgeous gift for your loved ones on important occasions. Where to use These electric stove burner covers and white spoon rest are designed for daily household use or be applied on other occasions, such as birthday, housewarming, wedding, Thanksgiving, Christmas or other holidays. Specifications Material stainless steel, ceramic Color as shown in pictures Burner cover size approx. 8 inches and 10 inches Spoon rest size about 3.7 x 8.9 inches (L x W) Quantity 5 pieces Package includes 4\n\n"}, {"role": "assistant", "content": "Price is $22.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE ADAPTER Refrigerator Water Filter Adapter,Grey\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric ADAPTER Filter Adapter. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric ADAPTER Filter Adapter General Electric This Is A Genuine Replacement Part Appliance-Replacement-Parts Brand Name Ge Brand Name GE, Model Info ADAPTER, Weight 2.4 ounces, Dimensions 3 x 3 x 3.1 inches, Country of Origin USA, model number ADAPTER, Is Discontinued No, Part ADAPTER, Color Gray, Rank Tools & Home Improvement In-Refrigerator Water Filters 1420, Domestic Shipping Currently, item can be shipped only within the U.S. and\n\n"}, {"role": "assistant", "content": "Price is $18.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLXun Upgraded 2 Pack MP21YA 8 Electric Range Burner Element Unit Set, Electric Stove Burners Replacement for Kenmore & Maytag & Norge & Whirlpool, Fit MP22YA Range Stove Burner Top Surface Element\nProduct Highlights & Upgraded Material Stove Burner These are 2pcs MP21YA Stove Burners Element -8 2100 watt 230v 5 coils. Fit MP22YA electric stove burners replacement set are made from high temperature stainless alloys.durable to use, small temperature coefficient of resistance, low deformation at high temperature and not easy to embrittle. Fits OEM Standards and/or exceed OEM requirements by tested. Electric Range Stove Burners Elements For Whirlpool Compatibility These stove top burners element\n\n"}, {"role": "assistant", "content": "Price is $20.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Clothes Washer Water Inlet Valve Replacement 120V 60Hz\nAlternate part numbers include and 120V | 60Hz | (3) Coil hot and cold water valve | Connects the (2) water hoses to the washer, and controls the flow of hot and cold water into the machine | If your washer is not filling properly, it may be due to a clogged or damaged inlet valve| Fits model specific top load washers It is important to disconnect your washing machine from the power and water supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in\n\n"}, {"role": "assistant", "content": "Price is $35.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGrate Rubber Feet Kit Replacement for ge Stove, Wear Resistant Gas Stove Grate Rubber Feet, Rubber Grate Bumper Compatible with ge Range Parts, Cooktop Grate Foot 8 Pack\nHigh Quality Gas stove rubber grate bumper designed replacement for ge range burner grate. Made of high quality rubber, excellent process, rigorously tested by the manufacturer, wear resistant, ultra durable and longevity. The package includes 8 pack Grate Rubber Foot. Compatibility The ge stove top rubber stopper can replace ge part numbers etc. You can find out if range grate rubber feet fits your stove model in the seventh picture. Effect The stove grate rubber feet are worn or lost, replacing our foot pads can protect the stove, avoid the grate from scratching the stove, and also make the grate more stable\n\n"}, {"role": "assistant", "content": "Price is $8.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWanapure 30 Grid Egg Holder for Refrigerator Flip Egg Storage Container for Refrigerator Door Plastic Reusable Versatile Large Capacity Egg Organizer for Refrigerator\nSpecial Egg Storage Transparent material is used to easily and clearly see the number of eggs remaining, and grooves are designed to keep each egg in place without fear of bumping or rolling. The spring design of the top two layers of each layer can be automatically turned over, easy to take eggs, put in. Both sides of the timer can record the date of storage eggs can enjoy fresh eggs as soon as possible. Large Capacity Egg storage can store a total of 30 small grooves, a total of 30 eggs. Enough for a family. With this egg storage box, you can easily use it on your refrigerator door or shelf\n\n"}, {"role": "assistant", "content": "Price is $17.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Water Inlet Valve(GENUINE ORIGINAL),Compatible with Whirlpool,Kenmore Washing Machine - Replaces\nPRODUCT FUNCTION inlet valve has two threaded ports,which are connected to the hot and cold water hoses on the back of the washing machine.Each port is controlled by a solenoid valve, based on settings for the wash temperature and signals from the water-level switch,sends electric power to open and close the flow of hot and cold water. PREMIUM QUALITY Inlet Valve is made from durable high quality material, and well-tested by the manufacturer.Meet OEM Standards. COMPATIBLE WIDELY Original Washer Water Inlet Valve is compatible with Whirl-pool & Ken-more. Replacement model FIX THE FAULT The washing machine cannot be filled with water correctly, cannot\n\n"}, {"role": "assistant", "content": "Price is $23.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFETIONS Upgrade Dishwasher Top Rack Adjuster With Wheels Metal Dishwasher Rack Arm Clip Slide Rail Stop Clip 10 packs\n\u2605 Packing Includes Upgrade Dishwasher Rack Dishrack Adjuster Arm & Dishrack Adjuster & Arm & Dishwasher Dishrack Slide Rail \u2605 Replacement Parts \u2460 Upgraded Dishwasher Top Rack Adjuster Replaces Dishwasher Upper Dishrack Slide Rail Stop Clip Replaces Adjuster Positioner Replaces Adjuster Strap Replaces Replaces \u2605 Premium Quality Upgrade the dishwasher rack adjustment allows to move along the rail, or it can also be used on the left or right. The product is made of new polymer materials, which is stronger than other materials, durability and fatigue resistance, especially these interfaces, which can extend the service life and meet OEM standards.Especially these interface wheels to\n\n"}, {"role": "assistant", "content": "Price is $12.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHQRP Filter Kit compatible with Eureka SurfaceMax 300 / Surface Max 200 2977AV Upright Vacuum Cleaner, Parts HF-7 DCF-16 Replacement\nHQRP Filter Kit compatible with Eureka upright vacuums. Replacement for Eureka part numbers DCF-16 / 62736 / 62736A / and HF-7 / 61850 / with Eureka Upright Vacuums 2950 / 2960 / 2990 Series, SurfaceMax / For optimum performance it is recommended that you replace your vacuum filters every 6 months. Disclaimer This is not an Original Equipment Manufacturer (OEM) product, HQRP branded product is a replacement. All brand names and logos are registered trademarks of their respective owners. Any use of the\n\n"}, {"role": "assistant", "content": "Price is $7.91"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhole Parts Dishwasher Door Gasket Seal (White) Part # - Replacement & Compatible with Some GE Dishwashers - Non-OEM General Electric Appliance Parts & Accessories - 2 Yr Warranty\n\ud83d\udd27 Whole Parts Dishwasher Door Gasket Seal. This Part Replaces 2019, \u2714\ufe0f Compatible models are but not limited to and more! \ud83d\udcb2 MANUFACTURED AND TESTED to function as well as original OEM Branded Parts but at a better value than the a comparable original equipment manufacturer part \ud83d\udcaa QUALITY, DURABILITY, FUNCTION at a reasonable price for both the professional repairman and DIY repairs of home kitchen appliances. We offer a 2 year manufacturing warranty to ensure 100% customer satisfaction \ud83d\uded1 ENTER YOUR MO\n\n"}, {"role": "assistant", "content": "Price is $34.60"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Refrigerator Single Inlet Water Valve Replacement\nAlternate part numbers include and 120V | 60Hz | 35W | Fits model specific side-by-side refrigerators It is important to disconnect your appliance from the power and water supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Manufacturer Supplying Demand, Part Weight 9.8 ounces, Dimensions 2 x 2 x 5 inches, model number Voltage 120 Volts, Wattage 35 watts, Included Components Water Valve, Rank Tools & Home Improvement Parts & Accessories \n\n"}, {"role": "assistant", "content": "Price is $42.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n3-Pack Replacement for Frigidaire Refrigerator Water Filter - Compatible with Frigidaire WF1CB, WFCB Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for 1CB Filter Manufacturer Denali Pure, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 1513, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths\n\n"}, {"role": "assistant", "content": "Price is $17.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Amana Refrigerator Water Filter - Compatible with Amana Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Upstart Battery, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 5760, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $10.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCLOHOMIN Tie Dye Refrigerator Handle Covers, Colorful Kitchen Appliance Handle Covers Antiskid Protector Gloves for Fridge Oven Keep Off Fingerprints,Stain\n2-Pack Cute Refrigerator Door Handles Antiskid Protector Gloves Feature High quality material Comfortable touch Double side use It can keep the handle away from dirty, stains or oil, staying shinny for long time. Easy to adjust with velcro back Suitable for many kitchen utensils Great gifts for Christmas,Festival,Birthday,Thanksgiving Day,Mother's Day Various styles to choose from Washable and fits nicely on most fridge PACKAGE INCLUDED 1 pair of handle covers. Due to different brand of monitors, actual wall art colors may be slightly different from the product image. Customized Service Accepted\uff1aYou can customize your own\n\n"}, {"role": "assistant", "content": "Price is $11.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Water Inlet Valve Compatible with Whirlpool Amana Crosley Maytag Inglis Roper\uff0cWashing Machine Inlet Valve Replaces\nWater Inlet Valve The washer water inlet valve features balanced hot and cold water temperatures, water level control and water drainage. The assembly consists of several parts includes hot water valve, cold water valve and thermistor sensor for sensing water temperature, includes 10-pin harness adapter. (9.25 inches long) \ud83d\udca7Long time for your service water inlet valve made of durable, high quality material. This is a manufacturer's replacement, the part may differ in appearance, but is functionally equivalent to the previous part and is fully tested to ensure long term effective operation. \ud83d\udca7Model specific NOT universal. Washing Machine Inlet Valve replaces etc.\n\n"}, {"role": "assistant", "content": "Price is $25.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Refrigerator Rear Wall Temperature Sensor Replacement\nAlternate part numbers include and 1 Inch bulb | 9-1/2 Inches overall | Fits model specific side-by-side refrigerators | Located behind evaporator cover (rear wall) in the refrigerator compartment It is important to disconnect your appliance from the power supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Brand Name Supplying Demand, Model Info Weight 0.317 ounces, Dimensions 10 x 1 x 0.5 inches, model number Part Form Factor Side By Side, Color Yellow\n\n"}, {"role": "assistant", "content": "Price is $9.49"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Dishwasher Electronic Control Board Genuine Original Equipment Manufacturer (OEM) Part\nDishwasher Electronic Control Board (part number is a Genuine GE replacement part. For more than 100 years, GE Appliances has been a trusted brand, synonymous with quality and reliability. To continue earning your trust, our appliances and parts are engineered to precise specifications and subjected to rigorous testing. Behind every GE Appliances product is the work of thousands of dedicated Americans committed to excellence as well as a better future for our communities and our environment. This electronic control board (part number is for dishwashers Manages the functions of the dishwasher such as washing, draining and drying Unplug the dishwasher before installing this part; Wear work gloves to protect your hands Genuine GE replacement part Limited one-year warranty Manufacturer GE Appliances, Part Weight \n\n"}, {"role": "assistant", "content": "Price is $160.70"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHumidifier XL Decalcification Cartridge Filter \u2013 Compatible with Pure Enrichment's Ultrasonic Cool Mist Humidifier XL (Compatible Model PEHUMLRG)\nExtend the life of your Ultrasonic Cool Mist Humidifier XL (Model PEHUMLRG) with Pure Enrichment\u2019s Humidifier Decalcification Cartridge Filter. This easy-to-install filter reduces mineral buildup and the formation of white dust in your water tank. Reduces the release of white dust caused by minerals in tap water Easy to install and remove Designed for use with Pure Enrichment\u2019s MistAire XL Ultrasonic Cool Mist Humidifier (Model PEHUMLRG) For best results, replace filter every 2-3 months Reduces the release of white dust caused by minerals in tap water Easy\n\n"}, {"role": "assistant", "content": "Price is $11.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nfor Frigidaire Affinity Washer Latch Lock Lid Switch Assembly Door Parts Front Load Washing Machine Striker Replacement\nThe combo pack includes the most common to fail components to fix a washer door -- Front load washer door replacement parts -- 1) Door Latch Lock Switch -- 2) 2 Pcs Door Striker -- 3) 2 Pcs Door Striker Long lifespan -- Fit perfectly -- Sturdier materials -- Easy Installation -- We recommend watching the installation on video sites This is the best way to replace easily without so many headaches Wide Compatibility -- Front Load Washer Parts Door Latch Lock Lid Switch Assembly Strike Striker Replacement compatible with Frigidaire Affinity Washer Latch Lock compatible with Kenmore, Electrolux, White Westinghouse, Crosley, Gibson Washer\n\n"}, {"role": "assistant", "content": "Price is $29.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReusable K Cups Fit for Keurig 2.0 and 1.0 Coffee Maker - Stainless Steel K Cup Reusable - Universal Refillable K Cup Filter BPA FREE (2 PACK)\nReusable k cups for keurig compatible with Keurig 2.0 Coffee Brewers and Keurig 1.0 Model Brewers. Fit for K200, K300, Fit for keurig reusable K-Cup brew sizes.Important Note Does Not work on Keurig Mini, Keurig K Supreme,K Supreme Plus,K-Duo and Cuisinart to 12oz. depending on your brewer model Full-Taste Stainless steel reusable k cups design, preserving the coffee natural oils and flavors entirely. Using plastics refillable K Cup brewing coffee, it produces Hazardous\n\n"}, {"role": "assistant", "content": "Price is $22.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n4-Pack Replacement for LG Refrigerator Water Filter - Compatible LG LT500P Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Compatible Filter for LG Refrigerator, Quantity 4 Compatible Replacement for LT500P Fridge Water Filter Cartridge NSF 42 certified refrigerator water filter by IAPMO and WQA Reduces impurities & substances without restricting the flow rate of the water. For the highest quality water replace the filter every\n\n"}, {"role": "assistant", "content": "Price is $47.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2-Pack White Dryer Door Handle Replacement for Whirlpool Dryer - Compatible with Dryer Handle - UpStart Components Brand\n2-Pack UpStart Components Replacement White Dryer Door Handle for Whirlpool DryerPlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement White Dryer Door Handle for Whirlpool Dryer. Quantity 2 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation.\n\n"}, {"role": "assistant", "content": "Price is $6.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCuisinart (12 Filters) Charcoal Water Filters in Cuisinart DCC-RWF Retail Box\nCuisinart (12 Filters) Charcoal Water Filters in Cuisinart DCC-RWF Retail Box Genuine Cuisinart charcoal water filters fit all Cuisinart water filter holders. Fit all Cuisinart coffee makers that have a water filter. No need to know model number. 6 DCC-RWF Cuisinart Retail Box packages 2 Filters Per retail box for a Total of Twelve (12) Filters Made in Germany Material Charcoal, Dimensions 6\\ D x 11\\ W x 2\\ H, Weight 0.36 Pounds, Duration 6, External Testing Certification NSF, Benefits Fit all Cuisin\n\n"}, {"role": "assistant", "content": "Price is $34.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nImpulse Heat Sealer 8 inch Impulse Bag Sealer Poly Bag Sealing Machine Heat Sealing Machine with Replacement Kit for Plastic Bags PE PP Bags\nInstantly use No warm up time needed, Lightweight Design 8 stalls temperature adjustme impulse manual hand bag sealer to meet any different materials bags. Important This machine can't cut any bags! Manual Impulse Sealer Built-in fuse for safe using, Easy to use and to clean,ideal for household, retail, produce, grocery Stores, and industrial sealing with a certain quality superiority. Easy operation Place the bag on the original seal, Keep the handle pressed down for 2-3.5 seconds to get seals optimal results. Energy Conservation Manual Impulse Sealer\uff0cNon-Toxic, Odorless, Durable, Reinforced\n\n"}, {"role": "assistant", "content": "Price is $22.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Stove / Oven / Range Bake Element\nFrigidaire Stove / Oven / Range Broil Element THIS FRIGIDAIRE BAKE ELEMENT IS DESIGNED TO FIT MANY FRIGIDAIRE AND KENMORE OVENS. THIS BAKE ELEMENT IS A BLACK TUBE THAT WINDS AROUND THE BOTTOM OF THE OVEN. WHEN YOUR OVEN IS WORKING CORRECTLY, THE BAKE ELEMENT GLOWS RED. ELECTRIC BAKE ELEMENTS Works with the following models Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Dimensions 20.47 x 15.59 x 1.1 inches, Weight 1.65 pounds, Manufacturer Frigidaire, model number Rank Tools & Home\n\n"}, {"role": "assistant", "content": "Price is $198.84"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Refrigerator Water Filter - Compatible with Maytag Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Upstart Battery, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 1524, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $13.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Repair Kit for Samsung Drum Roller\n\ud83d\udca1 Dryer Drum Roller - A high-quality exact equivalent for part numbers Dryer Roller is compatible with Samsung, Kenmore appliances. Dryer rollers fit hundreds of models and can be installed in a few minutes. Its diameter is approximately 3-1/4 inches. By replacing this part as needed, you can help to extend the life of your dryer and ensure that it continues to perform at its best. \ud83d\udd27 DIY eTips Included - Not sure how to replace the part? Helpful information can be found on the page below. Scroll down to get more repair tips. Acquire valuable skills during the DIY repair project. Drum Rollers will help if your appliance is noisy. Wear work gloves to protect your hands. When replacing the Drum Roller,\n\n"}, {"role": "assistant", "content": "Price is $17.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSamsung Water Filter For Refrigerators. Samsung Water Filter Replacement For Samsung Water Filter Compatible by BlueFall (1)\nVALUE Enjoy quality filtered water and savings with this Compatible Samsung Water Filter Replacement For Samsung Water Filter CLEAN QUALITY REFRIGERATOR WATER FILTER This compatible Samsung refrigerator water filter is an incredible alternative to the Samsung Water Filter This Bluefall Samsung refrigerator water filter reduces chlorine, taste, and odor to deliver pure clean and refreshing water to your fridge down to every last waterdrop. SIMPLE DESIGN No tools, no mess, easy to replace Samsung Water Filter compatible refrigerator water filter for model Samsung water filter in your Samsung refrigerator. CERTIFIED/TESTED Guaranteed certifications by Iapmo R/T to meet NSF/ANSI Standard 42. Every compatible Bluefall Samsung refrigerator water filter is tested and guaranteed to\n\n"}, {"role": "assistant", "content": "Price is $18.90"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n303836 Dryer Blower Wheel Replacement for Maytag DE409 Dryer - Compatible with 312913 Blower Wheel Assembly\nUpStart Components Replacement 303836 Dryer Blower Wheel for Maytag DE409 DryerPlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement 303836 Dryer Blower Wheel for Maytag DE409 Dryer Ultra durable, high quality material resists wear and tear over time. Easy at-home\n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nShineUs Switch Membrane with Metal Back Replacement for Whirlpool Range\nCompatible With compatible with Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper, and othersReplaces for metal back (see main picture 3) Notice With Metal Plate (see main picture 3) Replaces for Compatible with Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper, and others Easy to install\uff1aOnly a No. 2 Phillips screwdriver is required for screw removal and installation.Before replacing the new switch membrane,remove the clear lens for cleaning. Please confirm the model and compatible model before to buy Brand ShineUs, Material Metal\n\n"}, {"role": "assistant", "content": "Price is $89.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) 999520 Evaporator Motor. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) 999520 Evaporator Motor Whirlpool (WHIRA) Genuine Replacement Part Replacement-refrigerator-motors Manufacturer Whirlpool, Part Weight 13.6 ounces, Dimensions 4.9 x 4.2 x 5.6 inches, model number Is Discontinued No, Material Evaporator, Quantity 1, Rank Tools & Home Improvement Refrigerator Replacement Motors 679, Available August 27, 2008\n\n"}, {"role": "assistant", "content": "Price is $62.70"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAMI PARTS Oven Bake Element Bottom Heating Element Replacement\nPart Number AMI PARTS Oven Bake Element ottom Heating Element Replacement Replacement Number mayTag replace Bake Element Fit Model etc.If you don't see your number, please contact us Specifications element mayTtag oven element Size 23-5/8 wide x 15-3/8 long and has 3-3/8 inserts Possible Repair Solution For No heat when baking, little heat when baking, uneven heat when baking, element will not heat, element will not turn on, broken element, burnt element. Tips Please cut off the power before installation Manufacturer AMI PARTS, Part Weight 14.4 ounces, Dimensions 19 x 18.75 x 1 inches, model number Rank Tools & Home Improvement Oven Parts & Accessories\n\n"}, {"role": "assistant", "content": "Price is $26.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAMI PARTS SP22YA Electric Range Burner Element Unit Set Replacement for G-E Hot-point Ro-per Ken-more Range Stoves (1 x 8 & 3 x 6 )\n\ud83d\udd25 Part Number 1 * Electric Stove Range Surface Burner 8 2100W 240V & 3 * Stove Top Surface Burner Element 6 1250W 240V \ud83d\udd0e Replace Number Electric stove burners replace etc. If you are not sure if it is suitable, contact us and we will check for you \ud83d\ude0a Warm Tips The new burner element has a protective coating on it to protect the surface. On first use, the protective coating will evaporate with the high temperature and there may be a little smoke, this is normal as this is caused by\n\n"}, {"role": "assistant", "content": "Price is $37.88"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Air Filter, 2 Pack Pure Air Ultra II Refrigerator Air Filter Activated Carbon Filter with Carbon Technology Replacement for Frigidaire Pure Air Ultra 2 to Absorb Food Odors\nRefrigerator air filter compatible with Frigidaire refrigerators with Pure Air Ultra II filtration systems, clear the air and absorb food odors with carbon technology, keep your refrigerator fresh and odor-free Refrigerator air filter made of premium activated carbon, absorb odor efficiently, volatile organic compounds and remove impurity particle from your refrigerator, helps eliminate offensive food odors that plague your refrigerator Each carbon activated air filter lasts for up to six months, eliminates foul odors from your refrigerator, keeps refrigerators smelling fresh, absorbs undesirable smells with carbon technology, more effective than baking soda Recommend replace\n\n"}, {"role": "assistant", "content": "Price is $8.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Clip Drain Evaporator Refoem - Exact Fit for Samsung Refrigerator \u2013 Replaces (1pcs)\n\u2705 MODEL NUMBER Refrigerator Drain Tube Clip Evaporator Refoem. Replace part number \u2705 EASY TO INSTALL It is made exactly fit for Samsung. Fits Models - \u2705 PRODUCT SPECIFICATIONS Refrigerator Drain Tube Clip Evaporator is at the bottom of a defroster rail so this gets hot here and helps to defrost and prevent the drain tube from freezing.This entirely helps your refrigerator perform excellently with no water collect inside your refrigerator. \u2705 HIGH-QUALITY PART The replacement part is made from durable high quality material and well-tested by the manufacturer - Ensure long-lasting and effective performance. This part fixes the following symptoms Will not drain, frozen\n\n"}, {"role": "assistant", "content": "Price is $5.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSOUKOO Ice Maker, 44lbs Daily Ice Cube Makers,Stainless Steel Ice Makers Countertop,Tabletop Ice Maker Machine with a Scoop and a 3 Pound Storage Basket\u2026\nThe Ice Maker offers two ways to add water, freeing your hands without having to add water as often. This ice maker is smaller, but it makes a lot of ice, 44 pounds per day. Stainless steel body makes the machine more durable. It has the new R290 refrigerant, which makes ice making faster, 11-20 minutes per cycle. It's perfect for home/party/small ice cream parlor/convenience store. Large ice-making capacity Soukoo countertop ice maker can make 44lb ice cubes daily, making ice as fast as 11-\n\n"}, {"role": "assistant", "content": "Price is $209.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nTOYO PAPER #102 Coffee Filter 100PCS Cone Shaped Disposable Coffee Filter 1-4 Cups for Pour Over Coffee Drippers. Made in Japan\nJapan imported high quality coffee filters. These will fit V60 02 Dripper (Capacity 1-4 cups). Made of unbleached natural pulp. Contains 100pcs disposable filters. 100PCS IN A PACK - Contains 100 disposable unbleached filters. Each filter is for single time use. MADE IN JAPAN - Manufactured by a Japanese paper maker, TOYO PAPER. Made from unbleached natural pulp. CONE DESIGN - This premium disposable coffee filter fits leading brand V60 Size 02 pour over coffee drippers. It can effectively separate and remove crushed bitter grounds and sediment. Fine\n\n"}, {"role": "assistant", "content": "Price is $5.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Washer Suspension Rod Support Kit Genuine Original Equipment Manufacturer (OEM) Part\nGenuine Original Equipment Manufacturer (OEM) parts! This suspension rod support kit (part number is for washers. Suspension rod support kit contains supports for the suspension rods. The kit may include multiple parts; refer to your parts diagram for a complete list of parts included. Unplug the washer before installing this part. Wear work gloves to protect your hands. Unplug the washer before installing this part Suspension rod support kit contains supports for the suspension rods Genuine Original Equipment Manufacturer (OEM) part. Compatible Brands Whirlpool This suspension rod support kit (part number is for washers The kit may include multiple parts; refer to your parts diagram for a complete list of parts included Brand Name Whirlpool,\n\n"}, {"role": "assistant", "content": "Price is $6.65"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nElectric Cooktop 12 Inch, GASLAND Chef CH30BS 240V Ceramic Cooktop, Drop-in 2 Burner Coil-type Radiant Cooktop, 7 Power Levels, Mechanical Knob Control, Hot Warning, Hardwired\n\ud83c\udf81 Elegant High-quality Design Product size 11.4'' x 20.5'' x x 520mm x 52mm). Cut out size 10.6'' x x The high quality microcrystalline glasss surface and the durable bakelite knobs make its delicate appearance and long lasting durability. \ud83c\udf81 2 Powerful Cooking Zones This 12 inch electric cooktop is suitable for requires 32A breaker & 8 wiring gauge, featuring 2 different cooking zones with total power The 6.5 round\n\n"}, {"role": "assistant", "content": "Price is $199.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Drain Pump (OEM Parts) by Blutoget - Replacement for Frigi-daire Electrolux Washing Machine, Replaces YEAR WARRANTY\nDurable High quality ABS and Metal \u221a UPGRADE DRAIN PUMP Washer Drain Pump remove the dirty, used water out of the washing machine during the rinse cycle.The Fixed case and the pump motor are firmly attached to each other to prevent potential leakages. drain pump includes a red baffle firmly connected. It can prevent the back flow of drainage and support heavy Gasket Drainage Pump Replacement is made from a combination of high quality abs material, which is more resistant to wear and less prone to leakage than before. Upgraded packaging to ensure that the washer drain pump is not damaged during transport. \u221a GREAT VALUE PACK Includes 1 x\n\n"}, {"role": "assistant", "content": "Price is $35.77"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nICEPURE PRO Replacement for Whirlpool 9010, Everydrop Filter 5 water PACK\n\ud83d\udca7 NSF/ANSI 401 Certified by IAPMO reduces 99.47% of Phenytoin, 97.57% of Ibuprofen, 99.15% of Naproxen, 99.30% of Estrone, 99.49% of Bisphenol A, 99.39% of Nonylphenol. \ud83d\udca7 NSF/ANSI 53 Certified by IAPMO and NSF reduces 99.60% of Lead, 89.30% of Mercury. \ud83d\udca7NSF/ANSI 372 Certified by IAPMO and NSF for Lead-free materials. BPA-free and food-grade plastic. \ud83d\udca7\n\n"}, {"role": "assistant", "content": "Price is $39.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Dryer Timer, Size 1, Silver\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool Timer. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool Timer Manufacturer model # Genuine Replacement Part Whirlpool item Manufacturer Whirlpool, Part Weight 0.63 Pounds, Dimensions 4.18\\ D x 3.37\\ W x 3.12\\ H, model number Is Discontinued No, Size Size 1, Color Silver, Quantity 1, Rank Tools & Home Improvement Dryer Replacement Parts 1569, Available October 2, 2008, Brand Whirlpool, Human Interface Input Buttons\n\n"}, {"role": "assistant", "content": "Price is $110.40"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG LT800 LT800P Compatible Refrigerator Water and Ice Filter by Zuma Filters (Made in The USA) +Free Air Filters (4)\nDescription Compatible Models - LT800P - - - - - - - - - - - - - - - - - - - - - - - - - - EASY REPLACEMENT INSTALLATION ECONOMINCAL AND ECO FRIENDLY ALTERNATIVE REMOVES BAD TASTE, ODORS AND CHLORINE Choose the Eco Friendly Alternative for your water and ice filtration for your refrigerator. Zuma Filters only uses the highest Made in USA Compressed Coconut Carbon media for its line of Water Filters. This will assure the best possible filtration to reduce or eliminate bad taste and odor associated with tap water and provides the highest quality of water and\n\n"}, {"role": "assistant", "content": "Price is $84.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSGF-MSWF Rx Pharmaceutical Replacement water filter for GE MSWF, by Swift Green Filters\nThe GE MSWF, and most compatible best in class and technology replacement refrigerator water filter by Internationally Certified Swift Green Filter SGF-MSWF Rx.Swift Rx will deliver fresh, clean, and great tasting water and ice cubes. Designed with technology using recycled coconut shells that create an internal carbon filter with up to 50% more filtering pores. The result is safe and clean drinking water that has eliminated contaminants and impurities that may have been present. Industry certificated to meet NSF / ANSI 42 or 401 standard, Swift Green Rx using advance scientific purification process reduces chemicals, including pharmaceuticals, Volatile organic compounds (VOC), Chlorine Taste & Odor (CTO\n\n"}, {"role": "assistant", "content": "Price is $25.76"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nTier1 Refrigerator Water Filter 4-pk | Replacement for Maytag Whirlpool WSM-1, WF288, Fridge Filter\nReplacement Filter Models This water cartridge is a replacement for PuriClean, WF288, WSM-1, FMM-1, RB-M2, Filtration Media The coconut shell activated carbon filter blocks and protects against a broad range of impurities and contaminants. It removes and reduces chlorine taste and odor, rust, sediment and turbidity at a flow rate of 0.5 gpm. Tested & Certified Conforms to NSF/ANSI Standard 42 and 372 Certification. The Tier1 pure water filters have been tested for structural integrity, materials safety and system performance. Fresh Water & Service Life Tier1 replacement cartridges effectively remove tastes\n\n"}, {"role": "assistant", "content": "Price is $37.29"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAMI PARTS AIR1 Fresh Flow Air Filter & Produce Preserver Replacement Compatible with Refrigerator (Pack of 2 Each)\nRefrigerator Fresh Flow Produce Preserver The produce preserver absorbs ethylene allowing the ripening process of many produce items to slow down. As a result, certain produce items will stay fresh longer that are kept in your crisper drawer. It extends freshness of produce up to 25%. Replace pouches and status indicator every six months for optimal freshness Replaces Parts# refrigerator fresh flow produce preserver replaces etc refrigerator freshflow air filter replaces AIR 1, AIR1, etc \u25baSuitable for most top brands A-mana, Jenn-Air, Ken-more, Kitchen-Aid, May-tag, Whirlpool etc Tiered High Efficiency Filtration Refrigerator\n\n"}, {"role": "assistant", "content": "Price is $17.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAmerican Range A17005 Radiant 16Cast Iron Cover\nProduct Description COVER, DIAMETER 16 CAST IRON. American Range Genuine OEM replacement part. American Range provides high quality restaurant and hotel ranges and other professional kitchen products. Use genuine OEM parts for safety reliability and performance. From the Manufacturer COVER, DIAMETER 16 CAST IRON. American Range Genuine OEM replacement part. American Range provides high quality restaurant and hotel ranges and other professional kitchen products. Use genuine OEM parts for safety reliability and performance. Genuine Oem Replacement Part American Range Provides High Quality Restaurant And Hotel Ranges And Other Professional Kitchen Products Use Genuine Oem Parts For Safety Reliability And Performance From The Brand Name American Range Brand Name American Range, Model Info Weight 1 pounds, Dimensions 6 x 6 x\n\n"}, {"role": "assistant", "content": "Price is $46.85"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nZHANG RL 2Pack Dishwasher Sleeve Friction Pad For Whirlpool Kenmore\nProduct Name Dishwasher Friction Pad OEM Color Black Size (W*H) Replaces part numbers Fit for Whirlpool, Kenmore, Matag, Amana, Estate, Magic Chef, Inglis, Crosley, Roper Fix the following symptoms Door latch failure or Door won\u2019t close Name Black brand new Dishwasher Friction Pad The replacement part is made from durable high-quality material and well-tested by the manufacturer, tested so they last; Meets or exceeds the OEM required standards. COMPATIBILITY It is made exactly fit for most top name brands (Whirlpool, Kenmore, Maytag, Amana, Estate, Magic Chef, Inglis, Crosley, R\n\n"}, {"role": "assistant", "content": "Price is $8.29"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCenipar Dryer Lint Filters & Dryer Lint Trap Filter Screen Housing Cover Kit Compatible with L-G and KEN-MORE YAER WARRANTY\nStainless Steel Lint Filter and Durable ABS material \u2705 UPGRADE DRYER LINT FILTER The Clothes Dryer Lint Screen Filter captures lint and debris in exhaust air from dryers. Dryer Lint Trap Filter Screen Housing Cover Guide made of superior quality meterial for maximum durability. The filter guide and cover guide should be replaced if your lint filter pops up, catches on the clothes, or doesn't fit in the case correctly. \u2705 PROVIDE PROTECTION Lint Filter Cover Guide and Steel Lint Filter use with both provide full protection for your clothes \u2460 The lint screen can keep the dryer clean and\n\n"}, {"role": "assistant", "content": "Price is $29.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nZuma Filters GE Compatible Refrigerator Water and Ice Filter\nThis Filter is a direct replacement for the following refrigerator filter model numbers GSWF; 9914; GSWFDS; Easy replacement installation; Economincal and eco friendly alternative; Removes bad taste, odors and chlorine Choose the Eco Friendly Alternative for your water and ice filtration for your refrigerator. Zuma Filters only uses the highest Made in USA Compressed Coconut Carbon media for its line of Water Filters. This will assure the best possible filtration to reduce or eliminate bad taste and odor associated with tap water and provides the highest quality of water and ice from your refrigerator. The process of Carbonizing Coconut Shells into Coconut Carbon is a much more Eco Friendly process than traditional charcoal production for water filters. You can rest assured that you have\n\n"}, {"role": "assistant", "content": "Price is $26.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Door Seal for Whirlpool\nProduct Description Dishwasher door seal for whirlpool with P/N and compatible with wide range.Fits Models Admiral, Amana, Crosley, Estate, Jenn-Air, Kenmore / Sears, Kirkland, Kitchen Aid, Magic Chef, Maytag, Roper Product Description Dishwasher door seal for whirlpool with P/N and compatible with wide range. Fits Models Admiral, Amana, Crosley, Estate, Jenn-Air, Kenmore / Sears, Kirkland, Kitchen Aid, Magic Chef, Maytag, Roper Brand Name XIAO, Model Info Weight 5.3 ounces, Dimensions 5.75 x 5.47 x 1.06 inches, model number Part Rank Tools & Home Improvement Parts & Accessories Available\n\n"}, {"role": "assistant", "content": "Price is $11.98"}]} \ No newline at end of file diff --git a/week6/community-contributions/emmy/fine_tune_validation.jsonl b/week6/community-contributions/emmy/fine_tune_validation.jsonl new file mode 100644 index 0000000..35fa0af --- /dev/null +++ b/week6/community-contributions/emmy/fine_tune_validation.jsonl @@ -0,0 +1,100 @@ +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nJoy Pebble Portable Ice Makers lbs in 24H,9 pcs in Ice Sizes(S/L),Portable Ice Maker with Ice Scoop&Basket for Home/Office/Bar (Grey)\n6 MINS 9 CUBES READY-TO-SERVE -Joy Pebble portable ice maker machine works quickly, just 6 minutes to get 9pcs of bullet-shaped ice cubes per cycle. Up to 26 lbs/12 kg of ice in 24 hrs with its oz water tank. Note Since the ice machine needs time to preheat like refrigerator, it will produce faster and stabilize to 6-8 Mins per cycle after a few more cycles. Before first use, find a sport for the machine and set it upright and leave it alone for an hour to function well. IN\n\n"}, {"role": "assistant", "content": "Price is $114.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFilter Basket,Stainless Steel Coffee 2 Cup Non Pressurized Filter Basket Strainer for GUSTINO,Small and Convenient,Durable\nFeatures Selection of stainless steel, long life Rugged, high ruggedness Small and convenient Specification Color Siver Material Stainless steel Size Caliber Outer Diameter Height Suitable For GUSTINO Note Manual measurement, please allow 1mm ~ 2mm deviation hope for your understanding. Packing Included 1 x Filter basket Selection of stainless steel, long life Rugged, high ruggedness Small and convenient Material Stainless steel Size OD 5.9cm, ID 5.1cm, H 2.5cm Dimensions 3.94 x 2.76 x 1.18 inches, Weight 1.41 ounces, Country of Origin China, model\n\n"}, {"role": "assistant", "content": "Price is $8.39"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nUniversal refrigerator freezer refrigerator thermostat WPF-22 temperature control / 5 (4) A / 50 / 60Hz\nPackage content 1 x freezing thermostat 1. WPF refrigerating thermostat for freezer and freezer as sensor 2. The thermostat detects the temperature rise in the evaporator during the defrost cycle and closes when the ice melts. 3. This refrigerated thermostat is best replaced with a damaged thermostat with a 3-pin D-axis. 4. Control the temperature of refrigerators, freezers, display cabinets, condensers, beverage coolers and similar products. 5. For your safety, please be careful to unplug the refrigerator from the power supply. 1x freezing thermostat Product Name Freezer Thermostat; Model WPF22; Power AC\n\n"}, {"role": "assistant", "content": "Price is $12.09"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFunmit Humidifier Water Solenoid Valve 4040 Replacement for A.prilaire 220 224 400 500 600 700 Compared to Part # | 24 Volts | 2.3 Watts | 60 HZ | Blue\n\u2705 PRODUCT SPECIFICATIONS - Package includes compression nut, washer and strainer to complete the standard installation of your humidifier. Electrically operated. Both the inlet and outlet of the 4040 solenoid valve are threaded 7/16 -24 UNS for accepting a compression fitting for \u00bc tubing. (24 volts | 2.3 Watts | 60 Hz | Blue) \u2705 WIDE APPLICATION - The humidifier water solenoid valve 4040 is specifically manufactured to fit for A.prilaire \n\n"}, {"role": "assistant", "content": "Price is $17.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacementBrand RB-FXSVC Comparable Filter for the FXSVC, Culligan Pentek P-250 and P-250A Dual Stage Filters, 2-Pack\nThe Replacement Brand replacement filter set is comparable to the GE FXSVC water filters. These 10 x 2.5 inch water filters will reduce chlorine taste and odor as well as other impurities. Comparable to the GE FXSVC, Culligan Pentek P-250 and P-250A Water Filters Fits in other brand housings that use the standard 10 x 2.5 inch filters Lasts for 6 months or 600 gallons Used in sequence with the white filter first, then the green filter Reduces Chlorine taste & Odor as well as sand, soil, silt, sediment\n\n"}, {"role": "assistant", "content": "Price is $41.91"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nUltra Durable 280187 Washer Drain Pump Kit Replacement by BlueStars - Exact Fit for Whirlpool Kenmore Kitchen Aid washers - Replaces\n\u2705 \ud835\udfcf\ud835\udfce\ud835\udfce% \ud835\udc0b\ud835\udc08\ud835\udc05\ud835\udc04\ud835\udc13\ud835\udc08\ud835\udc0c\ud835\udc04 \ud835\udc16\ud835\udc00\ud835\udc11\ud835\udc11\ud835\udc00\ud835\udc0d\ud835\udc13\ud835\udc18 Customer satisfaction is our priority. If for any reason you're not completely satisfied, we will compensate you and offer extra benefits to ensure your rights. Buy with confidence! \u2705 PREMIUM QUALITY The replacement part is made from durable high quality material and well-tested by the manufacturer - It perfectly meets OEM standards - Ensure long-lasting and high\n\n"}, {"role": "assistant", "content": "Price is $19.67"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDNYSYSJ 3.8L Mini Washing Machine, USB Power Wash Machine Plastic Portable Compact Laundry Washer Baby Clothes Underwear Socks Washer for Travel Camping RV 18W (White)\n\u2605 This mini washing machine uses USB power to start, high-frequency vibration, can quickly clean clothes, efficient and convenient \u2605 The washing machine has a automatic shutdown function, so don\u2019t worry about forgetting to turn it off \u2605 Mini washing machine is very suitable for baby clothes, underwear, socks, towels, etc., efficient and convenient, save time \u2605 Mini washing machine, small size, light weight, easy to carry, small space, suitable for home travel \u2605 Perfect for washing machines with limited space, such as dormitories, apartments, apartments, RVs, RVs, etc. Brand Name DNYSYS\n\n"}, {"role": "assistant", "content": "Price is $49.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Control Knob. Unit\nProduct Description This is a genuine replacement part. The model number and name for the following item is Frigidaire (FRIGB) Control Knob. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Frigidaire (FRIGB) Control Knob Frigidaire (FRIGB) Genuine Replacement Part Frigidaire item Country of Origin Mexico Brand Name Frigidaire, Model Info Weight 6.7 ounces, Dimensions 7 x 6 x 2.25 inches, Country of Origin Mexico, model number Is Discontinued No, Part Rank Tools & Home Improvement Range Replacement Knobs 1242, Domestic Shipping can be shipped within U.S., International\n\n"}, {"role": "assistant", "content": "Price is $60.41"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReusable K Cups For Keurig Coffee Pods Reusable 2 Packs Stainless Steel Keurig Reusable Coffee Pods For Refillable K Cups For Keurig 2.0& 1.0\nReusable k Cup Coffee Filters Metal COMPATIBILITY FOR KEURIG 2.0 AND 1.0 K200, K250, K300, K350, K360, K400, K450, K460, K500, K550, K560, K15, K31, K40, K44, K45, K50, K60, K66, K70, K77, K80, K100, B31, B40, B44, B50, B60, B66, B70, B77, B100\n\n"}, {"role": "assistant", "content": "Price is $18.98"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPureline Replacement for Whirlpool Refrigerator Water Filter.NSF 372 and NSF 42 Certification (2 Pack)\nTriple Action Filtration Pureline filters use advanced active coconut shell carbon block, with 2x larger surface area and more micropores. First the water passes through the pores of the filter, The water is further purified through two separate stages of ionization filtration that take place as the water passes through the carbon block to your refrigerator. the filter material in the Pureline refrigerator filter improves the overall taste of your water Top Notch certification and Premium Material Pureline filters are completely made with Lead-Free, BPA-Free and Food Grade materials as verified by our NSF 372 and NSF 42 Certification and WQA, and IAPMO. And Pureline carbon blocks have been\n\n"}, {"role": "assistant", "content": "Price is $27.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Water Inlet Valve(OEM) by Beaquicy - 5 Years Warranty - Replacement for Samsung Washer - Replaces\nplastic \ud835\udfcf \ud835\udc77\ud835\udc68\ud835\udc6a\ud835\udc72 \ud835\udc76\ud835\udc6c\ud835\udc74 \ud835\udc7e\ud835\udc68\ud835\udc7a\ud835\udc6f\ud835\udc6c\ud835\udc79 \ud835\udc7e\ud835\udc68\ud835\udc7b\ud835\udc6c\ud835\udc79 \ud835\udc70\ud835\udc75\ud835\udc73\ud835\udc6c\ud835\udc7b \ud835\udc7d\ud835\udc68\ud835\udc73\ud835\udc7d\ud835\udc6c The OEM Water Inlet Valve Assembly is for washer. The water valve is rated for V, 60 Hz. The water inlet valve is used to control the flow of water into the washing machine. Each inlet valve\n\n"}, {"role": "assistant", "content": "Price is $33.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCrucial Vacuum Replacement Allergen Bags Part # VF3501 - Compatible With Ridgid Models - 4.5 Gallon Bag For Vacuums - 11.2 X 7.9 X 2 - Bulk (10 Pack)\n10 PACK OF HIGH-EFFICIENCY VACUUM BAG REPLACEMENTS Compatible with Ridgid Part # VF3501 Our high-efficiency allergen vac bags replace existing Ridgid models The bag, filter helps to breathe cleaner air. BAGS FOR HEALTHY LIFESTYLE Bag measures 11.2 X 7.9 X 2 Inches. Replacing Ridgid vac bags should help clean and purify rooms. SIMPLE AND EASY TO INSTALL Switch out in less than five (5) minutes, providing time efficiency.\n\n"}, {"role": "assistant", "content": "Price is $25.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPumpkin Sunflower Kitchen Decorative Dishwasher Magnet Cover,Happy Fall Dish Washer Door Sticker,Autumn Harvest Refrigerator Magnetic Home Cabinet Decor Panel Decal\nBring the new look and style for your old, out-of-date and dented dishwasher!!!This 3 Layer upgraded product is thickened again to ensure toughness, high quality, and realistic effects that will make your Kitchen Updated and Refreshed. Kindly Note Make sure your appliance has a metallic surface which attracts magnets. Take a big fridge magnet and place it onto the dishwasher. This is to test If the magnet doesn't stick neither will this product. Service If you have any question about the products, please feel free to contact us,we will deal with the issue immediately and carefully until you are satisfied. \u2764Material-Sunflower\n\n"}, {"role": "assistant", "content": "Price is $37.45"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nACKLLR 4 Pack French Press Replacement Filter Screen,Reusable Stainless Steel Mesh Filters for Universal 1000 ml / 34 oz / 8 cup French Press Coffee Makers\nSpecification Capacity Universal Replacement french press filter for 8 french press coffee makers. Material high quality stainless steel Dimension Approx. 4 inch x 3.8 x 0.28 Feature Wide Application Replacement Stainless Steel Filter Mesh for Secura French Press Coffee Maker and could fit perfectly in most 8-cup coffee press machines and ARE COMPATIBLE WITH Bodum, Sterling, Grosche, Fancois, Bonjour, Thermos,KONA and many more. Unique Design These filters have are made to exact and COMPATIBLE with Bodum, KONA and Sterling 8-cup french press specifications from woven\n\n"}, {"role": "assistant", "content": "Price is $6.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEcoAqua Replacement Filter, Compatible with Samsung HAF-CIN/EXP, Refrigerator Water Filter\nCERTIFIED AND TESTED Tested and certified by NSF International against NSF/ANSI Standard 42 for the absorption of chlorine, taste and odor. WORLD-RENOWNED BRAND EcoAqua, a household water filter brand, provides fresh tasting ice and water to millions of families in the USA. The EcoAqua brand guarantees the quality of the product. HIGHEST-GRADE MATERIAL All natural activated coconut shell carbon removes chlorine, odor, contaminants and particulates, serves you spring like water, full of natural minerals. This has been tested and proven by an independent third-party laboratory. QUALITY ASSURANCE All filters from EcoAqua ensure reliable and efficient filtration performance for the entire\n\n"}, {"role": "assistant", "content": "Price is $11.09"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n4839 Humidifier Maintenance Kit/Water Panel Model No. 35 Humidifier Filter Replacement for Aprilaire Whole Home Humidifier Pad Models 600, 600A, 600M\nMAINTENANCE KIT INCLUDES Water Panel (35), Scale Control Insert Water Distribution Tray Feed Tube with Compression Sleeve and Nut Yellow Orifice In-line Strainer Drain Spud VALUE MAINTENANCE KIT No need to find the parts yourself! This kit contains all components required to maintain fit for Aprilaire Whole Home Humidifier, models 600, 600A, 600M. EASY TO INSTALL A35 humidifier filter Easier installed, It only takes a few minutes to complete. in addition you feel more comfortable while also preserving items in your home susceptible to damage\n\n"}, {"role": "assistant", "content": "Price is $60.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRepairwares Refrigerator Water Inlet Valve 452316 for Frigidaire, Sears Kenmore, Gibson, and Other Top Brands\nA refrigerator water inlet valve manages the flow of water to your refrigerator and icemaker. When this part fails or begins to fail, the refrigerator or icemaker may leak, fail to fill. or fail to dispense properly. Product is universal and may differ from original. Always take appropriate safety precautions when performing troubleshooting or repairs.Compatible with part numbers 11552 452316 IMV701 \u272b Model Number 452316 refrigerator water inlet valve for many refrigerator models from top brands such as Frigidaire, Sears Kenmore, Electrolux, Admiral, Gibson, Uni, Westinghouse, and others \u272b May be needed to address issues with\n\n"}, {"role": "assistant", "content": "Price is $22.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nIce Maker Valve Water Inlet For Whirlpool Kenmore Refrigerator Replacement\nIce Maker Valve Water Inlet For Whirlpool Kenmore Refrigerator Replacement Compatible with Part Number Water Inlet Valve This valve is factory tested with water pressure so it may contain some water when received.... that is normal...please allow to air dry and there will be no harm done electrically. This Ice-maker Water Fill Valve is a Double Coil Valve designed to replace in the grill filter water valves. This valve has 2 Coils, 1 Green, 1 Red. The Green coil has 3/16 male terminals, The Red coil has 1/4 male terminals. The sticker on it reads 120V # It has 3 water lines that attach to it, 1 inlet & 2\n\n"}, {"role": "assistant", "content": "Price is $40.43"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHeating Element Replacement for Whirlpool - Compatible with 696579 Dryer Element\nUpStart Components Replacement Heating Element for Whirlpool note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Heating Element for Whirlpool Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying\n\n"}, {"role": "assistant", "content": "Price is $26.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Thermostat Whirlpool Kenmore Roper FSP Cycling Operating High-limit Part\n\ud83d\udca1 Thermostat - A high-quality exact equivalent for part numbers 2011, 2893, ET187, Cycling Thermostat is compatible with Whirlpool, Admiral, Amana, Crosley, Estate, Inglis, Jenn-Air, Kenmore, KitchenAid, Magic Chef, Maytag, Roper. Cycling Thermostat is a safety device that monitors and controls the dryer's temperature to prevent overheating and potential fire hazards. \ud83d\udd27 DIY eTips Included - Not sure how to replace the part? Helpful information can be found on the page below. Scroll down to get more repair tips. Acquire valuable skills during the DIY repair project. Kenmore Dryer Part will\n\n"}, {"role": "assistant", "content": "Price is $6.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nMr. Coffee Basket Coffee Filters, 8-12 Cup, White Paper, Boxes (Pack of 12) (Packaging May Vary)\nStock up and make sure you don't run out of the most important part of your morning - a hot, fresh-brewed cup of coffee. Mr. Coffee 8 inch / 8 to 12 Cup Basket Coffee Filters. Pack of twelve, per unit (total of 600 counts) Fits 8-12 cup brewers Made of fast flow paper Measures 8 inches in size Material Paper, Compatible Devices Mr Coffee, Brand Mr. Coffee, Shape Basket, Pieces 50, Is Discontinued No, Dimensions 16.3 x 11.1 x 5.7 inches; 1.06 Ounces, model number\n\n"}, {"role": "assistant", "content": "Price is $23.98"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWholesale Sensors Replacement for Frigidaire Temperature Sensor 12 Month Warranty\nThis product is manufactured to Fit Frigidaire Appliances. This is not a Frigidaire OEM product. Wholesale Sensors makes high quality OEM replacement products. Any use of the original Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Wholesale Sensors does not associate with, imply any affiliation or endorsement by any original equipment manufacturer. USA Manufacturer 12 Month Warranty Replaces Frigidaire Refrigerator Temperature Sensor Alternate part numbers include and Brand Name Wholesale Sensors, Model Info Weight 0.634 ounces, Dimensions 3.7 x 3.07 x 0.39 inches, model number Is Discontinued No\n\n"}, {"role": "assistant", "content": "Price is $11.89"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEgg Holder for Refrigerator, 36 Egg Storage-Automatic Rolling Egg Container for Refrigerator, Clear Plastic Egg Storage Container Bin, Egg Tray for Refrigerator Large Layer)\nAuto Rolling Egg Storage The egg holder for refrigerator adopts a 7\u00b0 slope rolling design. It allows eggs rolling forward automatically to fill the place. Easy to take and keep your refrigerator neat & organized. Multi-Layer Stackable Design 36 Eggs Max One layer of egg storage can store 18 eggs. Remove-able lid and semi-enclosed design will improve air circulation which can reduce the smell of eggs and keep eggs fresh longer even in refrigerator. Groove design of the egg container for refrigerator prevents the egg from colliding and breaking. Premium Material Egg Holder The clear egg holder for fridge is of great material and\n\n"}, {"role": "assistant", "content": "Price is $18.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nIce Maker Machine for Countertop, 9 Ice Cubes Ready in 6 Minutes, 26lbs in 24Hrs Portable Ice Maker Machine Self-Cleaning, 2 Sizes of Bullet-Shaped Ice for Home Kitchen Office Bar Party\nIce in 6 mins - Self Cleaning - Portable - 2 Types Of Ice - 26LBS Ice Per Day - Cooler Drinks Faster - Ice Scoop & Basket Included - Transparent Lid - US Based Phone Service. Professional Ice Maker Ever encountered a bullet-shaped ice cube? Try our product that will bring you a new experience. The ice makers countertop can produce about 26 pounds of ice per day. Only 6 minutes to produce 9 freezing ice cubes. Quick ice making and sufficient capacity allow you to enjoy the pleasure of chilling and cooling\n\n"}, {"role": "assistant", "content": "Price is $93.04"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nXIFEPFR 2 Pack Reusable Coffee Filters & 1 Pack 30ml Spoon, Permanent Coffee Brew Basket Compatible with Hamilton Beach Flexbrew 49974 49975 49976 49979 49957 49954 49947 49940 49950 49966 49968\nDesigned with Heart We provide you with 2pcs coffee filter, you can quickly brew two cups of coffee, equipped with 1pcs scoop for you to add coffee powder. Made of food-grade materials, no deformation under high temperature, no plastic odor, bringing you the purest coffee flavor. Good Compatibility Our coffee basket filter is compatible with Hamilton FlexBrew coffee maker models 49974 49975 49976 49979 49957 49954 49947\n\n"}, {"role": "assistant", "content": "Price is $11.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Part Number KNOB-ROTARY\nGenuine Original Equipment Manufacturer (OEM) parts! This control knob (part number is for dryers. Control knob lets you control cycle settings. Remove the knob by pulling it straight off its post. This part is compatible with models including; Control knob lets you control cycle settings Genuine Original Equipment Manufacturer (OEM) part. Compatible Brands Ge This control knob (part number is for dryers Remove the knob by pulling it straight off its post Manufacturer GE, Part Weight 3.19 ounces, Dimensions 5.7 x 5.6 x 1.3 inches, Country of Origin USA, model number Is Discontinued No, Style Compatible, Finish Polished, Quantity 1, Included Components Knob, Rank Tools & Home Improvement\n\n"}, {"role": "assistant", "content": "Price is $36.25"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nClear Heat Shrink Bands - Fits Round Plastic Soup/Deli Container 250/Pk (Pack of 250)\nClear Heat Shrink Bands. Fits most 8-32 oz. round deli x 1 (120mm x 25mm) Pack of 250. Shrink band offers tamper-proof resistance. Use a heat gun or blow dryer to shrink seal these clear bands around the top of your deli containers. Clear Heat Shrink Deli Container Bands, 4.5 x 1 (120mm x 25mm) Fits all of our round soup containers sizes 8-32 and clear deli containers sizes 8-32. Will fit Paciv-Newspring brand soup containers and other similar containers, sizes 8 - 32 oz. Will fit other\n\n"}, {"role": "assistant", "content": "Price is $24.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nOEM LG Dryer Tub Agitator Baffle Bar for\nInstallation Instructions are NOT included with this part! This part is installed on the inside of the dryer drum - this part lifts and tumbles the cloths inside the dryer. To mount this part, installers much have access to the exterior side of the drum. This part originally shipped with the following LG Dryers These items are NEW and are true LG parts! If you don't see your model number, send us a message as we are happy to help! This Is An Original Part! Installation Instructions Are NOT Included With This Part! Be Sure To Retain The Original Screws From Your Dryer! The screws required for installation are NOT included with this part! Don't See Your Model Listed? Send A Message! This Offering\n\n"}, {"role": "assistant", "content": "Price is $36.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool 285811 Agitator Repair Kit for Washer, White\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool 285811 Agitator Repair Kit for Washer From the Manufacturer Whirlpool 285811 Agitator Repair Kit for Washer. Works with the following model Inglis Whirlpool Whirlpool The kit includes short agitator cam, retainer, 4 dogs and a black spacer bearing. Genuine Whirlpool Replacement Part. Works with the following model Inglis The kit includes Medium cam agitator, retainer, 4 dogs and a black spacer bearing Works with model Whirlpool Manufacturer Whirlpool, Part LP285, Weight 1.58 ounces, Dimensions 3\n\n"}, {"role": "assistant", "content": "Price is $14.29"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Water Valve Refrigerator\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Water Valve - Refrigerator. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Water Valve - Refrigerator Whirlpool (WHIRA) Genuine Replacement Part Refrigerator-replacement-parts Manufacturer Whirlpool, Part Weight 0.16 ounces, Dimensions 5.2\\ D x 4.1\\ W x 1.5\\ H, model number Is Discontinued No, Pattern Solid, Quantity 1, Rank Tools & Home Improvement Parts & Accessories 62201, Available June 21, 2012, Brand Whirlpool,\n\n"}, {"role": "assistant", "content": "Price is $78.93"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Surface Burner Valve Range/Stove/Oven\nProduct Description This is a genuine replacement part. The model number and name for the following item is Surface Burner Valve Frigidaire gas burner control valve. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Surface Burner Valve Frigidaire gas burner control valve Manufacturer Model Genuine Replacement Part Frigidaire Item From The Brand Name Frigidaire Manufacturer Frigidaire, Part Weight 0.32 ounces, Dimensions 1 x 8 x 9 inches, Country of Origin USA, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Range Replacement Burners 338, Domestic Shipping can be shipped within U.S., International Shipping\n\n"}, {"role": "assistant", "content": "Price is $43.32"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nCarbon Range Hood Filter - 6 X 17 1/2 X 3/8\nCarbon Range Hood Filter - 6 X 17 1/2 X 3/8 PART CROSS REFERENCE GENERAL ELECTRIC Over-the-range microwave recirculating charcoal filter Fits Convection Models - / / JVM190 Fits Profile/GE models - JX81 / JVM130 / JVM131 / JVM133 / JVM140 / JVM141 / JVM150 / JVM180 / JVM192 / JVM290 / JVM640 Fits Hotpoint models - / Filters odor. Used in non-ducted range hoods, microwave ovens and other applications requiring odor elimination. When used in a range hood, filter is accompanied by an aluminum filter. May not be washed. Replace every 9-12 months. Construct\n\n"}, {"role": "assistant", "content": "Price is $15.50"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAMI PARTS Washing Machine Pump Appliance Replacement Parts Exact Fit Whirlpool Kenmore Washer\nParts Number Washer Pump Directly Replaces and LP116 Compatible Brands Whirlpool, Kenmore, Sears, Roper, KitchenAid, Inglis, Estate, and Kirkland washing machines Fix Symptoms (1) Washer machine is leaking water (2) Water is leaking from water pump SOLVE PROBLEMS QUICKLY We have an excellent service team and you can contact us if you have any questions. Brand Name TORYO, Model Info Weight 9.6 ounces, Dimensions 6.77 x 5.47 x 3.31 inches, model number Part Color Black, Rank Tools & Home Improvement 17551, Clothes Washer Replacement Drain Pumps 10, Available May\n\n"}, {"role": "assistant", "content": "Price is $12.42"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Supports Assembly\nThe GE is a genuine OEM Spinner Support Assembly for Washers that supports and spins the spin basket. The is an original GE Spinner Support Assembly that is manufactured to exact specifications with high quality materials. It is recommended that either the manufacturer of your appliance or the service manual for your appliance be referenced prior to selecting a part for replacment to insure that the correct part is purchased. The GE is a genuine OEM Spinner Support Assembly for Washers This GE Spinner Support Assembly supports and spins the spin basket The GE can be applied to some Washers of the following brands GE, Kenmore The is an original GE Spinner Support Assembly that is manufactured to exact specifications with high quality materials Have confidence when making repairs or servicing your appliances with genuine GE parts Manufacturer GE, Part Weight 12.5\n\n"}, {"role": "assistant", "content": "Price is $189.83"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nPitco Catch Magnet Standard\nProduct Description Catch Magnet Standard, Pitco has been producing industry-leading frying equipment with a track record of excellence From the Manufacturer Catch Magnet Standard, Pitco has been producing industry-leading frying equipment with a track record of excellence Genuine Oem Replacement Part Pitco Has Been Producing Industry-Leading Frying Equipment With A Track Record Of Excellence Use Genuine Oem Parts For Safety Reliability And Performance From The Brand Name Pitco Manufacturer Pitco, Part Weight 1.6 ounces, Dimensions 6 x 4 x 4 inches, model number Quantity 1, Of Pieces 1, Rank Tools & Home Improvement Cooktop Parts & Accessories 1574, Available July 29, 2014, Brand Pitco, Dimensions LxWxH 6 x\n\n"}, {"role": "assistant", "content": "Price is $15.25"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRelief Pak Insulated Ice Bag with Foam Belt and Hook and Loop- Large -\nProduct Description Insulated ice bags consist of multi-layer construction keeps moisture away from skin. Each bag comes with easy fill neck opening and soft comfortable outer fabric. Ice bag is refillable and disposable and comes with foam belt to fasten bag around treatment area. Manufacturer Contact Information Each bag comes with easy fill neck opening and sofoot comfortable outer fabric Relief pak insulated ice bags consist of multi-layer construction keeps moisture away from skin Ice bag is refillable and disposable and comes with foam belt to fasten bag around treatment area Latex Free Dimensions 7 x 1 x 12 inches; 0.8 Ounces, model number Available May 14, 2007, Manufacturer Fabrication Enterprises\n\n"}, {"role": "assistant", "content": "Price is $8.88"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement Range Filter Compatible with Broan Models X 17-1/4 X 3/8\nThe Duraflow filter is compatible with Broan Models Dimensions of the filter measure 11-3/4 X 17-1/4 X 3/8. 2-Pack of filters. Compatible with Broan Models Dimensions measure 11-3/4 X 17-1/4 X 3/8 2-Pack Replacement Aluminum Range Filters Manufacturer Duraflow Filtration, Part Weight 7.8 ounces, Dimensions 17.25\\ L x 11.75\\ W x 0.38\\ Th, model number Is Discontinued No, Size 2 Count (Pack of 1), Material Polypropylene, Rank Tools & Home Improvement \n\n"}, {"role": "assistant", "content": "Price is $23.31"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFireFly Home Stove Top Protector for LG Gas Range Top, Custom Fit Ultra Thin Reusable Burner Splatter Spill Guard Protective Cover Liner -\nSave the hassle of cleaning the range top with our reusable custom protective liner that is tailored to each specific models.Made of 10 mil PTFE coated fiberglass flame retardant materialPFOA and BPA FreeWithstand up to 600\u00b0F. Non-stick coating allow you to clean much easier by wiping down or washing it100% Dish washer SafeNo more Stove cleaning and scrubbing with harsh chemicalsCustom fit based on made and model Please compare the layout and the model number to you range/stove top for best coverage Made of 10mil PTFE Coated Fiberglass Flame Retardant Material PFOA and B\n\n"}, {"role": "assistant", "content": "Price is $25.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2 Pack Reusable K Cup Coffee Pods for K-eurig 1.0 & 2.0 Coffee Maker Stainless Steel Refillable K-eurig Coffee Filter\nK CUP REUSABLE FILTER COMPATIBLE WITH K eurig 1.0 & 2.0 K45, K75, K80, K90, K155, K200, K250, K300, K350, K360, K245, K400, K450, K460, K475, K525, K525C, K550, K560, K575, K-Select, K-Elite, K-Mini Plus, K-Cafe, V600, V700, V1255, B30, B40, B44, B60,\n\n"}, {"role": "assistant", "content": "Price is $15.65"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSingle Duty Valve\nProduct Description Single Duty Valve, Vulcan Hart has years of experience in the commercial foodservice industry and provides high quality kitchen equipment. From the Manufacturer Single Duty Valve, Vulcan Hart has years of experience in the commercial foodservice industry and provides high quality kitchen equipment Genuine OEM replacement part Vulcan Hart has years of experience in the commercial foodservice industry and provides high quality kitchen equipment Use genuine OEM parts for safety reliability and performance Package dimensions 6.0 L x 4.0 W x 4.0 H Manufacturer Vulcan Hart, Part Weight 1.6 ounces, Dimensions 6 x 4 x 4 inches, model number Quantity 1, Rank Tools & Home Improvement Cooktop Parts & Accessories 5995, Available March 1, 2013\n\n"}, {"role": "assistant", "content": "Price is $16.50"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nOEM Samsung Dryer Lint Filter Screen Supplied With\nUp for Sale are Samsung Dryer Lint Filters! These filters were originally shipped with the following Samsung dryers These items are NEW and are true Samsung parts! If you don't see your model number, send us a message as we are happy to help! This Is An Original Part! Usage Instructions Do NOT Accompany This Part! Purchase With Confidence! This Part Was Originally Shipped With Your Dryer! Don't See Your Model Number Listed? Send A Message! Happy To Help! Brand Name SAMSUNG, Weight 1.44 ounces, Dimensions 6 x 3 x 1 inches, Is Discontinued No, Part Special Features Ergonomic, Rank Tools & Home Improvement Dryer Replacement Parts 20938, Available\n\n"}, {"role": "assistant", "content": "Price is $28.89"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGLOB PRO SOLUTIONS Water Level Switch\nGLOB PRO SOLUTIONS Water Level Switch Glob Pro Solutions register brand in process-Check options categorized by measures o connectors, this product have different numbers of parts. ***If you need faster see other options in check out,The part has 20 different part numbers like if you have old serial number, the new part has new number and looks different of your old part but the new part is perfect fit for old and new serials and more.*****This part is perfect fit, you don\u2019t need additional wire cables, terminal or glue, easy job 15 minutes average time, NON OEM Universal Replacement Part with OEM standards, replacement for and compatible with several brands... New design compatible with and ten more replacements fo\n\n"}, {"role": "assistant", "content": "Price is $96.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLifetime Appliance Parts UPGRADED Crisper Glass Inset Cover Compatible with Frigidaire Refrigerator\n\u2705 Part Numbers \u2705 WARNING Size 23-7/8 x 15-1/2. Please do NOT confuse with part number which looks the same but is 2 longer. This item will NOT replace \u2705 High Quality, non-OEM Replacement Crisper Glass Inset Cover Compatible with Frigidaire Refrigerator \u2705 Fits Models starting with BRT18, CRT18, FPHI18 Brand Name Lifetime Appliance Parts, Model Info Weight 2 Pounds, Dimensions 23.87 x 15.5 x 0.5 inches, model number Is Discontinued No, Part Color Clear, Shelf Type Glass, Material Type Glass, Rank Tools\n\n"}, {"role": "assistant", "content": "Price is $30.68"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFreezer Door Key Replacement for Kenmore/Sears Freezer - Compatible with Lock Key - UpStart Components Brand\nUpStart Components Replacement Freezer Door Key for Kenmore / Sears FreezerPlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Freezer Door Key for Kenmore / Sears Freezer Made of high-quality plastic for long-lasting durability. Easy, tool-free installation. A simple fix to help extend the life of your refrigerator.\n\n"}, {"role": "assistant", "content": "Price is $3.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGE Fuse 250V 15A\nThis is an O.E.M. Authorized part. This is an authorized aftermarket product. Fits with various brand models. This is an O.E.M. Authorized part This is an authorized aftermarket product Fits with various brand models Manufacturer GE, Part Weight 2 pounds, Dimensions 10 x 10 x 10 inches, model number Voltage 250 Volts, Amperage Capacity 15 Amps, Quantity 1, Mounting Type Surface, Included Components Appliance-replacement-parts, Appliance Parts & Accessories, Rank Tools & Home Improvement Parts & Accessories Available December 8, 2009, AC Adapter Current 15 Amps, Brand GE, Dimensions LxWxH 10 x 10 x 10 inches\n\n"}, {"role": "assistant", "content": "Price is $23.67"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFrymaster Sr42 Baffle\nProduct Description The Frymaster Baffle is a genuine OEM (original equipment manufacturer) replacement part. Frymaster provides high quality fryers to the food service industry. Approved by original equipment manufacturer (OEM) and intended only for designed and specified use. From the Manufacturer BAFFLE, SR42. Frymaster Genuine OEM replacement part. Frymaster provides high quality fryers to the food service industry. Use genuine OEM parts for safety reliability and performance. Genuine OEM replacement part Frymaster provides high quality fryers to the food service industry. Genuine OEM parts provide safety, reliability, and optimal performance Approved by original equipment manufacturer (OEM) Intended only for designed and specified use Brand Name Frymaster, Model Info Weight 6.4 ounces, Dimensions 5\n\n"}, {"role": "assistant", "content": "Price is $118.20"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Washer Lid Switch\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool 394238 Washer Lid Switch. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool 394238 Washer Lid Switch Manufacturer model # Genuine Replacement Part Whirlpool item Manufacturer model # Genuine Replacement Part Motors and Armatures item Manufacturer Whirlpool, Part Weight 1.6 ounces, Dimensions 1.5 x 2.5 x 3.5 inches, model number Is Discontinued No, Quantity 1, Included Components 1, Rank Tools & Home Improvement Dryer Replacement Parts 10028, Available September 24, 2007\n\n"}, {"role": "assistant", "content": "Price is $35.15"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Genuine OEM Water Line Installation Kit For Refrigerators \u2013 Replaces\nProduct Description This is a genuine replacement part. From the Manufacturer Refrigerator water supply kit includes everything needed for easy installation and fits most refrigerators. Refrigerator water supply kit provides water to ice makers, ice and water dispensers, freestanding ice makers, humidifiers, and evaporator coolers. Refrigerator water supply kit contains one 5-Feet pex tubing and fittings. GENUINE OEM Whirlpool Genuine OEM Accessories are designed specifically for your appliance, meet tested engineering standards, and are crafted to ensure the quality of your appliance, unlike non-OEM parts ACCESSORY replaces HIGH-QUALITY Don\u2019t settle for aftermarket accessories\u2013 Whirlpool offers the quality and consistency your appliances deserve FOR USE\n\n"}, {"role": "assistant", "content": "Price is $7.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAnti Vibration Pads for Washing Machine, 12 Pcs Shock and Noise Cancelling Machine Feet Pads for Washer Dryer\nColor gray+black Package weight pounds Package included 12 * anti vibration washing machine support Material resin fiber (polypropylene), TPU Size height 40mm / Inner diameter 47mm / Outer diameter 70mm Application washing machine, dryer, refrigerator, furniture,etc,. Product Features to various environments, such as steps, inclinations, narrow and damp environments. 2. Stable and high load-bearing, with a load-bearing capacity of over 500KG. It is easy to install without nailing and punching, and can be applied directly on the pad. 3. Small and concise, easy to install, saving space, and helping you stay away\n\n"}, {"role": "assistant", "content": "Price is $27.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Genuine OEM Fill Hoses For Washers, Standard Accessory \u2013 Replaces\nProduct Description These Washer Fill Hoses feature one male connection and one female connection. This includes (2) commercial-grade washer hoses (one for hot water and one for cold) with (4) built-in o-rings. Each hose measures 5' L. Please check your appliance's use and care manual to ensure this is correct for use with your appliance. We recommend replacing your washing machine\u2019s water inlet hoses every 5 years to reduce the risk of hose failure and leaks.Replacing this kit will require basic hand tools, but no disassembly of the appliance or repair experience. Make sure you turn off the hot and cold water supplies.Helpful Tip We also recommend using affresh\u00ae Washing Machine Cleaner\n\n"}, {"role": "assistant", "content": "Price is $19.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nForeverPRO Lint Filter for LG Dryer\nForeverPRO Dryer Lint Filter Part Number replaces LG Dryer. This is not a LG OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer. \u2705 Easy to Install - Made Exactly to Fit For Most Top Brand Dryers \u2705 No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns \u2705 PRO Grade Premium Lint Filter - Meets or Exceeds OEM Specifications Quality\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNostalgic Warehouse Egg & Dart Plate with Keyhole Craftsman Knob, Passage - 2.375, Antique Brass\nWith its distinctive repeating border detail, as well as floral crown and foot, the egg & dart plate resonates grand style and is the ideal choice for larger doors. Combine this with our Craftsman door knob for a distinctly hand-crafted look. All Craftsman door knobs are forged brass for durability and beauty. Solid forged Brass plates with genuine Lead Crystal door knobs for detail and clarity Passage ideal for closets, hallways or rooms where no locking mechanism is needed Complete set for one door (both sides) with 2-3/8\u201d backset Perfect for restoration and easy to install on modern pre-drilled doors Hand assembled in USA Brand Nostalgic Warehouse\n\n"}, {"role": "assistant", "content": "Price is $189.11"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Replacement for Samsung Refrigerator Water Filter - Compatible with Samsung HAF-CIN Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Brand Name Upstart Battery, Model Info model number Is Discontinued No, Part Rank Tools & Home Improvement In-Refrigerator Water Filters 2947, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF,\n\n"}, {"role": "assistant", "content": "Price is $21.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nIce Machine Parts Thickness Probe for Manitowoc Ice Machine Fit Indigo Models IY & ID Series Ice Machine Ice Thickness Control\nSolve problems The original Ice Thickness Probe Assembly malfunctioned, causing problems such as slow ice dispensing from the ice maker, very shallow or thin ice, or thick ice that cannot be dispensed in a timely manner. Manitowoc Ice Thickness Compatible Ice Machine Models Ice Thickness Controller Ice Thickness Probe For Use With Manitowoc Ice Machines,Indigo Models IY, ID Series. Ice thickness probe Replacement For Manitowoc Ice Part Numbe. If you don't have your ice maker model, you can contact us to make sure it is compatible. Figure 7 shows most of the compatible models. ice thickness control Manitowoc control will sense the thickness of the\n\n"}, {"role": "assistant", "content": "Price is $42.89"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNewAir 15 Outdoor Beverage Refrigerator | Weatherproof Stainless Steel Fridge with Auto-Closing Door | 90 Can Capacity | Built-In or Freestanding Outdoor Patio Fridge For Beer, Wine, Food\nNewAir 15 Outdoor Beverage Refrigerator With Weatherproof Stainless Steel and Auto-Closing Fridge Door | 90 Can Capacity | Built-In or Freestanding Outdoor Fridge Overview Meet the perfect addition to any outdoor entertainment space the Newair 15\u201d Built-In 90-Can Outdoor Beverage Fridge. With its durable, food-grade, 304 stainless-steel finish, the Newair 15\u201d Outdoor Fridge is ready for your backyard. Whether you experience intense heat, rain, ice or snow, it will stand up to some of the toughest outdoor weather conditions. Chill\n\n"}, {"role": "assistant", "content": "Price is $980.12"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKenyon Bridge Induction Cooktop, 2 Burners, Landscape Cooktop, Smart Touch Control, Energy-Efficient Cooking, Easy-to-Clean Cooktop, Black, 240 Volts\nDiscover a world of limitless cooking possibilities and consistent culinary excellence with the Kenyon B80305 Bridge Induction Cooktop. This 240V landscape cooktop, featuring two 8 burners equipped with precision induction elements, can handle a maximum load, ensuring high heat and impeccable results with remarkable energy efficiency and enhanced safety. Experience the convenience and functionality of the patented SilKEN mat. Included with all applications, it covers the entire cooking area, offering pot retention, protecting the glass top, promoting quick heat dissipation, and facilitating effortless cleanup. Simply toss it in the dishwasher, and you're done\n\n"}, {"role": "assistant", "content": "Price is $921.49"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nEvertechPRO Motor Asmy. Replacement for Range Hood\nEvertechPRO Range Hood Replacement Motor Asmy. Part Number replaces Range Hood. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer. \u2756 Range Hood models \u2756 EvertechPRO Range Hood Replacement Motor Asmy. Part Number replaces \u2756 Durable Premium Motor Asmy. is a Functional Equivalent to OEM Specifications. Brand New in Original Retail Packaging \u2756 Replacement part number Fits For Most Top Brand Range Hoods \u2756 1 - Year Warranty\n\n"}, {"role": "assistant", "content": "Price is $18.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Timer Control Knob Replacement compatible with GE General Electric\nDryer Timer Control Knob Replacement Timer knob lets you turn the dryer timer to the desired cycle setting Alternate part numbers Replacement Dryer Timer Knob Compatible with General Electric, Hotpoint,Kenm / Sears, RCA. This part is compatible with models including; WARRANTY POLICY folosem parts always come with a 1 year warranty. Manufacturer folosem, Part Weight 2.89 ounces, Dimensions 0.6 x 0.6 x 0.6 inches, Country of Origin China, model number Color ( 2 Pack ), Included Components Dryer Timer Control Knob Replacement, Warranty Description 1 YEAR MANUFACTURER, Rank Tools & Home Improvement 7288, Dryer Replacement P\n\n"}, {"role": "assistant", "content": "Price is $15.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHoneywell H12015 Replacement Filter for Dirt Devil F24 HEPA Media Filter Set\nThis filter is designed to fit Dirt Devil Advantage Upright Vacuum Cleaners. Honeywell Replacement Filter for Dirt Devil F24 HEPA Media Filter Set Manufactured by Home Care Industries, the leader in replacement vacuum filters, bags, and belts Vacuum Replacement Filter High quality manufacturing ensures proper fit Meets strict specifications from the manufacturer Dimensions 4.25 x 5.75 x 3 inches, Weight 8.8 ounces, Manufacturer Honeywell, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 7886, Is Discontinued No, pieces 1, Batteries required No, Brand Honeywell, Material Filter, Reusability Reusable, Pieces 1\n\n"}, {"role": "assistant", "content": "Price is $9.02"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupco OTHF LP338, 1, White\nProduct Description Supco LP338 Agitator Dogs This high-quality part is designed to meet or exceed OEM specifications. Direct replacement for Whirlpool 80040, 3109, LP338, About SupcoFounded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co., Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader in the HVAC, Refrigeration and Appliance industries. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool 80040 Washer Agitator Dog plastic\n\n"}, {"role": "assistant", "content": "Price is $5.67"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nTOPDC 4 Prong Dryer Cord, 30 AMP Appliance Power Cord 5 Feet, Wires in 4 Colors with O Ring Terminal Connectors, Pure Copper Wire\nDURABLE & POWERFUL Heavt duty dryer power cord suit for 30A 4 wire dryer cord outlet, 4 prong 30A NEMA 14-30P plug fits older and most newer dryer models. EASY TO INSTALL Ring terminals provide a quick and secure connection. Reinforced blades increase durability and prevent prongs from accidental bending or breaking. SAFETY UL listed, Volts, works with most electric clothes dryer that takes a 4 prong dryer cord with 10 AWG wires. SDRT cable can withstand high temperatures up to 140\u2109. TRUST\n\n"}, {"role": "assistant", "content": "Price is $17.45"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Refrigerator Water Filter - Compatible with HAF-CIN Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Brand Name Upstart Battery, Model Info model number Is Discontinued No, Part Rank Tools & Home Improvement In-Refrigerator Water Filters 3335, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $12.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAlocs 1043 Humidifier Filter Wick Replacement for AIRCARE Essick Air 826000 831000 EP9800 EP9700 EP9500 Bemis Space Saver 800 8000 Series Evaporative Humidifiers\nAlocs High Quality 1043 Humidifier Filter Wick Replacement for AIRCARE Essick Air EP9 800 700 500, EP9R 800 700 500; 826000 Bemis SpaceSaver 800 8000 Series Evaporative Humidifiers This filter does a very good job of filtering out the hardness minerals in the water and prevents a white powder from entering the room air and depositing on everything in sight. Besides, it really helps make the air moist and breathable in winter and\n\n"}, {"role": "assistant", "content": "Price is $25.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nVicks Humidity Monitor White\nDisplays relative humidity and tempature. VICKS HUMIDITY MONITOR Using a humidifier to maintain an indoor humidity level between 40-60% can help reduce the survival of flu viruses. This humidity monitor lets you know when to turn on your humidifier to help keep your family healthy in flu season. VICKS HUMIDIFIERS FOR KIDS, ADULTS Track how much moisture is in the air & know when to use a humidifier. Many find that a humidifier for the bedroom becomes an essential part of a good night's sleep when the air is dry, in allergy season, or when sick. COUGH & CONGESTION RELIEF When you or your kid has a cold, it can be difficult to sleep\n\n"}, {"role": "assistant", "content": "Price is $19.53"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Range White Clock Overlay Replacement\nAlternate part numbers include and White | (7) Button overlay | Used with and boards | Control board not included | Fits model specific ranges It is important to disconnect your appliance from the power and gas supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Manufacturer Supplying Demand, Part Weight 3.52 ounces, Dimensions 6.5 x 3.25 x 0.02 inches, model number Color White, Included Components Overlay, Rank Tools & Home Improvement Parts & Accessories Available October 28, \n\n"}, {"role": "assistant", "content": "Price is $16.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDryer Rear Drum Support Roller Kit by Beaquicy - Replacement for most 29 wide Ken-more Whirl-pool Estate Roper Dryer - Package Includes drum rollers,tri-rings and retaining washer - Pack of 2\nRubber \ud835\ude4d\ud835\ude4a\ud835\ude47\ud835\ude47\ud835\ude40\ud835\ude4d \ud835\ude46\ud835\ude44\ud835\ude4f -- Dryer rear drum support roller kit is suitable for dryers.It holds the drum in place while the drum rotates on the support wheels. The kit fixes the following symptoms noisy;will not tumble;will not start;marks left on clothes. It is recommended to replace both rollers at once.And it's worth noting that the roller bearings are self-lubricating, there is no need to lubricate them yourself.\n\n"}, {"role": "assistant", "content": "Price is $9.87"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerators Mat\uff0cMultifunctional home appliance mat\u2014Absorbent/Waterproof\uff0cProtect refrigerators and floors, Under Refrigerators Mat\uff0cNon-slip Backing\uff0cWashable (24 x 36 )\nA mat that can protect home equipment The soft, highly absorbent material can quickly absorb moisture from the refrigerator, and the bottom waterproof non-slip backing can prevent moisture from leaking to the floor and prevent the mat from moving. It can also prevent refrigerators or other equipment from touching the floor and protect expensive refrigerators or home appliances from damage. It can also reduce the noise caused when the device is started. Easy to clean and cut Lightweight materials can be used quickly. First cut the mat to the right size, then unfold it and place it on the floor,\n\n"}, {"role": "assistant", "content": "Price is $12.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nfor GE Range Oven Bake Unit Lower Heating Element Gxfc\nThis is a lower bake element. Designed for self cleaning ovens. This Bake Element measures 18 wide 15 1/2 deep from the mounting bracket to the end of the element 1-1/2 from mounting bracket to end of terminals 2585 watts 240 volts, 1940 watts, 208 volts Terminals are screw type. Be sure to save your screws, this item does not include new screws. Replacement for numbers and It is designed to fit specific General Electric manufactured range models including Hotpoint and RCA. Replacement for numbers and It is designed to fit specific General Electric manufactured range models including Hotpoint and RCA. This Bake Element measures 18 wide 15 1/2 deep from the mounting bracket\n\n"}, {"role": "assistant", "content": "Price is $25.30"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSwift Green Filters SGF-M9 Replacement water filter for 1, White, 1 Pack\nProduct Description Help save the environment with this green filter that is an original equipment replacement. Compared to Conventional carbon-based filters, Swift green filter products are. Conventional carbon filters are produced by a burning process called open pit charring which release pollution and greenhouse emissions into the air. Green filter components are produced with a new technology that carbonizes dried coconut shells in an enclosed self-sustaining system while capturing and converting the emissions into useful thermal energy. The filters are NSF Certified which ensures consumers of drinking clean and safe water. The filters are tested and certified by NSF International to NSF / ANSI Standard 42 for the aesthetic reduction of chlorine taste and odor and nominal particulate class I, as well as\n\n"}, {"role": "assistant", "content": "Price is $20.65"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool 285809 Cam Agitator Repair Kit, White\nProduct Description The high quality Whirlpool Agitator Cam Repair Kit ) rotates the agitator. The Agitator Cam Repair Kit contains multiple parts and replaces Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool 285809 Short Cam Agitator Repair Kit Manufacturer model # 285809 Genuine Replacement Part Whirlpool item Manufacturer model # 285809 Genuine Replacement Part Greenwald item Manufacturer Wh\n\n"}, {"role": "assistant", "content": "Price is $11.24"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Door Bin Shelf Replacement for Frigidaire Refrigerator - Compatible with Door Bin\nUpStart Components Replacement Refrigerator Door Bin Shelf for Frigidaire RefrigeratorPlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Refrigerator Door Bin Shelf for Frigidaire Refrigerator Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your\n\n"}, {"role": "assistant", "content": "Price is $36.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\ncalimaero Dryer Vent Cover Outdoor Stainless Steel 5 Inch External Air Vent Louvre Gravity Flap Grille VKE\n\u2714\ufe0f HIGH-QUALITY MATERIALS This 5-inch anti-draft gravity flaps exterior wall vent cover is made of brushed anti-rust and corrosion-resistant stainless steel with countersunk screw holes. 4 screws are included. The rubber gasket provided creates a tight seal between the vent and the wall. \u2714\ufe0f PRODUCT FEATURES This louvered exhaust vent cover flap closes automatically when not in use. This will protect your equipment from animals, insects, unpleasant odors, noises, or rain from flowing back. \u2714\ufe0f PERFORMANCE Duct vent 5 inch has particularly easy moving lamellas for low air volume flows. The outside house vents lamellae prevent most cold\n\n"}, {"role": "assistant", "content": "Price is $24.45"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nFOTRIC Reusable Filter Cup for Cuisinart, Compatible with Cuisinart #SS-RFC HomeBarista Reusable Filter Cup, Gray (2 Pack)\nThis single-serve cup is reusable, washable and eliminates the need for wasteful plastic single-serve coffee cups. Holds upto 15g of coffee or tea and disassembles for easy cleaning. No K-cup required! Reusable Filter Cup for Cuisinart #SS-RFC HomeBarista Reusable Filter Cup, Gray (2 Pack) Make sure this fits your machine, compatible with \u2705 DGB-2 \u2705 SS-1 \u2705 SS-10 \u2705 \u2705 SS-12 \u2705 SS-15 \u2705 \u2705 SS-15W \u2705 \u2705 \u2705\n\n"}, {"role": "assistant", "content": "Price is $12.59"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nooni Karu 12 Gas Burner - Gas Burner Pizza Oven - Pizza Oven Gas Burner Gas Burner Gas Burner Attachment\nStart cooking with gas in your Karu 12 using the Karu 12 Gas Burner. Just attach the burner to the back of the oven to convert to gas power, and you\u2019ll be ready for some low-maintenance cooking. This improved burner has a low-power cooking function, a faster recharge time and a fully serviceable body. That means you\u2019ll see better flame performance while cooking at any temperature, and you\u2019ll also have more control over how you cook in your Karu 12. The Ooni Karu 12 Gas Burner comes with a 28 mbar regulator including a gas hose. Can ONLY be used with the oven\n\n"}, {"role": "assistant", "content": "Price is $99.01"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHIFROM Replace Humidifier Wicking Filters HC-888 C,Replacement for Honeywell (8pcs)\nHIFROM Humidifier Wicking Filters Fits Honeywell Models Humidifier Fits Duracraft Models Humidifier Features Wick filter type.Improves efficiency of the humidifierHoneycomb pad design,allows replacement for maximum absorption of water replacement for optimum moisture output. Capture impurities in water,such as mineral deposits.This humidifier filter HC-888 effectively trap impurities,it allows a smooth,cool and invisible mist to permeate your home's air. Maintain healthy indoor air quality.replacement for colds,seasonal allergies and asthma,humidifier filters can help speed up the treatment process. Maintain a pleasant indoor air quality with this HC-888 Humidifier Filter\n\n"}, {"role": "assistant", "content": "Price is $38.19"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nHASMX Y54414 Idler Pulley Replacement for Amana Maytag whirlpool Dryer Belt Tension Pulley Wheel Part Number Replaces Part Numbers 54414, (1)\nfor Idler Pulley Y54414 Fits Maytag Whirlpool for Y54414 IDLER PULLEY FOR WHIRLPOOL MAYTAG AMANA DRYERS NEW 2 PACK for Idler Pulley Y54414 Fits Maytag Whirlpool 3 Pack for Y54414 IDLER PULLEY FOR WHIRLPOOL MAYTAG AMANA DRYERS NEW 4 PACK for Y54414 IDLER PULLEY FOR WHIRLPOOL MAYTAG AMANA DRYERS NEW 6 PACK Color Black. Type Dryer Idler Pulley / Wheel. Material Rubber.\n\n"}, {"role": "assistant", "content": "Price is $9.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nK&H 2 Burner Dual 24 Inch Built-in Electric Stove Top Radiant Ceramic Cooktop Knob Control 240V 3400W\nFOR ALL COOKWARE Two burners portable electric built-in stove top with scratch-resistant ceramic glass top. Compatible with any kind of cookware which will be one of the important decisions to buy this raised. HIGH POWER Powerful 11 power levels per cooking zone will be perfect to make any kind of meals from simmering to roast. Rating Voltage is (2x 110V), with maximum power output of 3400 Watt. Because of high voltage the electric plug is not included so we suggest to be hardwired directly onto 240V outlet. NORTH AMERICAN NORM German designed / developed K&H cooktop from Kitchen\n\n"}, {"role": "assistant", "content": "Price is $139.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Suspension Spring For Kenmore Electrolux Pack of 1\nPRODUCT DESCRIPTION Washer Suspension spring supports the outer tub and keeps the tub stable during unbalanced loads. they often wear at the same rate so you may want to replace both springs for exact tension on either sidbre. Unplug the washer before installing this part. Wear work gloves to protect your hands. PART NUMBER Replaces MODEL NUMBER Washer Suspension Spring MONEY-BACK GUARANTEE - For any reason, you're not completely satisfied, you can ask for a replacement or full refund, no questions asked. Manufacturer ZHNsaty, Part Weight 5.9 ounces, Dimensions 5.51 x 2.4 x 1.3 inches, model number Rank Tools & Home Improvement Dryer Replacement Parts 14584\n\n"}, {"role": "assistant", "content": "Price is $15.68"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRuiwaer 4pcs Washing Machine Foot Pads Dryer Refrigerator Base Fixed Non-Slip Pad Rubber Mat Washing Machine Support Dampers Stand Accessories\nMulti-purpose washing machine foot pads, tire-grade rubber materials and honeycomb contact surfaces can effectively prevent displacement and sliding, and reduce noise and vibration. Dimensions height width inner diameter Made of high-quality resin fiber plastic and rubber, it has good load-bearing capacity, long wear-resistant service life, and has good effects on preventing displacement, sliding, reducing noise and vibration. The bottom rubber can protect the floor from damage when moving, shaking or walking. It can be used in damp or harsh environments, especially on cement or hardwood floors. Suitable for a variety of washing machines, refrigerators, trolleys, washing machines, dryers, sofas\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBowasin LED Refrigerator Light Bulb for Refrigerator Kei D34l Compatible with Kenmore Frigidaire Refrigerator Bulb 3.5w White Light)\nRefrigerator LED Bulb Specifications refrigerator light bulb led For Refrigerator adopts wide voltage design, suitable for 85V to 265V, power 3.5W. Replaces Following Part Numbers kei d34l, With Frigidaire Kenmore Refrigerator Premium Chip & Energy Saving - kei d34l refrigerator bulb has High-end chip and low energy design. Lifespan more than 100000 hours.can be installed in cabinets,freezers,refrigerators,mainly used to solve the problems of dimmed, flickering, not bright lights. Compatible Models The frig\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nWasher Striker Assembly by Techecook - Fit for Electrolux Frigidaire Washing Machine - Replaces\n\u2714\u2714 PREMIUM PRODUCT The Washer Door Striker Latch Replacement Part is used in the washing machine and is attached to the door to activate the switch when the door is closed, ensuring that the washer door remains locked and closed. Door strike assembly is made of durable high quality metal and ABS material, and tested for good durability and precise fit, high quality product \u2714\u2714 POWERFUL FUNCTION door strike assembly fixes the following symptoms, such as \u25b6Will not start \u25b6Lid or door will not close \u25b6door will not latch. Washer Door Lock Switch prevents the washing machine door from opening during the wash cycle or spin cycle \u2714\u2714 365 DAYS WARRANTY During the\n\n"}, {"role": "assistant", "content": "Price is $10.37"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAir Filter Factory Replacement For Sears Kenmore 14906 Humidifier Filter\nAuthentic Air Filter Factory Brand Product UPC This non-OEM replacement wick filter is made in the USA and designed, as well as distributed solely by Air Filter Factory. This is not a OEM product and is not covered under any manufacturer's warranty. The brand name and logos are the registered trademarks of their respective owners. Any use of the brand name or model designation for this product is made solely for purposes of demonstrating compatibility. Part Number \u2013 14906 Humidifier Wick Filter Replacement For a Humidifier. Quality - Proudly Made In The USA Our Compatible 14906 Humidifier Wick Filter Is Made From A High Quality Paper Pulp For Maximum Wicking And Moisture Output. Our Wick Filters Are Rein\n\n"}, {"role": "assistant", "content": "Price is $14.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n4-Pack Replacement for Refrigerator Water Filter - Compatible with Maytag Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Upstart Battery, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 4545, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, WQA, Brand Upstart Battery\n\n"}, {"role": "assistant", "content": "Price is $45.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nBroan-NuTone BPQTF Non-Ducted Charcoal Replacement Filter for Range Hoods, 1 Count (Pack of 1), Grey\nProduct Description Improve your home's air quality with Broan's Replaceable Non-Duct Charcoal Filter! This charcoal filter helps provide the longest life possible for your range hood. It's designed for use with Broan's Series Range Hoods to ensure the best air quality and flow throughout your kitchen and to keep the range hood operating at peak performance. Made from high-quality materials, the Broan Replaceable Non-Duct Charcoal Filter is the perfect addition to your home! From the Manufacturer The Broan BPQTF is a Non-Ducted Charcoal Range Hood Replacement Filter. Fits series No one provides more ways to improve indoor\n\n"}, {"role": "assistant", "content": "Price is $13.50"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nGeneral Electric Dryer Timer\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric Dryer Timer. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Dryer Timer General Electric This Is A Genuine Replacement Part Clothes-Dryer-Replacement-Parts From The Brand Name Ge Manufacturer General Electric, Part Weight 0.65 Pounds, Dimensions 9.2 x 4.2 x 2.8 inches, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Dryer Replacement Parts 25321, Available January 15, 2010, Brand GE, Dimensions LxWxH 9.2 x 4.2 x 2.\n\n"}, {"role": "assistant", "content": "Price is $169.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nMiddleby Master Link Kit\nProduct Description Middle by Master Link Kit, Middle by brand commercial cooking and processing equipment is the most innovative in the industry. From the Manufacturer Middleby Master Link Kit, Middleby brand commercial cooking and processing equipment is the most innovative in the industry Genuine OEM Replacement part Middle by brand commercial cooking and processing equipment is the most innovative in the industry Use genuine OEM parts for safety reliability and performance Package Dimensions 7.0 L x 5.0 W x 4.0 H Brand Name Middleby, Model Info Weight 0.32 ounces, Dimensions 7 x 5 x 4 inches, model number Part Rank Tools & Home Improvement Cooktop Parts & Accessories 3892, Available January 3, 2014\n\n"}, {"role": "assistant", "content": "Price is $41.79"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLG Washer Rotor Position Sensor Assembly by Seentech - Compatible with LG Kenmore Washers \u2013 Replaces\n\u2705 MODEL NUMBER The Motor rotor position sensor monitors the direction and speed of the spinning rotor and communicates this information to the electronic control board. Replace part number \u2705 EASY TO INSTALL LG, Ken-more. Fits Models - LG 29272, 29278, 29472, 29478, 31522, 31523, 40272, 40318, 40441, 40448, 40512, 40518, 41022, 41028\u2026 - Kenmore \u2705 PRODUCT SPECIFICATIONS Washer Rotor Position Sensor monitors the direction and speed of the spinning rotor and communicates this information to the electronic control board.This part senses the\n\n"}, {"role": "assistant", "content": "Price is $9.47"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRiozoo Front Load Washer Door Prop, Magnetic Washing Machine Door Prop, Keep Washing Machine Door Open, Flexible Washer Door Holder Fits Most Washing Machine, Grey\n\u2705 Safe for Your Washer Have you encountered an unpleasant odor due to the dampness of the washing machines? We have all encountered! So we designed magnetic washing machine door prop to help us keeping the washing machine door open and dry, keep clean and fresh, doesn't get that nasty smell \u2705 High Quality Silicone Material The front loader washer door prop is wrapped in soft and durable silicone rubber, which effectively protects the washing machine without damaging the surface. NEVER put something hard or rigid between your washer and its door! This could lead to damage to your washer if you accidentally lean into its door \u2705 Keep Washer Door Open Stop bumping into\n\n"}, {"role": "assistant", "content": "Price is $7.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nLifeSupplyUSA Humidifier Filter Replacement Wick Compatible with Philips 2000 Series Humidifiers\nGREAT VALUE Includes 10 wicking filters for humidifier. Made with high-quality components for better longevity and more surface area. CLEAN AIR This is a humidifier filter replacement that helps effectively maintain fresh air with the right amount of humidity. Filters minerals and particles from water such as lint, dust, and pet hair. USED BY PROFESSIONALS LifeSupplyUSA Humidifier Filters are made to be durable & efficient for the best humidifier care. Protects your humidifier unit from dirt/dust buildup. COMPATIBILITY Compatible with Philips humidifier series 2000 - Compares to Philips SIMPLE TO INSTALL Installation is easy; no tools required. Simply remove and replace from your humidifier unit\n\n"}, {"role": "assistant", "content": "Price is $18.74"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\n58mm Espresso Filter Basket, Two Cup- Single Wall, Non-pressure Accessorie, Fit Breville 58mm portafilter\nSpecification 58mm Coffee Filter Basket, Two Cup-Single WallItem Type 58mm Material Stainless Steel Weight 0.98 ounces Please Note 1.The real color of the item may be slightly different from the pictures shown on website caused by many factors such as brightness of your monitor and light allow slight manual measurement deviation for the data. Guarantee Friendly Customer Service.Any Questions,Please Feel Free to Contact us.We Will Respond to You Within 24 Hours and Give You a Good Solution. Package Include 1 pc 58mm Filter Basket Please double check the size first to make the item fits on your machine. This 58mm Espresso Filter Basket Outer diameter is\n\n"}, {"role": "assistant", "content": "Price is $18.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nOEM Samsung Range Convection Fan Motor Originally for Samsung\nInstallation Instructions do NOT accompany this part! Ranges have MULTIPLE motors! This offering is for the Range Convection Fan Motor. This motor does NOT come with the mounting bracket. This Range Convection Motor has the following code on it This particular This motor turns the fan blade that circulates hot air through the oven for even heating and cooking. Please know that ranges can have multiple motors. If your Range is NOT listed above, please send us a message so we may help you obtain the correct part! This Is An Original Part! Using The Correct Fan Ensures Proper Airflow! This Part Does NOT Come With Installation Instructions! Don't See Your Model Number Listed? Send A Message! Happy To Help! Dimensions 6 x 6\n\n"}, {"role": "assistant", "content": "Price is $105.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nIce Maker Compatible with Electrolux, Frigidaire, Kenmore, Crosley, etc Refrigerators. Replaces etc - 1 Year Warranty\nHigh quality Efficient production of ice cubes, Non-original aftermarket parts. Meets OEM standards! Guaranteed to exceed OEM requirements, Mechanical motor for longer life of the ice machine Problem solving Ice machine does not make ice, no ice, Slow ice out, Loud noise. With a built-in wiring harness, Simply unplug and install, Very easy to replace Part Number Applicable brand Ice Maker Compatible with Electrolux, Frigidaire, Kenmore, Crosley, Gibson, Kelvinator, Tappan, White Westinghouse, etc Refrigerator \uff08Some models, not all\uff09 Quality After Sale For any quality problem, resend a new\n\n"}, {"role": "assistant", "content": "Price is $54.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRange Kleen 106-A 8-Inch Style D Drip Pan, Chrome\nThis style D, 8 in. Chrome drip PAN offers a universal design fits 99% of all GE and Hotpoint electric ranges with hinged elements. Metal Single pack Universal design Fits 99% of all GE & Hotpoint electric ranges with hinged elements Style e Chrome Made in the USA Single Package Universal Design Fits 99% Of All Ge(r) & Hotpoint(r) Electric Ranges With Hinged Elements Designed in Style E Made of Chrome Manufacturer Range Kleen (RANBF), Part Weight 3.66 ounces, Dimensions 8.5 x 9.5 x 1.12 inches, model number 106-A, Is Discontinued No, Size Pack of 1\n\n"}, {"role": "assistant", "content": "Price is $7.84"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nRefrigerator Water Tubing Genuine OEM\nImportant Any use of the manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer. Water tubing carries water from the inlet water valve to the ice maker. Refrigerator Ice Maker Water Line Tube Part # Replaces Substitution The manufacturer substituted part with this new part Compatible with Brands KitchenAid, Maytag, Whirlpool, Jenn-Air, Kenmore, Amana, Magic Chef, Admiral, Roper, Norge Brand Name Tubing, Model Info Weight 1.\n\n"}, {"role": "assistant", "content": "Price is $23.95"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nAllstare Grate Rubber Feet for Viking Range Parts Gas Cooktop Range Burner Grate Pad Rubber Support Bumpers Also Fit Other Brand Stove 8 Pack\n\u2705 PLEASE REMIND It is recommended that you can use a small amount of glue or heated grade silicone on your viking range grate rubber feet to keep foot in place \u2705 HEAT-RESISTANT AND DURABLE Viking grate feet made entirely of rubber, other stove top burner grate foot that are made from standard rubber without heat resistance. \u2705 COMPATIBLE WITH VIKING STOVE GRATE PAD PART NUMBER Please compatible with viking grate foot. \u2705 FITS VIKING RANGE PARTS D3 SERIES GRATE Fits viking gas range burner grate pad, like Viking D3 Series and more\n\n"}, {"role": "assistant", "content": "Price is $11.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nScotsman Water Pump\nProduct Description The Scotsman Water Pump is a genuine OEM (original equipment manufacturer) replacement part. Scotsman Ice Machines have a history of consistent innovation in ice maker parts and manufacturing. Approved by original equipment manufacturer (OEM) and intended only for designed and specified use. From the Manufacturer WATER PUMP. Scotsman Genuine OEM replacement part. Scotsman Ice Machines, a Warburg-Pincus brand, have a history of consistent innovation in ice maker parts and manufacturing. Use genuine OEM parts for safety reliability and performance. Genuine OEM replacement part Scotsman Ice Machines have a history of consistent innovation in ice maker parts and manufacturing Genuine OEM provides safety, reliability, and optimal performance Approved by original equipment manufacturer (OEM) Intended only for designed and specified use Manufacturer Prt\n\n"}, {"role": "assistant", "content": "Price is $671.26"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nNEW UPGRADED Ultra Durable Dishwasher METAL Rack Adjuster Kit Replacement Part by BlueStars - Exact Fit for Whirlpool & Kenmore Dishwashers - Replaces\n\u2705 SMOOTH OPERATION kit will adjust the height of the upper rack of your dishwasher. It connects to the dishrack. This kit fixes the symptoms Leaking, Door won't close, Door latch failure, Not cleaning dishes properly. \ud835\ude17\ud835\ude2d\ud835\ude26\ud835\ude22\ud835\ude34\ud835\ude26 \ud835\ude24\ud835\ude29\ud835\ude26\ud835\ude24\ud835\ude2c \ud835\ude35\ud835\ude29\ud835\ude26 \ud835\ude34\ud835\ude2a\ud835\ude3b\ud835\ude26 \ud835\ude30\ud835\ude27 \ud835\ude35\ud835\ude29\ud835\ude26 \ud835\ude30\ud835\ude33\n\n"}, {"role": "assistant", "content": "Price is $20.97"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Dishwasher Pump Gasket Replacement\nAlternate part numbers include and Located around the edge of the pump to prevent leaks between the pump housing and the filter housing | Fits model specific dishwashers It is important to disconnect your appliance from the power and water supply before servicing. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging. Manufacturer Supplying Demand, Part Weight 0.81 ounces, Dimensions 7 x 7 x 1 inches, model number Color Black, Of Pieces 1, Included Components Pump Gasket, Rank Tools & Home Improvement Parts & Accessories \n\n"}, {"role": "assistant", "content": "Price is $14.99"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nKegco Conversion Kit\nWith Kegco's Deluxe Two Keg Kegerator Conversion Kit, you can quickly and easily go from owning a plain refrigerator or freezer to dispensing fresh-tasting beer straight from the keg with your very own draft beer dispenser! Kegco has drawn on years of beer dispensing experience to design a kit that includes all of the high performance parts you'll need, including a commercial grade two product dual gauge regulator and two NSF approved commercial-grade American D-System keg couplers that will tap any North American store bought kegs. Kegco has even thrown in a stainless steel drip tray that contains drips and spills to make cleaning up after every use just as convenient as the initial assembly. Kegco kits come complete with detailed step-by-step\n\n"}, {"role": "assistant", "content": "Price is $307.00"}]} +{"messages": [{"role": "system", "content": "You are an ecommerce pricing assistant. Respond with the price only, no text before or after."}, {"role": "user", "content": "How much does this cost?\n\nDetulseor Portable Washing Machine Hoses, Compact Washer Whirlpool Replacement Portable Washer Hose, Inlet Hose Connection 90 Degree Elbow. portable water hose Length 9.84FT 3M\n\ud83e\uddfd Portable Washing Machine Hoses This washer hoses is designed for use with portable washing machines hose\uff0c for use with portable washing machines\uff0cwhirlpool compact washer\uff0ctwin tub washing machine\uff0cblack and decker washing machine\uff0csmall washing machine for apartments\uff0csmart washer for bucket. \ud83d\udd0c Water Inlet Connection whirlpool compact washer hose\uff0cwith faucet adapter for portable washing machine hose, easy inlet connection\uff0csuitable for portable wash sink portable deck for rv washing machine,manual washing machine,small washing machine,twin tub compact washer,apartments washing machine. \ud83e\uddf9\n\n"}, {"role": "assistant", "content": "Price is $28.99"}]} \ No newline at end of file diff --git a/week6/community-contributions/emmy/price_estimator.ipynb b/week6/community-contributions/emmy/price_estimator.ipynb new file mode 100644 index 0000000..95f511e --- /dev/null +++ b/week6/community-contributions/emmy/price_estimator.ipynb @@ -0,0 +1,413 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1bf0f654", + "metadata": {}, + "source": [ + "# Custom Price Estimator\n", + "\n", + "This notebook mirrors the week 6 day 5 fine-tuning workflow and pushes it a little further with the goal of beating the $76 average error target on the shared product dataset." + ] + }, + { + "cell_type": "markdown", + "id": "4b4a89e6", + "metadata": {}, + "source": [ + "## Plan\n", + "- Load the curated `Item` objects that we prepared earlier in week 6.\n", + "- Create train/validation splits sized for a stronger fine-tune than the baseline.\n", + "- Package the conversations in JSONL format and launch an OpenAI fine-tuning job.\n", + "- Retrieve the tuned model, score it with the shared tester, and aim for < $76 average error." + ] + }, + { + "cell_type": "markdown", + "id": "8dc5b7b0", + "metadata": {}, + "source": [ + "## Environment Setup\n", + "Pull in the packages, load API keys from `.env`, and make sure we can talk to both the OpenAI and Hugging Face services used elsewhere in the course." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6332b2b", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import json\n", + "import pickle\n", + "import random\n", + "import re\n", + "from pathlib import Path\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "\n", + "from items import Item\n", + "from testing import Tester\n", + "from openai import OpenAI\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14eb4e29", + "metadata": {}, + "outputs": [], + "source": [ + "# Load secrets from the .env file so the OpenAI client picks them up.\n", + "load_dotenv(override=True)\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'set-your-openai-key')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'set-your-hf-token')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b07a6cab", + "metadata": {}, + "outputs": [], + "source": [ + "# Log in to Hugging Face once per session (needed for the tokenizer used in Item).\n", + "hf_token = os.environ['HF_TOKEN']\n", + "if hf_token and hf_token != 'set-your-hf-token':\n", + " login(hf_token, add_to_git_credential=True)\n", + "else:\n", + " print('⚠️ Provide a valid HF_TOKEN in your .env if you need to download tokenizer weights.')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "113d520b", + "metadata": {}, + "outputs": [], + "source": [ + "openai = OpenAI()\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "id": "04ae4263", + "metadata": {}, + "source": [ + "## Load the Week 6 Dataset\n", + "We reuse the curated pickled `Item` objects. If the pickle files are missing, circle back to the earlier data curation notebook to regenerate them." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6ca7ca03", + "metadata": {}, + "outputs": [], + "source": [ + "#Let's avoid curating all our data again! Load in the pickle files:\n", + "with open('train_lite.pkl', 'rb') as file:\n", + " train = pickle.load(file)\n", + "\n", + "with open('test_lite.pkl', 'rb') as file:\n", + " test = pickle.load(file)\n", + "\n", + "len(train), len(test)\n" + ] + }, + { + "cell_type": "markdown", + "id": "35e6dde7", + "metadata": {}, + "source": [ + "We will widen the training split beyond the day 5 baseline to squeeze out better accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0ea1ba91", + "metadata": {}, + "outputs": [], + "source": [ + "TRAIN_SIZE = 400\n", + "VAL_SIZE = 100\n", + "RANDOM_SEED = 42\n", + "\n", + "rng = random.Random(RANDOM_SEED)\n", + "shuffled = train[:]\n", + "rng.shuffle(shuffled)\n", + "fine_tune_train = shuffled[:TRAIN_SIZE]\n", + "fine_tune_validation = shuffled[TRAIN_SIZE:TRAIN_SIZE+VAL_SIZE]\n", + "\n", + "len(fine_tune_train), len(fine_tune_validation)\n" + ] + }, + { + "cell_type": "markdown", + "id": "4a1c67fa", + "metadata": {}, + "source": [ + "## Step 1 — Build Training Conversations\n", + "Frontier models handled the unaltered prompt, but for the fine-tune we keep the instruction tight and leave the assistant answer as just the numerical price." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "436b78b5", + "metadata": {}, + "outputs": [], + "source": [ + "SYSTEM_MESSAGE = 'You are an ecommerce pricing assistant. Respond with the price only, no text before or after.'\n", + "ASSISTANT_PREFIX = 'Price is $'\n", + "\n", + "def clean_user_prompt(item):\n", + " prompt = item.test_prompt().replace(' to the nearest dollar', '')\n", + " return prompt.replace(ASSISTANT_PREFIX, '')\n", + "\n", + "def messages_for_training(item):\n", + " return [\n", + " {\"role\": \"system\", \"content\": SYSTEM_MESSAGE},\n", + " {\"role\": \"user\", \"content\": clean_user_prompt(item)},\n", + " {\"role\": \"assistant\", \"content\": f'{ASSISTANT_PREFIX}{item.price:.2f}'}\n", + " ]\n", + "\n", + "def messages_for_inference(item):\n", + " return [\n", + " {\"role\": \"system\", \"content\": SYSTEM_MESSAGE},\n", + " {\"role\": \"user\", \"content\": clean_user_prompt(item)},\n", + " {\"role\": \"assistant\", \"content\": ASSISTANT_PREFIX}\n", + " ]\n", + "\n", + "messages_for_training(fine_tune_train[0])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ecf456c2", + "metadata": {}, + "outputs": [], + "source": [ + "def make_jsonl(items):\n", + " lines = []\n", + " for item in items:\n", + " lines.append(json.dumps({\"messages\": messages_for_training(item)}))\n", + " return '\\n'.join(lines)\n", + "\n", + "def write_jsonl(items, filename):\n", + " payload = make_jsonl(items)\n", + " with open(filename, 'w') as f:\n", + " f.write(payload)\n", + "\n", + "write_jsonl(fine_tune_train, 'fine_tune_train.jsonl')\n", + "write_jsonl(fine_tune_validation, 'fine_tune_validation.jsonl')\n", + "\n", + "Path('fine_tune_train.jsonl').stat().st_size, Path('fine_tune_validation.jsonl').stat().st_size\n" + ] + }, + { + "cell_type": "markdown", + "id": "7dfde306", + "metadata": {}, + "source": [ + "Upload the datasets so the fine-tuning job can consume them." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c522928", + "metadata": {}, + "outputs": [], + "source": [ + "with open('fine_tune_train.jsonl', 'rb') as file:\n", + " train_file = openai.files.create(file=file, purpose='fine-tune')\n", + "train_file\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3660112", + "metadata": {}, + "outputs": [], + "source": [ + "with open('fine_tune_validation.jsonl', 'rb') as file:\n", + " validation_file = openai.files.create(file=file, purpose='fine-tune')\n", + "validation_file\n" + ] + }, + { + "cell_type": "markdown", + "id": "9eaf47e1", + "metadata": {}, + "source": [ + "## Step 2 — Launch the Fine-Tune\n", + "Weights & Biases logging is optional but handy for tracking metrics over time." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d758ba4b", + "metadata": {}, + "outputs": [], + "source": [ + "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}\n", + "train_file.id, validation_file.id\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7152b9b", + "metadata": {}, + "outputs": [], + "source": [ + "fine_tune_job = openai.fine_tuning.jobs.create(\n", + " training_file=train_file.id,\n", + " validation_file=validation_file.id,\n", + " model='gpt-4o-mini-2024-07-18',\n", + " seed=RANDOM_SEED,\n", + " hyperparameters={\"n_epochs\": 2, \"learning_rate_multiplier\": 1.5},\n", + " suffix='emmy-pricer'\n", + ")\n", + "fine_tune_job\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd047075", + "metadata": {}, + "outputs": [], + "source": [ + "job_id = fine_tune_job.id\n", + "job_id\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd830d14", + "metadata": {}, + "outputs": [], + "source": [ + "openai.fine_tuning.jobs.retrieve(job_id)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d2b25992", + "metadata": {}, + "outputs": [], + "source": [ + "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10).data\n" + ] + }, + { + "cell_type": "markdown", + "id": "f0328367", + "metadata": {}, + "source": [ + "If you connected Weights & Biases under Settings → Integrations in the OpenAI dashboard, sync the run for richer charts." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5995f1d6", + "metadata": {}, + "outputs": [], + "source": [ + "import wandb\n", + "from wandb.integration.openai.fine_tuning import WandbLogger\n", + "\n", + "wandb.login()\n", + "WandbLogger.sync(fine_tune_job_id=job_id, project='gpt-pricer')\n" + ] + }, + { + "cell_type": "markdown", + "id": "7961d020", + "metadata": {}, + "source": [ + "## Step 3 — Evaluate the Tuned Model\n", + "Once the job is complete, grab the resulting model name and use the shared tester harness to verify we cleared the $76 average error goal." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7742bad2", + "metadata": {}, + "outputs": [], + "source": [ + "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model\n", + "fine_tuned_model_name\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d18cc45", + "metadata": {}, + "outputs": [], + "source": [ + "def get_price(text):\n", + " cleaned = text.replace('$', '').replace(',', '').strip()\n", + " match = re.search(r'[-+]?\\d*\\.?\\d+', cleaned)\n", + " return float(match.group()) if match else 0.0\n", + "\n", + "def gpt_pricer(item):\n", + " response = openai.chat.completions.create(\n", + " model=fine_tuned_model_name,\n", + " messages=messages_for_inference(item),\n", + " seed=RANDOM_SEED,\n", + " max_tokens=8\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a491e4b", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(gpt_pricer, test)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm-engineering (3.12.10)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week6/community-contributions/finetuning-joshua/Week6_Product_Pricer_Clean.ipynb b/week6/community-contributions/finetuning-joshua/Week6_Product_Pricer_Clean.ipynb new file mode 100644 index 0000000..6b4fc33 --- /dev/null +++ b/week6/community-contributions/finetuning-joshua/Week6_Product_Pricer_Clean.ipynb @@ -0,0 +1,828 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Week 6 - Product Pricer Challenge\n", + "\n", + "**A baseline established by GPT-4o and attempt to beat it with fine-tuning**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize and Load Configuration\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "import random\n", + "import pickle\n", + "from collections import Counter\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from huggingface_hub import login\n", + "from openai import OpenAI\n", + "\n", + "# SimpleItem class definition for pickle compatibility\n", + "class SimpleItem:\n", + " \"\"\"\n", + " Simple item class for pickle compatibility\n", + " This matches the structure used in the CSV conversion script\n", + " \"\"\"\n", + " def __init__(self, title, description, price, category=\"Human_Generated\", token_count=0):\n", + " self.title = title\n", + " self.description = description\n", + " self.price = price\n", + " self.category = category\n", + " self.token_count = token_count\n", + "\n", + " def test_prompt(self):\n", + " \"\"\"\n", + " Return a prompt suitable for testing, with the actual price removed\n", + " This method is needed for compatibility with the testing framework\n", + " \"\"\"\n", + " return f\"How much does this cost to the nearest dollar?\\n\\n{self.title}\\n\\n{self.description}\\n\\nPrice is $\"\n", + "\n", + " def __repr__(self):\n", + " return f\"SimpleItem(title='{self.title[:50]}...', price=${self.price})\"\n", + "\n", + "# Import our custom classes\n", + "# Use original testing class to avoid matplotlib color issues\n", + "try:\n", + " from enhanced_items import Item\n", + " # Use original Tester to avoid matplotlib color issues\n", + " import sys\n", + " import os\n", + " sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(''))))\n", + " from testing import Tester\n", + " print(\"✅ Using enhanced items and original testing from parent directory\")\n", + "except ImportError:\n", + " # Fallback to parent directory modules\n", + " import sys\n", + " import os\n", + " sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(''))))\n", + " from items import Item\n", + " from testing import Tester\n", + " print(\"✅ Using modules from parent directory\")\n", + "\n", + "print(\"✅ All imports successful!\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Environment setup\n", + "try:\n", + " from google.colab import userdata\n", + " os.environ['OPENAI_API_KEY'] = userdata.get('OPENAI_API_KEY')\n", + " os.environ['HF_TOKEN'] = userdata.get('HF_TOKEN')\n", + " print(\"✅ Using Colab secrets\")\n", + "except:\n", + " from dotenv import load_dotenv\n", + " load_dotenv(override=True)\n", + " os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + " os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')\n", + " print(\"✅ Using local .env file\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Log in to HuggingFace\n", + "hf_token = os.environ['HF_TOKEN']\n", + "login(hf_token)\n", + "\n", + "# Initialize OpenAI client\n", + "openai = OpenAI()\n", + "\n", + "# Enable matplotlib inline for Colab\n", + "%matplotlib inline\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load pre-processed pickle files (our data loading hack)\n", + "def load_pickle_data():\n", + " \"\"\"\n", + " Load pre-processed pickle files with fallback to sample data\n", + " \"\"\"\n", + " print(\"📦 Loading pre-processed pickle files...\")\n", + " \n", + " # Try to load pickle files\n", + " pickle_files = ['train.pkl', 'test.pkl', 'validation.pkl', \n", + " 'data/train.pkl', 'data/test.pkl', 'data/validation.pkl',\n", + " '../train.pkl', '../test.pkl', '../validation.pkl']\n", + " \n", + " train = None\n", + " test = None\n", + " validation = None\n", + " \n", + " # Load training data\n", + " for file_path in ['train.pkl', 'data/train.pkl', '../train.pkl']:\n", + " if os.path.exists(file_path):\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " train = pickle.load(f)\n", + " print(f\"✅ Loaded training data: {file_path} ({len(train)} items)\")\n", + " break\n", + " except Exception as e:\n", + " print(f\"❌ Error loading {file_path}: {e}\")\n", + " # Try to load as dictionary and convert to SimpleItem\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " raw_data = pickle.load(f)\n", + " if isinstance(raw_data, list) and len(raw_data) > 0:\n", + " if isinstance(raw_data[0], dict):\n", + " # Convert dictionary to SimpleItem\n", + " train = []\n", + " for item_dict in raw_data:\n", + " item = SimpleItem(\n", + " title=item_dict.get('title', ''),\n", + " description=item_dict.get('description', ''),\n", + " price=item_dict.get('price', 0.0),\n", + " category=item_dict.get('category', 'Human_Generated'),\n", + " token_count=item_dict.get('token_count', 0)\n", + " )\n", + " train.append(item)\n", + " print(f\" Converted {len(train)} training items from dictionary format\")\n", + " break\n", + " except Exception as e2:\n", + " print(f\" ❌ Failed to convert {file_path}: {e2}\")\n", + " \n", + " # Load test data\n", + " for file_path in ['test.pkl', 'data/test.pkl', '../test.pkl']:\n", + " if os.path.exists(file_path):\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " test = pickle.load(f)\n", + " print(f\"✅ Loaded test data: {file_path} ({len(test)} items)\")\n", + " break\n", + " except Exception as e:\n", + " print(f\"❌ Error loading {file_path}: {e}\")\n", + " # Try to load as dictionary and convert to SimpleItem\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " raw_data = pickle.load(f)\n", + " if isinstance(raw_data, list) and len(raw_data) > 0:\n", + " if isinstance(raw_data[0], dict):\n", + " # Convert dictionary to SimpleItem\n", + " test = []\n", + " for item_dict in raw_data:\n", + " item = SimpleItem(\n", + " title=item_dict.get('title', ''),\n", + " description=item_dict.get('description', ''),\n", + " price=item_dict.get('price', 0.0),\n", + " category=item_dict.get('category', 'Human_Generated'),\n", + " token_count=item_dict.get('token_count', 0)\n", + " )\n", + " test.append(item)\n", + " print(f\" Converted {len(test)} test items from dictionary format\")\n", + " break\n", + " except Exception as e2:\n", + " print(f\" ❌ Failed to convert {file_path}: {e2}\")\n", + " \n", + " # Load validation data\n", + " for file_path in ['validation.pkl', 'data/validation.pkl', '../validation.pkl']:\n", + " if os.path.exists(file_path):\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " validation = pickle.load(f)\n", + " print(f\"✅ Loaded validation data: {file_path} ({len(validation)} items)\")\n", + " break\n", + " except Exception as e:\n", + " print(f\"❌ Error loading {file_path}: {e}\")\n", + " # Try to load as dictionary and convert to SimpleItem\n", + " try:\n", + " with open(file_path, 'rb') as f:\n", + " raw_data = pickle.load(f)\n", + " if isinstance(raw_data, list) and len(raw_data) > 0:\n", + " if isinstance(raw_data[0], dict):\n", + " # Convert dictionary to SimpleItem\n", + " validation = []\n", + " for item_dict in raw_data:\n", + " item = SimpleItem(\n", + " title=item_dict.get('title', ''),\n", + " description=item_dict.get('description', ''),\n", + " price=item_dict.get('price', 0.0),\n", + " category=item_dict.get('category', 'Human_Generated'),\n", + " token_count=item_dict.get('token_count', 0)\n", + " )\n", + " validation.append(item)\n", + " print(f\" Converted {len(validation)} validation items from dictionary format\")\n", + " break\n", + " except Exception as e2:\n", + " print(f\" ❌ Failed to convert {file_path}: {e2}\")\n", + " \n", + " # If no pickle files found, create sample data\n", + " if not train or not test:\n", + " print(\"🔄 No pickle files found, creating sample data...\")\n", + " train, test, validation = create_sample_data()\n", + " \n", + " # Debug: Check what we actually loaded\n", + " print(f\"\\n🔍 Debug - Data loaded:\")\n", + " print(f\" train: {len(train) if train else 0} items\")\n", + " print(f\" test: {len(test) if test else 0} items\") \n", + " print(f\" validation: {len(validation) if validation else 0} items\")\n", + " \n", + " # Additional safety check\n", + " if not test or len(test) == 0:\n", + " print(\"⚠️ WARNING: Test dataset is empty! Creating emergency sample data...\")\n", + " # Create emergency test data\n", + " emergency_test = [\n", + " SimpleItem(\"Test Product 1\", \"A test product for evaluation\", 25.99, \"Test\", 10),\n", + " SimpleItem(\"Test Product 2\", \"Another test product\", 45.50, \"Test\", 12),\n", + " SimpleItem(\"Test Product 3\", \"Third test product\", 15.75, \"Test\", 8)\n", + " ]\n", + " test = emergency_test\n", + " print(f\" Emergency test data created: {len(test)} items\")\n", + " \n", + " return train, test, validation\n", + "\n", + "def create_sample_data():\n", + " \"\"\"\n", + " Create sample data for demonstration\n", + " \"\"\"\n", + " # Sample product data (expanded for better testing)\n", + " sample_products = [\n", + " {\"title\": \"Wireless Bluetooth Headphones\", \"price\": 89.99, \"category\": \"Electronics\"},\n", + " {\"title\": \"Stainless Steel Water Bottle\", \"price\": 24.99, \"category\": \"Home & Kitchen\"},\n", + " {\"title\": \"Organic Cotton T-Shirt\", \"price\": 19.99, \"category\": \"Clothing\"},\n", + " {\"title\": \"Ceramic Coffee Mug\", \"price\": 12.99, \"category\": \"Home & Kitchen\"},\n", + " {\"title\": \"LED Desk Lamp\", \"price\": 45.99, \"category\": \"Electronics\"},\n", + " {\"title\": \"Yoga Mat\", \"price\": 29.99, \"category\": \"Sports & Outdoors\"},\n", + " {\"title\": \"Leather Wallet\", \"price\": 39.99, \"category\": \"Accessories\"},\n", + " {\"title\": \"Bluetooth Speaker\", \"price\": 79.99, \"category\": \"Electronics\"},\n", + " {\"title\": \"Kitchen Knife Set\", \"price\": 129.99, \"category\": \"Home & Kitchen\"},\n", + " {\"title\": \"Running Shoes\", \"price\": 89.99, \"category\": \"Sports & Outdoors\"},\n", + " {\"title\": \"Smartphone Case\", \"price\": 15.99, \"category\": \"Electronics\"},\n", + " {\"title\": \"Coffee Maker\", \"price\": 89.99, \"category\": \"Home & Kitchen\"},\n", + " {\"title\": \"Backpack\", \"price\": 49.99, \"category\": \"Accessories\"},\n", + " {\"title\": \"Tennis Racket\", \"price\": 79.99, \"category\": \"Sports & Outdoors\"},\n", + " {\"title\": \"Laptop Stand\", \"price\": 34.99, \"category\": \"Electronics\"}\n", + " ]\n", + " \n", + " # Create SimpleItem objects\n", + " items = []\n", + " for product in sample_products:\n", + " item = SimpleItem(\n", + " title=product['title'],\n", + " description=f\"High-quality {product['title'].lower()}\",\n", + " price=product['price'],\n", + " category=product['category'],\n", + " token_count=len(product['title'] + f\"High-quality {product['title'].lower()}\") // 4\n", + " )\n", + " items.append(item)\n", + " \n", + " # Split into train/test/validation (more balanced split)\n", + " train = items[:10] # 10 items\n", + " test = items[10:13] # 3 items \n", + " validation = items[13:] # 2 items\n", + " \n", + " print(f\"✅ Created sample data: {len(train)} train, {len(test)} test, {len(validation)} validation\")\n", + " return train, test, validation\n", + "\n", + "# Load the data\n", + "train, test, validation = load_pickle_data()\n", + "\n", + "print(f\"\\n📊 Dataset Statistics:\")\n", + "print(f\" Training: {len(train)} items\")\n", + "print(f\" Test: {len(test)} items\")\n", + "print(f\" Validation: {len(validation)} items\")\n", + "\n", + "if train:\n", + " print(f\"\\n🔍 Sample Training Item:\")\n", + " print(f\" Title: {train[0].title}\")\n", + " print(f\" Price: ${train[0].price}\")\n", + " print(f\" Category: {train[0].category}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare Fine-tuning Data\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# OpenAI recommends fine-tuning with 50-100 examples\n", + "# Use our actual train/validation split from the pickle files\n", + "fine_tune_train = train # Use all training data (150 items)\n", + "fine_tune_validation = validation # Use validation data (50 items)\n", + "\n", + "print(f\"📊 Fine-tuning data prepared:\")\n", + "print(f\" Training: {len(fine_tune_train)} items\")\n", + "print(f\" Validation: {len(fine_tune_validation)} items\")\n", + "\n", + "# Weight and Biases integration (optional)\n", + "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer-ft\"}}\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper Functions\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Utility function to extract price from a string\n", + "def get_price(s):\n", + " s = s.replace('$', '').replace(',', '')\n", + " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", + " return float(match.group()) if match else 0\n", + "\n", + "# Prompt generation functions\n", + "def messages_for(item):\n", + " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", + " user_prompt = item.test_prompt().replace(\" to the nearest dollar\", \"\").replace(\"\\n\\nPrice is $\", \"\")\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", + " ]\n", + "\n", + "def messages_with_price(item):\n", + " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", + " user_prompt = item.test_prompt().replace(\" to the nearest dollar\", \"\").replace(\"\\n\\nPrice is $\", \"\")\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\"}\n", + " ]\n", + "\n", + "print(\"✅ Helper functions defined!\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Baseline GPT-4o Model\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def gpt_4o_frontier(item):\n", + " response = openai.chat.completions.create(\n", + " model=\"gpt-4o\",\n", + " messages=messages_for(item),\n", + " seed=42,\n", + " max_tokens=5\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n", + "\n", + "print(\"🧪 Testing baseline GPT-4o model...\")\n", + "\n", + "# Safety check: Make sure we have test data\n", + "if not test or len(test) == 0:\n", + " print(\"❌ No test data available! Cannot run baseline test.\")\n", + " print(\"💡 Please check the data loading section above.\")\n", + " print(\"🔍 Debug info:\")\n", + " print(f\" test variable exists: {test is not None}\")\n", + " print(f\" test length: {len(test) if test else 'N/A'}\")\n", + " print(f\" test type: {type(test)}\")\n", + "else:\n", + " print(f\"📊 Testing on {len(test)} items...\")\n", + " print(f\"🔍 Test data preview:\")\n", + " for i, item in enumerate(test[:3]): # Show first 3 items\n", + " print(f\" Item {i}: {item.title} - ${item.price}\")\n", + " \n", + " try:\n", + " # Create Tester with correct size parameter\n", + " tester = Tester(gpt_4o_frontier, test, size=len(test))\n", + " tester.run()\n", + " except IndexError as e:\n", + " print(f\"❌ IndexError in Tester.test: {e}\")\n", + " print(f\"🔍 Test data length: {len(test)}\")\n", + " print(\"💡 This suggests the Tester is trying to access more items than available.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fine-tuning Implementation\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if fine_tuned_model_name:\n", + " def gpt_fine_tuned(item):\n", + " response = openai.chat.completions.create(\n", + " model=fine_tuned_model_name,\n", + " messages=messages_for(item),\n", + " seed=42,\n", + " max_tokens=7\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n", + " \n", + " print(\"🧪 Testing fine-tuned model...\")\n", + " # Create Tester with correct size parameter to avoid IndexError\n", + " tester = Tester(gpt_fine_tuned, test, size=len(test))\n", + " tester.run()\n", + "else:\n", + " print(\"⏳ Fine-tuned model not ready yet. Please wait and re-run the previous cell.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert items to JSONL format for fine-tuning\n", + "def make_jsonl(items):\n", + " result = \"\"\n", + " for item in items:\n", + " messages = messages_with_price(item)\n", + " messages_str = json.dumps(messages)\n", + " result += '{\"messages\": ' + messages_str + '}\\n'\n", + " return result.strip()\n", + "\n", + "def write_jsonl(items, filename):\n", + " with open(filename, \"w\") as f:\n", + " jsonl = make_jsonl(items)\n", + " f.write(jsonl)\n", + "\n", + "# Create fine-tuning files\n", + "write_jsonl(fine_tune_train, \"fine_tune_train.jsonl\")\n", + "write_jsonl(fine_tune_validation, \"fine_tune_validation.jsonl\")\n", + "\n", + "print(\"✅ Fine-tuning files created:\")\n", + "print(\" - fine_tune_train.jsonl\")\n", + "print(\" - fine_tune_validation.jsonl\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Upload files to OpenAI\n", + "with open(\"fine_tune_train.jsonl\", \"rb\") as f:\n", + " train_file = openai.files.create(file=f, purpose=\"fine-tune\")\n", + "\n", + "with open(\"fine_tune_validation.jsonl\", \"rb\") as f:\n", + " validation_file = openai.files.create(file=f, purpose=\"fine-tune\")\n", + "\n", + "print(f\"✅ Files uploaded to OpenAI:\")\n", + "print(f\" Training file ID: {train_file.id}\")\n", + "print(f\" Validation file ID: {validation_file.id}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create fine-tuning job\n", + "fine_tuning_job = openai.fine_tuning.jobs.create(\n", + " training_file=train_file.id,\n", + " validation_file=validation_file.id,\n", + " model=\"gpt-4o-mini\",\n", + " seed=42,\n", + " hyperparameters={\"n_epochs\": 1},\n", + " integrations=[wandb_integration],\n", + " suffix=\"pricer\"\n", + ")\n", + "\n", + "print(f\"🚀 Fine-tuning job created: {fine_tuning_job.id}\")\n", + "print(\"⏳ This will take some time to complete...\")\n", + "print(\"💡 You can monitor progress in the OpenAI dashboard or Weights & Biases\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# FIXED: Test enhanced model (if ready) - with correct Tester size\n", + "try:\n", + " enhanced_model_name = openai.fine_tuning.jobs.retrieve(fine_tuning_job_v2.id).fine_tuned_model\n", + " \n", + " def gpt_enhanced_fine_tuned(item):\n", + " response = openai.chat.completions.create(\n", + " model=enhanced_model_name,\n", + " messages=messages_v2(item, with_price=False),\n", + " seed=42,\n", + " temperature=1.0,\n", + " max_tokens=7\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n", + " \n", + " print(\"🧪 Testing enhanced fine-tuned model...\")\n", + " # Create Tester with correct size parameter to avoid IndexError\n", + " tester = Tester(gpt_enhanced_fine_tuned, test, size=len(test))\n", + " tester.run()\n", + " \n", + "except:\n", + " print(\"⏳ Enhanced fine-tuned model not ready yet.\")\n", + " print(\"💡 Please wait for completion and re-run this cell.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check job status\n", + "job_id = fine_tuning_job.id\n", + "job_status = openai.fine_tuning.jobs.retrieve(job_id)\n", + "\n", + "print(f\"📊 Job Status: {job_status.status}\")\n", + "print(f\"📈 Training File: {job_status.training_file}\")\n", + "print(f\"📈 Validation File: {job_status.validation_file}\")\n", + "print(f\"🤖 Model: {job_status.model}\")\n", + "\n", + "# Get recent events\n", + "events = openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10)\n", + "print(f\"\\n📋 Recent Events:\")\n", + "for event in events.data:\n", + " print(f\" {event.created_at}: {event.message}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Fine-tuned Model\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Wait for fine-tuning to complete and get the model name\n", + "# Note: In practice, you would wait for the job to complete\n", + "try:\n", + " fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model\n", + " print(f\"✅ Fine-tuned model ready: {fine_tuned_model_name}\")\n", + "except:\n", + " print(\"⏳ Fine-tuning still in progress...\")\n", + " print(\"💡 Please wait for completion and re-run this cell\")\n", + " fine_tuned_model_name = None\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Test the fine-tuned model (if ready)\n", + "if fine_tuned_model_name:\n", + " def gpt_fine_tuned(item):\n", + " response = openai.chat.completions.create(\n", + " model=fine_tuned_model_name,\n", + " messages=messages_for(item),\n", + " seed=42,\n", + " max_tokens=7\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n", + " \n", + " print(\"🧪 Testing fine-tuned model...\")\n", + " Tester.test(gpt_fine_tuned, test)\n", + "else:\n", + " print(\"⏳ Fine-tuned model not ready yet. Please wait and re-run the previous cell.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Advanced Fine-tuning with Enhanced Prompts\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Enhanced prompt function (based on gold standard)\n", + "def messages_v2(item, with_price=True):\n", + " system_message = (\n", + " \"Role: You are a retail price estimator.\\n\"\n", + " \"Market: United States; Currency: USD.\\n\"\n", + " \"Scope: Predict the most likely new retail price. Ignore taxes, shipping, coupons, bundles, used/renewed.\\n\"\n", + " \"Output: Only a number with two decimals (e.g., 129.99). No $ sign. No words.\\n\"\n", + " \"Think silently; do not reveal reasoning.\"\n", + " )\n", + " \n", + " user_prompt = item.test_prompt().replace(\" to the nearest dollar\", \"\").replace(\"\\n\\nPrice is $\", \"\")\n", + " \n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": str({\n", + " \"query\": \"price_estimate\",\n", + " \"locale\": \"en_US\",\n", + " \"currency\": \"USD\",\n", + " \"category\": item.category,\n", + " \"description\": user_prompt,\n", + " \"brand\": json.loads(item.details).get(\"Brand\", \"Unknown\") if item.details else \"Unknown\"\n", + " })},\n", + " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\" if with_price else \"Price is $\"}\n", + " ]\n", + "\n", + "print(\"✅ Enhanced prompt function created!\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create enhanced fine-tuning data\n", + "def make_jsonl_v2(items):\n", + " result = \"\"\n", + " for item in items:\n", + " messages = messages_v2(item)\n", + " messages_str = json.dumps(messages)\n", + " result += '{\"messages\": ' + messages_str + '}\\n'\n", + " return result.strip()\n", + "\n", + "def write_jsonl_v2(items, filename):\n", + " with open(filename, \"w\") as f:\n", + " jsonl = make_jsonl_v2(items)\n", + " f.write(jsonl)\n", + "\n", + "# Create enhanced fine-tuning files\n", + "write_jsonl_v2(fine_tune_train, \"fine_tune_train_v2.jsonl\")\n", + "write_jsonl_v2(fine_tune_validation, \"fine_tune_validation_v2.jsonl\")\n", + "\n", + "print(\"✅ Enhanced fine-tuning files created:\")\n", + "print(\" - fine_tune_train_v2.jsonl\")\n", + "print(\" - fine_tune_validation_v2.jsonl\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Upload enhanced files and create second fine-tuning job\n", + "with open(\"fine_tune_train_v2.jsonl\", \"rb\") as f:\n", + " train_file_v2 = openai.files.create(file=f, purpose=\"fine-tune\")\n", + "\n", + "with open(\"fine_tune_validation_v2.jsonl\", \"rb\") as f:\n", + " validation_file_v2 = openai.files.create(file=f, purpose=\"fine-tune\")\n", + "\n", + "# Create second fine-tuning job with enhanced prompts\n", + "fine_tuning_job_v2 = openai.fine_tuning.jobs.create(\n", + " training_file=train_file_v2.id,\n", + " validation_file=validation_file_v2.id,\n", + " model=\"gpt-4o-mini\",\n", + " seed=42,\n", + " hyperparameters={\"n_epochs\": 1},\n", + " integrations=[wandb_integration],\n", + " suffix=\"pricer-v2\"\n", + ")\n", + "\n", + "print(f\"🚀 Enhanced fine-tuning job created: {fine_tuning_job_v2.id}\")\n", + "print(\"⏳ This will take some time to complete...\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Comparison and Results\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Test enhanced model (if ready)\n", + "try:\n", + " enhanced_model_name = openai.fine_tuning.jobs.retrieve(fine_tuning_job_v2.id).fine_tuned_model\n", + " \n", + " def gpt_enhanced_fine_tuned(item):\n", + " response = openai.chat.completions.create(\n", + " model=enhanced_model_name,\n", + " messages=messages_v2(item, with_price=False),\n", + " seed=42,\n", + " temperature=1.0,\n", + " max_tokens=7\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)\n", + " \n", + " print(\"🧪 Testing enhanced fine-tuned model...\")\n", + " Tester.test(gpt_enhanced_fine_tuned, test)\n", + " \n", + "except:\n", + " print(\"⏳ Enhanced fine-tuned model not ready yet.\")\n", + " print(\"💡 Please wait for completion and re-run this cell.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary and Next Steps\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\"🎉 Week 6 Product Pricer Challenge Complete!\")\n", + "print(\"=\" * 50)\n", + "\n", + "print(\"\\n📊 What We Accomplished:\")\n", + "print(\"✅ Loaded data using pickle files (our data loading hack)\")\n", + "print(\"✅ Established baseline with GPT-4o\")\n", + "print(\"✅ Implemented fine-tuning with OpenAI API\")\n", + "print(\"✅ Created enhanced prompts for better performance\")\n", + "print(\"✅ Set up comprehensive evaluation framework\")\n", + "\n", + "print(\"\\n🚀 Next Steps:\")\n", + "print(\"1. Wait for fine-tuning jobs to complete\")\n", + "print(\"2. Compare performance of all models\")\n", + "print(\"3. Experiment with different hyperparameters\")\n", + "print(\"4. Try different base models (GPT-4.1, etc.)\")\n", + "print(\"5. Implement ensemble methods\")\n", + "\n", + "print(\"\\n💡 Key Learnings:\")\n", + "print(\"• Fine-tuning can significantly improve model performance\")\n", + "print(\"• Prompt engineering is crucial for good results\")\n", + "print(\"• Data quality and quantity matter for fine-tuning\")\n", + "print(\"• Evaluation metrics help track progress\")\n", + "\n", + "print(\"\\n🎯 This implementation follows the gold standard approach\")\n", + "print(\" while incorporating our data loading improvements!\")\n" + ] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/week6/community-contributions/finetuning-joshua/enhanced_items.py b/week6/community-contributions/finetuning-joshua/enhanced_items.py new file mode 100644 index 0000000..e727573 --- /dev/null +++ b/week6/community-contributions/finetuning-joshua/enhanced_items.py @@ -0,0 +1,149 @@ +from typing import Optional +from transformers import AutoTokenizer +import re +import os + +# Try multiple model sources in order of preference +BASE_MODEL_OPTIONS = [ + "/root/.llama/checkpoints/Llama3.1-8B", # Local llama-stack download + "microsoft/DialoGPT-medium", # Accessible alternative + "gpt2" # Fallback +] + +BASE_MODEL = None + +MIN_TOKENS = 150 # Any less than this, and we don't have enough useful content +MAX_TOKENS = 160 # Truncate after this many tokens. Then after adding in prompt text, we will get to around 180 tokens + +MIN_CHARS = 300 +CEILING_CHARS = MAX_TOKENS * 7 + +class Item: + """ + An Item is a cleaned, curated datapoint of a Product with a Price + Enhanced version with better error handling and alternative tokenizer + """ + + # Initialize tokenizer with fallback options + tokenizer = None + for model_path in BASE_MODEL_OPTIONS: + try: + if model_path.startswith("/") and not os.path.exists(model_path): + continue # Skip local paths that don't exist + tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True) + BASE_MODEL = model_path + print(f"✅ Successfully loaded tokenizer from: {model_path}") + break + except Exception as e: + print(f"⚠️ Failed to load {model_path}: {e}") + continue + + if tokenizer is None: + print("❌ All tokenizer options failed. Using character-based fallback.") + # Create a dummy tokenizer for fallback + class DummyTokenizer: + def encode(self, text, add_special_tokens=False): + # Rough approximation: 1 token ≈ 4 characters + return list(range(len(text) // 4)) + def decode(self, tokens): + return "dummy text" + tokenizer = DummyTokenizer() + BASE_MODEL = "fallback" + + PREFIX = "Price is $" + QUESTION = "How much does this cost to the nearest dollar?" + REMOVALS = [ + '"Batteries Included?": "No"', + '"Batteries Included?": "Yes"', + '"Batteries Required?": "No"', + '"Batteries Required?": "Yes"', + "By Manufacturer", + "Item", + "Date First", + "Package", + ":", + "Number of", + "Best Sellers", + "Number", + "Product " + ] + + title: str + price: float + category: str + token_count: int = 0 + details: Optional[str] + prompt: Optional[str] = None + include = False + + def __init__(self, data, price): + self.title = data['title'] + self.price = price + self.parse(data) + + def scrub_details(self): + """ + Clean up the details string by removing common text that doesn't add value + """ + details = self.details + for remove in self.REMOVALS: + details = details.replace(remove, "") + return details + + def scrub(self, stuff): + """ + Clean up the provided text by removing unnecessary characters and whitespace + Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers + """ + stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip() + stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",") + words = stuff.split(' ') + select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)] + return " ".join(select) + + def parse(self, data): + """ + Parse this datapoint and if it fits within the allowed Token range, + then set include to True + """ + contents = '\n'.join(data['description']) + if contents: + contents += '\n' + features = '\n'.join(data['features']) + if features: + contents += features + '\n' + self.details = data['details'] + if self.details: + contents += self.scrub_details() + '\n' + if len(contents) > MIN_CHARS: + contents = contents[:CEILING_CHARS] + text = f"{self.scrub(self.title)}\n{self.scrub(contents)}" + tokens = self.tokenizer.encode(text, add_special_tokens=False) + if len(tokens) > MIN_TOKENS: + tokens = tokens[:MAX_TOKENS] + text = self.tokenizer.decode(tokens) + self.make_prompt(text) + self.include = True + + def make_prompt(self, text): + """ + Set the prompt instance variable to be a prompt appropriate for training + """ + self.prompt = f"{self.QUESTION}\n\n{text}\n\n" + self.prompt += f"{self.PREFIX}{str(round(self.price))}.00" + self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False)) + + def test_prompt(self): + """ + Return a prompt suitable for testing, with the actual price removed + """ + return self.prompt.split(self.PREFIX)[0] + self.PREFIX + + def __repr__(self): + """ + Return a String version of this Item + """ + return f"<{self.title} = ${self.price}>" + + + diff --git a/week6/community-contributions/finetuning-joshua/test.pkl b/week6/community-contributions/finetuning-joshua/test.pkl new file mode 100644 index 0000000..bdbfb32 Binary files /dev/null and b/week6/community-contributions/finetuning-joshua/test.pkl differ diff --git a/week6/community-contributions/finetuning-joshua/testing.py b/week6/community-contributions/finetuning-joshua/testing.py new file mode 100644 index 0000000..cd43924 --- /dev/null +++ b/week6/community-contributions/finetuning-joshua/testing.py @@ -0,0 +1,75 @@ +import math +import matplotlib.pyplot as plt + +GREEN = "\033[92m" +YELLOW = "\033[93m" +RED = "\033[91m" +RESET = "\033[0m" +COLOR_MAP = {"red":RED, "orange": YELLOW, "green": GREEN} + +class Tester: + + def __init__(self, predictor, data, title=None, size=250): + self.predictor = predictor + self.data = data + self.title = title or predictor.__name__.replace("_", " ").title() + self.size = size + self.guesses = [] + self.truths = [] + self.errors = [] + self.sles = [] + self.colors = [] + + def color_for(self, error, truth): + if error<40 or error/truth < 0.2: + return "green" + elif error<80 or error/truth < 0.4: + return "orange" + else: + return "red" + + def run_datapoint(self, i): + datapoint = self.data[i] + guess = self.predictor(datapoint) + truth = datapoint.price + error = abs(guess - truth) + log_error = math.log(truth+1) - math.log(guess+1) + sle = log_error ** 2 + color = self.color_for(error, truth) + title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+"..." + self.guesses.append(guess) + self.truths.append(truth) + self.errors.append(error) + self.sles.append(sle) + self.colors.append(color) + print(f"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}") + + def chart(self, title): + max_error = max(self.errors) + plt.figure(figsize=(12, 8)) + max_val = max(max(self.truths), max(self.guesses)) + plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6) + plt.scatter(self.truths, self.guesses, s=3, c=self.colors) + plt.xlabel('Ground Truth') + plt.ylabel('Model Estimate') + plt.xlim(0, max_val) + plt.ylim(0, max_val) + plt.title(title) + plt.show() + + def report(self): + average_error = sum(self.errors) / self.size + rmsle = math.sqrt(sum(self.sles) / self.size) + hits = sum(1 for color in self.colors if color=="green") + title = f"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%" + self.chart(title) + + def run(self): + self.error = 0 + for i in range(self.size): + self.run_datapoint(i) + self.report() + + @classmethod + def test(cls, function, data): + cls(function, data).run() \ No newline at end of file diff --git a/week6/community-contributions/finetuning-joshua/train.pkl b/week6/community-contributions/finetuning-joshua/train.pkl new file mode 100644 index 0000000..3d395c5 Binary files /dev/null and b/week6/community-contributions/finetuning-joshua/train.pkl differ diff --git a/week6/community-contributions/finetuning-joshua/validation.pkl b/week6/community-contributions/finetuning-joshua/validation.pkl new file mode 100644 index 0000000..eb626e4 Binary files /dev/null and b/week6/community-contributions/finetuning-joshua/validation.pkl differ diff --git a/week6/community-contributions/hopeogbons/banking_intents.py b/week6/community-contributions/hopeogbons/banking_intents.py new file mode 100644 index 0000000..495b497 --- /dev/null +++ b/week6/community-contributions/hopeogbons/banking_intents.py @@ -0,0 +1,148 @@ +""" +Banking77 Intent Mapping +Maps label numbers (0-76) to intent names +""" + +INTENT_LABELS = [ + "activate_my_card", + "age_limit", + "apple_pay_or_google_pay", + "atm_support", + "automatic_top_up", + "balance_not_updated_after_bank_transfer", + "balance_not_updated_after_cheque_or_cash_deposit", + "beneficiary_not_allowed", + "cancel_transfer", + "card_about_to_expire", + "card_acceptance", + "card_arrival", + "card_delivery_estimate", + "card_linking", + "card_not_working", + "card_payment_fee_charged", + "card_payment_not_recognised", + "card_payment_wrong_exchange_rate", + "card_swallowed", + "cash_withdrawal_charge", + "cash_withdrawal_not_recognised", + "change_pin", + "compromised_card", + "contactless_not_working", + "country_support", + "declined_card_payment", + "declined_cash_withdrawal", + "declined_transfer", + "direct_debit_payment_not_recognised", + "disposable_card_limits", + "edit_personal_details", + "exchange_charge", + "exchange_rate", + "exchange_via_app", + "extra_charge_on_statement", + "failed_transfer", + "fiat_currency_support", + "get_disposable_virtual_card", + "get_physical_card", + "getting_spare_card", + "getting_virtual_card", + "lost_or_stolen_card", + "lost_or_stolen_phone", + "order_physical_card", + "passcode_forgotten", + "pending_card_payment", + "pending_cash_withdrawal", + "pending_top_up", + "pending_transfer", + "pin_blocked", + "receiving_money", + "Refund_not_showing_up", + "request_refund", + "reverted_card_payment?", + "supported_cards_and_currencies", + "terminate_account", + "top_up_by_bank_transfer_charge", + "top_up_by_card_charge", + "top_up_by_cash_or_cheque", + "top_up_failed", + "top_up_limits", + "top_up_reverted", + "topping_up_by_card", + "transaction_charged_twice", + "transfer_fee_charged", + "transfer_into_account", + "transfer_not_received_by_recipient", + "transfer_timing", + "unable_to_verify_identity", + "verify_my_identity", + "verify_source_of_funds", + "verify_top_up", + "virtual_card_not_working", + "visa_or_mastercard", + "why_verify_identity", + "wrong_amount_of_cash_received", + "wrong_exchange_rate_for_cash_withdrawal" +] + + +def get_intent(label_number): + """ + Get intent name from label number. + + Args: + label_number (int): Label from 0 to 76 + + Returns: + str: Intent name + + Example: + >>> get_intent(0) + 'activate_my_card' + >>> get_intent(25) + 'declined_card_payment' + """ + if 0 <= label_number <= 76: + return INTENT_LABELS[label_number] + else: + raise ValueError(f"Label must be between 0 and 76, got {label_number}") + + +def get_label(intent_name): + """ + Get label number from intent name. + + Args: + intent_name (str): Intent name + + Returns: + int: Label number (0-76) + + Example: + >>> get_label('activate_my_card') + 0 + >>> get_label('declined_card_payment') + 25 + """ + try: + return INTENT_LABELS.index(intent_name) + except ValueError: + raise ValueError(f"Intent '{intent_name}' not found in labels") + + +# Quick access +def show_all_intents(): + """Display all 77 intents with their labels""" + for i, intent in enumerate(INTENT_LABELS): + print(f"{i}\t{intent}") + + +if __name__ == "__main__": + # Test the functions + print("Testing get_intent:") + print(f"Label 0: {get_intent(0)}") + print(f"Label 25: {get_intent(25)}") + print(f"Label 76: {get_intent(76)}") + + print("\nTesting get_label:") + print(f"'activate_my_card': {get_label('activate_my_card')}") + print(f"'declined_card_payment': {get_label('declined_card_payment')}") + diff --git a/week6/community-contributions/hopeogbons/classifier_tester.py b/week6/community-contributions/hopeogbons/classifier_tester.py new file mode 100644 index 0000000..c9662f7 --- /dev/null +++ b/week6/community-contributions/hopeogbons/classifier_tester.py @@ -0,0 +1,123 @@ +""" +Classification Tester for Banking Intent Model +Evaluates model accuracy on intent classification +""" + +import matplotlib.pyplot as plt +from collections import Counter +from banking_intents import get_intent + +GREEN = "\033[92m" +RED = "\033[91m" +RESET = "\033[0m" + + +class ClassifierTester: + """Test framework for classification models""" + + def __init__(self, predictor, data, title=None, size=100): + self.predictor = predictor + self.data = data + self.title = title or predictor.__name__.replace("_", " ").title() + self.size = min(size, len(data)) + self.predictions = [] + self.actuals = [] + self.correct = 0 + self.incorrect = 0 + + def run_datapoint(self, i): + """Test a single example""" + item = self.data[i] + + # Get prediction + predicted_intent = self.predictor(item) + actual_intent = get_intent(item['label']) + + # Check if correct + is_correct = predicted_intent == actual_intent + + if is_correct: + self.correct += 1 + color = GREEN + status = "✓" + else: + self.incorrect += 1 + color = RED + status = "✗" + + self.predictions.append(predicted_intent) + self.actuals.append(actual_intent) + + # Print result + query = item['text'][:60] + "..." if len(item['text']) > 60 else item['text'] + print(f"{color}{status} {i+1}: {query}") + print(f" Predicted: {predicted_intent} | Actual: {actual_intent}{RESET}") + + def chart(self): + """Visualize top confusion pairs""" + # Find misclassifications + errors = {} + for pred, actual in zip(self.predictions, self.actuals): + if pred != actual: + pair = f"{actual} → {pred}" + errors[pair] = errors.get(pair, 0) + 1 + + if not errors: + print("\n🎉 Perfect accuracy - no confusion to plot!") + return + + # Plot top 10 confusions + top_errors = sorted(errors.items(), key=lambda x: x[1], reverse=True)[:10] + + if top_errors: + labels = [pair for pair, _ in top_errors] + counts = [count for _, count in top_errors] + + plt.figure(figsize=(12, 6)) + plt.barh(labels, counts, color='coral') + plt.xlabel('Count') + plt.title('Top 10 Confusion Pairs (Actual → Predicted)') + plt.tight_layout() + plt.show() + + def report(self): + """Print final metrics and chart""" + accuracy = (self.correct / self.size) * 100 + + print("\n" + "="*70) + print(f"MODEL: {self.title}") + print(f"TESTED: {self.size} examples") + print(f"CORRECT: {self.correct} ({accuracy:.1f}%)") + print(f"INCORRECT: {self.incorrect}") + print("="*70) + + # Show most common errors + if self.incorrect > 0: + print("\nMost Common Errors:") + error_pairs = [(self.actuals[i], self.predictions[i]) + for i in range(len(self.actuals)) + if self.actuals[i] != self.predictions[i]] + error_counts = Counter(error_pairs).most_common(5) + + for (actual, pred), count in error_counts: + print(f" {actual} → {pred}: {count} times") + + # Chart + self.chart() + + return accuracy + + def run(self): + """Run the complete evaluation""" + print(f"Testing {self.title} on {self.size} examples...\n") + + for i in range(self.size): + self.run_datapoint(i) + + return self.report() + + @classmethod + def test(cls, function, data, size=100): + """Convenience method to test a predictor function""" + return cls(function, data, size=size).run() + diff --git a/week6/community-contributions/hopeogbons/data_cleaner.py b/week6/community-contributions/hopeogbons/data_cleaner.py new file mode 100644 index 0000000..31db9d6 --- /dev/null +++ b/week6/community-contributions/hopeogbons/data_cleaner.py @@ -0,0 +1,68 @@ +""" +Data cleaning utilities for dataset preparation +""" + +from collections import defaultdict + + +def clean_dataset(data, min_length=10, max_samples_per_intent=None): + """ + Clean and prepare dataset for fine-tuning + + Args: + data: HuggingFace dataset or list of examples + min_length: Minimum text length to keep (default: 10) + max_samples_per_intent: Max samples per intent for balancing (default: None = no limit) + + Returns: + list: Cleaned examples + + Example: + >>> cleaned = clean_dataset(dataset['train'], min_length=10, max_samples_per_intent=200) + >>> print(f"Cleaned {len(cleaned)} examples") + """ + cleaned = [] + + for example in data: + text = example['text'].strip() + + # Skip if too short + if len(text) < min_length: + continue + + # Normalize text - remove extra whitespace + text = ' '.join(text.split()) + + cleaned.append({ + 'text': text, + 'label': example['label'] + }) + + # Balance classes if max_samples_per_intent is specified + if max_samples_per_intent: + balanced = defaultdict(list) + + for item in cleaned: + balanced[item['label']].append(item) + + cleaned = [] + for label, items in balanced.items(): + cleaned.extend(items[:max_samples_per_intent]) + + return cleaned + + +def analyze_distribution(data): + """ + Analyze label distribution in dataset + + Args: + data: List of examples with 'label' field + + Returns: + dict: Label counts + """ + from collections import Counter + labels = [item['label'] for item in data] + return Counter(labels) + diff --git a/week6/community-contributions/hopeogbons/week6 EXERCISE.ipynb b/week6/community-contributions/hopeogbons/week6 EXERCISE.ipynb new file mode 100644 index 0000000..bcbd0f4 --- /dev/null +++ b/week6/community-contributions/hopeogbons/week6 EXERCISE.ipynb @@ -0,0 +1,855 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "776935d0", + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries for data handling, API connections, and model training\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import matplotlib.pyplot as plt\n", + "from datasets import load_dataset\n", + "import numpy as np\n", + "import pickle\n", + "from collections import Counter\n", + "from openai import OpenAI" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "04ef96aa", + "metadata": {}, + "outputs": [], + "source": [ + "# Load API keys from .env file\n", + "load_dotenv(override=True)\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', '####-####-####-####')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', '####-####-####-####')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8458f9e7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\n" + ] + } + ], + "source": [ + "# Initialize OpenAI client and login to HuggingFace\n", + "openai = OpenAI()\n", + "\n", + "hf_token = os.environ['HF_TOKEN']\n", + "login(hf_token, add_to_git_credential=True)" + ] + }, + { + "cell_type": "markdown", + "id": "0263f64b", + "metadata": {}, + "source": [ + "# Step 1\n", + "\n", + "### Prepare our data for fine-tuning in JSONL (JSON Lines) format and upload to OpenAI" + ] + }, + { + "cell_type": "markdown", + "id": "0302c73d", + "metadata": {}, + "source": [ + "### Load and Cache Dataset\n", + "Download banking77 dataset or load from cache (for slow internet)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a85d7fbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading from cached pickle files...\n", + "✓ Loaded 10003 train and 3080 test samples from cache\n" + ] + } + ], + "source": [ + "from data_cleaner import clean_dataset\n", + "\n", + "# Check if pickle files exist, otherwise download\n", + "if os.path.exists('train.pkl') and os.path.exists('test.pkl'):\n", + " print(\"Loading from cached pickle files...\")\n", + " with open('train.pkl', 'rb') as f:\n", + " train = pickle.load(f)\n", + " with open('test.pkl', 'rb') as f:\n", + " test = pickle.load(f)\n", + " print(f\"✓ Loaded {len(train)} train and {len(test)} test samples from cache\")\n", + "else:\n", + " print(\"✓ Downloading dataset from HuggingFace...\")\n", + " dataset = load_dataset(\"PolyAI/banking77\")\n", + " \n", + " # Clean the data\n", + " print(\"Cleaning dataset...\")\n", + " train = clean_dataset(dataset['train'], min_length=10, max_samples_per_intent=200)\n", + " test = clean_dataset(dataset['test'], min_length=10)\n", + " \n", + " # Save for next time\n", + " with open('train.pkl', 'wb') as f:\n", + " pickle.dump(train, f)\n", + " with open('test.pkl', 'wb') as f:\n", + " pickle.dump(test, f)\n", + " print(f\"✓ Cleaned and saved {len(train)} train and {len(test)} test samples\")" + ] + }, + { + "cell_type": "markdown", + "id": "df2d9c9d", + "metadata": {}, + "source": [ + "# Step 2\n", + "\n", + "### Create fine-tuning job on OpenAI and monitor training progress" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9a608e40", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✓ Created 200 train and 50 validation examples\n" + ] + } + ], + "source": [ + "# Convert to list format for easier handling\n", + "train_list = [{'text': train[i]['text'], 'label': train[i]['label']} for i in range(len(train))]\n", + "\n", + "# Create fine-tuning subsets\n", + "fine_tune_train = train_list[:200] #800\n", + "fine_tune_validation = train_list[200:250] #4,000\n", + "\n", + "print(f\"✓ Created {len(fine_tune_train)} train and {len(fine_tune_validation)} validation examples\")" + ] + }, + { + "cell_type": "markdown", + "id": "e878a4f0", + "metadata": {}, + "source": [ + "### Format Messages for OpenAI\n", + "Create training and inference message formats\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e305e49e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'role': 'system',\n", + " 'content': 'You classify banking customer queries into intents. Reply only with the intent name, no explanation'},\n", + " {'role': 'user', 'content': 'I am still waiting on my card?'},\n", + " {'role': 'assistant', 'content': 'card_arrival'}]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from banking_intents import get_intent\n", + "\n", + "def messages_for_training(item):\n", + " \"\"\"Create messages for fine-tuning - includes the correct answer\"\"\"\n", + " system_message = \"You classify banking customer queries into intents. Reply only with the intent name, no explanation\"\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": item['text']},\n", + " {\"role\": \"assistant\", \"content\": get_intent(item['label'])}\n", + " ]\n", + "\n", + "def messages_for_inference(item):\n", + " \"\"\"Create messages for prediction - NO answer (model must predict)\"\"\"\n", + " system_message = \"You classify banking customer queries into intents. Reply only with the intent name, no explanation\"\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": item['text']}\n", + " ]\n", + "\n", + "# Test training format\n", + "messages_for_training(train[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c3a27241", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"messages\": [{\"role\": \"system\", \"content\": \"You classify banking customer queries into intents. Reply only with the intent name, no explanation\"}, {\"role\": \"user\", \"content\": \"I am still waiting on my card?\"}, {\"role\": \"assistant\", \"content\": \"card_arrival\"}]}\n", + "{\"messages\": [{\"role\": \"system\", \"content\": \"You classify banking customer queries into intents. Reply only with the intent name, no explanation\"}, {\"role\": \"user\", \"content\": \"What can I do if my card still hasn't arrived after 2 weeks?\"}, {\"role\": \"assistant\", \"content\": \"card_arrival\"}]}\n", + "{\"messages\": [{\"role\": \"system\", \"content\": \"You classify banking customer queries into intents. Reply only with the intent name, no explanation\"}, {\"role\": \"user\", \"content\": \"I have been waiting over a week. Is the card still coming?\"}, {\"role\": \"assistant\", \"content\": \"card_arrival\"}]}\n" + ] + } + ], + "source": [ + "def make_jsonl(data, start=0, end=None):\n", + " \"\"\"Convert data to JSONL format for training\"\"\"\n", + " result = \"\"\n", + " end = end or len(data)\n", + " \n", + " for i in range(start, end):\n", + " item = data[i]\n", + " messages = messages_for_training(item) # Use training format\n", + " messages_str = json.dumps(messages)\n", + " result += '{\"messages\": ' + messages_str +'}\\n'\n", + " \n", + " return result.strip()\n", + "\n", + "print(make_jsonl(train, start=0, end=3))" + ] + }, + { + "cell_type": "markdown", + "id": "bb0e75d6", + "metadata": {}, + "source": [ + "### Convert to JSONL and Upload\n", + "Prepare data in OpenAI format and upload to their servers\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dd4affd3", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Write JSONL string to file\n", + "def write_jsonl(data, filename, start=0, end=None):\n", + " with open(filename, \"w\") as f:\n", + " jsonl = make_jsonl(data, start, end)\n", + " f.write(jsonl)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8c5bf74c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0. I am still waiting on my card? → Intent: 11\n", + "1. What can I do if my card still hasn't arrived after 2 weeks? → Intent: 11\n", + "2. I have been waiting over a week. Is the card still coming? → Intent: 11\n" + ] + } + ], + "source": [ + "# Verify data loaded correctly - show first 3 examples\n", + "for i in range(3):\n", + " print(f\"{i}. {train[i]['text']} → Intent: {train[i]['label']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8b3bc0a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✓ Uploaded train: file-U84ceTSvNn833d6aPpWX4i\n", + "✓ Uploaded validation: file-ARVTnFJnHn2HpE9UAr9mr5\n" + ] + } + ], + "source": [ + "def prepare_and_upload(data, filename):\n", + " \"\"\"Write JSONL and upload to OpenAI\"\"\"\n", + " write_jsonl(data, filename)\n", + " with open(filename, \"rb\") as f:\n", + " return openai.files.create(file=f, purpose=\"fine-tune\")\n", + "\n", + "# Use it\n", + "train_file = prepare_and_upload(fine_tune_train, \"fine_tune_train.jsonl\")\n", + "validation_file = prepare_and_upload(fine_tune_validation, \"fine_tune_validation.jsonl\")\n", + "\n", + "print(f\"✓ Uploaded train: {train_file.id}\")\n", + "print(f\"✓ Uploaded validation: {validation_file.id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f6147112", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "FineTuningJob(id='ftjob-FN3B5dQQOhuk4UVOZ5X4CqBU', created_at=1761873619, error=Error(code=None, message=None, param=None), fine_tuned_model=None, finished_at=None, hyperparameters=Hyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1), model='gpt-4o-mini-2024-07-18', object='fine_tuning.job', organization_id='org-OFfqVJ5fIDV1i5BqCwT86Px6', result_files=[], seed=42, status='validating_files', trained_tokens=None, training_file='file-U84ceTSvNn833d6aPpWX4i', validation_file='file-ARVTnFJnHn2HpE9UAr9mr5', estimated_finish=None, integrations=[], metadata=None, method=Method(type='supervised', dpo=None, reinforcement=None, supervised=SupervisedMethod(hyperparameters=SupervisedHyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1))), user_provided_suffix='banking_intent', usage_metrics=None, shared_with_openai=False, eval_id=None)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create fine-tuning job - training happens on OpenAI's servers\n", + "openai.fine_tuning.jobs.create(\n", + " training_file=train_file.id,\n", + " validation_file=validation_file.id,\n", + " model=\"gpt-4o-mini-2024-07-18\",\n", + " seed=42, # For reproducibility\n", + " hyperparameters={\"n_epochs\": 1}, # Training passes\n", + " suffix=\"banking_intent\" # Custom model name\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "dd2fe11f", + "metadata": {}, + "source": [ + "### Monitor Training Progress\n", + "Check job status and view training events\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "bb98e266", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Status: ftjob-FN3B5dQQOhuk4UVOZ5X4CqBU\n", + "Status: succeeded\n" + ] + } + ], + "source": [ + "# List most recent fine-tuning job to check status\n", + "job = openai.fine_tuning.jobs.list(limit=1).data[0]\n", + "print(f\"Status: {job.id}\")\n", + "print(f\"Status: {job.status}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a503b4f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "FineTuningJob(id='ftjob-FN3B5dQQOhuk4UVOZ5X4CqBU', created_at=1761873619, error=Error(code=None, message=None, param=None), fine_tuned_model='ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5', finished_at=1761874273, hyperparameters=Hyperparameters(batch_size=1, learning_rate_multiplier=1.8, n_epochs=1), model='gpt-4o-mini-2024-07-18', object='fine_tuning.job', organization_id='org-OFfqVJ5fIDV1i5BqCwT86Px6', result_files=['file-N5eUNWYhwaxJt2KSYEjpBU'], seed=42, status='succeeded', trained_tokens=9105, training_file='file-U84ceTSvNn833d6aPpWX4i', validation_file='file-ARVTnFJnHn2HpE9UAr9mr5', estimated_finish=None, integrations=[], metadata=None, method=Method(type='supervised', dpo=None, reinforcement=None, supervised=SupervisedMethod(hyperparameters=SupervisedHyperparameters(batch_size=1, learning_rate_multiplier=1.8, n_epochs=1))), user_provided_suffix='banking_intent', usage_metrics=None, shared_with_openai=False, eval_id=None)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get detailed information about the job\n", + "openai.fine_tuning.jobs.retrieve(job.id)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "d7008bdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[FineTuningJobEvent(id='ftevent-nsKcQzrX5kAlH71815ndMGr4', created_at=1761875045, level='info', message='The job has successfully completed', object='fine_tuning.job.event', data={}, type='message'),\n", + " FineTuningJobEvent(id='ftevent-BWM8ClTEEWO3rVf1bn8WdszY', created_at=1761875039, level='info', message='Usage policy evaluations completed, model is now enabled for sampling', object='fine_tuning.job.event', data={}, type='message'),\n", + " FineTuningJobEvent(id='ftevent-yyxA2AU1GvpP5Ii3WbxlDktc', created_at=1761875039, level='info', message='Moderation checks for snapshot ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5 passed.', object='fine_tuning.job.event', data={'blocked': False, 'results': [{'flagged': False, 'category': 'harassment/threatening', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'sexual', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'sexual/minors', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'propaganda', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'hate', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'hate/threatening', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'illicit', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'violence', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'advice', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'self-harm/intent', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'self-harm/instructions', 'enforcement': 'non_blocking'}, {'flagged': False, 'category': 'sensitive', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'highly-sensitive', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'biological threats', 'enforcement': 'blocking'}, {'flagged': False, 'category': 'cyber security threats', 'enforcement': 'blocking'}], 'finetuned_model_checkpoint_id': 'ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5'}, type='moderation_checks'),\n", + " FineTuningJobEvent(id='ftevent-yojUh3akovLiyB1gX7NN4UCn', created_at=1761874276, level='info', message='Evaluating model against our usage policies', object='fine_tuning.job.event', data={}, type='message'),\n", + " FineTuningJobEvent(id='ftevent-tGdquF1ECX2kirD3YMFZ68H2', created_at=1761874276, level='info', message='New fine-tuned model created', object='fine_tuning.job.event', data={}, type='message'),\n", + " FineTuningJobEvent(id='ftevent-sMiUeWRPavauz8yO7SJfWA3U', created_at=1761874248, level='info', message='Step 200/200: training loss=0.00, validation loss=0.00, full validation loss=0.00', object='fine_tuning.job.event', data={'step': 200, 'train_loss': 0.00013084411330055445, 'valid_loss': 0.0001373291015625, 'total_steps': 200, 'full_valid_loss': 0.000696044921875, 'train_mean_token_accuracy': 1.0, 'valid_mean_token_accuracy': 1.0, 'full_valid_mean_token_accuracy': 1.0}, type='metrics'),\n", + " FineTuningJobEvent(id='ftevent-C6XLihn75vu22sJBkSbBDZ6L', created_at=1761874239, level='info', message='Step 199/200: training loss=0.00', object='fine_tuning.job.event', data={'step': 199, 'train_loss': 8.850097947288305e-05, 'total_steps': 200, 'train_mean_token_accuracy': 1.0}, type='metrics'),\n", + " FineTuningJobEvent(id='ftevent-LUGsXqTJjgAIw8fQQLjaTewj', created_at=1761874239, level='info', message='Step 198/200: training loss=0.00', object='fine_tuning.job.event', data={'step': 198, 'train_loss': 0.00010757446580100805, 'total_steps': 200, 'train_mean_token_accuracy': 1.0}, type='metrics'),\n", + " FineTuningJobEvent(id='ftevent-4peUk2wOGyP7Pe0COgCEMtI1', created_at=1761874239, level='info', message='Step 197/200: training loss=0.00', object='fine_tuning.job.event', data={'step': 197, 'train_loss': 0.00012130737013649195, 'total_steps': 200, 'train_mean_token_accuracy': 1.0}, type='metrics'),\n", + " FineTuningJobEvent(id='ftevent-SyIiUrcSzUzoYBZMAMfgH3zh', created_at=1761874234, level='info', message='Step 196/200: training loss=0.00', object='fine_tuning.job.event', data={'step': 196, 'train_loss': 9.689330909168348e-05, 'total_steps': 200, 'train_mean_token_accuracy': 1.0}, type='metrics')]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# View training events log (last 10 events)\n", + "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job.id, limit=10).data" + ] + }, + { + "cell_type": "markdown", + "id": "cb837277", + "metadata": {}, + "source": [ + "# Step 3\n", + "\n", + "### Use the fine-tuned model to classify banking queries" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d710b977", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get the fine-tuned model ID (only works after training succeeds)\n", + "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job.id).fine_tuned_model\n", + "fine_tuned_model_name" + ] + }, + { + "cell_type": "markdown", + "id": "e9518959", + "metadata": {}, + "source": [ + "### Use Fine-Tuned Model\n", + "Classify banking queries with the trained model\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "5afef0bb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'card_arrival'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def gpt_fine_tuned(item):\n", + " \"\"\"Classify banking query using fine-tuned model\"\"\"\n", + " response = openai.chat.completions.create(\n", + " model=fine_tuned_model_name,\n", + " messages=messages_for_inference(item), # Use inference format (no label)\n", + " seed=42,\n", + " max_tokens=20\n", + " )\n", + " intent = response.choices[0].message.content.strip()\n", + " return intent\n", + "\n", + "gpt_fine_tuned(train[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "5198c5c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model name: ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5\n", + "\n", + "Job ID: ftjob-FN3B5dQQOhuk4UVOZ5X4CqBU\n", + "Status: succeeded\n", + "Fine-tuned model: ft:gpt-4o-mini-2024-07-18:hope-ogbons:banking-intent:CWYGwKT5\n" + ] + } + ], + "source": [ + "# Verify training completed successfully\n", + "print(\"Model name:\", fine_tuned_model_name)\n", + "print()\n", + "\n", + "print(\"Job ID:\", job.id)\n", + "job_status = openai.fine_tuning.jobs.retrieve(job.id)\n", + "print(\"Status:\", job_status.status)\n", + "print(\"Fine-tuned model:\", job_status.fine_tuned_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "33683c39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test example: {'text': 'How do I locate my card?', 'label': 11}\n", + "Predicted intent: card_arrival\n" + ] + } + ], + "source": [ + "# Test the fine-tuned model on a single example\n", + "print(\"Test example:\", test[0])\n", + "print(\"Predicted intent:\", gpt_fine_tuned(test[0]))" + ] + }, + { + "cell_type": "markdown", + "id": "216f3164", + "metadata": {}, + "source": [ + "### Evaluate Model Performance\n", + "Test on 100 examples and calculate accuracy\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b500717d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✓ Converted 3080 test examples to list format\n" + ] + } + ], + "source": [ + "# Convert test to list format\n", + "test_list = [{'text': test[i]['text'], 'label': test[i]['label']} for i in range(len(test))]\n", + "\n", + "print(f\"✓ Converted {len(test_list)} test examples to list format\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "f0787061", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing Gpt Fine Tuned on 100 examples...\n", + "\n", + "\u001b[92m✓ 1: How do I locate my card?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 2: I still have not received my new card, I ordered over a week...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 3: I ordered a card but it has not arrived. Help please!\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 4: Is there a way to know when my card will arrive?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 5: My card has not arrived yet.\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 6: When will I get my card?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 7: Do you know if there is a tracking number for the new card y...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 8: i have not received my card\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 9: still waiting on that card\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 10: Is it normal to have to wait over a week for my new card?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 11: How do I track my card?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 12: How long does a card delivery take?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 13: I still don't have my card after 2 weeks. What should I do?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 14: still waiting on my new card\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 15: I am still waiting for my card after 1 week. Is this ok?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 16: I have been waiting longer than expected for my bank card, c...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 17: I've been waiting longer than expected for my card.\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 18: Why hasn't my card been delivered?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 19: Where is my new card? I have been waiting a week!\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 20: My card still hasn't arrived after 2 weeks. Is it lost?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 21: I did not get my card yet, is it lost?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 22: Status of the card I ordered.\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 23: How long should my new card take to arrive?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 24: I ordered my card 2 weeks ago and it still isn't here? What ...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 25: My card has not arrived yet, where is it?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 26: What is the tracking number for my card that was mailed?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 27: I think something went wrong with my card delivery as I have...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 28: I'm still waiting for delivery of my new card, why is it tak...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 29: I ordered a card a week ago, and it's still not here. What d...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 30: i want to track the card you sent\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 31: My card hasn't arrived yet.\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 32: I was expecting my new card and am wondering why I haven't r...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 33: How do I know when my card will arrive?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 34: I'm still waiting on my card to be delivered.\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 35: Does the card you sent have a way to track to it?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 36: I ordered a card and I still haven't received it. It's been ...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 37: I'm starting to think my card is lost because it still hasn'...\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 38: Is there tracking info available?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 39: What is the tracking number for the card you sent?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 40: Where is the tracking number for the card you sent me?\n", + " Predicted: card_arrival | Actual: card_arrival\u001b[0m\n", + "\u001b[92m✓ 41: Why won't my card show up on the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 42: I would like to reactivate my card.\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 43: Where do I link the new card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 44: I have received my card, can you help me put it in the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 45: How do I link a card that I already have?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 46: I received my new card, but I don't see it in the app anywhe...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 47: How do I re-add a card to the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 48: How do I add the card to my account?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 49: Can I put my old card back into the system? I just found it/\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 50: I have one of your cards already, how do I link it?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 51: How do I link a new card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 52: Can I link an existing card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 53: How do I link one your card if I have one already?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 54: How do I add a card to the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 55: Can I link my new card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 56: Hello, I found the card I misplaced and I need to reactive i...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 57: Can you tell me how to link one of your cards that I already...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 58: How do I view the card I received in the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 59: Where on the website do I go to link my card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 60: I found my card, can I add it to the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 61: How do I link to my credit card with you?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 62: I've received my card so now I need to know how to sync it t...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 63: I found my card, I would like to reactivate it.\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 64: How do I link this new card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 65: Can I reactivate my lost card that I found this morning in m...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 66: how do I link an already existing card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 67: The app doesn't show the card I received.\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 68: how do I link a card I already have?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 69: I would like to link my card. How do I do it?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 70: Can you please show me where I can find the location to link...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 71: Where do I go if I want to link my new card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 72: Is there a way to make my old card usable with the app?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 73: Can I reactivate a card I thought I lost?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 74: How do I link my card\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 75: Where do I need to go in the app to enter my card info?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 76: I have found my lost or stolen card. Is there a way I can li...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 77: Could you help me reactivate my card? It was previously lost...\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 78: I already have one of your cards, how do I link them?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 79: How do I link my replacement card?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[92m✓ 80: Can I link another card to my account?\n", + " Predicted: card_linking | Actual: card_linking\u001b[0m\n", + "\u001b[91m✗ 81: I need to know your exchange rates.\n", + " Predicted: exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 82: What exchange rates do you offer?\n", + " Predicted: currency_exchange | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 83: How did you come up with your exchange rates?\n", + " Predicted: currency_conversion | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 84: Where do you guys acquire your exchange rate?\n", + " Predicted: foreign_exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 85: How do I find the exchange rate?\n", + " Predicted: exchange_rate_arrival | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 86: What are your international exchange rates?\n", + " Predicted: currency_exchange | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 87: How often do your exchange rates change\n", + " Predicted: exchange_rate_change | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 88: Please advise what is the exchange rate\n", + " Predicted: currency_exchange | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 89: How are exchange rates calculated?\n", + " Predicted: currency_conversion | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 90: what are exchange rates based on\n", + " Predicted: currency_conversion | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 91: what are exchange rates\n", + " Predicted: exchange_rate_arrival | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 92: What are the most current exchange rates?\n", + " Predicted: exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 93: Can you explain your exchange rate policy to me?\n", + " Predicted: currency_conversion | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 94: Is it a good time to exchange?\n", + " Predicted: currency_exchange | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 95: What is the exchange rate like on this app?\n", + " Predicted: currency_conversion | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 96: Do you have a list of exchange rates?\n", + " Predicted: foreign_exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 97: Can you tell me where you get your exchange rates?\n", + " Predicted: exchange_rate_arrival | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 98: Will I get a curreng foreign exchange rate?\n", + " Predicted: currency_exchange | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 99: What currencies is an exchange rate calculated in?\n", + " Predicted: foreign_exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\u001b[91m✗ 100: Where do you get your exchange rates from?\n", + " Predicted: foreign_exchange_rates | Actual: exchange_rate\u001b[0m\n", + "\n", + "======================================================================\n", + "MODEL: Gpt Fine Tuned\n", + "TESTED: 100 examples\n", + "CORRECT: 80 (80.0%)\n", + "INCORRECT: 20\n", + "======================================================================\n", + "\n", + "Most Common Errors:\n", + " exchange_rate → currency_exchange: 5 times\n", + " exchange_rate → currency_conversion: 5 times\n", + " exchange_rate → foreign_exchange_rates: 4 times\n", + " exchange_rate → exchange_rate_arrival: 3 times\n", + " exchange_rate → exchange_rates: 2 times\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Run comprehensive evaluation on 100 test examples\n",
+ "from classifier_tester import ClassifierTester\n",
+ "\n",
+ "accuracy = ClassifierTester.test(gpt_fine_tuned, test_list, size=100)\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week6/community-contributions/kachaje-andelaGenAi-bootcamp/.gitignore b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/.gitignore
new file mode 100644
index 0000000..42d35c9
--- /dev/null
+++ b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/.gitignore
@@ -0,0 +1,4 @@
+items.py
+loaders.py
+llama32_pricer_lora/
+testing.py
diff --git a/week6/community-contributions/kachaje-andelaGenAi-bootcamp/finetune_llama32.ipynb b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/finetune_llama32.ipynb
new file mode 100644
index 0000000..b4a94df
--- /dev/null
+++ b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/finetune_llama32.ipynb
@@ -0,0 +1,347 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Fine-tune Llama 3.2 1B Locally with LoRA\n",
+ "\n",
+ "This notebook fine-tunes Llama 3.2 1B model for product pricing using Low-Rank Adaptation (LoRA), which is memory-efficient and suitable for local training.\n",
+ "\n",
+ "**macOS Compatibility:** This notebook uses Hugging Face transformers and PEFT (instead of Unsloth) for better macOS compatibility. Works on CPU, Apple Silicon (Metal), or NVIDIA GPU.\n",
+ "\n",
+ "**Optimizations:**\n",
+ "- LoRA for memory-efficient fine-tuning (only ~1% of parameters trained)\n",
+ "- bfloat16 mixed precision training when available\n",
+ "- Gradient checkpointing for additional memory savings\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Install PyTorch first (required for other packages on macOS ARM64)\n",
+ "! uv pip -q install torch torchvision torchaudio\n",
+ "\n",
+ "# Install required packages for fine-tuning with LoRA (works on macOS without GPU)\n",
+ "! uv pip -q install trl peft accelerate datasets transformers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Imports\n",
+ "import os\n",
+ "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"\n",
+ "\n",
+ "import re\n",
+ "import json\n",
+ "import pickle\n",
+ "from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments\n",
+ "from peft import LoraConfig, get_peft_model, TaskType\n",
+ "from datasets import Dataset\n",
+ "import torch\n",
+ "from items import Item\n",
+ "from testing import Tester\n",
+ "\n",
+ "# Import SFTTrainer - try SFTConfig if available, otherwise use old API\n",
+ "try:\n",
+ " from trl import SFTTrainer, SFTConfig\n",
+ " USE_SFT_CONFIG = True\n",
+ "except ImportError:\n",
+ " from trl import SFTTrainer\n",
+ " USE_SFT_CONFIG = False\n",
+ " print(\"Note: Using older TRL API without SFTConfig\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load Training Data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load the training and test datasets\n",
+ "with open('train_lite.pkl', 'rb') as f:\n",
+ " train_data = pickle.load(f)\n",
+ "\n",
+ "with open('test_lite.pkl', 'rb') as f:\n",
+ " test_data = pickle.load(f)\n",
+ "\n",
+ "print(f\"Training samples: {len(train_data)}\")\n",
+ "print(f\"Test samples: {len(test_data)}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Convert Data to Chat Format\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def messages_for(item):\n",
+ " \"\"\"Convert item to chat format for fine-tuning\"\"\"\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\"}\n",
+ " ]\n",
+ "\n",
+ "# Convert to chat format\n",
+ "def format_for_training(items):\n",
+ " texts = []\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " # Format as instruction following format for unsloth\n",
+ " text = f\"### System:\\n{messages[0]['content']}\\n\\n### User:\\n{messages[1]['content']}\\n\\n### Assistant:\\n{messages[2]['content']}\"\n",
+ " texts.append(text)\n",
+ " return texts\n",
+ "\n",
+ "train_texts = format_for_training(train_data)\n",
+ "print(f\"Example training text:\\n{train_texts[0]}\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create dataset\n",
+ "train_dataset = Dataset.from_dict({\"text\": train_texts})\n",
+ "print(f\"Dataset created with {len(train_dataset)} samples\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load Model with LoRA Configuration\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Load model and tokenizer\n",
+ "model_name = \"unsloth/Llama-3.2-1B-Instruct\"\n",
+ "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
+ "tokenizer.pad_token = tokenizer.eos_token\n",
+ "tokenizer.padding_side = \"right\"\n",
+ "\n",
+ "# Check if CUDA is available (won't be on macOS without GPU)\n",
+ "device_map = \"auto\" if torch.cuda.is_available() else None\n",
+ "\n",
+ "# Load model (use dtype=bfloat16 for Apple Silicon)\n",
+ "model = AutoModelForCausalLM.from_pretrained(\n",
+ " model_name,\n",
+ " dtype=torch.bfloat16 if torch.backends.mps.is_available() else torch.float32,\n",
+ " device_map=device_map,\n",
+ ")\n",
+ "\n",
+ "# Configure LoRA\n",
+ "lora_config = LoraConfig(\n",
+ " task_type=TaskType.CAUSAL_LM,\n",
+ " r=16,\n",
+ " lora_alpha=16,\n",
+ " lora_dropout=0.1,\n",
+ " bias=\"none\",\n",
+ " target_modules=[\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
+ " \"gate_proj\", \"up_proj\", \"down_proj\"],\n",
+ ")\n",
+ "\n",
+ "# Add LoRA adapters\n",
+ "model = get_peft_model(model, lora_config)\n",
+ "model.print_trainable_parameters()\n",
+ "\n",
+ "# Attach tokenizer to model for SFTTrainer\n",
+ "model.tokenizer = tokenizer\n",
+ "\n",
+ "print(\"Model loaded with LoRA adapters\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Configure Training Arguments\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Configure training arguments\n",
+ "training_args = TrainingArguments(\n",
+ " output_dir=\"./llama32_pricer_lora\",\n",
+ " per_device_train_batch_size=2,\n",
+ " gradient_accumulation_steps=4,\n",
+ " warmup_steps=10,\n",
+ " max_steps=100, # Adjust based on dataset size\n",
+ " learning_rate=2e-4,\n",
+ " bf16=torch.backends.mps.is_available() or torch.cuda.is_available(), # Use bf16 if available\n",
+ " logging_steps=10,\n",
+ " save_strategy=\"steps\",\n",
+ " save_steps=25,\n",
+ " eval_steps=25,\n",
+ " save_total_limit=2,\n",
+ " load_best_model_at_end=False,\n",
+ ")\n",
+ "\n",
+ "print(\"Training arguments configured\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Initialize Trainer and Start Fine-tuning\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Initialize trainer\n",
+ "# Model is already wrapped with PEFT (LoRA), so we use basic parameters\n",
+ "trainer = SFTTrainer(\n",
+ " model=model,\n",
+ " train_dataset=train_dataset,\n",
+ " args=training_args,\n",
+ ")\n",
+ "\n",
+ "print(\"Trainer initialized\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Train the model\n",
+ "trainer.train()\n",
+ "print(\"Training completed!\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Save the Fine-tuned Model\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save the model\n",
+ "model.save_pretrained(\"llama32_pricer_lora\")\n",
+ "tokenizer.save_pretrained(\"llama32_pricer_lora\")\n",
+ "print(\"Model saved to llama32_pricer_lora/\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Test the Fine-tuned Model\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Helper function to extract price from response\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+ " return float(match.group()) if match else 0\n",
+ "\n",
+ "# Function to test the fine-tuned model\n",
+ "def llama32_finetuned_model(item):\n",
+ " messages = messages_for(item)\n",
+ " \n",
+ " # Format the prompt\n",
+ " prompt = f\"### System:\\n{messages[0]['content']}\\n\\n### User:\\n{messages[1]['content']}\\n\\n### Assistant:\\n\"\n",
+ " \n",
+ " # Move to appropriate device\n",
+ " device = next(model.parameters()).device\n",
+ " inputs = tokenizer(prompt, return_tensors=\"pt\").to(device)\n",
+ " \n",
+ " with torch.no_grad():\n",
+ " outputs = model.generate(\n",
+ " **inputs,\n",
+ " max_new_tokens=50,\n",
+ " temperature=0.1,\n",
+ " do_sample=True,\n",
+ " pad_token_id=tokenizer.eos_token_id\n",
+ " )\n",
+ " \n",
+ " response = tokenizer.decode(outputs[0][inputs[\"input_ids\"].shape[1]:], skip_special_tokens=True)\n",
+ " return get_price(response)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Test on the test dataset\n",
+ "print(\"Testing fine-tuned model...\")\n",
+ "Tester.test(llama32_finetuned_model, test_data)\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/week6/community-contributions/kachaje-andelaGenAi-bootcamp/week6-exercise.ipynb b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/week6-exercise.ipynb
new file mode 100644
index 0000000..e4e3417
--- /dev/null
+++ b/week6/community-contributions/kachaje-andelaGenAi-bootcamp/week6-exercise.ipynb
@@ -0,0 +1,512 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a246687d",
+ "metadata": {},
+ "source": [
+ "# The Product Pricer\n",
+ "\n",
+ "A model that can estimate how much something costs, from its description\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3792ce5b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "! uv -q pip install langchain-ollama"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "390c3ce3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# imports\n",
+ "\n",
+ "import os\n",
+ "os.environ[\"TOKENIZERS_PARALLELISM\"] = \"false\"\n",
+ "\n",
+ "from dotenv import load_dotenv\n",
+ "from huggingface_hub import login\n",
+ "from datasets import load_dataset, Dataset, DatasetDict\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pickle\n",
+ "import re\n",
+ "from langchain_ollama import OllamaLLM\n",
+ "from openai import OpenAI\n",
+ "from testing import Tester\n",
+ "import json\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8a8ff331",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)\n",
+ "hf_token = os.getenv(\"HF_TOKEN\")\n",
+ "login(hf_token, add_to_git_credential=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1051e21e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from items import Item\n",
+ "from loaders import ItemLoader\n",
+ "\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "290fa868",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset_names = [\n",
+ " \"Appliances\",\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "12ffad66",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "items = []\n",
+ "for dataset_name in dataset_names:\n",
+ " loader = ItemLoader(dataset_name)\n",
+ " items.extend(loader.load())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0b3890d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(f\"A grand total of {len(items):,} items\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "246ab22a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Plot the distribution of token counts again\n",
+ "\n",
+ "tokens = [item.token_count for item in items]\n",
+ "plt.figure(figsize=(15, 6))\n",
+ "plt.title(f\"Token counts: Avg {sum(tokens)/len(tokens):,.1f} and highest {max(tokens):,}\\n\")\n",
+ "plt.xlabel('Length (tokens)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.hist(tokens, rwidth=0.7, color=\"skyblue\", bins=range(0, 300, 10))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3a49a4d4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Plot the distribution of prices\n",
+ "\n",
+ "prices = [item.price for item in items]\n",
+ "plt.figure(figsize=(15, 6))\n",
+ "plt.title(f\"Prices: Avg {sum(prices)/len(prices):,.1f} and highest {max(prices):,}\\n\")\n",
+ "plt.xlabel('Price ($)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.hist(prices, rwidth=0.7, color=\"blueviolet\", bins=range(0, 1000, 10))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "57e4ea1b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# How does the price vary with the character count of the prompt?\n",
+ "\n",
+ "sample = items\n",
+ "\n",
+ "sizes = [len(item.prompt) for item in sample]\n",
+ "prices = [item.price for item in sample]\n",
+ "\n",
+ "# Create the scatter plot\n",
+ "plt.figure(figsize=(15, 8))\n",
+ "plt.scatter(sizes, prices, s=0.2, color=\"red\")\n",
+ "\n",
+ "# Add labels and title\n",
+ "plt.xlabel('Size')\n",
+ "plt.ylabel('Price')\n",
+ "plt.title('Is there a simple correlation?')\n",
+ "\n",
+ "# Display the plot\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e6620daa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def report(item):\n",
+ " prompt = item.prompt\n",
+ " tokens = Item.tokenizer.encode(item.prompt)\n",
+ " print(prompt)\n",
+ " print(tokens[-10:])\n",
+ " print(Item.tokenizer.batch_decode(tokens[-10:]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "af71d177",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "report(sample[50])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "75ab3c21",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import random\n",
+ "\n",
+ "\n",
+ "random.seed(42)\n",
+ "random.shuffle(sample)\n",
+ "train = sample[:25_000]\n",
+ "test = sample[25_000:27_000]\n",
+ "print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6d5cbd3a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(train[0].prompt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "39de86d6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(test[0].test_prompt())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "65480df9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Plot the distribution of prices in the first 250 test points\n",
+ "\n",
+ "prices = [float(item.price) for item in test[:250]]\n",
+ "plt.figure(figsize=(15, 6))\n",
+ "plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
+ "plt.xlabel('Price ($)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7a315b10",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filtered_prices = [float(item.price) for item in test if item.price > 99.999]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5693c9c6",
+ "metadata": {},
+ "source": [
+ "### Confirm that the tokenizer tokenizes all 3 digit prices into 1 token"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "99e8cfc3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for price in filtered_prices:\n",
+ " tokens = Item.tokenizer.encode(f\"{price}\", add_special_tokens=False)\n",
+ " assert len(tokens) == 3\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3159195",
+ "metadata": {},
+ "source": [
+ "## Helpers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7bdc5dd5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "211b0658",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# A utility function to extract the price from a string\n",
+ "\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+ " return float(match.group()) if match else 0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ee01da84",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into a list of json objects - a \"jsonl\" string\n",
+ "# Each row represents a message in the form:\n",
+ "# {\"messages\" : [{\"role\": \"system\", \"content\": \"You estimate prices...\n",
+ "\n",
+ "\n",
+ "def make_jsonl(items):\n",
+ " result = \"\"\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " messages_str = json.dumps(messages)\n",
+ " result += '{\"messages\": ' + messages_str +'}\\n'\n",
+ " return result.strip()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f23e8959",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into jsonl and write them to a file\n",
+ "\n",
+ "def write_jsonl(items, filename):\n",
+ " with open(filename, \"w\") as f:\n",
+ " jsonl = make_jsonl(items)\n",
+ " f.write(jsonl)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b6a83580",
+ "metadata": {},
+ "source": [
+ "## Load data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "451b974f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('train_lite.pkl', 'rb') as f:\n",
+ " train_lite = pickle.load(f)\n",
+ "\n",
+ "with open('test_lite.pkl', 'rb') as f:\n",
+ " test_lite = pickle.load(f)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f365d65c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "messages_for(test_lite[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "57b0b160",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "get_price(\"The price is roughly $99.99 because blah blah\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ff3e4670",
+ "metadata": {},
+ "source": [
+ "## Models"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9f62c94b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "MODEL_LLAMA3_2 = \"llama3.2\"\n",
+ "MODEL_MISTRAL = \"mistral\"\n",
+ "MODEL_TINY_LLAMA = \"tinyllama\"\n",
+ "\n",
+ "llm3_2 = OllamaLLM(model=MODEL_LLAMA3_2)\n",
+ "llmMistral = OllamaLLM(model=MODEL_MISTRAL)\n",
+ "llmTinyLlama = OllamaLLM(model=MODEL_TINY_LLAMA)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d18394fb",
+ "metadata": {},
+ "source": [
+ "## Model Tests"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7dac335f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def llama3_2_model(item):\n",
+ " response = llm3_2.invoke(messages_for(item))\n",
+ " return get_price(response)\n",
+ "\n",
+ "def mistral_model(item):\n",
+ " response = llmMistral.invoke(messages_for(item))\n",
+ " return get_price(response)\n",
+ "\n",
+ "def tinyllama_model(item):\n",
+ " response = llmTinyLlama.invoke(messages_for(item))\n",
+ " return get_price(response)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "062e78c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "test_lite[0].price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c58756f2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Tester.test(llama3_2_model, test_lite)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "899e2401",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Tester.test(mistral_model, test_lite)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2f5bc9ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Tester.test(tinyllama_model, test_lite)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week6/community-contributions/kwabena/fine_tune_train.jsonl b/week6/community-contributions/kwabena/fine_tune_train.jsonl
new file mode 100644
index 0000000..7f6d391
--- /dev/null
+++ b/week6/community-contributions/kwabena/fine_tune_train.jsonl
@@ -0,0 +1,200 @@
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMovo Wireless Microphone System with Plug-on XLR Transmitter Adapter and Portable Receiver - Converts Self Powered Shotgun Mics, Lavs, Dynamic Microphones to Wireless - for Stage, Film\nCRYSTAL CLEAR SOUND Transmitter picks up crisp audio signals and broadcasts them with zero interference POWERFUL TRANSMISSION Plug-in wireless transmitter broadcasts audio signal up to 300 feet away without obstructions 1-YEAR WARRANTY We\u2019ve got your back! Our products are designed to ease your technical woes, not add to them. Our friendly US-Based support team is here to help MOUNT IT YOUR WAY Receiver can be clipped onto belt or attached to DSLR cameras and phone video rigs via cold shoe mount INCLUDES TXLR Wireless Plug-in Transmitter, RX Wireless Receiver Weight 1.28 pounds,"}, {"role": "assistant", "content": "Price is $109.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBOYA Wireless USB-C Lavalier Microphone System for Samsung Google Pixel Smartphones Livestream, 2.4GHz Mic with Buit-in Battery for Pad, Tablets, DSLR Camera, Camcoder, Home Video Vlog Interview\n2.4G DIGITAL RF TECHNOLOGY WIRELESS MIC | BOYA BY-WM3 is designed for reliable and trouble-free performance.Working distance up to 66ft and our frequencies has no conflict with the govt frequencies for safe usage. 20M TRANSMITTION WIRELESS RANGE | BY-WM3 transmitter to receiver transfers stable and anti-interference signals up to long distance. Optimize audio instanly, which is efficient in post processing and offers a high quality audio performance in live broadcasting. LONG WORKING TIME"}, {"role": "assistant", "content": "Price is $99.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHozan C-200 Pedal Wrench\nx 15 x 15mm O.A.L. 310mm Hozan Pedal Wrench 15mm Offset and 15mm 90 Degree. Dimensions L x W x H 15.75 x 3.86 x 0.75 inches, Weight 0.78 Pounds, Dimensions LxWxH 12.9 x 4 x 0.65 inches, Weight 0.33 Kilograms, Brand Name Hozan, Color X, s 1, Manufacturer Hozan, Part C-200, Model Year 2017, Size 10, Sport Type X, Rank Musical Instruments 78978, Guitar & Bass Pedal Boards & Cases 329, Available September "}, {"role": "assistant", "content": "Price is $28.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDryer Drum Roller Kit Whirlpool Kenmore Amana Support Part Replacement\n\ud83d\udca1 Drum Roller - An equivalent for parts 3436, 8170, 8205, Roller Kit is compatible with Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper appliances. The Part is designed to support the drum and help it rotate smoothly during operation. Kit fits hundred of models and can be easily install. \ud83d\udd27 DIY eTips Included - Not sure how to replace the Dryer Drum Roller Helpful information can be found on the page below. Scroll down to get more repair tips. Acquire valuable skills during the DIY repair project. Whirlpool Drum Roller will help if your appliance does not tumble, is noisy"}, {"role": "assistant", "content": "Price is $7.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nReplacement Icemaker Kit Compatible With Frigidaire Refrigerators\nCompatible with the following brands Electrolux, Frigidaire, Gibson, White Westinghouse and Kelvinator and Kenmore Refrigerators (model specific). Replacement Icemaker Kit. High Quality Replacement Part. 90 Day Manufacturer Warranty. Compatible with the following brands Electrolux, Frigidaire, Gibson, White Westinghouse and Kelvinator and Kenmore Refrigerators (model specific). Replacement Icemaker Kit. High Quality Replacement Part. 90 Day Manufacturer Warranty. Manufacturer Midwest Appliance Parts, Part model number Material Other, Quantity 1, Rank Tools & Home Improvement Refrigerator Replacement Ice Makers 1225, Available May 29, 2020"}, {"role": "assistant", "content": "Price is $66.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSiwdoy Ice Maker Compatible with Ken-More Refrigerators\nIce Maker for Refrigerator. Specifications Suitable for Ice Makers Malfunctioning or completely broken ice makers The housing is made of industrial strength materials. Durable arm to keep from common breaks. Comes with a mechanical motor instead of electronic making for a longer lasting ice maker. Designed to outlast the original. Fixes the following problems Ice maker not making ice Ice maker won\u2019t dispense ice Noisy Siwdoy Customer Service Siwdoy is committed to providing each customer best customer service. If any question, please don't hesitate to contact us. \u2705 Ideal Replacement Ice maker is used on top freezer refrigerators and side-by-side refrigerators. Comes with a new built-in harness. Simply unplug and install the new unit. \ufffd"}, {"role": "assistant", "content": "Price is $65.57"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNEW SealPro compatible Washing Machine Door Boot Gasket for LG Kenmore with Drain Port and - 1 YEAR WARRANTY\nSealPro Door boot replaces original front-load washer door boot part numbers and SealPro Door boot replaces original front-load washer door boot part numbers and SealPro Quality Backed By 1 Year Warranty This door boot includes a drain port; If your LG front-load washer was made before September 2007, use door boot instead, because those washers don't have a drain port Replaces part #'s Part number ATTENTION READ BEFORE PURCHASING ; PLEASE CONTACT US WITH YOUR MODEL # TO CONFIRM COMPATABILITY BEFORE PURCHASING Brand Name Seal Pro, Model Info Weight 3.5 pounds, Dimensions 16.81 x 11.46 x "}, {"role": "assistant", "content": "Price is $47.46"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHQRP AC Power Cord Compatible with Bosch 1581 1581VS 1582 Jig Saw Mains Cable Repair\nHQRP\u00ae Replacement AC Power Cord; This cord is made for double insulated tools; Length 8ft, Wire Size 18 AWG, Input 10A, 125V AC; Compatible with Original AC Power Cord; 200 days warranty! Compatible With Bosch 1289D 1290 1290D Orbital Sander, Electric Screwdriver, 1587VS 3230VS B4100 B4200 B4201 Jig Saw 1581 1581VS 1582 Brand HQRP, Connector Gender Male-to-Male, Voltage 125 Volts, Input Current 10 Amps, Plug Format Type B"}, {"role": "assistant", "content": "Price is $10.91"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nM MAKA Flat Low Profile Guitar Patch Cable 6 inch for Effects Pedals, 1/4 inch Right-Angle, Black, 3-Pack New Version\nMAKA Flat Patch Cable is designed to reduce space on your pedalboard while still provides great sound quality. The special flat outer PVC jacket and moduled plugs improve the flexibility and durability. Purest OFC copper conductors for signal and ground PVC and PE coats for insulation Crystal clear sounding which doesn't affect your original tone The new version has smaller plugs, which allows you to use the cables for close jackets easily.The new version has smaller plugs, which allows you to use the cables for close jackets easily. Brand M MAKA, Compatible Devices Musical Instrument, Color Black, Connector Gender Male-to-Male, Unit Count 1."}, {"role": "assistant", "content": "Price is $12.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHamilton Beach Permanent Gold Tone Filter, Fits Most 8 to 12-Cup Coffee Makers )\nThe Hamilton Beach\u00ae 8-12 Cup Reusable Coffee Filter fits most 8 to 12 cup coffee makers with basket-style filters. It has a handle and is dishwasher safe. Fill with your favorite ground coffee. Replaces disposable paper filters to reduce waste. FITS MOST COFFEE MAKERS \u2014 This basket-style drip coffee filter fits most 8-12 cup coffee makers with basket-style filters. The gold-tone filter's handle makes it easy to pull out of the coffee maker for refilling and cleaning. EASY TO CLEAN The reusable coffee filter is dishwasher safe or can be easily washed clean under running water. ENVIRONMENTALLY FRIENDLY \u2014 REDUCE WASTE & SAVE MONEY Use our"}, {"role": "assistant", "content": "Price is $7.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMagic Singalong Song Chip - Spanish 10 - 180 Songs\nPlease check to see if your Enter-Tech MagicSing Karaoke Microphone is compatible with this song chip. Compatible Models 180 Songs ( Full song list available upon request ) Dimensions 9.3 x 4.8 x 0.3 inches, Weight 0.353 ounces, Manufacturer EnterTech, Rank Musical Instruments 99379, Karaoke Portable Systems 470, Is Discontinued No, Available October 31, 2011, Power Source Corded Electric, Signal-to-Noise Ratio 78 dB, Hardware Platform Karaoke Machine, Channels 1, Recommended Uses For Product Karaoke, Brand Magic Sing, Connectivity Technology XLR, Connector Type 40 pins, Special Feature Voice Activated Recording, Compatible"}, {"role": "assistant", "content": "Price is $34.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMusiclily Pro Left Handed Imperial Inch Size Control Speed Knobs for USA Made Les Paul Style Electric Guitar, Black (Set of 4)\nIdeal for Lefty USA Les Paul guitar like Les Paul, SG, ES-335 etc. If your guitar is Epiphone style and use imperial inch size pots, it will work as well. Fits common 1/4 inch split shaft imperial size pots, fits most USA made guitar and fine-knurled shafts USA CTS/Fender/Bourns/Dimarzio standard pots If your pots are coarse-knurled shafts or import metric size, do not buy it Made of acrylic Numbers 0-10 Weight 0.774 ounces, Dimensions 3.86 x 2.48 x 0.91"}, {"role": "assistant", "content": "Price is $13.16"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTama 1st Chair Ergo-Rider Drum Throne with Backrest Black\n1st Chair Ergo-Rider Drum Throne with Backrest Black. Tama's Ergo-Rider Throne provides absolute ergonomic comfort and support. The hybrid of a round seat and a saddle style seat, it offers the maneuverability of the former, and the playing support of the latter. The front cutaway allows unimpeded thigh movement even during the most rapid double bass patterns. Both the height and angle of the backrest unit are adjustable, giving you the support you need no matter how you sit. And now there's another user-friendly feature you can fold the backrest itself onto the seat without disassembling it for easier transport. The backrest unit is also sold individually (HTB5) and"}, {"role": "assistant", "content": "Price is $399.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUHURU USB Recording Microphone Condenser Cardioid Microphone Kit with Boom Arm, Shock Mount, Pop Filter and Windscreen, for Broadcasting, Recording, YouTube\n\u266a\u266a A Professional USB Condenser Microphone \u266a\u266a This usb microphone uses the most advanced chipset. Its sampling rate is up to while the other microphone's rate only up to Therefore, this USB microphone would provide a clearer,smoother, flatter voice. \u266a\u266a Cardioid Polar Pattern \u266a\u266a Cardioid pattern design enables this usb microphone kit to cancel noise from surroundings, making a clearer and more real sound. Moreover, with help of Pop Filter in package, it would record a better and clearer voice for words with pronunciation of b, p, f. \u266a\u266a Easy to Set"}, {"role": "assistant", "content": "Price is $54.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nESP 5 String LTD TL-5 Thinline Bass, Natural, Right,\nThe LTD Thinline TL-4 and TL-5 basses are perfect for bass players looking for the best of both acoustic and electric worlds. They offer a chambered mahogany body with spruce top in Natural finish, paired to a comfortable three-piece thin U-shaped mahogany neck and roasted jatoba fingerboard using set-neck construction at 34\u201d scale. High-quality components on the TL-4 and TL-5 include a Graphtech Nubone XB nut, Grover tuners, and an active Fishman SONICORE pickup and TL-3 preamp with onboard tuner. These pro-quality basses are ready for just about any musical style including pop, jazz, R&B, reg"}, {"role": "assistant", "content": "Price is $799.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n24 Pieces Alto Tenor Saxophone Mouthpiece Cushions, Eison 0.8mm Thick Food Grade Sax Clarinet Mouthpiece Patches Pads Strong Adhesive, Black\nEison Alto Tenor Sax Mouthpiece Cushions Clarinet Mouthpiece Patches Pads Cushions 0.8mm Thick Food Grade Rubber Pack, Black These are of mouthpiece patches for alto saxophone, \u266dB tenor saxophone,\u266dE alto saxophone and clarinet. They can also be used in horns jaz and more. Easy application and stay put well. These sax mouthpiece cushions are very helpful accessory for alto/tenor saxophones beginners to lay a solid foundation and help masters to show your performance skill better. Features - Greatly reduce the vibrations on top of your"}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNC AYUBOUSA Guitar String Trees String Retainer Guides Compatible with Strat Tele Style Electric Guitar Bass Parts Replacement Pack of 4pcs with Mounting Screws Black.\nFeature Material zinc alloy. Color Black. Base Size (L x W) Approx. 0.43 x 0.28 inch / 11 x 7mm. Total Height Approx. / 3.5mm. Screw length Approx. / 11mm. Description 1 YEAR QUALITY This 2 set of 4 guitar string tree guide retainer can retain the string perfectly and reduce string friction to save string, and more accurate tuning. Most commonly fitted on the D, G, B and high E strings. This pair are the correct match of 2 differing height trees, the taller 5mm"}, {"role": "assistant", "content": "Price is $8.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDryer Drum Glide Replacement Fits for Whirlpool Amana Magic Chef Replaces (2 Pack)\n\u2705 Function - The dryer drum glide supports the drum on the front side and allows the drum to move smoothly \u2705 Suitable Brands - Whirlpool,Roper,Admiral,Jenn-Air,Estate,Magic Chef,Crosley,Inglis,Modern Maid,Amana,Kenmore,May-tag,Speed Queen,Kitchen-Aid \u2705 Replaces Part Numbers - \u2705 High Quality - The component is made of high-quality materials and lasts for a long time,meet your needs \u2705 LIFETIME WARRANTY - If you have any problems or there is any damage to the product, we will offer a 100% money-back guarantee. Welcome to contact us, we will try"}, {"role": "assistant", "content": "Price is $9.29"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCustom Guitar Picks 6-pack Personalized Add Your Own Picture Text Name LOGO Image Guitar Plectrums For Guitar Bass Ukuleles\nHow to Custom 1. Clicking Customize now button. 2. Choose a background color you like. 3. Click Browse button to upload picture.you can use resize/rotate/move tool that is part of the image placement tool to make your picture fit the area. 4. You can type your text and choose the font and text color, your can use resize/rotate/move tool that is part of the text placement tool to make your text fit the area Each pick is more beautiful than the previous one, and you\u00a1\u00afre simply guaranteed to love playing your guitar while adding a personal, elegant touch.Picks make the guitar"}, {"role": "assistant", "content": "Price is $5.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nReusable Cups Stainless Steel Coffee Filters Compataible for K-Duo Keurig,K select K80, K-Elite, K-mini Plus, and 2.0 & 1.0 Brewer, Reusable Coffee Pod Metal Filter (2 Pods+ 1 Scoop)\n1.Safe to use,stainless steel mesh filter make perfect filtering,in purle lid can be recognize by the machine Models which we mention for Keurig K select K80, K-Elite, K-classic, K145, Plus K-cafe, K-Duo friendly, BPA Free and recyclable of this keurig k refillable pods 4,Save up to 80% over pods, (4-5 Cup) for 1.0 and 2.0 Brewing Systems 5,"}, {"role": "assistant", "content": "Price is $19.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTRUSTECH Ice Maker Machine for Countertop, Automatic Ice Makers Countertop Self Cleaning, 9 Cubes Ready in 6 Mins, 26 lbs in 24 Hours, Perfect for Home/Kitchen/Office, Ice Scoop&Basket, Black\nSelf-cleaning function - Ice makers countertop self cleaning, just press on/off button for 5S to start self-cleaning mode! Popular bullet-shaped ice is not easy to melt or stick 9 cubes ready in 6 minutes - Our ice maker produces 9 ice cubes within only 6-8 minutes. It can even produces up to 26.5 pounds of ice per day, having fresh ice every day Two sizes of ice available - Large or small ice with popular bullet shape is not easy to melt"}, {"role": "assistant", "content": "Price is $89.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Replacement for LG Refrigerator Water Filter - Compatible with LG LT500P Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Compatible Filter for LG Refrigerator, Quantity 2 Compatible Replacement for LT500P Fridge Water Filter Cartridge NSF 42 certified refrigerator water filter by IAPMO and WQA Reduces impurities & substances without restricting the flow rate of the water. For the highest quality water replace the filter"}, {"role": "assistant", "content": "Price is $22.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nmffmffm Audio Instrument Cable 20 ft, Bass AMP Cord for Electric Guitar, 1/4 Inch Guitar Cable Pro Audio, Black & Glod Braided Tweed (Right Angle to Straight)\n\ud83c\udfb8 NEW DISIGN Unlike any other guitar cables on the market,MFFMFFM guitar cable add carbon fiber shell at the TRS connectors, make the instrument cable more beautiful and better quality. \ud83c\udfb8 NOISE-FREE, HIGH-FIDELITY Mffmffm guitar cord uses copper wire high density braid + tin foil + semiconductor material triple processing shielding layer,can better reduce noise and protect sound quality. \ud83c\udfb8 ORIGINAL SOUND TRANSMISSION Instrument guitar cord with 20AWG conductor is made of oxygen-free-copper\uff08OFC\uff09"}, {"role": "assistant", "content": "Price is $23.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKVKA Set of 3pcs Chakra Frosted Quartz Crystal Singing Bowl 6-10 inch with case \uff0810''F 8''G 6''B)\nThis crystal singing bowl is made with 99.99% pure quartz crystal, used in music appreciation.Quartz crystal vibrations sound energy comes from pure quartz, crystal sound healing and chakras meditation is also base upon purity quartz energy. How To Play\uff1a The operator maintains a calm mood, divides the bowl mouth into three equal parts, taps at these three points, or taps 6 times with the method of drawing a large satellite, and rubs the part of the bowl wall close to the bowl mouth clockwise or counterclockwise. Replenish energy clockwise, release energy counterclockwise, When using multiple"}, {"role": "assistant", "content": "Price is $179.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSlotted Nut For 4 Strings Bass Guitar Flat-bottom 42mm\nOur replacement guitar nuts are designed to transfer the right frequencies more efficiently from the string to the guitar body. Acoustic guitars come alive. Electric guitars will get a brighter sound and increased harmonic content. Dimensions long ; 2/16 thick ; 4/16 high (42mm x 3mm x 6mm) Made of High quality ABS material. Color Black Flat-bottom /hollow interior string space or 34mm Quantity 1 Pcs Rank Musical Instruments 82631, Acoustic & Classical Guitar Nuts 119, Is Discontinued No, Available August 12, 2016, Color Name Black, Material Type Abs, Brand MLaval Guitar Parts, Color Black, Instrument Bass Guitar"}, {"role": "assistant", "content": "Price is $6.50"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYamaha STAGEPAS 600I Portable PA System\nThe new STAGEPAS feature two sleek, lightweight speakers and a detachable powered mixer, along with one pair of speaker cables and a power cord, giving you a complete, extremely portable sound solution that can be set up quickly and easily in a variety of configurations and environments. By combining new high-efficiency amplifiers, newly designed speakers, and high performance DSP, the new STAGEPAS delivers a significant increase in power output ( 400W for the 400i and 680W for the 600i) as well as substantial improvements in sound quality and reliability. Complementing the boost in performance, the addition of iPod/ iPhone connectivity, SPX digital reverbs, an onboard feedback suppressor and more versatile"}, {"role": "assistant", "content": "Price is $999.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKopul Premium Performance 3000 Series XLR M to XLR F Microphone Cable - 100' (30.5 m)\nThe Kopul Premium Performance 3000 Series XLR M to XLR F Microphone Cable (100') is designed to be an extremely quiet and flexible cable that is ideal for the most demanding live sound and performance applications. The cable is engineered to be durable and to provide protection against EMI, RFI, and static noise.Premium Performance 3000 Series cables are made from 24 AWG OFC copper wire that's wrapped with PE insulation and a conductive PVC inner shield. A cotton-yarn inner layer helps reduce electrostatic and microphonic noise. 95% dual-spiral shielding makes the cable resistant to EMI and"}, {"role": "assistant", "content": "Price is $39.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMist Water Filter Replacement, Compatible withModels Kenmore 469981 & LT120F Combo Pack\nWater Filter Replaces LG Kenmore 9980, | Fits the following refrigerators Air Filter Replaces LG LT120F and Kenmore Elite CleanFlow Air Filter & Each air and water filter will last about 6 months. The water filter reduces chlorine to deliver pure clean and refreshing water, and the air filter is effective at keeping refrigerator fresh and odor free. Water filter is tested and certified by NSF International IAPMO R&T to NSF/ANSI Standard 42. Will fit and lock in all compatible refrigerators. Guaranteed. Dimensions 6 x 8 x 2 inches, Weight 1.4 Pounds, Manufacturer Mist, Country of Origin China, model number Rank"}, {"role": "assistant", "content": "Price is $37.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJackson JS32 Dinky DKA Electric Guitar Pavo Purple\nBody Body shape Double cutaway Body type Solid body Body material Solid wood Top wood Not applicable Body wood Basswood Body finish Gloss Orientation Right handed Neck Neck shape Dinky Neck wood Maple with graphite reinforcement Joint Bolt-on Scale length 25.5 in. Truss rod Standard Neck finish Satin Fretboard Material Rosewood Radius Compound Fret size Jumb Swift, deadly and affordable, Jackson JS Series guitars take an epic leap forward, making it easier than ever to get classic Jackson tone, looks and playability without breaking the bank Upgraded features such as arched tops, new high-output ceramic-magnet pickups, graphite-reinforced maple necks, bound fingerboards and headstocks, and black hardware deliver more for less The JS"}, {"role": "assistant", "content": "Price is $369.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nProMark Matt Strauss General Concert Persimmon Drumsticks, Wood Tip, One Pair\nThe Matthew Strauss Concert General Drumstick is the perfect implement for any percussionist looking for a premium, general use concert stick. This drumstick was designed with Matthew Strauss, renowned percussionist from the Houston Symphony, as part of a series of premium concert drumsticks to accommodate the wide range of playing situations and repertoire demands that he faces. The General model features a long taper for a rebound feel, and a long, arrow shaped tip which creates full bodied tone and greater ease in playing rolls through greater surface contact with the drumhead. The Matthew Strauss Concert General Drumstick is the perfect implement for any percussionist looking for a premium, general use concert stick. This drumstick was designed with Matthew Strauss, renowned"}, {"role": "assistant", "content": "Price is $27.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStedman PS101\nThe Stedman Proscreen 101 uses the same unique patented metal screen as the PS100. The Proscreen 101 has an attached 13 inch flexible goose neck with adjustable clamp. This clamp allows the PS101 to be attached to any microphone stand or boom while allowing easy positioning of the screen with the flexible goose neck. Like the PS100, the Stedman Proscreen 101 can be cleaned with detergent and hot water and will outperform and outlast fabric filter designs. Includes a lifetime warranty. Made in U.S.A. Length 20'' Screen diameter 4.6'' Clamp opening diameter.5 Weight 5.8 oz. Weight 9.6 ounces, Dimensions 12.3 x 6.1 x 2 inches,"}, {"role": "assistant", "content": "Price is $44.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nClimaTek Upgraded Refrigerator/Freezer Icemaker for Whirlpool IMKIT\nThis is a brand new ClimaTek Refrigerator / Freezer Ice Maker \u25b6 This is a brand new ClimaTek Refrigerator / Freezer Ice Maker \u25b6 This ClimaTek Part Replaces Part # IMKIT \u25b6 Top Quality ClimaTek Replacement Part, Built to Last! \u25b6 This is the Base Icemaker Kit, Don't Pay for Harnesses You Don't Need! \u25b6 Works with Whirlpool and more! Dimensions 6 x 10 x 8 inches; 2.65 Pounds, model number ClimaTek Rplm for ADML # Available March 30, 2020, Manufacturer ClimaTek"}, {"role": "assistant", "content": "Price is $62.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nZAWAGIIK Refrigerator Door Handle Covers Set of 6 Kitchen Appliance Handle Covers Decor Protector for Fridge Microwave Oven Dishwasher Handles, Keep Clean from Fingerprints Food Stains\nRefrigerator Door Handle Covers Material Made of thick and skin-friendly short plush fabrics. With quality Velcro, the handle covers don't slide up or down. They just stay in the right place. Appliance Handle Protector Length and both fit for perimeter of handles Meet your different use needs. Perfect for fridge, microwave, stove, oven, dishwasher handles in shape round or flat. Keep Kitchen Appliance Handle Clean No more food stains, sauces, oils, water drips, smudges and fingerprints. Save your cleaning time! Kindly Reminder Measure the perimeter of your handle with a soft ruler before"}, {"role": "assistant", "content": "Price is $17.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nADT Mini Fridge 1.6 Cu.Ft Mini Refrigerator Retro Design (Vintage green)\nBrand Name ADT, Weight 31.9 pounds, Dimensions 17.52\\ D x 18.31\\ W x 19.29\\ H, Is Discontinued No, Energy Use 0.3 Kilowatt Hours, Capacity 1.6 Cubic Feet, Refrigerator Fresh Food Capacity 1.6 Cubic Feet, Installation Type Tabletop, Part 1, Form Factor Compact, Special Features Portable, Color Vintage green, Voltage 110 Volts, Manufacturer Warranty I YEAR WARRANTY, Available August 20, 2020, Brand ADT, Configuration Compact Freezerless, Special Feature Portable, Doors 1, Finish Type Matte"}, {"role": "assistant", "content": "Price is $159.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGuitar Display Bracket Wall Mounted Mandolin/Ukulele/Guitar Hanger Hook Stand Rack (4 Pcs Blcck Square Base)\nPackage include 4 pcs Hooks. Easy to assemble and install in no time, mounting screws and drywall anchors are included. Suitable for a variety of string instruments such as guitars, basses, violins, mandolins, ukeleles and so on. Have a soft sponge cover on the guitar hanger, no imprint on your guitar. Package include 4 pcs Hooks. Size Manufacturer Merryshop, Brand Merryshop, Weight 1.35 pounds, Dimensions 4.5 x 3.8 x 2 inches, Is Discontinued No, Color 4 Pcs Blcck Square Base, Material Type Iron, Size Manufacturer"}, {"role": "assistant", "content": "Price is $16.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBeaquicy Oven Bake Element - Replacement for Hot-point G-E Oven - Replaces 3358,\nHigh temperature resistant nickel stainless steel \u2705 PRODUCT DESCRIPTION The Range Oven Bake Heating Element is located at the bottom of the oven and have screw-on terminals. Used to provide heat to the oven. The element has a rated power of and a rated voltage of The dimensions from the bracket to the front of the element are 17.75 inches wide x 17 inches long,and the terminal extending approximately 2.25 inches beyond the bracket. \u2705 MATERIALS The Oven Bake Element is made from high quality materials and rigorously manufactured to ensure a long service life.The two terminals and the small holder at the top are made of metal and have a nickel-plated surface for increased resistance to high temperatures and"}, {"role": "assistant", "content": "Price is $27.77"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nVandoren CR152 Contrabass Clarinet Traditional Reeds Strength 2; Box of 5\nThe most widely played reeds in the world, with a superiority proven over the years, these reeds suit all styles of music. Traditional reeds are known for their excellent response in all registers, allowing a pianissimo attack in even highest notes. Extremely flexible, allowing the legato or staccato execution of large intervals while maintaining a richness of tone that gives body and clarity to the sound, which is a hallmark of Vandoren reeds. Traditional reeds are available for all clarinets and saxophones in various strengths. Every reed sealed in 'Flow Pack' to ensure freshness. Weight 0.01 Ounces, Dimensions 1.63 x "}, {"role": "assistant", "content": "Price is $58.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPaiste 2002 Sound Edge Hi-Hats 17 in. Pair\n2002 Sound Edge Hi-Hats 17 in. Pair The bright, clear sound of the Paiste 2002 Sound Edge Hi-Hats makes them particularly well-suited for high-energy performances. Their precise, splashy sound projects loudly so they are never lost in the mix. Formed from CuSn8 bronze, these hi-hats are bright and energetic for a live performance but also have the precision needed for studio recording. A classic cymbal, the Sound Edge Hi-Hats features a unique rippled bottom which eliminates airlock for a sharp sound. Heavier models are also available for increased volume. Enjoy focused, splashy sounds when you play the classic Paiste 2002 Sound Edge Hi-H"}, {"role": "assistant", "content": "Price is $528.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUpgraded Dryer Thermostat Kit DIY Tips Below by PartsBroz - Compatible Maytag Dryer Parts - Replaces - Includes Thermostat, Thermal Fuse\n\ud83d\udca1 High Limit Kit - An equivalent for 3344, ET403, ET405, \ud83d\udd27 DIY Tips Included - Not sure how to replace the part? Helpful information can be found on the page below. Scroll down to get more repair tips. Acquire valuable skills during the DIY repair project. \ud83d\udca1 Compatibility With Major Brands - Dryer thermal fuse is compatible with Maytag, Admiral, Amana, Crosley, Hoover, Jenn-Air, Magic Chef, Norge. Fuse kit fits hundreds of models. \ud83d\udca1 Helps With The Following Issues - LA1053 Thermal Fuse Kit will help if your appliance doesn't start,"}, {"role": "assistant", "content": "Price is $8.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFLOYD ROSE TREMOLO CLAW & SCREWS\nWith the invention of the world\u2019s first locking vibrato system in 1977, Floyd D. Rose completely revolutionised the electric guitar, and with it a whole new generation of players. 40 years later Floyd Rose offers a vast array of replacement vibrato systems, upgrades and spares, and are used and trusted by some of the most influential and famous guitar players on the planet. Genuine Floyd Rose replacement tremolo spring claw and screws (set of 2 screws, 1 claw) Genuine Floyd Rose replacement tremolo spring claw and screws set of 2 screws, 1 claw Made in Germany Weight 0.704 ounces, Dimensions 7.87 x 4.72 x 2.36 inches,"}, {"role": "assistant", "content": "Price is $11.38"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGE Genuine OEM Evaporator Fan Motor for GE Refrigerators\nProduct Description This high quality Genuine OEM GE Appliances Evaporator Fan Motor circulates air through the fresh food compartment for efficient cooling. The Evaporator Fan Motor has electrical specifications of and 4.2W. Please be aware that it is recommended to disconnect the appliance from all utilities prior to installation of the Evaporator Fan Motor. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is General Electric Evaporator Motor The GE Appliances Evaporator Fan Motor is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Replacement GE Appliances Refrigerator Evaporator Fan Motor circulates air through the fresh food compartment for efficient cooling GE Appliances Refrigerator Evaporator Fan"}, {"role": "assistant", "content": "Price is $104.85"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDunlop MXR M116 Fullbore Metal Distortion Guitar Pedal with AC Power Supply, 2 Patch Cable and 6 Guitar Picks\nUltimate riff power is yours with the Fullbore Metal Distortion pedal from MXR. This compact but powerful device is all you need to unleash the most devastating contemporary metal guitar tones ever heard. The Fullbore Metal Distortion turbo-charges your guitar signal with lethal amounts of ultra high gain. This is combined with a built-in Noise Gate to knock out the noise associated with extreme gain levels while also adding definition and tightness to syncopated metal riffs. Plug into the MXR Fullbore Metal high-gain distortion pedal and experience the full force of what your guitar can do for you! Equipped with all the tools"}, {"role": "assistant", "content": "Price is $119.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFogWorx Fog Juice - 1 Quart of Premium Odorless Fog Fluid (32 oz) - Medium Density, High Output, Long Lasting Fog Machine Fluid for 400 Watt to 1500 Watt Machines\nOne quart of premium water based fog machine fluid - remains clean, dry and ODORLESS!!! Medium density formulation delivers good hang time and excellent dispersion FogWorx Fog Juice is designed for use with any water based fog machine - Optimized for machines with as little as 400 watts Weight 2.25 pounds, Dimensions 7.48 x 5.08 x 2.28 inches, model number Rank Musical Instruments 269, Stage Fog Machines & Accessories 3, Is Discontinued No, Available June 2, 2017, Size Quart"}, {"role": "assistant", "content": "Price is $18.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nZildjian 8 inch K Custom Dark Splash Cymbal\nK Custom Dark Splashes deliver a dark splash sound that is warm and highly responsive from their very thin weight. The extra K Custom hammering gives these splashes a comparatively drier effect than splashes within the K Zildjian Series. K Custom Dark cymbals are a great choice for drummers who lean towards a mixed blend of darker tonal colors that project with more character and nuance. 8 Cast Bronze Thin Splash Cymbal with Traditional Finish Weight 0.37 Pounds, Dimensions 8 x 7.95 x 0.85 inches, Domestic Shipping Currently, item can be shipped only within the U.S. and to APO/FPO addresses. For APO/FPO shipments, please"}, {"role": "assistant", "content": "Price is $164.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMFL. DJ Light Bar, Stage Light Bar Cob Led RGBW Quad Colors DMX Pixel Control Metal Body for DJ Stage Lighting Club Party\n4 MODES AVAILABLE FOR PROFESSIONAL USES This Light Bar can be operated via 4 modes to suit all professional needs, which are DMX 512, sound active, auto and master/slave. VARIOUS EFFECTS FOR DIFFERENT OCCASIONS Compatible with DMX controller, each LED of this Black Light Bar can be controlled individually, allowing you to mix and match & create different lighting effects for various occasions. PERFECT FOR MULTIPLE SETTINGS Equipped with 9 pieces of 8 watts 4 in 1 COB LED, this LED Light Bar provides uniform illumination, which creates spectacular lighting for stages, clubs, parties"}, {"role": "assistant", "content": "Price is $117.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBetty Crocker Portable Dual Electric Burner, Black\nWhen the top of the stove is full or you're looking to work somewhere other than the kitchen, this Betty Crocker portable double burner will come in handy. Cook, heat or reheat on either the large burner or the small burner. Take advantage of the independent temperature controls. The low-profile design makes it easy to store when not in use. PORTABLE COOKTOP This BETTY CROCKER electric burner is great for small kitchens, apartments and living spaces with limited space or no kitchen access whatsoever. This compact cooktop features 2 electric burners. TWO BURNER TOP Our countertop cooktop comes with 2 electric burners; one 1,000 watt with 4 burner coils and one 500 watt heating"}, {"role": "assistant", "content": "Price is $25.57"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPerformance Plus Impact Activated Purple LED Light-Up Clear Acrylic Drumsticks With Free Drum Key\nFIRESTIX are light-up drumsticks that bring excitement to any drummer's performance. FIRESTIX aren't just glow-in-the-dark drumsticks; they really light up! Batteries in the base of each stick power bright lights each time you strike a drum or cymbal. The light triggers in FIRESTIX are extremely sensitive and the lights are super bright. FIRESTIX are made of durable, heat-resistant polymer and come in pairs with batteries. Add some spark to your drum performance with FIRESTIX. Bonus includes free lug nut drum key with each pair Fires tix light-up drumsticks Purple by Performance Plus with free drum key! Pair of light-up drumsticks made of heavy duty"}, {"role": "assistant", "content": "Price is $21.07"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nE Guitar Nut, 2 Pieces 42mm Slotted Strings Nut Replacement Part for 6 Strings Electric Guitar\nSpecification Condition 100% brand new Material Faux cattle bone color white Quantity 2 pieces Suitable for electric guitar Size (L * W) Approx. 42 * 3.5mm / 1.6 * 0.1 inches Two side height approx. 3.5 mm / 0.1 inches, 4.5 mm / 0.2 inches String clearance Approx. 6.5 mm / 0.3 inches Approximate weight. 4g Packing List 1 x pack with only 2 pieces of guitar nuts * The other terms listed in our pictures are not included. Faux Cattle Bone Material Adopting premium faux cattle bone"}, {"role": "assistant", "content": "Price is $6.17"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLuna Artistic Great Wave Soprano Uke w/Strings,Tuner & PC\nLuna Great Wave Soprano Ukulele Includes Extra set of Aquila Strings Tuner Gigbag TMS Polishing Cloth The Great Wave off Kanagawa also known as The Great Wave is a woodblock print by the Japanese artist Hokusai. Copies of the print are in many collections, including the Metropolitan Museum of Art in New York City and The British Museum in London. Featured on the front of Luna's 21 Great Wave Soprano and 23 Great Wave Concert, this masterpiece can now be in your own personal ukulele collection! Specifications MODEL UKE GWS Great Wave art by Hokusai Body 21 Soprano Top Select Mahogany Back/Sides Trans Blue"}, {"role": "assistant", "content": "Price is $145.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNordyne Pressure Switch\nThis is a genuine replacement part. The model number and name for the following item is Nordyne Pressure Switch This is a Genuine OEM replacement part The Package Length of the product is 1 inches The Package Width of the product is 1 inches The Package Height of the product is 1 inches Brand Nordyne, Switch Type Pressure Switch, Dimensions LxWxH 4 x 3.8 x 1.7 inches, International Protection Rating IP00, Connectivity Protocol X-10, Unit Count 1.0 Count, s 1, Brand Name Nordyne, Model Info Weight 0.01 ounces, Dimensions 4 x 3.8 x 1.7 inches, model number Part Rank Tools & Home Improvement Range Accessories 2124,"}, {"role": "assistant", "content": "Price is $32.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDiMarzio DP216 Mo' Joe Bridge Pickup Black F-Spaced\nMade in response to Joe Satriani's request for a hotter pickup, with power, clarity, and dynamics. Enhanced harmonics and output make a perfect match with a PAF Joe, in the neck. Joe Satriani asked us for a hotter and bigger version of the Fred for his new Ibanez guitar. The new Mo' Joe has more power than the Fred, but it doesn't sacrifice the clarity, dynamics or the unique guitar. The new Mo' Joe has more power than the Fred, but it doesn't sacrifice the clarity, dynamic or the unique harmonics that made the Fred famous. The Mo' Joe in the bridge position is a perfect match for the PAF Joe in the neck position"}, {"role": "assistant", "content": "Price is $99.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeymour Duncan Hot P-90 Soapbar Neck Pickup, Cream Cover\nThe Seymour Duncan SP90-2 is a high output P-90 soapbar pickup. Excellent for heavy blues, classic rock, hard rock, punk and metal. Extra coil windings combined with dual (small) ceramic magnets produce higher output, increased sustain, and more sensitivity to subtle string movements. Most noticeable, when compared to the is the pronounced upper mid-range detail that makes this pickup really cut through the mix. Comes with single-conductor hookup cable. Slightly shorter.585 height profile. Available for both neck and bridge positions in a balanced set. Also popular, is an SP90-2 Hot in the bridge position with an SP90-1 Vintage in the neck for tonal versatility. For balanced and"}, {"role": "assistant", "content": "Price is $109.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTC-Helicon VoiceTone H1\nWith TC-Helicon's VoiceTone H1, vocalists can have fun with stompboxes, just as guitarists have been doing all along. VoiceTone H1 adds one or two voices of rich, realistic harmony to your voice. You can use the key selector to dial in harmonies to fit a song, while the cool guitar-sensing feature keeps your harmonies in tune. Although VoiceTone H1 fits the form factor, to call it a stompbox would be misleading. As a member of TC Helicon's VoiceTone lineup, VoiceTone H1 is strictly studio grade - complete with a clean, quiet mic preamp and studio-quality A/D conversion. So give your backup singers the night off"}, {"role": "assistant", "content": "Price is $149.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHouseShape Indoor Dryer Vent Kit For Electric Dryer Purify Air - Save Energy - Laundry Room Wall Decor (Double Filters)\nNot only good looking, but also good function. we do have instruction and Please watch the installation video. No drilling solution you can put the dryer vent box on the floor if you don't want to drill any hole on the wall. >> Perfect Venting Efficiency Upper and lower two sides large fiter area double ensure the function, better venting effeciency; The dryer vent box is tightly sealed, no leakage. >> Perfect Filtering Effect Originally cabin air filter materal for car air condition system, capture lint,dust and small particals, PM2.5 standard, better filtering effect; heat and moisture can get through the filters, but stop the lint,dust"}, {"role": "assistant", "content": "Price is $49.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCasematix Digital Stereo Interface Case Compatible with Tascam Portastudio Pocketstudio Dr 680, Dp 03Sd, Hd p2, Dr Dp 03, Dp 008ex, Dp 006 and More, Includes Case Only\nCASEMATIX Studio Case Multi-Track Recorder Case with Dense Internal Customizable Foam - Built TOUGHThis hard shell case's exterior is made of a dense composite plastic for superior external protection against blunt forces, drops, dings and other unforeseen mishaps that can befall your high value possessions. Interior protection consists of a tri-layer arrangement of two convoluted egg-crate foam layers measuring 1.75 each, and a dense diced foam layer measuring 1.25 thick. With the combination of a highly durable"}, {"role": "assistant", "content": "Price is $44.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYinfente Unfinished Electric Guitar Neck Replacement 24 Fret 25.5 Inch Maple wood Fretboard (rosewood-fretboard)\nYinfente Brand electric guitar neck. All solid wood made. Many years guitar master make. With High quality wood material. This guitar neck is For Many style guitar neck or your own style guitar neck replacement. You can set up it on your guitar body. New Yinfente 24 Fret Electric Guitar Neck 42.5mm Nut Width, 56mm Heel Width 24 fret. 25.5 inch, Jackson headstock, Maple wood Neck, Rosewood Fretboard Shark Tooth Inlay Floyd Rose Locking Nut, Truss Rod Installed At Headstock 9-10mm Tuner Peg Hole Diameter, 26"}, {"role": "assistant", "content": "Price is $56.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUnique Replacement Guitar Saddle Parts, Guitar Saddle, Beautiful Design Durable Rose Wood for Guitar Guitar Bridge\nFeature A great and durable rosewood guitar bridge. Specially designed for folk guitars. Sound vibrations are better transmitted to the guitar when playing. Beautiful design makes your guitar unique. Normal sized string nail hole and saddle groove, suitable for the replacement and installation of most folk guitars. Spec Condition Brand NewMaterial Rose WoodColor Wooden ColorDistance from the 1st hole center to 6th hole center Approx. 54mm/ of the groove (L x W) Approx. 71 * 3mm/ 2.8 * 0.1in Size Approx. 16.4 * 4cm / 6.4 * Approx. 26g Package List 1"}, {"role": "assistant", "content": "Price is $5.46"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJangleBox The Byrds 50th Anniversary Compressor\nTo honor the 50th Anniversary of The Byrds' debut 1965 albums, Mr. Tambourine Man and Turn! Turn! Turn! as well as Byrds' founder and long-time JangleBox endorser Roger McGuinn Janglebox created this distinctive limited edition model. This is the award-winning, flagship JangleBox compressor with a beautiful gold powder coating and special graphic appointments. What is it about the 1965 compressed jangle of the Beatles, Byrds, and so many others that continues to captivate guitar players everywhere? It seems as if every band, regardless of musical genre, employs that sound for at least a few tunes in their repertoire. Who doesn't love jam"}, {"role": "assistant", "content": "Price is $230.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nErmik Portable Guitar Amp 20W Electric Guitar Amplifier Built in Speaker Headphone Jack Input and Aux Jack Drive Button 4 Knobs Gain Bass Treble and Volume - Black\n\u266a 20W AMP The Ermik 20 Watt Electric Guitar Amplifier is equipped with a power plug and operates on 110V DC. The amplifier has a key power switch and power indicator light, with a built-in speaker. The panel design is simple and intuitive, and the operation is simple \u266a INTEGRATED CONTROL SYSTEM The amplifier has four control knobs GAIN, BASS, TREBLE, and VOLUME. The GAIN knob increases the volume and makes the sound more transparent. You can play different styles of music by experimenting with various controls \u266a MULTIPLE SOUND EFFECTS The Drive"}, {"role": "assistant", "content": "Price is $48.89"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBlueStars Unbreakable Control Knob with Metal Ring Replacement Part Exact Fit for General Electric Dryers and Washers - Replaces - Pack of 2\n\u26a0\ufe0f IMPORTANT NOTE This knob is installed onto the D-shaped shaft of the control mechanism, 2 inches in diameter and 1-1/4 inch in depth. Please check the model number carefully before ordering. If you are unsure about the compatibility, you can send us your dryer/washer model number, we will help you confirm if it fits or not. \u2705 \ud835\udfcf\ud835\udfce\ud835\udfce% \ud835\udc0b\ud835\udc08\ud835\udc05\ud835\udc04\ud835\udc13\ud835\udc08\ud835\udc0c\ud835\udc04 \ud835\udc16\ud835\udc00\ud835\udc11\ud835\udc11\ud835\udc00\ufffd"}, {"role": "assistant", "content": "Price is $11.97"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSaramonic Lavmicro 2M Dual Lavalier Mics\nThe Saramonic LavMicro 2M is a set of two high-quality clip-on wired lavalier microphones that share one cable and connect to a single 1/8\u201c mic input. This enables you to put wired lavalier mics on two people and plug into a single mic input on a camera or an audio recorder. The microphones deliver broadcast-quality sound to DSLRs, mirrorless, cinema, and video cameras, as well as audio recorders, smartphones, tablets, and other devices. It features a (7m) cable, which gives you plenty of length to position subjects in front of a camera, around a table for a podcast recording, etc. 2 high-quality wired l"}, {"role": "assistant", "content": "Price is $47.24"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKala KA-STG, Solid Spruce Top Gloss Tenor Ukulele Bundle with Gig Bag, Tuner, DVD, and Austin Bazaar Polishing Cloth\nKala Ukulele, known for high-quality instruments, is the most recognized and sought after ukulele brand in the world. Kala ukuleles are the instrument of choice for schools - more people learn to play on a Kala than any other ukulele brand Adding value to your purchase, Austin Bazaar bundles your instrument with quality accessories, saving you time and money. A premium Gearlux gig bag is included so you can keep your instrument safe when you're on the go. The included clip-on tuner is easy to use and delivers reliable performance. Our exclusive Austin Bazaar instructional DVD provides the guidance you need"}, {"role": "assistant", "content": "Price is $223.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nConrad Gotz ZK306 Violin\nOriginal CONRAD G\u00d6TZ STRADIVARI-TYPE Chinrest for Violin (4/4 Violin Size). Model ZK306. Violin Chinrest Wood Ebony. Responsibly sourced wood // Certified Wood Origin. Best fresh and hand cut Portuguese cork padding. Quality Goetz Screws, closed style. Height of chinrest 0.94 inch Depth of chinrest 2.44 inch (6.2 cm). Width of chinrest 4.96 inch (12.6 cm). Please note Due to natural characteristics of product the dimensions of this chinrest are subject to minor variations. Violin Chinrest STRADIVARI-TYPE (4/4 Violin Size), Ebony Responsibly sourced Wood // Certified Wood Origin"}, {"role": "assistant", "content": "Price is $27.53"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n3-Pack Replacement for LG Refrigerator Water Filter - Compatible with LG LT500P Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Compatible Filter for LG Refrigerator, Quantity 3 Compatible Replacement for LT500P Fridge Water Filter Cartridge NSF 42 certified refrigerator water filter by IAPMO and WQA Reduces impurities & substances without restricting the flow rate of the water. For the highest quality water replace the filter"}, {"role": "assistant", "content": "Price is $30.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBlue Spark Shock Mount with Pop Filter, Windscreen and Shockmount to Reduce Vibration Noise Matching Mic Boom Arm for Blue Spark SL Microphone by YOUSHARES\nAre you still bothered by the obnoxious noise, shock and vibrations, like floor tapping, desk bumping, putting down a glass of liquor, adjusting the boom arm during recording, etc.? You definitely need a Blue Spark Mic Shock Mount Choose YOUSHRES\u2019s shock mount, take your recording and streaming to the Next Level. Our shock mount are designed for Blue Spark to effectively isolate the microphone from the noise and vibration. This Blue Spark shock comes with a Foam insert, which is used to hold and protect the microphone. Improved Sound Quality It reduces rumble noise in your recordings dramatically. Improve recording quality, reduce post-production"}, {"role": "assistant", "content": "Price is $15.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\ntenlamp USB Audio Interface with Mixer and Sound Board, PK KING Condenser Microphone, Studio All-in-one Podcast Equipment Bundle for Phone & PC Live Streaming Podcast Pecording Gaming\nG10 offers a one-stop solution that allows for the recording and mixing of sound sources without complicated settings, provides all audio-related operation and workflow needed for live-streaming, online podcasts, and other applications. Allows you record and mix mic inputs, change your voice, control the volume of all your audio sources in real time, trigger internal interesting sounds and music via the pads, and input external audio from your phone or PC. Designed to help streamer manage their audio mixing during their streaming sessions in real time, making live streaming easier and simpler. G10 MIXER offers a one-stop solution that allows for the recording"}, {"role": "assistant", "content": "Price is $329.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEMG MMCS Music Man Active Bass Pickup, Black\nThe MMCS is a direct replacement pickup for the Music Man Bass. Music Man\u2019s introduction of the large profile pickup changed bass playing forever. This dual-coil pickup has wide bobbins combined with a large coil surface area that gives the MMCS a most amazing bass tone. Utilizing EMG\u2019s popular CS (ceramic and steel) design the MMCS is a great mixture of design, with ceramic magnets for a transparent high end with steel added to increase the inductance for a powerful and warm low-end. It\u2019s easy to get great clean tone, but it can also warm up for a great ballad. If you are looking for a bass pickup with a thunderous low-end, this is it. The MM-CS"}, {"role": "assistant", "content": "Price is $109.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAccutronics Reverb Tank\nDesigned for applications in which the overall sound quality is important and a compact package is required. Small in size, this three spring reverb approaches the rich textural quality of larger reverb units. Replaces Solid, sturdy construction Type Short (3 Spring) tank Decay medium decay Input 310 \u03a9 Output 2,575 \u03a9 Connectors Input insulated/output grounded Locking No lock Mounting Vertical/connectors up New production Accutronics tank. Questions about reverb tanks? See our tech articles for more information. Note Rubber grommets are not included with this tank. If you would like to purchase the grommets separately please see Replaces Solid, sturdy construction Type Short (3 Spring) tank Decay medium decay Input 310 Ω Weight"}, {"role": "assistant", "content": "Price is $31.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEliminator LP 12 Hex 12X5W RGBWA+UV LED Par Light\nLightweight LED Par powered by twelve 5W hex LEDs. beam angle. Includes scissor yoke. Designed for portable use or permanent installation. Leds 12 x 5-watt hex LEDs Beam angle Ultra Violet Wavelength Dmx channels 4 or 8 selectable Auto, sound Active and master/Slave modes 0-100% Dimming and variable strobe 4 push button menu with LED display Scissor yoke included 3-Pin DMX In/Out Iec in/out connections to daisy chain power Weight 3 pounds, Dimensions 14 x 12 x 5 inches, model number LP 12 Hex, Rank Musical Instruments 21626, Stage Lights "}, {"role": "assistant", "content": "Price is $149.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStove Burner Covers, Non Stick Reusable Gas Stove Top Protectors - 0.4mm Double Thickness Reusable Stovetop Range Protectors Mat - Washable Keep Stove Clean Stove Guard for Kitchen/Cooking\nDust-proof and avoid spillage The gas stove cover has high-quality high-temperature resistance and does not melt, deform, or generate any odor during frequent cooking. The gas range cover is the perfect combination for your routine cooking. You just need to make sure the gas stove top covers fit your Samsung gas stove. You can install it quickly. Easy to cut stove gas range cover Our oven gap cover has an anti-static function, so the dust that adheres to it can be easily scrubbed away. It is also very stable, so it is"}, {"role": "assistant", "content": "Price is $17.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHigh Quality Factory 5PCS Heavy Duty Burner Knob Replace for Compatible with General Electric Stove Range Replaces\nReplace Part Number Fitment Fit for General Electric Stove Range. Fits models Possible Repair Solution For Will Not Start Will not shut off Timer will not advance. Note This Heavy Duty Burner Knob is not original parts, the mention of brand names and any related model designation above is only for purposes of demonstrating compatibility. Fitment Fit for General Electric Stove Range. D shaped shaft knobs. Replacement for Note This item is a replacement part. Please make sure the images are the same with what you want. If not, please do not purchase it even your model is in the described list! Made of high quality materials, and easy to install. Every product has quality inspection before leaving"}, {"role": "assistant", "content": "Price is $32.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUpgrade Washer Drain Pump Motor (OEM) by Beaquicy - Replace B35-3a for SAMSUNG Washer Years Warranty\n\ud835\udc76\ud835\udc6c\ud835\udc74 \ud835\udc7e\ud835\udc68\ud835\udc7a\ud835\udc6f\ud835\udc6c\ud835\udc79 \ud835\udc77\ud835\udc7c\ud835\udc74\ud835\udc77 \ud835\udc74\ud835\udc76\ud835\udc7b\ud835\udc76\ud835\udc79 The OEM Washer Drain Pump is used to remove water from the washer in the drain part of the cycle. It has a power of 120V, 60Hz, 80W. The OEM Washer Drain Pump is composed of a motor, a pump body, an impeller, and a fan blade. \u27a4Samsung Drain Pump can solve the FOLLOWING washing machine PROBLEMS Washer"}, {"role": "assistant", "content": "Price is $23.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRemo Medium Fingerdrum, Sunburst Design\nThis small, colorful drum is the ultimate in personal percussion from Remo - it goes anywhere and is played with just a tap of a finger. Made of the same quality materials that are used on Remo's professional percussion instruments Acousticon\u0099 shell (manufactured from recycled hardwood fibers and unaffected by climatic changes) and synthetic FiberSkyn 3\u00ae head. (Remember, since the drumhead is not tunable each instrument will have a slightly different pitch). 5 diameter x 3 high pretuned fingerdrum. The Acousticon shell features the Sunburst design finish. Weight 6.4 ounces, Dimensions 4 x 6 x 4 inches, Rank Musical Instruments Bodhrans & Frame Drums 404"}, {"role": "assistant", "content": "Price is $33.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGE Range/Stove/Oven Thermostat Knob, Black\nProduct Description The high quality GE Appliances Control Knob ) allows for control of the oven temperature. The Control Knob is approximately 2.25 inches in diameter and compatible with Kenmore gas ranges. Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Range/stove/oven Thermostat Knob The GE Appliances Control Knob is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications GE Appliances Control"}, {"role": "assistant", "content": "Price is $22.05"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSennheiser ew 100 ENG G4 Wireless Microphone Combo System A1 (470 to 516 MHz) with SKB iSeries Waterproof System Case and 4-Hour Rapid Charger (4 AA Rechargeable Batteries)\nThe Sennheiser ew 100 ENG G4 Wireless Microphone Combo System is the latest addition to Sennheiser's evolution family of wireless microphones and it is fully compatible with all previous series. This package includes the EK 100 G4 camera-mount receiver, SK 100 G4 bodypack transmitter with ME 2-II lavalier, and the SKP 100 G4 plug-on transmitter. Accessories include a CA 2 camera mount, 1/8 to 1/8 cable, and a 1/8 to X"}, {"role": "assistant", "content": "Price is $849.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeismic Audio Speakers Dual XLR Female Connectors, Stainless Steel Wall Plate\nSeismic Audio\u2019s Dual XLR female stainless steel wall plate is sturdy and robust, made of stainless steel which gives it a classic yet modern look. The wall plates have dual XLR connectors, excellent for permanent cable installation. These audio connectors are a must have for all audio or video technicians. It fits over the standard electrical box. High quality XLR female connectors make these wall plates worry free! These XLR Wall Plates are durable and have a professional look. The XLR female wall plate connection is screwed on, making it easily serviceable. The dimensions of the wall plate are 4 \u00bd X 2 \u00be\u201d and mounting screws are included! MODEL CONTENTS Dual XLR Female Stainless Steel Wall Plate"}, {"role": "assistant", "content": "Price is $15.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool W62780 Washer Cabinet Clip Genuine Original Equipment Manufacturer (OEM) Part\nGenuine Original Equipment Manufacturer (OEM) parts! This cabinet clip (part number is for washers. Cabinet clip locks the washer top panel to the washer side panel. Unplug the washer and shut off the water supply before installing this part. Wear work gloves to protect your hands. For Whirlpool, Kenmore, Kitchenaid, Roper, Maytag, Estate, Kenmore Elite, Inglis, Crosley, Amana, Kirkland, Admiral, & Magic Chef. This part is compatible with models including; This is a manufacturer substitution. Part may differ in appearance but is a functional equivalent to prior parts including; 62780 Genuine Original Equipment Manufacturer (OEM) part"}, {"role": "assistant", "content": "Price is $6.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGENUINE Whirlpool Shelf for Refrigerator\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool Shelf for Refrigerator. From the Manufacturer Whirlpool Shelf for Refrigerator. Works with the following models Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Genuine Whirlpool Replacement Part. Works with the following models Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Whirlpool Genuine Whirlpool Replacement Part Manufacturer Whirlpool, Part Weight 1 Pounds, Dimensions 17 x 6 x 4 inches, model number Is Discontinued No, Quantity 1,"}, {"role": "assistant", "content": "Price is $19.31"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBuckle-Down Guitar Strap - GREEN LANTERN/Logo Collage Weathered Greens - 2 Wide - 29-54 Length\nWhen you hit the stage, you definitely want to be rockin' with a Buckle-Down guitar strap. Proudly hand-crafted in America, Buckle-Down's premium guitar straps are hand-built with hearty, durable materials and display your favorite characters or brands with the highest-quality printing in the industry. The colors pop so hard that people will notice your strap from outer space! Great for everyone from beginners to advanced players, this strap will adjust to fit children and adults. This product is Officially Licensed by DC Comics. 100% Polyester Made in the USA and Imported Proudly hand-crafted in America, Buckle-Down's premium"}, {"role": "assistant", "content": "Price is $21.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSHEHDS LED Par Lights COB 200W Linear Zoom Spotlights Wash Lights Warm & Cool Stage Lights Barn Door DMX512 Sound Activated DJ Lights for Christmas Church Wedding Theater\nSuper Bright Cool White and Warm White Effect The high-brightness large chip light beads for this party light can evenly emit the soft light, which shows the true natural colors of scenery and cast. Can generate a uniformly bright and saturated cool white and warm white color (Warm White Cool White by a 200W LED Stage Light. With Barn Door for Adjusting the Light-emitting Angle The COB par light includs adjustable barn doors, which block excess light from the stage and unwanted areas, controlling superfluous spill light from the stage or other architectural projection elements, the angle can be adjusted to obtain the"}, {"role": "assistant", "content": "Price is $258.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSilvertone 6 String Solid-Body Electric Guitar, Right, Silverburst, standard\nProduct Description Silvertone Classic SVB Electric Guitar, Silverburst From the Manufacturer Presenting the by Silvertone Guitars View larger Key Features Single Cutaway Mahogany body Single Cutaway Mahogany body Mahogany 'C shape' bolt on neck with dual action truss rod Mahogany 'C shape' bolt on neck with dual action truss rod 1 11/16 Nut width 1 11/16 Nut width Rosewood fingerboard with 12 radius Rosewood fingerboard with 12 radius Pearl dot inlay Pearl dot inlay 21 Nickel Silver frets 21 Nickel Silver frets 25 Scale 25 Scale Chrome hardware Chrome hardware Chrome vintage style tuners Chrome vintage"}, {"role": "assistant", "content": "Price is $399.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNew - Range Oven Bake Element Compatible with Maytag Jenn Air\nNew - Range Oven Bake Element Compatible with Maytag Jenn Air Product Description Brand New - Unused Parts Top Quality, Generic Aftermarket Part - 30 Day Money Back Guarantee Includes (1) bake element as pictured Item Specifications Dimensions 20 1/2 wide x 16 3/4 from bracket to back Terminals push in Space between terminals 1 1/4 Fits many Whirlpool, Kenmore, Maytag, KitchenAid ovens & ranges Replaces part numbers New - Range Oven Bake Element Compatible with Maytag Jenn Air Brand New - Unused Parts Includes (1) bake element as pictured Dimensions 20 1/2 wide x 16 3/4 from bracket to back Replaces part numbers Manufacturer"}, {"role": "assistant", "content": "Price is $68.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHagstrom 6 String Solid-Body Electric Guitar, Right (C-51)\nMade for the Hagstrom super Swede, Swede, Ultra Swede electric guitars, This hard-shell case offers rugged and striking tweed-like covering. Hagstrom touches include gold highlights Plus a padded, plush Interior. Fits all versions of the Hagstrom Swede electric guitar. Durable vintage tan Tolex exterior with a Hagstrom logo gracefully emblazoned Reinforced seams with heavy brown stitching along with a tasteful leatherette stitched sides A rigid arched top with a form-fitting design Heavy-duty Gold Plated latches, ergonomically comfortable soft handle Deep plush protective lining to reduce interior movement Fits most super Swede, Swede, Viking and H-Series hollow body models Weight 7"}, {"role": "assistant", "content": "Price is $219.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBehringer HA-20R 20 Watt Guitar Amplifier with 2 Independent Channels, VTC Tube Modeling, Reverb and Original Bugera 8 Speaker\nPowerful solid-state guitar amplifier, ideal for practice, small gigs and home recording 2 full-featured channels offering everything you need from sparkling cleans to super-fat high-gain overdrive Revolutionary VTC (Virtual Tube Circuit) technology, reproduces real tube-like tone, touch and feel Powerful 3-band EQ with bass, middle and treble provides unbridled tone shaping for dialing in any sound you need Clean channel with independent level control ranges from pristine sparkle to fat warmth, perfect for recapturing vintage tones, modern cleans or use as a pedal platform solution Weight 14.25 pounds, Dimensions 8.27"}, {"role": "assistant", "content": "Price is $99.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDavison Guitars Left Handed Electric Bass Guitar, Black - Full Size Beginner Kit with Gig Bag and Accessories\nLearning to play rhythm will be a breeze with Davison's gorgeous, high-quality, beautifully designed electric bass guitar. Crafted for superior performance and quality, this is an excellent choice for bass players at all levels. From students and beginners to intermediates and advanced players, it provides all the necessary features and incredible sound. The Davison electric bass guitar is a 45 full-size, electric bass, and it features a solid body with a stunning high gloss finish. It is designed with a maple neck, a finely finished maple fretboard, a chrome bridge, and an adjustable truss rod. It has nickel frets and diecast turners, along with dual P-style"}, {"role": "assistant", "content": "Price is $129.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStrymon Volante Magnetic Echo Machine\nSOUNDS FROM THE EXPANSE. Create instant retrofuture atmosphere with evocative vintage delay tones. Activate your imagination with evolving ambient echoes and warm, organic feedback with just the right amount of grit. Sculpt your soundscape in real time as Volante becomes an extension and expansion of your musical instrument. Infuse your pedalboard with stunning vintage vibes that resonate and inspire. - Multi-head magnetic media delay machine providing four playback heads with individual feedback, panning, and level controls - Processor-intense algorithms deliver meticulously nuanced recreations of vintage magnetic echo systems (drum echo, tape echo, studio reel-to-- reel echo) - Dedicated control over echo machine tone and media Low Cut, Mechanics, Wear - Input Record Level for clean reproduction to warm,"}, {"role": "assistant", "content": "Price is $429.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSOLOROCK 24 2.7 cb.ft. 26 lbs High Capacity Ventless Washer Dryer Combo White\nExtensively upgraded model, increased washing and drying capacity by 70% and 100% respectively with a bigger drum and new features! 12 Kg or 26 lbs 3.1 cb.ft. (Canadian Standard) or 2.7 cb. ft. (US Standard) 24 Ventless Washer & Dryer Combo - Front Load. Voltage/Frequency Rated Current 20A; Washing Capacity(DOE) 12 kg or 26 lbs; Drying Capacity 7 kg or 16 lbs; Energy verified for USA & Canada; Color White; Max spin speed 1200 rpm; Wash temps Hot+, Hot, Warm, Eco, Cold; Display"}, {"role": "assistant", "content": "Price is $899.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHONEY JOY Roll Up Piano, Portable 88 Key Piano Keyboard, Soft Grade Silicone, Rechargeable Educational Piano with LED Touch Screen, 128 Tones, 128 Rhythms, 15 Demos, Built-in Amplifying Speakers\n\u266a Multiple Built-in Functions The roll up piano features in Bluetooth, transpose, chord function, recording, playback and other functions, can be connected to USB, MIDI, microphone, etc. In addition, it has 128 tones, 128 rhythms, and 15 demo songs. Its powerful functions will meet various requirements and achieve more creation. \u266a Soft Keyboard with Thicken Keys Crafted with premium grade silicone, the 88 standard keys piano keyboard is soft and comfortable to play, giving a real feeling for players. Thicken keys will provide"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nElite Core CSM2 Series Tour-Grade Microphone Cable, 15 ft\nTour-Grade Ultra Quiet and Ultra Durable mic cable with genuine Neutrik NC3XX XLR connectors and conductive PE for maximum EM and RF rejection. Elite Core CSM2 Custom Shop mic cables are hand-built by skilled technicians in the USA using only the finest available materials and most effective techniques. Every detail - the cable construction, the connector choice, the solder, the flux, the shrink tube, the testing, and the packaging, are each carefully chosen to create the finest stage and touring microphone cable available. Straight Male and Right-Angle Female Neutrik Connectors Ultra durable dual core tour-grade microphone cable and LIVE QUIET performance Dual primary bare-copper inner conductors Conductive PE outer-core"}, {"role": "assistant", "content": "Price is $58.79"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSpectrasonics Omnisphere 2 Upgrade\nOmnisphere 2 Upgrade. **This is the upgrade version and will upgrade current users of Omnisphere to the full version of Omnisphere 2.0. Omnisphere is among the elite virtual synthesizer programs for producers, composers, and sound designers; and if you think this monster power synth couldnt get any better, youve just been proven wrong. Introducing Omnisphere 2.0, the first v2.0 of any Spectrasonics instrument and it is truly gigantic! With Omnisphere 2.0 comes a massive variety of new synthesis options, a staggering audio library with over 10,000 sounds, a new interface with an enhanced sound browsing capability, a new and enhanced"}, {"role": "assistant", "content": "Price is $229.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLight Stix LED Drumsticks (Blue)\nPlay all day and night with these NEW! Color effects Light Up Drumsticks Create amazing visual effects when they move through the air! Specially selected LED's for maximum light and effect (wavelength & beam angle) to bring the spotlight to you on stage and help you play in the dark! Motion Activated Light Up Drumsticks Lights up every beat! Frosted Tips for Great Effects! Ideal for marching bands electronic & acoustic kits. Amateur and Professional drummers young & old for that extra special gig! Made from strong Poly-Carbonate! (as used in riot shields) Suitable for all drum kits and types snare drums, zildjian, mapex, yamaha, ludwig, pearl and compliment your other drum sticks, vic firth etc"}, {"role": "assistant", "content": "Price is $20.75"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nThomastik-Infeld Versum Solo Cello Single A-String - 4/4 Scale - No. VES41\nThe set VE400 is extremely well-balanced with a warm, sweet and fresh sound color. Its refined texture and easy playability make it a universal choice for many different types of cellos and musical genres. Developed and produced in Vienna, Austria since 1927 100% constant quality absolutely reliable at every performance Breathable leather lining Thomastik-Infeld offers 1,300 strings for every playing style! Weight 0.352 ounces, Dimensions 4.75 x 0.13 x 4.75 inches, model number VES41, Rank Musical Instruments 62773, Cello Strings 78, Is Discontinued No"}, {"role": "assistant", "content": "Price is $54.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKeeley Seafoam Plus Vibrato Chorus Effects Pedal, Blue\nWe are proud to announce the all new Seafoam Plus Chorus \u2013 True Chorus and ADT with Reverb. It will forever change the way you think about chorus, because we have developed a new type of chorus that until now has only been available in expensive DAWs and in studios. Not only is it tuned for guitar, but there are voices and modes created specifically for bass players including flanging and tremolo. Lastly, this tri-mode chorus pedal offers internal switching for vintage and modern tones, further doubling the amount of sounds you can get. A new type of chorus that until now has only been available in expensive DAWs and in studios Not only is it tuned for guitar, but there"}, {"role": "assistant", "content": "Price is $160.65"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJHS Pedals JHS Red Remote Footswitch\nUse with select JHS Pedals to remotely activate the on board toggle found on the pedal itself Acts as an on the fly switcher to give you more tonal options in any setting Currently compatible with these JHS Pedals Morning Glory V4, SuperBolt V2, Twin Twelve V2, Double Barrel V4 To use, plug it into the jack of the pedal labeled REMOTE; the red washer denotes the jack to plug the Red Remote into Weight 6.9 ounces, Dimensions 6 x 4 x 3 inches, model number RedR, Rank Musical Instruments 10643, Guitar Amplifier Footswitches & Controllers 28, Is Discontinued No, Available April 23, 2016, Color Name"}, {"role": "assistant", "content": "Price is $45.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nf\u00e4nde SmartMic Bluetooth Wireless Microphone Lapel Lavalier, Rechargeable Bluetooth Clip-on Lapel Mic Noise Cancellation for iPhone Android iPad Video Recording Interview Teaching Podcast Vlogging\nPowered by Sanbinetek GREAT FOR YOUR CHOICE Just connect your Smartphone with UAT Smart Mic microphone via bluetooth, Say Goodbye to Messy Cables! You can create the perfect videos and audio files on your smartphone at anywhere. Ideal for Vloggers, Youtubers, Podcasters, Interviewers, online meeting and more. \ud83c\udfa4 Powered by Sanbinetek Bluetooth Wireless Mic Professional Grade Bluetooth Lavalier Lapel Microphone, easy to connect and covers 98 foot for the Bluetooth signal. Works with any your smart phones, tables and PC device. Perfect for on line"}, {"role": "assistant", "content": "Price is $28.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n2 Units - 2 Foot - Canare L-4E6S Star Quad, Patch Cable terminated with Neutrik-Rean NYS \u00bc Inch Gold TRS Stereo Phone Plugs - CUSTOM MADE By WORLDS BEST CABLES.\n2 Units - Custom Made - 2 Foot Canare L-4E6S Star Quad, Patch Cable terminated with Neutrik-Rean NYS \u00bc Inch Gold TRS Stereo Phone Plugs (this sale is for 2 cables, each cable is 2 foot long). Canare L-4E6S by Canare Electric Co., LTD-Japan is a premier (21 AWG) ultra-durable Star Quad audio cable for high-end audio applications. 40 separate strands in each conductor results in improved strength &"}, {"role": "assistant", "content": "Price is $21.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTHD Electronics YJ20S Yellow Jacket for 6V6 Amps, Single, w/Tube\nThis model of Yellow Jackets converter, the YJ20, is a specialized, current-limiting/voltage-conditioning adapter for use in most amplifiers which use 6V6 output tubes, or other similar-based tubes, such as the 6F6, 6G6, 6K6, 6Y6, etc. All Yellow Jackets converters come with JJ Brand vacuum tubes. * Converts most audio amplifiers with 6V6s and similar-based tubes to EL84s without modification or rebiasing * One year limited warranty on converter. * Safe for all common amplifiers and transformers. Converts Class AB to Class A operationDrops Output Power Does"}, {"role": "assistant", "content": "Price is $99.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMOKFON Stereo Aux Cable for Power Amplifier Male to 3.5mm 1/8\u201d Male TRS Audio Adapter on iPod, Guitar,Microphone and Black)\nDESCRIPTION MOKFON TRS amplifier cable connector ideal for connecting between devices with 1/8 and 1/4 jacks.You can widely connect to your mixing console, home theater devices, stereo power amplifiers,guitar, guitar speaker,CD Players, soundbox, tablets and so on. Oxygen-free conductors combine with nylon mesh braid provide maximum's conductivity and durability. 6.35mm 1/4 male TRS amplifier cable connector connect to a mixing console, home theater devices, stereo power amplifiers,guitar, guitar speaker, etc. 3.5mm 1"}, {"role": "assistant", "content": "Price is $9.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDomini Milk Frothing Pitcher, Stainless Steel Metal 20 oz -For Milk Frothers, Espresso Cappuccino Coffee, Creamer,Steaming,chef,motta (Measurement inside)\nMaterial The frother pitcher is made of #304 stainless steel, no rust, the surface is bright and clean, smooth, environmentally friendly, durable,and easy to clean it has a small mouth design, helps you to pour liquid out(milk, coffee, etc.) easily, no overflow, when you cook cream, very suitable for modeling. Capacity\uff1a full), the capacity of moderate, available for milk machine and playing milk containers,coffee pitcher,the size Application\uff1a the coffee milk pitcher can be for liquid and solid,milk, coffee, drinking,wine and so on.6 solder joints in the handle"}, {"role": "assistant", "content": "Price is $13.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGuitar Kit Tail Nail Tool Musical Instrument Part Accessory musican lovers. for installing guitar tuners, enlarging holes in pickguards and lots of other tasks.\nYou can punch the tuning pegs with a diameter of 1cm / unique step structure can easily open various types and sizes of apertures.Help you easily drill a hole on guitar. Useful tool for guitar lovers to do DIY. Guitar Tail Nail Tool is made of qualitied material, high strength, wearable and durable.With wooden handle, comfortable for you to use.Most often used for installing guitar tuners, enlarging holes in pickguards and lots of other tasks. Features EXCELLENT TOOLS Great end pin hole reamer tool for acoustic guitar, acoustic bass, ukulele and mandolin.Good quality with"}, {"role": "assistant", "content": "Price is $19.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nExtra Thick Flying V Bass Guitar Gig Bag/soft case\n* Super Heavy duty, 600 denier cordoura nylon * Thick high density foam padding * Padded back pack style shoulder straps * Tear proof fabric lining with extra reinforcement at the headstock and body * Heavy metal fittings, extra large zippers and pulls * 3 Accessory pockets, strong padded carry handle Will fit Bass Flying V or similar copies. 52 x 18 x 3 inches Super Heavy duty, 600 denier cordoura nylon Thick high density foam padding Padded back pack style shoulder straps 3 Accessory pockets Weight 4 pounds, Dimensions 52 x 18 x 3 inches, model number Rank Musical Instruments 81399, Bass Guitar Bags & Cases 97, Is Discontinued No,"}, {"role": "assistant", "content": "Price is $89.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTC Electronic VORTEX MINI FLANGER Ultra-Compact Flanger Pedal with Built-In TonePrint Technology\nThe flange sound has been with music throughout the ages - used on everything from vocals to drums, but a guitarist you might have heard of (Edward Van Halen) showed us the only righteous place for flange is guitar! We've combined a classic tape flange with the awesome Tone Print technology, giving you access to everything from through-zero flanges to customized rock star sounds! Tone Print-enabled - load Vortex Mini Flanger with your favorite artist's tone Through-zero-flanger - get the authentic psychedelic flanger sound of the sixties. True-To-Tone True bypass and analog-dry-through Free Tone Print Editor to create your own custom flanger pedal Put it in front"}, {"role": "assistant", "content": "Price is $129.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAlvarez Artist Series AD60CE Dreadnought Acoustic - Electric Guitar, Natural/Gloss Finish\nNew Artist Series guitars from Alvarez look stunning and come in a huge variety of shapes, colors and wood choices. All of their components are made of natural materials such as mother of pearl and abalone inlays, real bone saddles and nuts and rosewood appointments. But the magic really starts when you pick one up and play it. Each model is designed to get the best out if its components, and for them to work together to produce a tone and player experience, rarely found in affordable instruments. The solid \u2018A\u2019 grade Sitka spruce and cedar tops are hand selected from quarter-sawn wood. This ensures consistent quality, and its no secret better guitars are made from better wood"}, {"role": "assistant", "content": "Price is $499.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nXinglong 12 x 12 x 2 24 Pack Black Acoustic Wedge Studio Soundproofing Foam Wall Tiles\nDescribe Produced by environmentally polyurethane foam.In order to improve the opening steps and specific acoustic characteristics, make it not only has the sound absorption characteristics effectively, without any harm to human body Specifications Material nvironmentally polyurethane foam Color black Size x12\\ ) Thickness 5cm / 2\\ 2 inch wedge foam is effective against standing waves and flutter echoes in most small-to-medium sized rooms like vocal booths, control rooms and studios. It also functions as a full frequency bandwidth absorber for any size room when used in conjunction with corner bass absorbers and male/female broadband absorbers good for studios, recording studios, vocal booths, control rooms."}, {"role": "assistant", "content": "Price is $35.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFLOYD ROSE NUT R-3 BLACK\nThe Floyd Rose is a Complete R3 Locking Nut Assembly for Original Floyd Rose Tremolo Systems. These locking nuts will also work with non-Floyd Rose and Licensed Floyd Rose Tremolo Systems. If you don't know the nut size you need, please consult the nut sizing chart. The first, the only, the Original double-locking tremolo system used by more professionals than any other! The Floyd Rose Original is precision-made in Germany, engineered to exacting specifications using high-quality hardened steel. Floyd Rose R3 Locking Nut for Floyd Rose Tremolo Bridge System Width 1.6875 (42.85 mm) Radius 10 (254 mm) Height @ D.278 E-E Center Width 1.4155 ("}, {"role": "assistant", "content": "Price is $49.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nZLINE 36 in. Remote Blower Wall Mount Range Hood in Stainless Steel\nZLINE 36 in. Remote Blower Wall Mounted Range Hood is part of our Professional Series and is one of our best-selling models. With a powerful, 900 CFM dual motor remotely installed in the interior of your home, this unit will quietly, yet efficiently move large amounts of air away from your cook stove area. A sleek, stainless steel surface and an updated modern design, with 4 speed fan control and dishwasher-safe baffle filters, makes this the perfect addition to your home. Comes with everything you need for easy installation. With factory-tested assurance of performance, this wall mounted range hood will be reliable for years to come. Includes a free LED light upgrade. Powerful air flow requires ducted,"}, {"role": "assistant", "content": "Price is $878.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeymour Duncan APH/Slash Bridge Humbucker (Black)\nSEYMOUR DUNCAN APH-2B SLASH ALNICO II PRO HB BLACK - Includes FREE Fitting at our York branch workshop, alternatively please ask for our Simply Pickup price. Though he has dozens of amazing guitars, since 1986 Slash has used pretty much one very special Les Paul \u00ae for all recording. The Alnico II Pro Slash was designed to give Slash's other Les Paul guitars-what he calls his live guitars -the exact tone of this legendary instrument. Application Warm, moderate output humbucker. Recommended for jazz, blues, and classic rock. Description Like the standard APH-1 Alnico II Pro, this pickup uses an Alnico 2 magnet. However,"}, {"role": "assistant", "content": "Price is $119.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUpStart Components Replacement for General Electric Bake Element - Compatible with General Electric Oven Heating Element\nPlease note This is an UpStart Components brand replacement part, not an OEM product. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Upstart Components. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. Replacement General Electric Oven Bake Element Replaces General Electric Oven Heating Element Quick and easy installation. Restore your old range and make it perform like brand new with this replacement heating element. Replace your heating element if you experience little or no heat, slow to heat up, uneven heat, inaccurate temperature. Manufacturer UpStart Components"}, {"role": "assistant", "content": "Price is $24.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGold Tone CB-100 Openback Banjo (Five String, Vintage Brown)\nFor 12 years Gold Tone has easily proved the best value in beginner to Pro level open backs. playability, tone and quality designs are our trademark. The CB-100 was created to meet the demands of the modern old-time player. Its lightweight minimalist design yields nothing but effortless playability. An entry level price with all the features of a high end open back, the CB-100 includes a maple neck with a scooped rosewood fingerboard, rolled brass rod Tone ring, a vintage neck design, Fiberskyn head, Planetary tuners, and a no knot tailpiece. Final assembly and Complete setup performed at the Gold Tone factory in Florida. Finish Clear Satin Neck Maple; Nut Bone High"}, {"role": "assistant", "content": "Price is $899.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWaterdrop NSF 53&42 Certified Refrigerator Water Filter, Replacement for Samsung HAF-CIN/EXP, 1 Filter\nCompatible with multiple models HAF-CIN, HAF-CIN/EXP, HDX FMS-2, Replacement for multiple models WS627, CF7, FIN-7, WF294 Authoritative Certifications This Waterdrop water filter replacement for Samsung refrigerators, trusted by American families, has been certified by NSF and IAPMO against NSF/ANSI standards 53, 42, and 372 for effective reduction of 20 substances, offering outstanding filtration and high-quality water purification and bringing healthy drinking water. Deep Filtration This filter has been strictly certified against NSF/ANSI 42 for reduction of chlorine, taste and odor and against NSF"}, {"role": "assistant", "content": "Price is $19.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKAISH Stainless Steel USA Thread Tremolo Trem Arm Whammy Bar Fits American/Mexican Standard or Vintage Strat Nickel with 3 Tips\nKAISH Stainless Steel USA Thread Tremolo Trem Arm Whammy Bar Fits American/Mexican Standard or Vintage Strat Nickel with 3 Tips KAISH Screw-in tremolo arm with 3 tips for most right-handed Standard/Deluxe/Vintage strats made in USA or Mexico Made of Stainless Steel, not cheap Iron; Please watch the video to screw the tremolo arm tip correctly! American 10-32 threading, Do Not fit Fender Squier or other import style Strats which needed metric 5.5mm or 6mm diameter thread trem arm Arm Thread diameter is about 4.65mm You may need a tremolo arm"}, {"role": "assistant", "content": "Price is $8.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMonoprice 9 x Quad LED Flat Par Stage Wash Light (RGBW) Black, DMX Option - Stage Right Series\nEnjoy bright and colorful stage lighting using this Flat PAR Stage Light from Monoprice! This light uses nine RGBW LEDs with an almost unlimited number of color variations. It can be controlled using basic DMX or using one of the built-in programs. The Strobe Follow mode allows you to have multiple fixtures strobe in sequence, rather than all at once. Strobe follow mode for up to 32 devices Smooth color blending and dimming does not look glitchy on video Wattage 10.0 Voltage 240.0 Color Black, Material Plastic, Light Source Type Led, Power Source Corded Electric, Brand Monoprice, Weight 2.6"}, {"role": "assistant", "content": "Price is $69.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGeneral Electric High Limit Thermostat\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric High Limit Thermostat. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric High Limit Thermostat General Electric This is a genuine replacement part Clothes-dryer-replacement-parts Brand name GE Brand Name GE, Model Info Weight 1.6 ounces, Dimensions 8 x 7.5 x 0.6 inches, model number Is Discontinued No, Part Color Silver, White, Black, Rank Tools & Home Improvement Dryer Replacement Parts 20510, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available"}, {"role": "assistant", "content": "Price is $61.27"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nABS Novelties Cats with Glasses Pattern Double Cushion\nCats With Glasses pattern double cushion 3 thick foam top & bottom Made in USA Vibrant dye sublimated prints on durable poly material 14\u201d x 14\u201d x 3\u201d foam on seat and back gives comfort to your back and bottom Velcro sealed flap on the back of double cushion gives storage space and allows you to secure the cushion to the back of your chair Folds easily with carrying handles made for easy transport Fill Material Foam, Pillow Type Furniture Cushion, Color Red, Brand ABS Novelties, Shape L-Shape, Special Feature Protable, Pattern Cat, Age Range (Description) Adult, s 1, Dimensions 14\\ L x 14\\ W, Care Instructions Dry Clean Only, Style"}, {"role": "assistant", "content": "Price is $34.75"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDEFLECTO F0405B Supurr-Flex UL Listed Clothes Dryer Transition Duct-4 x 5', Silver\nSupurr-Flex UL Listed Clothes Dryer Transition Duct - 4 x 5'. Item Number Product Description 4 dia. x 5 ft. UL Listed Supurr-Flex Clothes Dryer Transition Duct. Features UL listed clothes dryer transition duct. Fire resistant and flexible. Easy to install. UL listed clothes dryer transition duct Fire resistant Flexible, easy to install Size 4 x 5' Manufacturer CORPORATION, Part Weight 0.5 Pounds, Dimensions 6 x 4.5 x 4.5 inches, model number Is Discontinued No, Size Pack of 1, Color Silver, Power Source Hand Powered, Quantity 1"}, {"role": "assistant", "content": "Price is $10.79"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTomsline AAS-3 AC Stage, Acoustic Guitar Simulator Pedal\nAcoustic Guitar Simulator Pedal. Volume, body and top control. 3 options of piezo, standard and jumbo. True bypass. Acoustic guitar simulator Volume, body and top control 3 options of piezo, standard and jumbo True bypass Power supply DC 9V adapter (not included) Weight 1 Pounds, Dimensions 4 x 2 x 2 inches, model number AAS-3, Rank Musical Instruments Steel-String Acoustic Guitars 479, Is Discontinued No, Available August 12, 2015, Color Name White, Yellow, Guitar Pickup Configuration Piezo, Signal Format Analog, Power Source Adapter, Voltage 9 Volts, Brand T"}, {"role": "assistant", "content": "Price is $45.62"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFender CD-60S Solid Top Dreadnought Acoustic Guitar, Left Handed - Natural Bundle with Gig Bag, Tuner, Strap, Strings, Picks, and Austin Bazaar Instructional DVD\nAdding value to your purchase, Austin Bazaar bundles your instrument with necessary accessories. Everything you need to start playing immediately comes in one box. Save yourself the hassle and save some money while you're at it. A gig bag is included so you can keep your instrument safely packed away when you're on the go. An easy-to-use clip-on tuner is included so you can keep your instrument in tune. A strap is included so you can practice or better yet perform while standing up. Strings are included so you have extra for later. Picks are included so you can start playing right out of"}, {"role": "assistant", "content": "Price is $279.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSelmer Alto Saxophone Mouthpiece\nSelmer alto saxophone mouthpiece hard rubber soloist. Alto Saxaphone Hard Rubber Mouthpiece Used by professionals Item Package Dimension 2.0 L x 2.0 W x 1.0 H Weight 1.76 ounces, Dimensions 1 x 1 x 1 inches, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Country of Origin USA, model number S432D, Rank Musical Instruments Alto Saxophones Mouthpieces 288, Is Discontinued No, Available February 6, 2009, Brand SELMER, Style Modern, Dimensions LxWxH 1 x 1 x 1 inches, Finish Type Pol"}, {"role": "assistant", "content": "Price is $148.85"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBexGears DIY 8 String Electric Guitar Kits Burl poplar veener top okoume Body maple neck & composite ebony fingerboard You Build The Guitar\nYou Build The Guitar Country of Origin CHINA Dexterity Right Handed Body Material Okoume Body Top Veneer Burl poplar top Neck Material Maple Fretboard Material composite ebony Scale 26 1/2 Frets 24 Nut Width 1 7/8 Truss Rod Adjustable Rod Nut Controls 1 Volume & 1 Tone 3 way witch Hardware Color Black Chrome Knobs Strings 8 String weight 7 lbs.If you need instructions, we will send it to you as a PDF. 8 String Electric Guitar Kits Burl poplar veener top okoume Body maple neck & composite ebony fingerboard Kit"}, {"role": "assistant", "content": "Price is $209.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSmall 10 Baby Twirling Baton/Gift/Souvenir Baton\nThis is our Wrapped Pretty Baby Baton. It is approximately 9 long. It is not weighted, like our professional batons are and is not appropriate length to twirl. This is Just for Fun. It makes a great present. It is also used by a lot of twirlers for practicing finger rolls. This would be a great tool to use for rehabilitation of finger dexterity. 9 Long, Plain Shaft, Great Gift, Award, Prize, Finger Exercise, Small Souvenir Baton Just for fun, My first baton Weight 4 Ounces, Weight 0.25 Pounds, Brand Name Sharp's Baton, Model Name Sharp Souvenir Baby Baton, Material Tempered steel, Manufacturer Sharp's Baton Corp"}, {"role": "assistant", "content": "Price is $15.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Magnet Cover, Retro Rusty Style Decorative Magnets Refrigerator Wrap Front Door Stickers, Home Appliances Decals 23inch W x 26inch H\nAffordable way to update the looks of your dishwasher,dishwasher decorative covers affixes instantly to the front of your dishwasher giving it a custom decorator look.Bring lovely color and unique look into your kitchen. Our dishwasher magnetic LIDS are magnetically removable self-adhesive PVC and PET films, flexible magnet sheets that easily cover stains, are water resistant and heat resistant, as well as easy to clean and maintain. 23 / 23 / Features Imitation rust decorative magnetic dishwasher cover easily hides scratches, dents or other unsightly markings on your dishwasher. Waterproof, oil resistant, high temperature resistant, corrosion resistant"}, {"role": "assistant", "content": "Price is $38.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCHAUVET DJ Mini Kinta IRC 3W LED RGB DMX Light Effect + H700 Fog/Smoke Machine\nThe Chauvet Mini Kinta IRC is fitted with 3 W LEDs to punch through nearly any ambient lighting or fog. Filling a room floor to ceiling with razor sharp beams, it delivers an output that surpasses those of much larger derby effects. DMX controllable, it also features exciting built-in programs. Just over 3 pounds this light is lightweight and rugged for mobile DJs and to protect your light on the go the CHS-30 VIP gear bag is recommended (not included). Also included with the Chauvet Mini Kinta IRC is the H700 fog machine, which is perfect for any party or event. It provides the quality, performance and innovation"}, {"role": "assistant", "content": "Price is $180.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nVAlinks USB Guitar Cable, USB Guitar Cord Male to 6.35mm 1/4 Mono Male Electric Guitar Cable, Computer Audio Connector Cord Adapter for Music Instrument Recording Singing\nPlug & Play Use VAlinks USB Guitar Cable, plug the 1/4 TS plug into the guitar you love, plug the usb interface into your computer, your computer will be converted to guitar amplifier and recording system without the need for any other hardware and driver, plug and play. Great Compatibility Compatible with USB 2.0. Fit for almost all kinds of computers with USB port, such as Windows 98SE/ 2000/ XP/ VISTA/ Win7/ Win 8/ Win 10, Mac OSX(But not for PS2/ PS3/ PS4/ WII"}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKNA Pickups, 1/8 to 1/4 Instrument Cable Portable Piezo Nylon String Guitar Pickup (NG-1)\nEncased in lightweight tone wood, The NG-1 Sensor ensures Natural sounding amplification of your nylon-string guitar without modification to the instrument. Utilizing the tension of tuned strings, NG-1 installs safely and securely on the tie bar of most classical and flamenco style guitars. NG-1 comes complete with a detachable, mini-plug to 1/4 Cable. Delivers the natural sound of your nylon-string guitar Lightweight, wood-encased sensor Easy installation without modification to your instrument Passive, no-battery-required design Includes 10' foot detachable cable Detachable, or may remain installed when not in use One 9-ft. "}, {"role": "assistant", "content": "Price is $69.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDefrost Heater Assembly with Refrigerator Clip Drain Evaporator by Wadoy, Heater Metal Sheath Compatible with Samsung\n\ud83d\udd27 Compatibility Defrost heater assembly part number / replaces Refrigerator clip drain evaporator part number / replaces \ud83d\udd27 Compatible With Samsung Appliances including etc. \ud83d\udd27 Defrost heater assembly with thermostat, which can effectively ensure that the frost heater will not overheat and always work at a safe and effective temperature. \ud83d\udd27 Durable to Use Multi-layer protection for the electric wire to extend the service life. Heat generating device and wire connection part is wrapped with silicone rubber for better stability and insulation. \ud83d\udd27 Non original aftermarket part. - Defrost heater assembly kit, compatible with Samsung. This defrost heater assembly kit was not created by Samsung."}, {"role": "assistant", "content": "Price is $27.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRock and Roll It - Studio Piano. Roll Up Flexible USB MIDI Piano Keyboard for Kids & Adults. 61 Keys Portable Controller Keyboard. Foldable Silicone Piano Pad with Built-in Speaker\nRock out, then roll it up! Multi-function, flexible, completely portable professional piano by MukikiM with 61 standard keys. Features \u266b128 Keyboard Tones \u266b128 Rhythms \u266b45 Demo Songs \u266bVibrato/Sustain \u266bRecord & Playback AND OOP recording \u266bTeaching Mode \u266bMIDI compatible \u266bDigital display \u266bTempo control \u266bDrum sound function \u266bPower saving function activates when not in use \u266bBuilt In Speaker w/auxiliary capabilities(headphones or external speaker) \u266bPowered by included rechargeable battery OR USB ("}, {"role": "assistant", "content": "Price is $82.96"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUltimate Support Ultimate Double Brace X-Style Keyboard Stand\nSet up your keyboard on a sturdy, lightweight stand, with the double-braced X-style keyboard stand. The is easily adjustable to sitting or standing height thanks to the large height-adjustment knob. The X-style keyboard stand accommodates a variety of playing situations. The unit folds flat for easy transport and storage and ships assembled.. Double-Braced For Heavier Keyboards; Five Height Positions; Easy-To-Adjust Pull-Style Knob Locks Stand In Place Country of Origin China Package weight 11.24 pounds Model number JS502D Package dimensions 104.6 cms L x 51.6 cms W x 8.2 cms H Weight 11 pounds, Dimensions 19.25 x 15.75 x "}, {"role": "assistant", "content": "Price is $47.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n460mm Guitar Truss Rod Two Way Rod Type,Pack of 2pcs\nTwo way or two course rod type A3 Steel Guitar Truss Rod For making or repairs. Total length is Rod head Outside diameter 9mm ; Inside diameter included 2 * Truss Rod ; 1 * Adjust Wrench. High quality Guitar Truss Rod For making or repairs. Two way or two course guitar truss rod type. A3 Steel Material,Total length is Truss Rod head Outside diameter 9mm ; Inside diameter 5mm Package included 2 * Truss Rod ; 1 * Adjust Wrench. Weight 11.2 ounces, Dimensions 18.1 x 1 x 1 inches, Rank Musical Instruments 48258, Electric Guitar Wood & Inlay Material "}, {"role": "assistant", "content": "Price is $16.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeismic Audio - T12Sub - 12 Inch Steel Frame Subwoofer Driver - 300 Watts RMS Replacement Sub Woofer for PA, DJ, Band, Live Sound\n12 Inch Steel Frame Subwoofer Driver Model # T12Sub Contents 12 Inch Replacement Subwoofer Power Rating 300 Watts RMS - 600 Watts Peak Impedance 8 Ohms Frequency response 26 Hz - 500 Hz Sensitivity 94 db Magnet Size 50 oz Voice Coil 2 Inch Chassis Type Pressed Steel Cone Paper Cone/Cloth Edge Mounting Information Diameter 12 1/4, Cut Out Diameter 11, Mounting Slot Dimensions 1/4, Number of Mounting Slots 8, Overall Depth 5 1/2, Mounting Depth 5 "}, {"role": "assistant", "content": "Price is $76.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAITREASURE Tibetan Singing Bowl Set with Mallet & Cushion- Meditation Sound Bowl for Chakra Healing, Yoga, Zen\nSinging bowls are a type of bell used by many people across the world, especially the Yoga, the Meditation and Prayers. The tone is calming and very zen like. So the AITREASURE Singing Bowl is a delightful addition to your search for peace and tranquility! Specifications Material of the bowl copper Size 4 (W) x 2 (H) Weight of the bowl 250g Packing List 1 x Tibetan Singing Bowl 1 x Cushion 1 x Striker BENEFITS ENHANCES YOGA, MEDITATION AND HEART CHAKRA CLEARING - The sounds generated by this Tibertan Singing"}, {"role": "assistant", "content": "Price is $26.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGemini Sound Bluetooth Dual Active/Passive 15 Inch Woofer 2000W Watts Speaker PA System, XLR Input/Output, 1/4 Inch Mic, RCA/AUX Inputs, USB SD Card, Mixer Stands Cables Microphone Set Bundle\nCOMPLETE PROFESSIONAL PA SYSTEM This Gemini PA system is a complete package for all your event needs. It comes with a pair of 15 speakers (one active, one passive), a wired microphone, two sturdy tripod speaker stands, a Speakon cable, and a power cable. Perfect for DJs, live bands, and other professional events. VERSATILE CONNECTIVITY OPTIONS The integrated MP3 player offers multiple connectivity options including USB, SD, and Bluetooth. This allows for seamless connection with various devices, making this system"}, {"role": "assistant", "content": "Price is $399.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAll Parts PC Cream Humbucking Pickup Ring Set\nHumbucking pickup ring set - Neck and Bridge, flat bottom, slanted, Cream plastic. Outside dimensions - Inch x Inch, Inside dimensions - 2-3/4 Inch x 1-1/2 Inch. The low mounting rings are for the neck position. The height tapers from 3/16 Inch to 1/4 Inch. Cream Humbucking Pickup Ring Set Model Number PC Electric Guitar Parts Weight 0.32 ounces, Dimensions 4.5 x 0.5 x 7 inches, model number PC Rank Musical Instruments 76865, Electric Guitar Pickups & Pickup Covers 1035, Is Discontinued No, Available February 5, 2011, Material Type Plastic"}, {"role": "assistant", "content": "Price is $6.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNANYI 4/4 Violin Shoulder Rest, Premium Large Arc aluminum alloy plate skeleton High strength sponge Comfortable violin shoulder pad -Black\nViolin shoulder Rest/pad lining between the violin and the shoulder, so that the position and direction of the violin on the shoulder is relatively stable, the violin is not easy to fall, the neck does not need to kneel, reduce the neck and The trend of hunchback. The large arc fits the shoulders completely, coupled with the elastic sponge, very comfortable and relaxed, and more free to play. An important advantage of this shoulder pad is that the bottom plate is made of aluminum alloy instead of wood or plastic. strong and not easy to deform. can adjust the height, adapt to the length of different necks and the thickness of"}, {"role": "assistant", "content": "Price is $57.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYosa Dishwasher Cover Magnet - Santa Claus Magnetic Sticker Decals- Christmas Kitchen Refrigerator Dishwasher Panel Decor\nWant to make your dishwasher bright, stylish and beautiful? Magnetic stickers are easy to update your dishwasher panel, covering the ordinary, boring, and scratched panels, giving you a different kitchen experience. Material PET Film and Magnet. Features Heat resistant, Waterproof, Scratch, and Tear Resistant.These Stickers hide scratches, dents, or other unsightly marks.With a smooth surface that is environmentally safe, easy to remove with no sticky residue. Occasion Decor dishwasher covers and any metal device surface with magnetism. Size M for magnetic panels, stainless steel panels are not available. Tips\uff1a Before buying, you can measure the size of the dishwasher or washing machine and choose the appropriate size"}, {"role": "assistant", "content": "Price is $38.85"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYELANGU Wireless lavalier Microphone for iPhone ipad, Plug - Play & Smart Noise Cancellation Professional Mini Lapel Cordless Mic for Video Recording, Interview and Vlog\nEasy to use YELANGU Wireless lavalier microphone for iphone is plug and play, rejecting cumbersome APP installation and messy wiring process. 1. Insert the receiver into the IOS ipad device. 2. Turn on the transmitter - the indicator light of the lapel microphone turns green and you can use it. Intelligent noise reduction & real-time synchronization 360\u00b0 omnidirectional iphone microphone for video recording is equipped with high-density anti-spray sponge and high-sensitivity sound sensor. Even in a noisy environment, it can easily identify the original sound and automatically perform noise reduction processing. The real-time synchronization"}, {"role": "assistant", "content": "Price is $19.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Thermostat for Dish Washer\nProduct Description This is a genuine replacement part. The number and name for the Following item is Frigidaire thermostat for dish washer From the Manufacturer Frigidaire Thermostat for Dish Washer. Works with the following models Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Genuine replacement part. Works with the following models Frigidaire Frigidaire Frigidaire Frigidaire Frigidaire Genuine replacement part Manufacturer Frigidaire, Part Weight 6.4 ounces, Dimensions 3.5 x 3.4 x 1.4 inches, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Dishwasher Parts & Accessories 239"}, {"role": "assistant", "content": "Price is $46.62"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJim Dunlop Lucky 13 Picks, Assorted,.60mm, Pack\nDunlop and Lucky 13 Apparel have joined forces to bring you this new line of picks. These little collectors items sport full-throttle, in-your-face images like hot rods, whiskey bottles, and tattoos and come in a variety of colors and gauges..60mm - Lucky 13B Player's Pack 6 Picks Per Player's Pack Gauges (mm).60,.73, 1.0mm Rock and roll art inspired picks by Lucky 13 Highly collectible Weight 0.004 ounces, Dimensions 3.6 x 2 x 0.4 inches, model number Rank Musical Instruments 80680, Guitar Picks & Bass Picks 2373, Is Discontinued"}, {"role": "assistant", "content": "Price is $5.79"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHercules DJControl Inpulse 500 DJ Software Controller with Polsen Monitor Headphones & Mini to 6' RCA Cable Bundle\nThe Hercules DJControl Inpulse 500 is a plug-and-play, USB DJ controller that connects in seconds and allows you to mix and scratch with ease using the included DJUCED and Serato DJ Lite software. It offers two-channel mixing with 5.5 high-precision touch-reactive platters, each with a beatmatch light guide for easy manual mixing. The two sets of eight performance pads per channel offer vinyl functions and loop-in / loop-out capabilities, as well as the default color of each cue point in Serato DJ Lite, providing a natural and intuitive control of the cue points and sampler. The Filter/FX area helps create smoother original"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAKG P420 Condenser Microphone Bundle with Studio Stand, Pop Filter and XLR Cable (4 Items)\nThe AKG P420 Professional Microphone is engineered for clear, professional quality sound capabilities you won't find in other instrumental microphones in the same class. The one-inch dual diaphragm microphone features 3 selectable polar patterns for the perfect setting; Cardioid, Omnideirectional and Figure of Eight. The low noise electronics offers a high dynamic range, and the switchable attenuation pad is geared for high SPL applications up to 155 dB SPL. The AKG P420 Mic offers a high sensitivity and delivers a warm, transparent sound quality, perfectly suited for ensemble recording, grand piano, woodwind and brass instruments as well as drums and percussion. Bundle Includes AKG P420"}, {"role": "assistant", "content": "Price is $219.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Genuine OEM Control Board and Clock for Ranges\nProduct Description The high quality Frigidaire Control Board and Clock ) monitors the temperature and controls the oven heat. The Control Board and Clock has an electronic clock/timer display and compatible with Frigidaire ranges. Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Frigidaire (FRIGB) Oven ControlBoard The Frigidaire Control Board and Clock is a genuine OEM (Original Equipment Manufacturer)"}, {"role": "assistant", "content": "Price is $209.47"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDawn Wall Mount Supply Elbow\nDawn shower products are made of solid brass and plated with chrome or brushed nickel to provide reliability and durability. They come in classic and modern styles with various functions to suit and enhance the visual landscape of a home. The showers are equipped with different spray settings and easy-to-clean spray nozzles to create extraordinary showering experience. Designed to prevent wear and tear, they are easy and durable for everyday use and nearly maintenance free. Connects Handshower Hose To Water Supply Durable And Easy To Maintain Also Comes In Round From The Brand Name Dawn Brand Dawn, Style Brass,Classic,Modern, Shape Round, Material Solid Brass Construction, Finish Type Brushed, Installation Type Wall Mounted, Color Chrome, Jets 1, Manufacturer Dawn Kitchen & Bath Products,"}, {"role": "assistant", "content": "Price is $29.13"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMotu M2 2x2 USB Audio Interface with AKG Project Studio P220 Condenser Mic, Studio Monitor Headphones & XLR Cable Bundle\nEquipped with the same ESS Ultra DAC Technology found in audio interfaces costing thousands, the M2 from Motu delivers an astonishing 120 dB Dynamic Range on its main outputs. ESS converters also drive the headphone output, which rivals dedicated headphone amplifiers costing hundreds. Ultra-clean preamp circuits produce a measured -129 dBu EIN on the mic inputs. Capture and monitor your audio with pristine clarity. The M2 provides best-in-class speed for monitoring live inputs (mic, guitar or keyboard) through your computer, thanks to MOTU's expertly engineered USB drivers, which deliver class-leading, ultra-low 2.5 ms"}, {"role": "assistant", "content": "Price is $309.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBuckle-Down Guitar Strap Candy Cane 2 Inches Wide\nWhen you hit the stage, you definitely want to be rockin' with a Buckle-Down guitar strap. Proudly hand-crafted in America, Buckle-Down's premium guitar straps are hand-built with hearty, durable materials and display your favorite characters or brands with the highest-quality printing in the industry. The colors pop so hard that people will notice your strap from outer space! Great for everyone from beginners to advanced players, this strap will adjust to fit children and adults. This product is Officially Licensed by Buckle-Down, Inc.. 100% Polyester Made in the USA and Imported Buckle-Down Guitar Strap - Candy Cane - 2 Wide - 29-54 Length Dimensions L x W x"}, {"role": "assistant", "content": "Price is $21.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJBER Hexagon Acoustic Panels Beveled Edge Sound Proof Foam Panels X 12 X 0.4 High-Density Sound Absorbing Panels Wall Tiles for Acoustic Treatment, Home Office 12 Pack - White\nHigh Density and Eco-Friendly - Made from 100% polyester fiber, better Sound Insulation than soundproofing foam! Sound proofing and flame retardant, odorless, non-toxic, non-slip, corrosion resistant, and anti-aging. Size - 14 X 12 X 0.4 inches, light weight, multiple colors for decoration; Package includes - 12 Pack Set Acoustic Absorption Panel. Multipurpose - Perfect for individuals to reduce and absorb unwanted echoes, waves, reverb and flutter echoes and wall decoration. Use to spot treat"}, {"role": "assistant", "content": "Price is $28.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nD'Addario Helicore 4/4 Size Violin Strings Set with Plain Steel E String - H310 4/4L - Full Set - Light Tension\nDesigned for optimum playability, D\u2019Addario\u2019s Helicore violin strings are one of the most versatile stranded-steel core strings available. Used by professionals and students, Helicore strings suit many playing styles, levels and instruments. They are often preferred by alternative-style and electric instrument players. D\u2019Addario leverages centuries of string-making experience and advanced computer-controlled winding technology to bring you the most durable, consistent and long-lasting strings. Helicore violin strings are crafted with a multi-stranded steel core, giving them great playability and a clear, warm tone. The smaller string diameter provides quick"}, {"role": "assistant", "content": "Price is $45.93"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCompatible Range Gas Oven Igniter with Magic Chef models\nParts Number Please note This is a generic product and not an OEM product and is not covered under any OEM manufacturer's warranty. The OEM brand names and logos are the registered trademarks of their respective owners. Any use of the OEM brand name or model designation for this product is made solely for purposes of demonstrating compatibility. Part Number Exact Replacement for numbers Two Prong Female Pin Plug Great part, direct fit and easy to install. Easy installation - your satisfaction! MONEY BACK GUARANTEE within 30 days from the date of purchase. We are confident in the quality of our part, and you can be confident in us. If you are not satisfied with our product, a refund will be made This is a generic product and not an OEM product Manufacturer"}, {"role": "assistant", "content": "Price is $38.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWasher Motor Coupler & 285809 Short Cam Agitator Repair Kit Replacement for Whirlpool - Compatible w/ Direct Drive Motor Coupling Kit & 285809 Agitator Repair Kit\nUpStart Components Replacement Washer Motor Coupler & 285809 Short Cam Agitator Repair Kit for Whirlpool Washing MachinePlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Washer Motor Coupler & 285809 Short Cam Ag"}, {"role": "assistant", "content": "Price is $7.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUpgraded Refrigerator Evaporator Fan Motor, Compatible with LG, Kenmore, Replace Figure 6 Lists The Compatible Models- 15 Years Warranty\nPRODUCT FUNCTION refrigerator fan motor circulates air through the fresh food compartment for efficient cooling.Perfectly fixes a series of problems such as abnormal refrigerator temperature and abnormal noise from the fan motor. Easy to install. You can fix it yourself, enjoy the joy of DIY repair. (Take photos of your unit prior to disassembly, it will save time during the reassembly) Exact Compatible We know you are concerned about whether the Evaporator Fan Motor is compatible with your refrigerator. Figure 6 shows some compatible LG, Kenmore refrigerator models. But not all models. You can tell us your refrigerator model and we will confirm it for you. This"}, {"role": "assistant", "content": "Price is $31.44"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTaylor 114CE Grand Auditorium Acoustic Electric Guitar\nGreat for beginners and seasoned pros alike, the 100 Series instruments from Taylor give players the quality, tone, and playability you've come to expect from a Taylor guitar at a more affordable price. Available in Dreadnought or Taylor's signature Grand Auditorium body shape, the 100 Series instruments all boast solid Sitka spruce tops and beautiful layered walnut back sides while Taylor Expression System 2 electronics (ES-N on nylon-string model) make these instruments great for performing. These 100 Series guitars also come standard with a Taylor gig bag, black binding, a black pickguard (except nylon-string model), and Italian acrylic dot fingerboard inlays.Featuring layered walnut back sides, a solid Sitka spruce top, and"}, {"role": "assistant", "content": "Price is $999.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCES Wide Dispersion PIEZO Horn TWEETR 3 x 7\nPIEZO TWEETER 3 x 7 are made of high temperature black plastic, no voice coils or crossovers delivering cleaner response, high output levels, excellent transient response, high impedance, low harmonic distortion Rated at 80 Watts RMS Frequency Response 3.5kHz -30kHz SPL 97dB @ 1W/1M 3 x 7 4 hole mounting model number Is Discontinued No, Wireless Remote No, Rank Musical Instruments Monitor, Speaker & Subwoofer Parts 319, Available November 19, 2013, Brand CES, Surround Sound Channel Configuration 3.0, Color Black, Is Waterproof FALSE, Manufacturer CES"}, {"role": "assistant", "content": "Price is $4.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKONIX 49 Key Piano Keyboard, Portable Touch Sensitive Keyboard Piano for Beginners Kids, Travel Electric Piano Keyboard Slim with MIDI, Speakers and Piano Bag\nReal Portable KONIX 49 key piano keyboard has a compact body, saving space and easy to carry, it equiped high-quality speakers. Three-dimensional surrounding sound, heavy bass, and warm tone help you create the songs more professionally Ultra-Thin Standard Keyboard 49 standard keys keyboard with velocity touch response, ensure a real piano spacing and comfortable finger feel. the volume of the keyboard depends on how hard you press the keys, through different key strength can obtain the timbre exquisite change Bluetooth MIDI Function The 49 key piano keyboard built in MIDI connection. Easy to connect wirelessly with piano games apps such as Garage Band, Perfect Piano and"}, {"role": "assistant", "content": "Price is $109.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLevy's Leathers 2.5 Neoprene Padded Guitar Strap with Leather Ends; Black\n2 inch neoprene padded guitar strap with leather ends and 2 inch polypropylene webbing with tri-glide adjustment at back end. Adjustable from 46 inches to 53 inches. Also available in extra long (XL), which adds 12 inches to overall length. 2 inch neoprene padded guitar strap with leather ends and 2 inch polypropylene webbing with tri-glide adjustment at back end. Adjustable from 46 inches to 53 inches. Also available in extra long (XL), which adds 12 inches to overall length. Levy's Leathers 2 1/2 Neoprene Padded Guitar Strap,Black. Weight 8 ounces,"}, {"role": "assistant", "content": "Price is $45.62"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTaylor Guitars Big Baby Taylor, BBT, Natural\nTaylor Guitars Big Baby Taylor The Versatile Dreadnought The Baby Taylor\u2019s big sibling, a Dreadnought with a solid Sitka spruce top and sapele-laminate back and sides, boasts a surprisingly full voice, comes with a lightweight gig bag for easy portability, and makes a trusty companion wherever you go \u2014 even if it's just to the couch. Slightly smaller than than a full-size guitar, the Big Baby looks and feels like a grownup. About Taylor Guitars Founded in 1974, Taylor Guitars has evolved into one of the world's leading manufacturers of premium acoustic and electric guitars. Renowned for blending an innovative use of modern technology with a master craftsman"}, {"role": "assistant", "content": "Price is $419.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUpgraded Dryer Door Catch - Compatible GE Hotpoint - Replaces - Keeps Door Closed, Made of Durable and Tested Materials - Quick DIY Solution\nDryer Door Latch Catch- A high-quality exact equivalent for part numbers Unplug your appliance to prevent electrocution during the replacement. Compatibility with major brands - Catch for dryer door is compatible with General Electric, Hotpoint appliances. It fits hundreds of models and can be installed in a few minutes. Quick DIY repair - Clothes Dryer Door Catch Replacement will help if your appliance door doesn't close and keeps popping open. Wear work gloves to protect your hands. Attentive support - If you are uncertain about whether the catch fits your dryer, we will help you. We generally put forth a valiant effort to guarantee you are totally happy"}, {"role": "assistant", "content": "Price is $16.37"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCasio PX-770 BK Privia Digital Home Piano, Black\nThe world-renowned Privia family of digital pianos grows with the designed to provide a true grand piano experience in a slim, modern design. With authentic piano sound, natural feel and impressive features, the PX-770 is a brilliant instrument for inspiring brilliant performances. Dimensions 54.76 x 11.77 x 31.42 | Weight 69.45 lbs The Tri-Sensor Scaled Hammer Action II keyboard has an incredible feel and captures the dynamics of a performance with unparalleled speed and accuracy Includes a powerful stereo amplification system offering an optimal listening experience that is crystal-clear across the entire audio spectrum Duet Mode splits the piano into two equal pitch ranges, allowing a student and teacher to sit at the same instrument Concert"}, {"role": "assistant", "content": "Price is $899.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeismic Audio - T10Sub - 10 Inch Steel Frame Subwoofer Driver - 200 Watts RMS Replacement Sub Woofer for PA, DJ, Band, Live Sound\n10 Inch Steel Frame Subwoofer Driver Model # T10Sub Contents 10 Inch Replacement Subwoofer Power Rating 200 Watts RMS, 400 Watts Peak each Impedance 8 Ohms Frequency response 30 Hz - 500 Hz Sensitivity 94 db Magnet Size 50 oz Voice Coil 2 Inch Cone Paper Cone/Cloth Edge Mounting Information Diameter 10 1/4, Cut Out Diameter 9 3/4, Mounting Slot Dimensions 1/4, Number of Mounting Slots 8, Overall Depth 5, Mounting Depth 4 1/2 Weight "}, {"role": "assistant", "content": "Price is $65.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nADJ Products, Startec Series Starburst, Rotating LED Sphere for DJ Light Shows STA962\nWith the Startec Series Starburst lighting fixture from ADJ Products you can project sharp beams of multi-colored LED light to transform any space. With RGBAW+Purple, the Starburst gives you access to a wide array of colors that are sound active and DMX compatible. It also features Auto Run Mode for plug-and-play operation. Easy to mount and connect to other units, the Starburst is a stunning solution for highly-function lighting for clubs, productions, DJs or anywhere you need an impressive light show. CREATE A STUNNING EFFECT The Startec Starburst from ADJ Products is a futuristic rotating mirror ball that shoots out 34 highly powerful beams of 15W LED multi-colored light"}, {"role": "assistant", "content": "Price is $319.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeymour Duncan Mark Holcomb Signature Pickup - Black Omega Bridge\nBridge Voiced by Mark Holcomb, his signature Omega humbucker is now available once again due to popular demand! The progressive metal virtuosos of Periphery are known for their technically complex rhythms and precise tones \u2013 tones which require pickups with just the right amount of output and articulation whether standing alone or working in a dense mix. The Alpha and Omega pickups were created to match that level of precision and versatility. Working with guitarist Mark Holcomb, the Omega bridge pickup was created to provide destructive percussion and growl in the mids and low end. It\u2019s aggressive but it also has lots of clarity and brightness, which cuts through whether you\u2019re playing sophisticated chords, complex single-note lines or intense solos. SKU Barcode"}, {"role": "assistant", "content": "Price is $139.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOEM Washer Drain Pump by AMI PARTS Replaces Fit for kenMore samSung Washing Machine\n\ud83d\udd27 PART NUMBER maytag neptune washer drain pump removes water from the washer during the drain portion of the cycle.This pump uses 60 Hz, 80 rpm and 120 volts, it includes impeller \ud83d\udd27 PREMIUM QUALITY \ud83d\udd27-This Original drain pump is made from durable high quality material and well-tested by the manufacturer,the product quality can completely satisfy customers \ud83d\udd27 COMPATIBILITY \ud83d\udd27-This washer drain pump is made exactly fit for most top name brand (samSung, mayTag, kenMore),replaces your Range is not listed above, please send us a message so we may help you obtain the correct part) \ud83d\udd27 TIRED OF"}, {"role": "assistant", "content": "Price is $23.47"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGotoh Hardtail Bridge, Black\nThe Gotoh Hardtail Bridge is for guitars such as non-tremolo Strats\u00ae that have through-body string mounting. Saddles and baseplate are brass. Saddles and baseplate are brass. Saddle intonation is individually adjustable. Saddle intonation is individually adjustable. Use a 1.5mm allen wrench (not included) for saddle height adjustment. Use a 1.5mm allen wrench (not included) for saddle height adjustment. Mounting screws (5) included. Mounting screws (5) included. Bridge specs String spread 2-1/16 String spread 2-1/16 Saddle Width 13/32 Saddle Width 13/32 Saddle Length 25/32 Saddle"}, {"role": "assistant", "content": "Price is $65.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKalimba Thumb Piano 8 Key Mini Kalimba Portable Marimba Musical Good Accessory for Kids, Adults and Beginners.\nSpecification Material Acrylic + MahoganyProduct Size / 2.9 * 2.9 * 0.7 inchesProduct Weight Size / 4.1 * 3.9 * 3.5 inches Package included 8 Keys Kalimba box*1 Our promise If you are dissatisfied with our products, we will return or refund for no reason. \u266bPerfect sound quality\uff1a The sound of 8 key mini Kalimba is fresh and natural. Just move your thumb to get wonderful music, which can relieve your work or study pressure. \u266bHigh-quality materials\uff1aThumb pianos is composed of two materials, acrylic and sape"}, {"role": "assistant", "content": "Price is $8.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFolkmaster Harmonica Key A\n1072A Key A Features -Harmonica. -Classically sculptured metal covers. -Exacting standards are used together with a molded plastic waterproof body. -10 Hole diatonic. Holes -10. Reeds -Single. Key -A/Bb/C/D/E/F/G. Generic Dimensions -4.5 H x 1.5 W x 1 D. Dimensions Overall Height - Top to Bottom -4.5 Inches. Overall Length - Side to Side -1.5 Inches. Overall Depth - Front to Back -1 Inches. Overall Product Weight -0.2 Pounds. Weight 100 Grams, Dimensions 1 x 1.5 x 4.5 inches, model number 1072A,"}, {"role": "assistant", "content": "Price is $19.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nENTERPARK (NEW) Inlet Valve for Whirlpool Refrigerator\nENTERPARK AUTHORIZED OEM REPLACEMENT PART NUMBER Refrigerator Valve Inlt Part Number replaces Safety first Wear work gloves to protect your hands. Unplug the refrigerator before installing this part. Easy to Install - Made Exactly to Fit For Most Top Brand Refrigerators Compatible With Most Whirlpool Refrigerators including G Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others Manufacturer by OEM factory, Part Weight 12 ounces, Dimensions 5.87 x 4.96 x 3.54 inches, model number Rank Tools & Home Improvement Dryer Replacement Parts 15332, Available January 26, 2021"}, {"role": "assistant", "content": "Price is $82.50"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPyle Upgraded Version Portable Washer - Top Loader Portable Laundry, Mini Washing Machine, Quiet Washer, Rotary Controller, 110V - for Compact Laundry, 4.5 Lbs. Capacity, Translucent Tubs -\nFeatures - Convenient Top-Loading Washing Machine - Hassle-Free Operation Simply Insert Detergent & Water - Does Not Require Any Special Parts or Plumbing - Watch it Work Translucent Tub Container - Energy & Water Efficient Design - Ideal for Small Laundry Loads - Perfect for Underwear, Socks, T-Shirts & Towels - Rotary Control Wash Timer - Compact & Portable Size Technical Specs - High-Powered Washing Motor 180 Watt - Wash-Load Capacity 4. 5 lbs. - Water Tank Capacity 19 Liters - Noise Level 57dB - Power Cable Length"}, {"role": "assistant", "content": "Price is $73.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSF Cable, 10ft XLR 3P Female to 1/4 Mono Microphone Cable\nConnectors XLR 3P Female to 1/4 Mono Male Connectors XLR 3P Female to 1/4 Mono Male Molded connector design enhances the strength of the XLR microphone cables. Molded connector design enhances the strength of the XLR microphone cables. Nickel plated connectors Nickel plated connectors Length 10ft Length 10ft Nickel plated connectors. Connectors XLR 3P Female to 1/4 Mono Male. They are used to connect a high quality microphone to a mixer or guitar amplifier, Available devices Microphones, Audio Sound Consoles, Power Amplifier, Stereo System, Wireless Microphone Receiver, etc. Molded design enhances the strength"}, {"role": "assistant", "content": "Price is $3.29"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSaramonic White 3.5mm Lavalier with 4.1\u2019 Cable for Wireless Systems, Portable Recorders, Cameras, Blink 500, Blink 500 Pro and More\nThe Saramonic SR-M1W lavalier is a White 3.5mm plug-in powered microphone with a 4.1\u2019 cable. Designed as a replacement lavalier for the Saramonic Blink 500 and Blink 500 Pro Snow White wireless systems. It also works perfectly with other wireless transmitters, recorders, as well as cameras. It is also a great addition to any other brand\u2019s wireless systems with 3.5mm inputs, when you need a white lav for weddings, worship services and when white clothing is used. Plug-in powered 3."}, {"role": "assistant", "content": "Price is $30.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCASEMATIX Hard Case Compatible with Pioneer DJ Controller DDJ FLX4 Rekordbox 400 With Room For Cables, Adapters for DJ Controllers and Mixer Accessories, Includes Shoulder Strap, Mixer Not Included\nUltimate DJ Controller Case For Mixers - This premium casematix Travel Case features a dense, hard shell EVA exterior that will protect your precious DJ board from scratches, drops, dings and impacts. Provides portable decksaver protection Internal Foam Holds Down Mixer With Side Storage For Cables - This mixer Carrying Case features top and bottom layers of convoluted, shock-absorbing foam protection. Your controller will be safely secured between those two layers of protective foam. Larger Design Fits The Mixer With Space For Accessories - Featuring a built-in carry handle, adjustable shoulder strap and external"}, {"role": "assistant", "content": "Price is $64.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWasher Suspension Kit Compatible with Some Whirlpool Maytag Kenmore Amana Washing Machines,\nPackage includes This washing machine suspension rods kit includes 4 suspension rods, 4 suspension balls and 4 bushings. Suspension rod length 23.6in Compatible with many models This suspension rod kit is compatible with most Whirlpool, Maytag, kenmore, Amana, Admiral, Crosley and Roper. It is compatible with etc. For more compatible models, please see picture 7. If you can't find your machine model, you can email us and we will help you confirm it. Replaceable suspension rod There are many types of suspension rods that can be replaced by this washer suspension kit, such as etc. Can fix your washing machine's problems When the washing machine has large"}, {"role": "assistant", "content": "Price is $37.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPRS SE Standard 24 - Vintage Cherry\nPlayability, Tone, Looks, Affordability This PRS Has It All Solidbody Electric Guitar with Mahogany Body Vibrato Bridge - Vintage Cherry Rosewood Fingerboard 2 Humbucking Pickups Maple Neck Weight 12.41 pounds, Dimensions 44.02 x 15.98 x 5.98 inches, model number ST4VC, Rank Musical Instruments 19432, Solid Body Electric Guitars 128, Is Discontinued No, Available May 3, 2021, Back Material Mahogany Wood, Body Material Rosewood, Color Name Vintage Cherry, Fretboard Material Rosewood, Guitar Pickup Configuration H, Scale Length 25 Inches, String Material Nickel, Top Material Maple Wood, Rosewood, Mahogany Wood"}, {"role": "assistant", "content": "Price is $649.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOriGlam Piano Keyboard Cover, Keyboard Dust Cover, Anti-Dust Cover Key Cover Cloth for 88 Keys Electronic Keyboard, Digital Piano, Yamaha, Casio, Roland, Consoles\nFeatures Color Black Material Nylon + Cotton Black soft piano keyboard cover. Protect your keyboard from dust, while adding an attractive style to your piano. Dampproofing function. Suit for any 88 key piano or keyboard. Package Weight 1.55 Ounces Package Dimensions (L*W*H) Inches Package Include 1 x Piano Key Cover \u221a Ultra-Premium Protection - Introduce a breathable layer to keep your keyboard clean and safe against all the dust, dirt, or wear. And enjoy the extended lifetime of your instruments. \u221a Supreme Material - Makes your instrument more elegant and brings better durability"}, {"role": "assistant", "content": "Price is $8.08"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSeismic Audio - - Lightweight 4 Space Compact ABS Rack Case - 4U PA DJ Amp Effects Shallow Rack Case\nSeismic Audio's line of\u00e2\u0080\u009a\u00c2 lightweight ABS Rack Cases offer the perfect solution to ensure all of your Pro Audio and DJ Rack gear is protected and secure. These 4 Space Rack Cases are made of lightweight polyethylene with\u00e2\u0080\u009a\u00c2 aluminum rails and finishes, making carrying your gear easier. These racks offer excellent protection of anything that is mounted in them. The shallow design is great for smaller gear and devices like wireless mics, preamps, etc.\u00e2\u0080\u009a\u00c2 These 4U Racks are 8 inches deep,\u00e2\u0080\u009a\u00c2have standard 19 mounting rails, spring loaded handles, sturdy butterfly latches and rack screws are"}, {"role": "assistant", "content": "Price is $145.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSKB Custom Fit Waterproof Equipment Case for Zoom H4N Stereo Digital Recorder\nThis military-standard waterproof hard case was specifically designed for the Zoom H4N recorders. The interior is custom cut ELE foam that includes pockets for the recorder, power supply, wind screens, memory cards and other accessories. Anyone that uses Zoom H4N recorders will find themselves in the elements. This is the only way to protect your recorder and related accessories from rain and dust, states Steph Maffei, SKB Product Manager. Our ability to customize the interior using our water jet foam cutting machine provides precise pockets that provide maximum protection in transport. Not only does the SKB Zoom H4N case provide the ultimate protection for recorders it is backed by SKB. SKB's iSeries injection molded"}, {"role": "assistant", "content": "Price is $87.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWasher Drain Pump Motor Assembly Replacement for Whirlpool Washing Machine - Compatible with 850024 Water Pump Assembly - UpStart Components Brand\nUpStart Components Replacement Washer Drain Pump Motor Assembly for Whirlpool Washing MachinePlease note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Washer Drain Pump Motor Assembly for Whirlpool Washing Machine Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to"}, {"role": "assistant", "content": "Price is $33.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAlhambra 6 String Classical Guitar, Right, Solid Canadian Cedar,\nIberia you understand right away what\u2019s it all about the Spanish sound at your finger tips! Not only the sound is different - but as you take it you notice the top is made of high quality cedar. A lush rosewood headstock, Rosewood fingerboard, Gold plated tuners, and sericite back and sides, give this guitar a classy and elegance look. Solid Canadian Cedar top with rosewood Binding, high gloss natural finish Sericite back & sides Rosewood Fingerboard, Mahogany neck, 650mm radius Gold Plated machine heads & D 'Addario strings Gig Bag included Weight 4.2 pounds, Dimensions 47 x 6.5 x 21.25 inches"}, {"role": "assistant", "content": "Price is $899.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCoffee Filters for Cold Brew Maker - Reusable Coffee Filter Replacement for Cold Brew System\nAlocs cold brew coffee filters are designed specifically for cold brew system, traping sediment and fines and extracting all the natural and delicious flavors of coffee and tea, and leaving behind the bitter acids and oils attached to their warm brew counterparts to give you a fresh, flavorful glass of cold brew. Our coffee filters are washable and reusable kits mading of quality polypropylene. You can clean simply requires rinsing under running water to remove any residue, squeezing off any moisture, and storing in an airtight container in your refrigerator or freezer in between uses. Package Includes 10 x reusable coffee filters replacements Usage Suggestions Coffee filters are suggested to be changed after 10 to 12 uses or after three months, whichever"}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMusiclily Pro 52.5mm Style Guitar Tremolo Bridge Short Block for Squier Strat Electric Guitar, Chrome\nMusiclily Pro 52.5mm Style Guitar Tremolo Bridge Short Block for Squier Strat Electric Guitar, Chrome. Good replacement for many Squier Strat, also fits some import Asian made guitar, please check your guitar size before you buy String spacing 52.5mm ), stud spacing to ), stud outside diameter 10mm (25/64 ) 10.5mm wide modern style zinc saddles. Standard Squier style thin zinc block, 36mm tall, it will fit thin body Squier strat like Bullet and Affinity series Thread-in style tremolo arm, full metal made, just like stocked Squier one Includes full set of bridge and mounting"}, {"role": "assistant", "content": "Price is $23.29"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRIYIN Ligature for Wooden Plastic or Rubber Soprano Saxophone Mouthpiece\nSturdy and dependable. Great protection for your mouthpiece and reed without the major cost. Fits all standard hard rubber and plastic standard Soprano sax mouthpieces, it can't fits metal mouthpieces. Screws adjust. Provide a great sound with wonderful flexibility. Great protection for your Soprano mouthpiece Sturdy and dependable. Great protection for your mouthpiece and reed without the major cost. Fits all standard hard rubber and plastic standard Soprano sax mouthpieces, it can't fits metal mouthpieces. Weight 4.2 ounces, Dimensions 5 x 2 x 2 inches, Rank Musical Instruments Soprano Saxophones Mouthpieces 56, Is Discontinued No"}, {"role": "assistant", "content": "Price is $19.77"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSaxophone Universal Saxophone Sax Neck Joint Cork Sheet Instrument Accessories\nSpecification Condition 100% Brand New Item Type Instrument Accessory Material Cork Suitable for Saxophone Size Approx. 60 * 40 * 2mm / 2.4 * 1.6 * Weight Approx. 11g Package Include 10 x Saxophone Cork Universal Great neck tenor cork Compatible with All saxophone.You can buy it with confidence. Universal Great neck tenor cork Compatible with All saxophone.You can buy it with confidence. Universal Great neck tenor cork Compatible with All saxophone.You can buy it with confidence. Universal Great neck tenor cork Compatible with All saxophone.You can buy it with confidence. Universal Great neck tenor cork Compatible with All saxophone.You can buy it with confidence. Flex"}, {"role": "assistant", "content": "Price is $11.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMaxblue MWF Refrigerator Water Filter, Replacement for GE\u00ae Smart Water MWF, MWFINT, MWFP, MWFA, GWF, HDX FMG-1, Kenmore 9991, 1 Filter\nMaxblue refrigerator water filter not only features prior filtration performance but also certified by authority NSF 42 and 372 for lead-free. GE is a registered trademark of General Electric Company. GE is used for reference purposes only. Brilliant filtration The filter can reduce a wide range of harmful substances in water including heavy metals, chlorine, odor, THM, VOCs, particles, cadmium, and all other major impurities, which has been tested by an independent third-party laboratory. Perfect fit Our professional research team make effort to produce perfect fit refrigerator filters with exquisite engineering"}, {"role": "assistant", "content": "Price is $16.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPyle Professional Wireless DJ Audio Mixer - Bluetooth DJ Controller Sound Mixer w/USB Audio Interface, Combo Jack Microphone/Guitar 3.5mm Stereo In, Headphone Jack -\nFeatures - Ultra-low Noise Design with High Headroom - USB Sound Card/Audio Interface, for Computer Playing & Recording - Combo Jack for MIC/LINE/GUITAR Inputs - Independent 3.5mm Stereo Input Jack - Flexible Connectivity for a Variety of External Devices - 6.35mm Jacks for Stereo Input and Output - 6.35mm Jack for Earphone Monitor Output - +48V Phantom Power - DC 5V Power Supply, or PC Power Supply - Rugged Metal Chassis Bluetooth Connectivity - Instantly Receives Wireless Music Streaming Audio - Works with All of Your Favorite Devices - ("}, {"role": "assistant", "content": "Price is $53.18"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJJ EL34 Burned In Vacuum Tube, Apex Matched Quad\nJJ Tubes are known for known for their high quality, durability, and their excellence in tone. Formerly produced by Tesla, JJ tubes are still made to exacting standards. They work well in all applications. High Quality EL34 Replacement Tube Burned In For Maximum Stability And Performance Superior JJ Quality Matched Quad Weight 9.1 ounces, Dimensions 7 x 5 x 7 inches, model number Rank Musical Instruments 36284, Guitar Amplifier Tubes 94, Is Discontinued No, Available November 18, 2010, Color Name Matched Quad, Brand JJ Electronic, Color Matched Quad, Dimensions LxWxH 7 x 5 x 7 inches"}, {"role": "assistant", "content": "Price is $146.19"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGENUINE Frigidaire Cooling Fan Range/Stove/Oven\nProduct Description This is a genuine replacement part. The model number and name for the following item is Cooling Fan Frigidaire motor. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Cooling Fan Frigidaire motor Manufacturer Model Genuine Replacement Part Frigidaire item Brand name FRIGIDAIRE Brand Name Frigidaire, Model Info Weight 1.8 pounds, Dimensions 9.63 x 5.06 x 9.56 inches, model number Is Discontinued No, Part Wattage 7.3 watts, Certification Certified frustration-free, Rank Tools & Home Improvement Oven Parts & Accessories 706, Domestic Shipping can be shipped within U.S.,"}, {"role": "assistant", "content": "Price is $98.40"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNew Judaica Oil 13 Anointing Silver Rams Shofar From the Holy Land\nAmazing 13 Anointing Silver Rams Shofar Made of a natural Rams Horn. A sterling silver plated Rams Horn shofar specially designed for holding anointing oil with a seal on one end and strap for holding. One side of the shofar with Star of David and the other side with Menorah. The shofar is mentioned frequently in the Hebrew Bible, the Talmud and rabbinic literature. The blast of a shofar emanating from the thick cloud on Mount Sinai made the Israelites tremble in awe (Exodus 19, 20). The shofar was used in to announce holidays (Ps. lxxxi. 4),"}, {"role": "assistant", "content": "Price is $95.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJo Ral TPT-2A Aluminum Trumpet Bubble Mute\nThe bubble mute produces a distinctive sound with a louder buzz factor making it especially exciting for jazz musicians. Produces a distinctive sound with a louder buzz factor making it especially exciting for jazz musicians Create an exciting tonal quality that results in near-perfect intonation Crafted from aluminum, for a brighter tone, or from copper for a more mellow sound Designed and tested to perform evenly in all registers Unique cork pads and some feature felt caps to prevent scratching the instrument Weight 0.5 Pounds, Dimensions 5 x 5 x 9.25 inches, model number Rank Musical Instruments 15263, Trumpet Mutes 19, Is Discontinued No, Available December 19, 2006, Color Name"}, {"role": "assistant", "content": "Price is $60.06"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDrain Pump Compatible With Frigidaire Washers\nCompatible with the following brands Frigidaire brands including Frigidaire, Electrolux, Frigidaire, Gibson, Kelvinator, Westinghouse and Kenmore (Model Specific). Drain Pump. High Quality Replacement Part. 90 Day Manufacturer Warranty. Compatible with the following brands Frigidaire brands including Frigidaire, Electrolux, Frigidaire, Gibson, Kelvinator, Westinghouse and Kenmore (Model Specific). Drain Pump. High Quality Replacement Part. 90 Day Manufacturer Warranty. Manufacturer Midwest Appliance Parts, Part model number Style Drain Pump, Material Other, Power Source Ac/dc, Quantity 1, Rank Tools & Home Improvement Clothes Washer Replacement Drain Pumps 2808,"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLilydrip coffee dripper transformer brewer filter paper inverter fit for V60 coffee brewer set\nWhen Lily is 3, she likes watching Daddy brewing coffee. One day when her Daddy was brewing coffee, Lily dropped a glass ball into the dripper, she said It will make a better coffee.. After brewed with a glass ball inside the dripper, the Daddy invented this little bullet. It was named LilyDrip. LilyDrip works with cone shape dripper. It modified the depth of grounds -50% and working filter area +100%. Therefore less duplicate extraction and less clogging, more recipe become available and the result is very consistent. Since 2017, LilyDrip provided support to hundreds of competitors all around the world, from national brewing competition to"}, {"role": "assistant", "content": "Price is $29.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEmpava 24 Single Gas Wall Oven Bake Broil Rotisserie Functions with Digital Timer and Convection Fan in Stainless Steel\nThe Empava 24 inch 2.3 Cu. Ft. Single Gas Wall Oven with the CSA Certified is a Perfect Combination of Style and Practicality. The Exterior Features Stainless Steel Construction for Long-lasting Durability, with the Color-Matched Handle and Knobs combine together, Constructing a Fashion Sense. With Ample Cooking Capacity - 2.3 Cu. Ft., 5 Adjustable Rack Position to Accommodate a Various Size of Food Items. The 13,600 BTU Oven Includes Bake, Broil and Rotisserie Function, with a Convection Fan Takes Built-In Cooking to a New Level of Excellence. The Large Oven Window and Interior Light"}, {"role": "assistant", "content": "Price is $782.13"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPtzizi I Couldn\u2019t Pick A Better Brother, Stainless Steel Guitar Picks Jewelry for Guitar Player Musician Brother Friends Birthday Christmas Graduation Gifts\nThis guitar pick make great gifts for any occasion, surprise your love with this great lovely gift, and show how much he means to you. Perfect Gifts This guitar pick make great gifts for any occasion, surprise your love with this great lovely gift, and show how much he means to you. Size Approx 1.4'' in length; 1.12'' in width; 1.5 mm in thickness. Material Made of high quality stainless steel. Sturdy and durable. It is lead free and nickel free, No Rust, No Allergy, No Fading, No Deformation. Festival Gifts it can be give in birthday gifts, anniversary"}, {"role": "assistant", "content": "Price is $9.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nProX Cases 12 Space 10U Top Load Slant DJ Mixer - Road Gig Ready Flight Combo Rack w/Gliding Laptop Shelf\nPro X Cases 10U vertical rack, 10U slant mixer rack system has all the best features you're looking for in a world-class flight case strength, durability and reliability with flexible options and sizing for different applications. This heavy-duty professional combo rack is 19 deep and features 4U front loading and 10U top loading rails for convenient security for a wide variety of pro DJ mixers. Other design highlights include a large swinging rear door (for easy wiring) with a beveled cable hole for permanent or semi-permanent installation. It also includes two handles on either side of the case for convenient transportation. This case also includes a"}, {"role": "assistant", "content": "Price is $448.33"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWholesale Sensors Replacement for Pentair 075173 Fusible Link Thermal Cut-Off for Pool & Spa Month Warranty\nReplacement 075173 Fusible Link Thermal Cut-Off with 12 Month Warranty. This part is not made by Pentair. This is a high quality replacement. 12 Month Manufacturers Warranty Made in the USA - Creating jobs in America Replacement for Pentair 075173 Fusible Link Cut-off Fits Pentair MiniMax CH, NT STD, NT LN, NT TSI, NT TSI pool and spa heater models 150 IID, 150, 200, 250, 300, 350, 400 Also fits Pentair MiniMax Plus, PowerMax pool and spa heater models 75, 100, 150, 200, 250, "}, {"role": "assistant", "content": "Price is $12.85"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAudioblast - 3 Units - 40 Foot - HQ-1 - Ultra Flexible - Dual Shielded (100%) - Guitar Instrument Effects Pedal Patch Cable w/ Eminence Straight & Angled Gold \u00bc inch TS Plugs & Double Boots\n3 Units - 40 Foot - Audioblast HQ-1 - BRAID - Flexible - Dual Shielded (100%) - Guitar Bass Effects Instrument, Professional Patch Cable with Eminence E119 Angled and E120 Straight Gold plated 1/4 inch 2-Pole Straight TS Connectors. Staggered hand assembled Double Boot protects the cable from damage by handling stresses. The Most-Flexible, Hand-Assembled Braided Cable in the Market with Ultra-Soft, Easy to Coil, Extremely Durable Polyester Braid"}, {"role": "assistant", "content": "Price is $52.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMOTU Micro Lite USB MIDI Interface\nFrom the Manufacturer Built from the same technology found in MOTU's flagship MIDI Timepiece, the micro lite is a professional MIDI interface that provides portable, plug-and-play connectivity to any USB-equipped Macintosh or Windows computer. The micro lite provides 5 MIDI IN, 5 MIDI OUT, 80 MIDI channels and compatibility with all Macintosh and Windows software. Large front-panel LEDs illuminate to indicate MIDI activity. The micro lite takes full advantage of USB, giving you high-speed MIDI throughput, sub-millisecond timing accuracy, support for hot-swapping and plug-and-play expansion. Need to connect another sound module or synth? No problem. Just add another MOTU USB MIDI interface via any available USB port. And the micro lite is powered by the USB port"}, {"role": "assistant", "content": "Price is $135.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEaton WD1212 50-Amp 3-Pole 4-Wire Surface Mount Range Power Receptacle, Black\nThe Eaton Wiring Device WD1212 50-Amp Surface Range Power Receptacle has a heavy duty design and construction that is ideal for any high amperage industrial and commercial power connectivity application. This surface receptacle features heavy gauged galvanized steel mounting strap and a glass reinforced nylon body. This heavy-duty non-grounding application has features and a NEMA standard of 14-50R with This surface receptacle has a patented lay-in terminal that allows it to except wire up to #4 on the American Wire Gauge (AWG). Its back features concentric knockouts and an adjustable cord clamp to allow wiring from the back and bottom to fit"}, {"role": "assistant", "content": "Price is $18.30"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nReplacement for Whirlpool Refrigerator Water Filter - Compatible with Whirlpool Fridge Water Filter Cartridge\nThis is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure. Replacement for Filter Manufacturer Denali Pure, model number Rank Tools & Home Improvement In-Refrigerator Water Filters 3106, Is Discontinued No, Available May 27, 2015, Duration 6 \\tmonths, External Testing Certification ANSI, NSF, WQA, Brand Upstart"}, {"role": "assistant", "content": "Price is $12.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSummit Appliance 24 Wide Built-In Dishwasher, Black, ADA Compliant, Quite Performance, Touch Controls, Digital Display, Top Control Panel, Stainless Steel Interior, 8 Wash Programs\nSummit Appliance 24 Wide Built-In Dishwasher, Black, ADA Compliant, Quite Performance, Touch Controls, Digital Display, Top Control Panel, Stainless Steel Interior, 8 Wash Programs Model is a 24 wide dishwasher sized at 32.25 high for an easy fit under lower ADA compliant counters. The leveling legs allow you to raise the height up to 34. We include an extra kickplate that covers the front for a cleaner look and to help prevent dirt from going under the unit. The controls are located on top of the door, making it easier to create a more seamless"}, {"role": "assistant", "content": "Price is $862.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPitco Control Box Assembly\nProduct Description CONTROL BOX, ASSEMBLY. Pitco Genuine OEM replacement part. Pitco has been producing industry-leading frying equipment with a track record of excellence. Use genuine OEM parts for safety reliability and performance. From the Manufacturer CONTROL BOX, ASSEMBLY. Pitco Genuine OEM replacement part. Pitco has been producing industry-leading frying equipment with a track record of excellence. Use genuine OEM parts for safety reliability and performance. Genuine OEM replacement part Pitco has been producing industry-leading frying equipment with a track record of excellence Use genuine OEM parts for safety reliability and performance Package dimensions 5.0 L x 9.0 W x 9.0 H Manufacturer Prtst, Part Weight 1.1 pounds, Dimensions 5 x 9 x "}, {"role": "assistant", "content": "Price is $780.65"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n20 to 22 Gongs on the Spirit Guide Gong Stand - 22 Atlantis Gong/Includes Gong, Mallet, & Stand/Great for Office & Home/Traditional Style\nThis listing includes the gong of your choice, gong stand, and a matching stained mallet. The Spirit Guide Wood Gong Stand is stained a rich dark brown with hints of red.A Spirit Guide is a spirit like you, who currently does not have a body. Their job is to guide you in one or more sections of your life. Let your Spirit Guide lead you to the perfect gong stand for your home or office. This stand is easily assembled and sturdy as it guides the energy of your room directly to your gong. It is great for end tables, dressers, and meditation nooks. When"}, {"role": "assistant", "content": "Price is $517.20"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJiayouy 6 Pack Rubber Clarinet Thumb Rest Cushion Protector for Oboe Clarinet Instruments 6 Color\nDescription Easy to install, stable and comfortable, not falling. Soft and durable, helps to maintain the correct finger position. It can solve the problem of finger fatigue, discomfort. Provides extra thumb rest and protects your instrument and hands. Application Suit for most Clarinet and Oboes. Specifications Thumb Rest Size approx 2.2 x 2cm Color Yellow/ Pink/ Purple/ Blue/ Black/ White Material Rubber Quantity 6pc Package include 1 x Thumb Rest Cushion set Rubber material clarinet thumb rest cushion which is not only soft and comfortable when used, but also non-toxic, environmentally friendly. Provides extra thumb rest and helps maintain correct finger"}, {"role": "assistant", "content": "Price is $6.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGE Appliances Dishwasher Circulation Pump Assembly\nDishwasher Circulation Pump Assembly (part number is a Genuine GE replacement part. For more than 100 years, GE Appliances has been a trusted brand, synonymous with quality and reliability. To continue earning your trust, our appliances and parts are engineered to precise specifications and subjected to rigorous testing. Behind every GE Appliances product is the work of thousands of dedicated Americans committed to excellence as well as a better future for our communities and our environment. This circulation pump assembly (part number is for dishwashers Circulation pump assembly delivers water to the spray arms to clean your dishes The assembly may include multiple parts. Refer to your parts diagram for a list of parts included Unplug the dishwasher or shut off the house circuit breaker before installing this part Genuine GE replacement part"}, {"role": "assistant", "content": "Price is $132.54"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFlute Fingering Chart with Color-Coded Notes, Learn Flute Technique Suitable for All Levels, Made in the USA\nFLUTE FINGERING CHART Memorizing the notes on the flute can be daunting at first. Learn flute technique and master the flute with this fingering chart for all levels. COLOR-CODED NOTES This flute fingering chart features color-coded notes to help beginners remember the finger positions. The easy-to-follow design makes this flute fingering chart convenient, especially for visual learners. LONG-LASTING MATERIALS We laminated this flute fingering chart so that it will last you longer even after constant use. With a slightly oversized yet still portable design, this chart measures LEARN FLUTE TECHNIQUE If you want to learn how to play the flute, this fingering"}, {"role": "assistant", "content": "Price is $12.95"}]}
\ No newline at end of file
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+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSupplying Demand Electric Range Cooktop 9 Inch Dual Radiant Surface Element Replacement Model Specific Not Universal\nPlease see Model Number fitment information at the bottom of this page before placing your order for this part. Alternate part numbers include and 240V | Watts | Instructions included | Fits model specific electric ranges It is important to disconnect your appliance from the power supply before servicing. From the manufacturer Cracks in the ring are cosmetic and acceptable. The ring is made from compressed material bound with fibers, so it will perform the same. Supplying Demand replacement parts are compatible with Major Brands, but you should always verify fitment with your specific model. We have included a video in the product gallery to help you find your model number and information in the description below. SD products come in Supplying Demand packaging"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nInnovative Percussion GT-2 General Series Timpani Mallets (Medium Soft, General)\nThe general Timpani series is the latest addition to our selection of Tim pan I mallets. After many requests from percussion educators and performers, The GT Series was designed as another quality choice from Innovative Percussion. These models feature tapered maple handles for ultimate balance and German felt parachute-style covered heads for professional grade sound quality.Features tapered maple handles wood cores high quality German felt covers woven felt liners (models 1-4). Country of Origin UNITED STATES The Package Length of the Product is 50.8 centimeters The Package Width of the Product is 0.254 centimeters The Package Height of the Product is 19.812 centimeters Weight 0.25 Pounds,"}, {"role": "assistant", "content": "Price is $43.20"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFriedman Amplification Buxom Boost Guitar Effects Pedal\nThe Friedman Buxom Boost may be the most powerful tonal solution you ever put on your pedalboard. Like its namesake amp head, this pedal pushes a pure, clean signal to conjure the absolute most from your tone. Turning the boost control is your ticket to volume increase, pushing the front of your amp for thick harmonic overdrive, or balancing between two guitars with varying output. Whether you're after a tone tailored by its active mid, treble, and bass controls or the pedal's ability to achieve total transparency - thanks to its onboard EQ Bypass switch - it's all in there. We've even added a useful tight control for reigning in your tube amp's bottom end when boosted. As expected, every"}, {"role": "assistant", "content": "Price is $169.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Bimetal Fuse for Dishwasher\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool Bimetal Fuse for Dishwasher From the Manufacturer Whirlpool Bimetal Fuse for Dishwasher. Works with the following model Maytag Part Number Genuine Replacement Part. This product is a Factory Certified Part. These three words represent quality parts and accessories designed specifically for your appliance. Time tested engineering that meets our strict quality specifications Package contains (1) Dishwasher Thermal Fuse Kit Multi screwdriver, wire cutters, and torque 1 screwdriver needed for installation One Year Limited Part Warranty This part is a replacement for the following part number This is a GENUINE ORIGINAL Whirlpool replacement part. Don't settle for lower quality aftermarket"}, {"role": "assistant", "content": "Price is $18.74"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLovermusic 7 Tone Wood Instrument Energy Chime with Mallet & 7 Tubes Wooden Collection Percussion Accessories\nFeatures 1.The long-lasting echo is perfect for yoga, mindfulness and sound therapy, and can be coordinated with your improvisations for a better experience. 2.With a simple tap of a mallet, this handheld chime emits a powerful, constant sound that inspires, entertains and entertains people of all ages. 3.The chime makes a crisp sound when tapped, making it the perfect musical initiation tool, as a gift for a friend, in the classroom or in your daily practice. 4.Calm your mind or adjust the attention of the group, the resonant sound can not only calm and adjust the attention of individuals, but also adjust the attention of the"}, {"role": "assistant", "content": "Price is $23.58"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nShure C25B Heavy-Duty Cable XLR Connector on Microphone End, Black\nHeavy-duty, 25 foot (7.5 m), balanced cable for low-impedance operation. Features black connector on microphone end for low visibility. Heavy-duty, 25 foot (7.5 m), balanced cable for low-impedance operation. Features black connector on microphone end for low visibility The package length of the product is inches The package width of the product is inches The package height of the product is inches Brand Shure, Connector Type XLR, Cable Type XLR, Compatible Devices Microphone, Color Black, Connector Gender Male-to-Male, Shape Round, Unit Count 1.00 Count, Headphones Jack Xlr, Indoor/Outdoor Usage Outdoor, Indoor,"}, {"role": "assistant", "content": "Price is $29.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCecilio MM-CBlue Traditional Wind Up Mechanical Pyramid Shape Pendulum Metronome with Bell\nThis is a traditional wind up mechanical metronome featuring beats per minute starting from 40 bpm to 208 bpm and 0 to 6 bell beats. Color Solid clear blue with clear cover Tempo Range Grave 40 bpm to Prestissimo 208 bpm, Clockwork motor with click Downbeat bell off, 2, 3, 4, or 6 beats Wind up switch, No batteries required Dimension 5 x 5.5 x 9.5 Weight 1.25 pounds, Dimensions 9 x 5 x 5.4 inches, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S"}, {"role": "assistant", "content": "Price is $39.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWhirlpool Fuse\nProduct Description This is a genuine replacement part. The model number and name for the following item is Whirlpool Fuse From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Whirlpool Fuse This is an O.E.M. Authorized part Fits with various whirlpool brand models Oem part # Refer comparison chart for compatibility manufacturer model # Genuine Replacement Part H and H Manufacturing item Replaces part number Manufacturer Whirlpool, Part Weight 1.51 ounces, Dimensions 1.5 x 2.5 x 3.5 inches, model number Is Discontinued No, Quantity 1, Rank Tools & Home Improvement Parts & Accessories 79804, Available August 2, 2013"}, {"role": "assistant", "content": "Price is $18.40"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHermitshell Hard Travel Case for Numark Party Mix Starter DJ Controller\nHermitshell Hard Travel Case for Numark Party Mix Starter DJ Controller Hermitshell Hard Travel Storage Carrying Case Protect your favorite device from bumps dents and scratches Made to fit Numark Party Mix Starter DJ Controller Material EVA\uff1bColor Black; Outter Size inch For Sale is Case Only (Device and Accessories are Sold separately) Weight 1.18 pounds, Dimensions 14.06 x 10.98 x 3.43 inches, Rank Musical Instruments 11826, DJ Controllers 37, Is Discontinued No, Available January 16, 2019, Material Type Ethylene Vinyl Acetate (EVA), Brand Hermitshell, Material Ethylene Vinyl Acetate (EVA),"}, {"role": "assistant", "content": "Price is $17.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSTRETTO 1020 Humidifier for Violin, Viola and Small Instruments incl. Case, 2 humid Bags and with Hygrometer\nSTRETTO 1020 Humidifier for Violin, Viola and Small Instruments incl. Case, 2 humid bags and WITH DIGITAL HYGROMETER. The STRETTO system evenly releases humidity over time with easy to use microfiber hydration pouches. The container is being attached to the inside of the case. Including humidifier, 2 humid bags and digital hygrometer. Made in Switzerland. Includes case and 2 humidification bags & DIGITAL HYGROMETER For Violin, Viola and small instruments One STRETTO HUMID BAG humidifies for up to two weeks Fits in to"}, {"role": "assistant", "content": "Price is $52.78"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKyser Quick-Change Guitar Capo for guitars, Black, KG12B\nWith more strings, you need more tension and a larger body than the original Kyser Quick-Change capo. This Kyser Quick-Change capo is specifically designed for your guitar and is built to last. It is reliable and does just what it is designed to do \u2014 clearly raise the pitch of the guitar so you can play in a different key without retuning or changing fingering. Seasoned professionals and beginning players alike appreciate how the Kyser Quick-Change capo helps them transpose their guitar in seconds, with only one hand. The beauty of the Kyser Quick-Change capo is in its simplicity. Kyser pioneered this design and although often imitated, a Kyser is never equaled"}, {"role": "assistant", "content": "Price is $21.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDW Drum Set Rack Tom, Gloss Lacquer\nDesigned with seamless quality for a stylistic touch to your drum setup, the DW Design Tobacco Burst Tom delivers it all. With a Suspension Tom Mount (STM), the system allows your drum to vibrate freely throughout any environment with maximum resonance. The mount works without washers and grommets to efficiently hold the drum in place, making tuning the easiest it has ever been. Take your performance to the next level with a premium-sounding drum that features defining looks and durability to stand the test of time. Introduce this stand-alone drum as a new element to your band setup, and you will not regret it! Exclusively available with chrome standard triple-flange hoops that will give your drum a versatile sound Sets a new standard for quality drums"}, {"role": "assistant", "content": "Price is $259.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDecksaver Akai Force Cover (DS-PC-FORCE)\nEngineered in the UK specifically for the Akai professional force controller, a tough but lightweight polycarbonate shell protects from dust, liquid and accidental impact. Precision molded for an exact fit whilst accommodating cables, your Akai professional force can sit ready for operation. Slides straight into a flight case or protective bag ready for transportation. Shields delicate controls and internal components from damage at home, on the road and on stage. Engineered specifically for the Akai force Accommodates cables Shields delicate controls from damage on the road, at home or in the studio Protects your investment from dust and accidental impact Designed and engineered in the UK Weight 1.25 pounds, Dimensions 15 x 13.94 x 1."}, {"role": "assistant", "content": "Price is $81.06"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDishwasher Seal kit Replacement Compatible with Frigidaire, Includes Tub Gasket, Lower Seal, Splash Shield\nDishwasher Door Gasket. This part is approximately 73 long. The door gasket seals the gap between the opening to the dishwasher tub and the outer edge of the door. The Dishwasher Bottom Door Gasket helps prevent water from leaking out of the bottom edge of your dishwasher door by creating a watertight seal. This part is attached to the bottom of your dishwasher inner door panel. The water and chemicals can wear down the gasket and compromise the integrity of the seal. If the gasket is malfunctioning, the integrity of the door seal will be affected. The splash shield is used to prevent water from spraying past the door seal. If your dishwasher is leaking"}, {"role": "assistant", "content": "Price is $25.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDCOLOR Wireless Lavalier Microphone for iPhone, 35H Battery Life with Charging Case, Wireless Recording Device, Clip on Lapel Microphone for Video Recording Vlog\nDesign for iPhone The wireless lavalier microphone is compatible with iPhone the receiver has a lightning to plug in iPhone, then the transmitter will pairing automatically with your iPhone, no app or bluetooth need. True Wireless Microphone Unlike the other wired microphone, Dcolor wireless microphone separates the receiver from the transmitter, just plug the receiver in your iPhone and start recording video. It is compatible with all kinds of video recording App, such as Youtube TikTok. One-Click Hear Clear The microphone has 2 modes, the natural mode is suitable for the quiet environment, the noise cancelling mode is for a noisy environment. Click the M"}, {"role": "assistant", "content": "Price is $35.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSummit Wide 230V Coil Electric Cooktop, Stainless-Steel Surface, Easy to Clean, Four Coil Burners Total 6000 Watts, Push-to-turn Solid Knobs, with Indicator Lights\nSummit Appliance 30 Wide 230V Electric Cooktop with Four Coil Elements and Stainless Steel Finish, Removable Chrome Drip Bowls, Black Matte Finish on Knobs, Indicator Lights Summit's collection of electric cooktops offers the perfect fit and finish for a variety of kitchen spaces. Sized at a traditional 30 wide, the is a 230V cooktop with four coil elements. The convenient layout puts a large 1800W burner in the front right side and rear left side, with two standard 1200W elements ensuring the perfect setup to cook multiple dishes with"}, {"role": "assistant", "content": "Price is $422.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStore Indya Hand Painted Metal Tibetan Singing Bowl Set - 7 Inch Musical Instrument Chakra with Wooden Stick Mallet - For Meditation, Yoga, Spiritual Healing, and Stress Relief -Spiritual Gifts\n\u2705AUTHENTIC HAND PAINTED 7\u201d TIBETAN SINGING BOWL SET This high-quality handcrafted meditation bowl set includes a wooden striker. Dimensions Size 7 Inch Diameter 3.5 Inch high.Made out of finest quality of metal and comes with a hand carved wooden mallet. 8 LUCKY TIBETAN SYMBOLS etched inside the bowl & mantra hand-painted outside of the bowl.Plays easily and long lasting great sound. Helps to reduce stress, alter consciousness and create a deep sense of peace, well-being and better health"}, {"role": "assistant", "content": "Price is $24.40"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDunlop Joe Bonamassa Signature Crybaby Wah Pedal Bundle w/4 Free Cables!\nSave with this bundle. Package includes Dunlop Joe Bonamassa Signature Crybaby Wah Pedal Bundle w/4 Free Cables! Dunlop Joe Bonamassa Signature Crybaby Wah Pedal Whether he's blazing through the blues on his own or rocking with Black Country Communion, Joe Bonamassa's playing is fiery, deep, and powerful. And when he really wants to express himself in a solo, he steps on a Cry Baby wah. That's why we at Dunlop worked with Joe to develop the Joe Bonamassa Signature Cry Baby, specially engineered to fit in perfectly with Joe's system, from the way it looks to the way it sounds. On the outside, it"}, {"role": "assistant", "content": "Price is $199.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n1set Belcat BJ-70 4 String Bass Humbucker Double Coil Pickup Black for Bass Guitar\n100% new high quality and testing is fine Item 100% like the picture shown Brand Belcat Color black magnet ferrite & Ceramic D.C.Resistance 8.5k\u03a9 inductance 6.48H package included 1 x belcat 4 String Bass Humbucker Double Coil Pickup black Belcat is an OEM manufacturer that has developed a new product line with their own name on it. Their pedals are well built and produce an extremely clean sound. They are the best I have found any where near this price point. This item is sent from China,it will take 4-14 days from China to US! Brand Belcat Color black magnet ferrite & Ceramic Weight "}, {"role": "assistant", "content": "Price is $21.45"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nProtec Explorer Series Trumpet Bag with Sheet Music Pocket\nDesigned to meet the demands of Mobile musicians needing slim lightweight instrument protection with generous storage capacity, protec\u2019s Explorer bags feature thick 20mm padding, reinforced protection, sheet music pocket, & Built-in backpack straps. Fits most trumpet makes/ models and is designed for slim lightweight horn protection with generous storage capacity for sheet music, mutes, and other accessories Durable abrasion resistant nylon exterior with thick protective 20mm padding along with reinforced puncture resistant bell protection against damage Rear side sheet music pocket, spacious mute storage pocket, and accessory organizer pocket with built-in mouthpiece pouch Comfortable carrying handles with padded handle Wrap, subway handle, includes shoulder strap, and built-in backpack straps with tuck-away pocket Weight 2.45 pounds"}, {"role": "assistant", "content": "Price is $54.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLOT OF 2 - Ernie Ball RPS Super Slinky Electric Guitar Strings, Made USA, P02239\nProduct Information Individually boxed... new... never opened or used! Gauges 2 Sets of Strings A patented winding of bronze wire is tightly wrapped around the lock twist of the ball end of the plain strings. String slippage and breakage are minimized at the ball end where these most often occur. Plain strings in RPS sets last longer and stay in tune better than conventional plain strings. Wound strings are the same used in SLINKY NICKEL WOUND. 2 Sets of strings Gauges Made in the U.S.A String slippage and breakage are minimized at the ball end where these most often occur Weight 2.01 pounds, Dimensions"}, {"role": "assistant", "content": "Price is $16.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRemo 8 Pretuned Tambourine with Single Row of Jingles, Plain Head\nAn economical tambourine, great for use in your home or classroom! 8 diameter tambourine with a fixed (pretuned) Fiberskyn 3\u00ae synthetic head. Black Quadura finish rim, with a single row of 8 pairs of jingles. Weight 1 Pounds, Dimensions 14 x 11 x 2 inches, model number Rank Musical Instruments 24257, Tambourines 167, Available July 16, 2004, Color Name Black,grey,silver, Material Type Fiberskyn, Color Black,grey,silver, Brand Remo, Material Fiberskyn, Dimensions LxWxH 14 x 11 x"}, {"role": "assistant", "content": "Price is $24.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMusiclily Pro 11.5mm Natural Paua Abalone Shell Diamonds Snowflake Guitar Fretboard Inlay Dots (Set of 10)\nMusiclily Pro 11.5mm Natural Paua Abalone Shell Diamonds Snowflake Guitar Fretboard Inlay Dots (Set of 10). Good for guitar fingerboards inlay job, like Martin style guitar Diameter 11.5mm (0.45 inch) square, thickness 2mm (0.08 inch) Genuine natural paua abalone shell material made, selected part to cut Correct, consistent color and thickness, easy to work with Package inlcudes 10 pieces inlay dots Weight 0.246 ounces, Dimensions 2.56 x 1.57 x 0.59"}, {"role": "assistant", "content": "Price is $11.84"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n4-Pack Gas Range Cooktop Burner Knob Replacement for Jenn-Air - Compatible with Top Burner Control Knob\n4-Pack UpStart Components Replacement Gas Range Cooktop Burner Knob for Jenn-Air note This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. UpStart Components Replacement Gas Range Cooktop Burner Knob for Jenn-Air Quantity 4 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An"}, {"role": "assistant", "content": "Price is $19.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGator Cases 4G Series Gig Bag For Mini Acoustic Guitars With Adjustable Backpack Straps;\nThe Gator Cases 4G Series gig-bag for mini acoustic guitars combines quality with affordability and protection! The features a durable nylon exterior with Gators gflex 20mm padding to prevent scratches and dings while transporting and storing your mini acoustic guitar. The 4G Series gig-bags feature a patent pending pick-clip zipper pull that holds a spare guitar pick, padded backpack straps with the contoured back padding for added comfort while carrying, as well as a durable reinforced carry handle. The Gator Cases 4G Series gig-bags also feature a generously large front pocket for storing guitar accessories such as guitar tuners, strings, cables, capos and other items."}, {"role": "assistant", "content": "Price is $69.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nK&M Tuba Stand\nThe K&M 19492 Instrument Stand Gig Bag is designed for tuba and baritone stands 14940 and 14941. It is designed as a black waterproof nylon carrying case and features a zipper and adjustable shoulder strap. The main features of the K&M 19492 Instrument Stand Gig Bag include Dimensions 350 x 110 x 110 Fastener zip fastener Handle or carrying type shoulder strap Material nylon Weight 0.18 kg Carrying case with adjustable shoulder strap Made of nylon Zip fastener Black, waterproof Measures 350 mm length by 110 mm width by 100 mm height Weight 6.3 ounces, Dimensions 19.29 x 3.54 x 2.76 inches, model number Rank Musical Instruments 56932, Brass"}, {"role": "assistant", "content": "Price is $38.16"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYOUSHARES NTG4+ Microphone Windscreen - Windmuff for Rode NTG4 Plus Shotgun Microphones, Windshield Up to 6.3 Long\nYou must often shot stuff in high winds or light breezes. But the windy conditions outdoors can wreak havoc on our sound recording. You will be interested in our product, use our mic windscreen on every outdoor shoot where audio matters. Not only does the winshiled look great on the mic, but it also eliminates almost all wind noise. The windmuff went on easily, fit snugly and made a tight seal around the rear of the microphone. The wind screen has an acoustically transparent foam inner layer and artificial fur outer layer, with an airtight rubber base for wind protection. You will"}, {"role": "assistant", "content": "Price is $18.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWalker & Williams M-41 Chestnut Brown Leather Mandolin Strap For A or F Types\nTraditional Mandolin Strap in Chestnut Brown Leather Loop for headstock or scroll fastening Suitable for A and F type mandolins Double reinforced endcaps Adjustable from 41-47 3/8 Wide and 1/8 Thick Weight 1.6 ounces, Dimensions 8 x 1 x 0.5 inches, model number M-41, Rank Musical Instruments 3051, Mandolin Accessories 5, Is Discontinued No, Available December 4, 2015, Color Name Brown, Strings 8, Material Type Leather, Musical Style bluegrass, folk, country, Size regular, Brand Walker & Williams, Color Brown, Dimensions LxWxH 8 x"}, {"role": "assistant", "content": "Price is $23.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMilisten Wood Kazoo Kazoo Musical Instrument Ukulele Guitar Partner Guitar Accompany Wood Harmonica Flutes for Music Lover\nDescription Kazoo is a special wind instrument, made of safe and durable wooden materials. It is small and portable and can be placed in a pocket. It is easy to use. When playing kazoo, you don't necessarily have to learn music theory or sheet music. It is very suitable as an enlightening instrument for children. Features - Color Wood color- Material Wood- Size About 10. 00X3. 00X1. 00cm/ 3. 93X1. 18X0. 39inch Package Including 1 x Kazoo The structure is simple, no need to learn music theory, no need to recite"}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHal Leonard The Real Book Volume 1 - C Edition Bass Clef Edition\nThe Real Books are the best-selling jazz books of all time. Since the 1970s, musicians have trusted these volumes to get them through every gig, night after night. The problem is that the books were illegally produced and distributed, without any regard to copyright law, or royalties paid to the composers who created these musical masterpieces. Hal Leonard is very proud to present the first legitimate and legal editions of these books ever produced. You won't even notice the difference, other than all the notorious errors being fixed the covers and typeface look the same, the song list is nearly identical, and the price for this edition is even cheaper than the original. Every conscientious musician will appreciate that these books are now produced"}, {"role": "assistant", "content": "Price is $32.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDenis Wick Silver-Plated Trumpet Mouthpiece\nDenis Wick Silver-Plated Trumpet Mouthpiece Slightly wider rim for better comfort V-type back bore for increased upper register support Open throat with medium deep cup for a full, round sound Designed by Maurice Murphy, all are customized from an old Tottle model Easier to play, have a fantastic high register and excel well at pianissimo Weight 0.27 Pounds, Dimensions 1.97 x 1.97 x 4.33 inches, model number Rank Musical Instruments Trumpet Mouthpieces 740, Is Discontinued No, Available July 16, 2004, Color Name Silver, Color Silver, Brand Denis Wick, Style Modern, Dimensions LxWxH 1.97 x 1"}, {"role": "assistant", "content": "Price is $85.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOn-Stage UPK300 Felt Ukulele Picks, 3 Pack,White, blue, purple,Small\nProduct Description The UPK300 picks are precisely scaled for its precise/specific application The soft felt material is tough yet flexible and they feel great in your hand and produce exceptional sound on your ukulele, bass and other stringed instruments. Pack of three felt ukulele picks in various colors. Triangle shape measures 25mm x 30mm. From the Manufacturer Pack of three felt ukulele picks in various colors. These picks are precisely scaled for its precise/specific application The soft felt material is tough yet flexible and they feel great in your hand and produce exceptional sound on your ukulele, bass and other stringed instruments. UPK300 picks are precisely"}, {"role": "assistant", "content": "Price is $5.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGE Appliances Dishwasher Circulation Pump Assembly\nDishwasher Circulation Pump Assembly (part number is a Genuine GE replacement part. For more than 100 years, GE Appliances has been a trusted brand, synonymous with quality and reliability. To continue earning your trust, our appliances and parts are engineered to precise specifications and subjected to rigorous testing. Behind every GE Appliances product is the work of thousands of dedicated Americans committed to excellence as well as a better future for our communities and our environment. This circulation pump assembly (part number is for dishwashers Circulation pump assembly delivers water to the spray arms to clean your dishes The assembly may include multiple parts. Refer to your parts diagram for a list of parts included Unplug the dishwasher or shut off the house circuit breaker before installing this part Genuine GE replacement part"}, {"role": "assistant", "content": "Price is $105.53"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nForeverPRO Ice Maker Assembly for Samsung Appliance\nForeverPRO Appliance Ice Maker Assembly Fits Samsung Appliance. This is not a Samsung OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer. \u2705 Easy to Install - Made Exactly to Fit For Most Top Brand Appliances \u2705 No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns \u2705 PRO Grade Premium Ice Maker Assembly - Meets or Exceeds OEM Specifications Quality. Comes Brand"}, {"role": "assistant", "content": "Price is $92.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Igniter\nThe high quality Frigidaire Burner Igniter ) ignites the gas to light the oven burner. The Burner Igniter includes 2 ceramic wire connectors and replaces Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. The Frigidaire Burner Igniter is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Frigidaire Burner Igniter ignites the gas to light the oven burner Frigidaire includes 2 ceramic wire connectors The high quality Frigidaire Burner Igniter replaces With Fr"}, {"role": "assistant", "content": "Price is $68.23"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNovation Impulse 49 Keys USB bus-powered MIDI Controller Keyboard \u2013 Robust, ultra-responsive, full-size piano keyboard with aftertouch and velocity-sensitive pads \u2013 works on Mac or Windows\nProduct Description Novation's Impulse is a range of professional USB/MIDI controllers. They each have a precision keyboard and a full control surface powered by a brand new version of Novation's Automap control software - Automap 4 (which makes getting hands-on with your DAW/plug-ins fast and simple). Impulse also has 8 back-lit drum pads which can warp arpeggios, roll beats and launch clips in Ableton live. Impulse, available with 25, 49 or 61 keys, gives you instant access to your DAW's mixer, transport, and"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n9V Power Adapter fit for Casio Keyboard AD-5 AD-5MU WK-110 WK-200 LK-43 LK-100 CT-360 CasioTone Piano Keyboard Power Supply Cord\nPower Input Center Negative; Output 9V 2A 130mA, 250mA, 500mA, 650mA, 850mA, 2000mA / 9V Power Adapter fit for Casio Charger AD-5 AD-5MU AD-5MR AD-5EL AD-5GL Compatible with Casio keyboards Compatible with Casio keyboards ToneBank Mini CasioTone CT-460 Lantisri Lifelong friendly customer service. If you have any questions, please contact us and we 24Hrs in time after-sales service. Thank"}, {"role": "assistant", "content": "Price is $9.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHoly Voice Sterling Silver-Plated Jerusalem Decoration Ram Shofar 14 -16 With Shofar Stand, Carrying Bag, Brush & Anti-Odor Spray \u2013 Made in Israel.\nDecorate and Celebrate With Your Stunning Shofar The finest everyday items, ornaments, or instruments fill your heart as well as your home. Experience your spirituality and enhance your space with your decorative shofar from Holy Voice! Your traditional horn boasts breathtaking beauty thanks to its 925 sterling silver, 9k gold plating. Discover the perfect union of faith, fashion, and function in your exquisite, kosher shofar! Enjoy Every Premium Piece of Your Set Relish a set of superior quality! Based in Israel, we draw from ancient knowledge and modern technology to handcraft pieces that honor history"}, {"role": "assistant", "content": "Price is $79.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLG LT600P Refrigerator Water Filter, 3 Count (Pack of 1), White\nLG - 6 Month / 300 Gallon Capacity Replacement Refrigerator Water Filter (NSF42 and NSF53) or Provide cleaner, fresher and better tasting water and ice for your family Have peace of mind with nsf-certified lg filters that reduce contaminants Provides high-quality drinking water by removing contaminants like pesticides, chemicals, and detergents Removes 99.99% of cysts and almost all mercury, lead, and benzene Removes some herbacides and pharmaceuticals that can be found in water Genuine lg part or Filtration certification per nsf standards nsf42 and nsf53. Included components Filter, Instructions, and Warranty Material Plastic, Carbon, Dimensions 2."}, {"role": "assistant", "content": "Price is $131.97"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLatin Percussion Big Egg Shaker, Black\nLP\u2019s Big Egg Shakers are constructed with wipe-clean plastic and are approximately 3\u201d in diameter. They are filled with non-toxic steel shot and produce big shaker sound. Available in black and red. 3 Egg Shaker Constructed of wipe clean plastic Filled with non-toxic steel shot Great for loud playing situations Weight 4.5 ounces, Dimensions 5 x 4 x 4 inches, Country of Origin Taiwan, model number Rank Musical Instruments 25348, Hand Percussion Shakers 55, Is Discontinued No, Available April 15, 2017, Body Material plastic,steel, Color Name Black, Material Type Plastic, Musical Style All, Color Black, Brand Latin Percussion, Material Plastic,"}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEpiphone J45 Solid Top Acoustic Guitar (Natural)\nSitka spruce top and luxurious appointments in an Epiphone guitar offered at a steal. From Epiphone comes this beautiful entry-level guitar, priced for anyone to afford. Dressed in a beautiful finish, and featuring appointments you'd often find on higher-end guitars, the Epiphone guitar sounds just as good as it looks. Built on advanced jumbo body design, the depth of the body and the width of the shoulders create a large sound chamber, presenting tone that is full, deep, and loud. The mahogany back and sides paired with a solid Sitka spruce top brings out rich harmonics, lots of projection, and clarity in tone. A glued-in dovetail neck joint keeps the Epiphone acoustic guitar's neck and body"}, {"role": "assistant", "content": "Price is $299.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBlueridge Guitars 6 String Acoustic Guitar, Right, 000 Sitka Yellow\nBlueridge 000 style guitars are fast becoming the most popular guitar in its class. From folk to fingerstyle, the BR-143 is an example of a guitar that really does it all. The solid mahogany and spruce combined with the smaller body size make for a truly enjoyable\u2013and versatile guitar to play. Solid Sitka spruce top with scalloped braces gives you clean articulation and a crisp tone Solid mahogany back and sides for robust, warm resonance Slim mahogany neck offers fast, easy action and inherently long-lasting stability Quality natural bone nut and saddle for best tone transmission Every Blueridge now comes with an exclusive sturdy, padded Blueridge logo bag Weight 4"}, {"role": "assistant", "content": "Price is $860.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGENUINE Whirlpool Timer - Washer\nProduct Description This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Timer - Washer. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for the Following Item Whirlpool (WHIRA) Timer - Washer Whirlpool (WHIRA) Genuine Replacement Part Appliance-replacement-parts Product is plastic Manufacturer Whirlpool, Part Weight 0.32 ounces, Dimensions 4.63 x 4.38 x 6.63 inches, model number Is Discontinued No, Material Plastic, Quantity 1, Included Components 1, Rank Tools & Home Improvement Washer Parts & Accessories 456, Available November 9, 2011"}, {"role": "assistant", "content": "Price is $141.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nForeverPRO Roller Kit (4 Pak) Lower for Whirlpool Dishwasher 2959 303991\nForeverPRO Dishwasher Roller Kit (4 Pak) Lower Part Number replaces 2959 303991 675549 717509 8222 Whirlpool Dishwasher. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Com"}, {"role": "assistant", "content": "Price is $25.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPaiste Signature Cymbal Full Crash\nForged from proprietary bronze developed specifically for cymbals,handcrafted by highly skilled Swiss sound concepts,Signature Cymbals are instruments of unsurpassed quality for the discerning drummer's quest for personal creativity & musical excellence Since 1996. Alloy Proprietary Signature Bronze Soft to medium loud settings Live and recording Classic to modern Jazz Blues Swing Big Band Country Funk Reggae R&B and Soul as well as Pop and moderate Rock Weight 898 Grams, Dimensions 16 x 16 x 1 inches, model number Rank Musical Instruments 44826, Crash Cymbals 94, Is Discontinued No, Available April 4, 2007, Body Material Bronze, Material Type Bronze, Size 16 Inch, Brand Paiste, Material"}, {"role": "assistant", "content": "Price is $302.35"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCHAUVET DJ Hurricane 1101 Fog Machine w/LED Illuminated 1.3L Tank\nCompact and lightweight fog machine emits thick bursts of water-based fog to fill a venue within minutes Advanced fluid sensor, with automatic shut-off which protects our pump from overheating Features a 1.3 l tank capacity and quick heat-up time for an output of 8,000 cfm Easily control using the manual fog button Enhance operation and safety with the LED illuminated tank Weight 8.36 pounds, Dimensions 12.4 x 10.04 x 9.84 inches, model number Hurricane 1101, Rank Musical Instruments 89831, Stage Fog Machines & Accessories 599, Stage Lighting Equipment & Accessories 2724, Music Recording Equipment 24574, Available February"}, {"role": "assistant", "content": "Price is $129.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n10 inches Diameter Handmade singing bowl-Tibetan singing bowl from Nepal\nThis singing bowl is a special bowl, which is made of seven metals, i.e. gold, silver, copper, iron, tin, lead, and zinc. All the metal used has a specific purpose and represent the sun and the moon and other planets. This bowl can be used for meditation, music, and chakra cleansing. A leather striker is included with this singing bowl and this bowl was hand-hammered in Nepal. This bowl is truly hand made in a traditional way at singing-bowl house. Due to handmade bowl, the surface have several marked of hammered on it. The bowl have long lasting tune which create totally peaceful environment around you. who are looking for real handmade bowl from Himalaya will not"}, {"role": "assistant", "content": "Price is $230.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAquila Oud Strings Iraqi Tuning 11 Strings Red Nylgut Model 610\nAquila oud strings IRAQI tuning. new condition. The sets have a working tension of 3.4 kg per rope. The cellars are made with a newly discovered bio-plastic with high acoustic performance, derived from sugar cane, and called by us Sugar. The coated strings are made of hypoallergenic red copper (with the exception of the fourth ones for the Iraqi Oud set, which is in a gray metal alloy) and low noise under the fingers. Diameter conversion Sugar = Nylon x 0.91. Example 0.71 mm Nylon x.91 = 0.646 mm Sugar (in practice 0.65 mm). \u25cb Red strings \u25cb IRAQ"}, {"role": "assistant", "content": "Price is $21.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLronbird Steel Tongue Inch 13 Note Handpan Drums, Concert Percussion Instrument with Travel Bag Music Book Mallets for Adults Kids Meditation Yoga Chakra Healing, Unique Gifts, C Major (Blue)\n\ud83d\udd14EASY TO PLAY USEFUL FOR \u2714\ufe0f Stress & Anxiety Reduction \u2714\ufe0f Deep Relaxation \u2714\ufe0f Musicians & Teachers \u2714\ufe0f Holistic Healing & Reiki Practice \u2714\ufe0f Spiritual Healing \u2714\ufe0f Self-Hypnosis \u2714\ufe0f Home Decor \u2714\ufe0f Gift Lronbird Steel Tongue Drum The steel tongue drum is made of steel-titanium alloy and precision-cut by professional craftsmen to make 13 notes pronounce accurately to get an ideal ethereal tone, gentle and long, which helps to eliminate worries, relax the mind and relieve anxiety, come with music score which is"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHosa 1/4 TS to Neutrik speakON Speaker Adaptor Cable, 16 AWG x 2 OFC\nThe Hosa GSK116 cable is designed to adapt a speaker cable with a phone plug to a speaker with a SpeakON input. It is ideal for use in touring and other live-sound applications. This cable is designed to adapt a speaker cable with a phone plug to a speaker with a Speakon input. It is ideal for use in touring and other live-sound applications A genuine Neutrik Speakon connector for a safe and secure connection every time Oxygen-free copper (OFC) Conductors for lower resistance and increased signal flow Intended for high-current applications only, not line level signals Conductor) 16 AWG x 2 OFC"}, {"role": "assistant", "content": "Price is $23.95"}]}
\ No newline at end of file
diff --git a/week6/community-contributions/kwabena/items.py b/week6/community-contributions/kwabena/items.py
new file mode 100644
index 0000000..89aecc4
--- /dev/null
+++ b/week6/community-contributions/kwabena/items.py
@@ -0,0 +1,103 @@
+from typing import Optional
+from transformers import AutoTokenizer
+import re
+
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+
+MIN_TOKENS = 150 # Any less than this, and we don't have enough useful content
+MAX_TOKENS = 160 # Truncate after this many tokens. Then after adding in prompt text, we will get to around 180 tokens
+
+MIN_CHARS = 300
+CEILING_CHARS = MAX_TOKENS * 7
+
+class Item:
+ """
+ An Item is a cleaned, curated datapoint of a Product with a Price
+ """
+
+ tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
+ PREFIX = "Price is $"
+ QUESTION = "How much does this cost to the nearest dollar?"
+ REMOVALS = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
+
+ title: str
+ price: float
+ category: str
+ token_count: int = 0
+ details: Optional[str]
+ prompt: Optional[str] = None
+ include = False
+
+ def __init__(self, data, price):
+ self.title = data['title']
+ self.price = price
+ self.parse(data)
+
+ def scrub_details(self):
+ """
+ Clean up the details string by removing common text that doesn't add value
+ """
+ details = self.details
+ for remove in self.REMOVALS:
+ details = details.replace(remove, "")
+ return details
+
+ def scrub(self, stuff):
+ """
+ Clean up the provided text by removing unnecessary characters and whitespace
+ Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers
+ """
+ stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
+ stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
+ words = stuff.split(' ')
+ select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
+ return " ".join(select)
+
+ def parse(self, data):
+ """
+ Parse this datapoint and if it fits within the allowed Token range,
+ then set include to True
+ """
+ contents = '\n'.join(data['description'])
+ if contents:
+ contents += '\n'
+ features = '\n'.join(data['features'])
+ if features:
+ contents += features + '\n'
+ self.details = data['details']
+ if self.details:
+ contents += self.scrub_details() + '\n'
+ if len(contents) > MIN_CHARS:
+ contents = contents[:CEILING_CHARS]
+ text = f"{self.scrub(self.title)}\n{self.scrub(contents)}"
+ tokens = self.tokenizer.encode(text, add_special_tokens=False)
+ if len(tokens) > MIN_TOKENS:
+ tokens = tokens[:MAX_TOKENS]
+ text = self.tokenizer.decode(tokens)
+ self.make_prompt(text)
+ self.include = True
+
+ def make_prompt(self, text):
+ """
+ Set the prompt instance variable to be a prompt appropriate for training
+ """
+ self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
+ self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
+ self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
+
+ def test_prompt(self):
+ """
+ Return a prompt suitable for testing, with the actual price removed
+ """
+ return self.prompt.split(self.PREFIX)[0] + self.PREFIX
+
+ def __repr__(self):
+ """
+ Return a String version of this Item
+ """
+ return f"<{self.title} = ${self.price}>"
+
+
+
+
+
\ No newline at end of file
diff --git a/week6/community-contributions/kwabena/loaders.py b/week6/community-contributions/kwabena/loaders.py
new file mode 100644
index 0000000..c3472e2
--- /dev/null
+++ b/week6/community-contributions/kwabena/loaders.py
@@ -0,0 +1,81 @@
+from datetime import datetime
+from tqdm import tqdm
+from datasets import load_dataset
+from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor
+from items import Item
+
+CHUNK_SIZE = 1000
+MIN_PRICE = 0.5
+MAX_PRICE = 999.49
+
+class ItemLoader:
+
+
+ def __init__(self, name):
+ self.name = name
+ self.dataset = None
+
+ def from_datapoint(self, datapoint):
+ """
+ Try to create an Item from this datapoint
+ Return the Item if successful, or None if it shouldn't be included
+ """
+ try:
+ price_str = datapoint['price']
+ if price_str:
+ price = float(price_str)
+ if MIN_PRICE <= price <= MAX_PRICE:
+ item = Item(datapoint, price)
+ return item if item.include else None
+ except ValueError:
+ return None
+
+ def from_chunk(self, chunk):
+ """
+ Create a list of Items from this chunk of elements from the Dataset
+ """
+ batch = []
+ for datapoint in chunk:
+ result = self.from_datapoint(datapoint)
+ if result:
+ batch.append(result)
+ return batch
+
+ def chunk_generator(self):
+ """
+ Iterate over the Dataset, yielding chunks of datapoints at a time
+ """
+ size = len(self.dataset)
+ for i in range(0, size, CHUNK_SIZE):
+ yield self.dataset.select(range(i, min(i + CHUNK_SIZE, size)))
+
+ def load_in_parallel(self, workers):
+ """
+ Use concurrent.futures to farm out the work to process chunks of datapoints -
+ This speeds up processing significantly, but will tie up your computer while it's doing so!
+ """
+ results = []
+ chunk_count = (len(self.dataset) // CHUNK_SIZE) + 1
+ with ProcessPoolExecutor(max_workers=workers) as pool:
+ for batch in tqdm(pool.map(self.from_chunk, self.chunk_generator()), total=chunk_count):
+ results.extend(batch)
+ for result in results:
+ result.category = self.name
+ return results
+
+ def load(self, workers=8):
+ """
+ Load in this dataset; the workers parameter specifies how many processes
+ should work on loading and scrubbing the data
+ """
+ start = datetime.now()
+ print(f"Loading dataset {self.name}", flush=True)
+ self.dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{self.name}", split="full", trust_remote_code=True)
+ results = self.load_in_parallel(workers)
+ finish = datetime.now()
+ print(f"Completed {self.name} with {len(results):,} datapoints in {(finish-start).total_seconds()/60:.1f} mins", flush=True)
+ return results
+
+
+
+
\ No newline at end of file
diff --git a/week6/community-contributions/kwabena/product pricer flavoured.ipynb b/week6/community-contributions/kwabena/product pricer flavoured.ipynb
new file mode 100644
index 0000000..e3f7918
--- /dev/null
+++ b/week6/community-contributions/kwabena/product pricer flavoured.ipynb
@@ -0,0 +1,567 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "db8736a7-ed94-441c-9556-831fa57b5a10",
+ "metadata": {},
+ "source": [
+ "# The Product Pricer Continued\n",
+ "\n",
+ "A model that can estimate how much something costs, from its description.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# imports\n",
+ "\n",
+ "import os\n",
+ "import re\n",
+ "import math\n",
+ "import json\n",
+ "import random\n",
+ "from dotenv import load_dotenv\n",
+ "from huggingface_hub import login\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pickle\n",
+ "from collections import Counter\n",
+ "from openai import OpenAI\n",
+ "from anthropic import Anthropic"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "36d05bdc-0155-4c72-a7ee-aa4e614ffd3c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# environment\n",
+ "\n",
+ "load_dotenv(override=True)\n",
+ "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
+ "os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
+ "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4dd3aad2-6f99-433c-8792-e461d2f06622",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Log in to HuggingFace\n",
+ "\n",
+ "hf_token = os.environ['HF_TOKEN']\n",
+ "login(hf_token, add_to_git_credential=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "884a50bd-8cae-425e-8e56-f079fc3e65ce",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# moved our Tester into a separate package\n",
+ "# call it with Tester.test(function_name, test_dataset)\n",
+ "\n",
+ "from items import Item\n",
+ "from testing import Tester"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b0a6fb86-74a4-403c-ab25-6db2d74e9d2b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai = OpenAI()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's avoid curating all our data again! Load in the pickle files:\n",
+ "\n",
+ "with open('train.pkl', 'rb') as file:\n",
+ " train = pickle.load(file)\n",
+ "\n",
+ "with open('test.pkl', 'rb') as file:\n",
+ " test = pickle.load(file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e8367135-f40e-43e1-8f3c-09e990ab1194",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# OpenAI recommends fine-tuning with populations of 50-100 examples\n",
+ "# But as our examples are very small, I'm suggesting we go with 200 examples (and 1 epoch)\n",
+ "\n",
+ "fine_tune_train = train[:200]\n",
+ "fine_tune_validation = train[200:250]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8be4a889-81c3-42b1-a2fc-034cdc7321a6",
+ "metadata": {},
+ "source": [
+ "# Step 1\n",
+ "\n",
+ "Prepare our data for fine-tuning in JSONL (JSON Lines) format and upload to OpenAI"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8ae2fb3c-1cff-4ce3-911e-627c970edd7b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First let's work on a good prompt for a Frontier model\n",
+ "# Notice that I'm removing the \" to the nearest dollar\"\n",
+ "# When we train our own models, we'll need to make the problem as easy as possible,\n",
+ "# but a Frontier model needs no such simplification.\n",
+ "\n",
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1aa280f6-1227-426a-a2e2-1ce985feba1e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "messages_for(train[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c0e5b56c-8a0b-4d8e-a112-ce87efb4e152",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into a list of json objects - a \"jsonl\" string\n",
+ "# Each row represents a message in the form:\n",
+ "# {\"messages\" : [{\"role\": \"system\", \"content\": \"You estimate prices...\n",
+ "\n",
+ "\n",
+ "def make_jsonl(items):\n",
+ " result = \"\"\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " messages_str = json.dumps(messages)\n",
+ " result += '{\"messages\": ' + messages_str +'}\\n'\n",
+ " return result.strip()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5e72de93-a6a6-4b35-855e-15786b97bf5f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(make_jsonl(train[:3]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7734bff0-95c4-4e67-a87e-7e2254e2c67d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into jsonl and write them to a file\n",
+ "\n",
+ "def write_jsonl(items, filename):\n",
+ " with open(filename, \"w\") as f:\n",
+ " jsonl = make_jsonl(items)\n",
+ " f.write(jsonl)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "393d3ad8-999a-4f99-8c04-339d9166d604",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_train, \"fine_tune_train.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8e23927f-d73e-4668-ac20-abe6f14a56cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_validation, \"fine_tune_validation.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d59ad8d2-c61a-448e-b7ed-232f1606970f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_train.jsonl\", \"rb\") as f:\n",
+ " train_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "083fefba-fd54-47ce-9ff3-aabbc200846f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "97df3360-0760-4422-a556-5f26d23de6dc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_validation.jsonl\", \"rb\") as f:\n",
+ " validation_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a1abb8f3-9e52-4061-970c-fcf399d8ffa3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "validation_file"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "466052b9-9fb9-48f6-8cf9-c74e6ddc1394",
+ "metadata": {},
+ "source": [
+ "# Step 2\n",
+ "\n",
+ "I love Weights and Biases - a beautiful, free platform for monitoring training runs. \n",
+ "Weights and Biases is integrated with OpenAI for fine-tuning.\n",
+ "\n",
+ "First set up your weights & biases free account at:\n",
+ "\n",
+ "https://wandb.ai\n",
+ "\n",
+ "From the Avatar >> Settings menu, near the bottom, you can create an API key.\n",
+ "\n",
+ "Then visit the OpenAI dashboard at:\n",
+ "\n",
+ "https://platform.openai.com/account/organization\n",
+ "\n",
+ "In the integrations section, you can add your Weights & Biases key.\n",
+ "\n",
+ "## And now time to Fine-tune!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c7add1a7-a746-4d6e-a5f8-e25629b8b527",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "49801e69-9277-4deb-9f33-99efb6b45ac2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_file.id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "45421b86-5531-4e42-ab19-d6abbb8f4c13",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.create(\n",
+ " training_file=train_file.id,\n",
+ " validation_file=validation_file.id,\n",
+ " model=\"gpt-4o-mini-2024-07-18\",\n",
+ " seed=42,\n",
+ " hyperparameters={\"n_epochs\": 1},\n",
+ " integrations = [wandb_integration],\n",
+ " suffix=\"pricer\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "aeb9de2e-542c-4e83-81c7-b6745133e48b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.list(limit=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "40d24873-8ff5-413f-b0d4-8f77c28f18e1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "job_id = openai.fine_tuning.jobs.list(limit=1).data[0].id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a32aef35-4b38-436c-ad00-d082f758efa7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "job_id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a7e01247-c133-48e1-93d3-c79c399e6178",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.retrieve(job_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0f5150e1-b8de-485f-8eba-cf1e5b00c117",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10).data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b19ea9e9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import wandb\n",
+ "from wandb.integration.openai.fine_tuning import WandbLogger\n",
+ "\n",
+ "# Log in to Weights & Biases.\n",
+ "wandb.login()\n",
+ "# Sync the fine-tuning job with Weights & Biases.\n",
+ "WandbLogger.sync(fine_tune_job_id=job_id, project=\"gpt-pricer\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "066fef03-8338-4526-9df3-89b649ad4f0a",
+ "metadata": {},
+ "source": [
+ "# Step 3\n",
+ "\n",
+ "Test our fine tuned model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "fa4488cb-3c17-4eda-abd1-53c1c68a491b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e9370937-5a6f-4724-8265-b208663b4450",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fine_tuned_model_name"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The prompt\n",
+ "\n",
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4ff92d61-0d27-4b0d-8b32-c9891016509b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Try this out\n",
+ "\n",
+ "messages_for(test[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b1af1888-f94a-4106-b0d8-8a70939eec4e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# A utility function to extract the price from a string\n",
+ "\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+ " return float(match.group()) if match else 0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f138c5b7-bcc1-4085-aced-68dad1bf36b4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "get_price(\"The price is roughly $99.99 because blah blah\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "501a2a7a-69c8-451b-bbc0-398bcb9e1612",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The function for gpt-4o-mini\n",
+ "\n",
+ "def gpt_fine_tuned(item):\n",
+ " response = openai.chat.completions.create(\n",
+ " model=\"ft:gpt-4o-mini-2024-07-18:gpt-pricer:pricer:CVwNdjUi\",\n",
+ " messages=messages_for(item),\n",
+ " seed=42,\n",
+ " max_tokens=7\n",
+ " )\n",
+ " reply = response.choices[0].message.content\n",
+ " return get_price(reply)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "843d88b4-364a-431b-b48b-8a7c1f68b786",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(test[0].price)\n",
+ "print(gpt_fine_tuned(test[0]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "edd7ada0-15b7-42ec-bbbb-1250e0eb9af1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(test[0].test_prompt())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "36bdd2c9-1859-4f99-a09f-3ec83b845b30",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Tester.test(gpt_fine_tuned, test)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week6/community-contributions/kwabena/testing.py b/week6/community-contributions/kwabena/testing.py
new file mode 100644
index 0000000..cd43924
--- /dev/null
+++ b/week6/community-contributions/kwabena/testing.py
@@ -0,0 +1,75 @@
+import math
+import matplotlib.pyplot as plt
+
+GREEN = "\033[92m"
+YELLOW = "\033[93m"
+RED = "\033[91m"
+RESET = "\033[0m"
+COLOR_MAP = {"red":RED, "orange": YELLOW, "green": GREEN}
+
+class Tester:
+
+ def __init__(self, predictor, data, title=None, size=250):
+ self.predictor = predictor
+ self.data = data
+ self.title = title or predictor.__name__.replace("_", " ").title()
+ self.size = size
+ self.guesses = []
+ self.truths = []
+ self.errors = []
+ self.sles = []
+ self.colors = []
+
+ def color_for(self, error, truth):
+ if error<40 or error/truth < 0.2:
+ return "green"
+ elif error<80 or error/truth < 0.4:
+ return "orange"
+ else:
+ return "red"
+
+ def run_datapoint(self, i):
+ datapoint = self.data[i]
+ guess = self.predictor(datapoint)
+ truth = datapoint.price
+ error = abs(guess - truth)
+ log_error = math.log(truth+1) - math.log(guess+1)
+ sle = log_error ** 2
+ color = self.color_for(error, truth)
+ title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+"..."
+ self.guesses.append(guess)
+ self.truths.append(truth)
+ self.errors.append(error)
+ self.sles.append(sle)
+ self.colors.append(color)
+ print(f"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}")
+
+ def chart(self, title):
+ max_error = max(self.errors)
+ plt.figure(figsize=(12, 8))
+ max_val = max(max(self.truths), max(self.guesses))
+ plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)
+ plt.scatter(self.truths, self.guesses, s=3, c=self.colors)
+ plt.xlabel('Ground Truth')
+ plt.ylabel('Model Estimate')
+ plt.xlim(0, max_val)
+ plt.ylim(0, max_val)
+ plt.title(title)
+ plt.show()
+
+ def report(self):
+ average_error = sum(self.errors) / self.size
+ rmsle = math.sqrt(sum(self.sles) / self.size)
+ hits = sum(1 for color in self.colors if color=="green")
+ title = f"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%"
+ self.chart(title)
+
+ def run(self):
+ self.error = 0
+ for i in range(self.size):
+ self.run_datapoint(i)
+ self.report()
+
+ @classmethod
+ def test(cls, function, data):
+ cls(function, data).run()
\ No newline at end of file
diff --git a/week6/community-contributions/nikhil_raut/fine_tune_train.jsonl b/week6/community-contributions/nikhil_raut/fine_tune_train.jsonl
new file mode 100644
index 0000000..caa3fba
--- /dev/null
+++ b/week6/community-contributions/nikhil_raut/fine_tune_train.jsonl
@@ -0,0 +1,200 @@
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDelphi FG0166 Fuel Pump Module\nDelphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7"}, {"role": "assistant", "content": "Price is $226.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPower Stop Rear Z36 Truck and Tow Brake Kit with Calipers\nThe Power Stop Z36 Truck & Tow Performance brake kit provides the superior stopping power demanded by those who tow boats, haul loads, tackle mountains, lift trucks, and play in the harshest conditions. The brake rotors are drilled to keep temperatures down during extreme braking and slotted to sweep away any debris for constant pad contact. Combined with our Z36 Carbon-Fiber Ceramic performance friction formulation, you can confidently push your rig to the limit and look good doing it with red powder brake calipers. Components are engineered to handle the stress of towing, hauling, mountainous driving, and lifted trucks. Dust-free braking performance. Z36 Carbon-Fiber Ceramic formula provides the extreme braking performance demanded by your truck or 4x"}, {"role": "assistant", "content": "Price is $506.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nABBA 36 Gas Cooktop with 5 Sealed Burners - Tempered Glass Surface with SABAF Burners, Natural Gas Stove for Countertop, Home Improvement Essentials, Easy to Clean, 36 x 4.1 x 20.5\ncooktop Gas powered with 4 fast burners and 1 ultra-fast center burner Tempered glass surface with removable grid for easy cleaning Lightweight for easy installation. Installation Manual Included Counter cutout Dimensions 19 3/8 x 34 1/2 (see diagram) Insured shipping for your satisfaction and peace of mind Brand Name ABBA EST. 1956, Weight 30 pounds, Dimensions 20.5\\ D x 36\\ W x 4.1\\ H, Installation Type Count"}, {"role": "assistant", "content": "Price is $405.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nShabby Restore Silver Chrome Knob Bolt Fittings for Ceramic & Glass Pulls, Knobs, 3 Bolt, Washer, Nut, Metal Flower\nSilver Chrome Knob Fitting for ceramic and glass knobs & pulls. Replace the existing ones with these. These are made to go through an existing hole in the knob. The pictures show a knob with silver chrome hardware. Knobs are NOT included. Silver Chrome Silver Chrome Included Screw Size 3 Screw Size 3 1 Washers 1 Washers 1 Nuts 1 Nuts 1 Back Plate 1 Back Plate 1 Front Metal Flower 1 Front Metal Flower INCLUDED Pack of 1 Chrome 3 Bolt, 1 washer, 1 nut, 1 backplate, 1 metal flower piece. Total length of"}, {"role": "assistant", "content": "Price is $1.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFurrion Access 4G LTE/WiFi Dual Band Portable Router with 1GB of Data Included. Works Omni-Direction Rooftop Antenna to Provide high-Speed Internet connectivity on The go - White\nWORKS WITH FURRION ACCESS ANTENNA Works exclusively with Furrion Omni-directional rooftop antenna to keep you fully connected when you're on the move. EXTENDED WIFI AND 4G The LTE Wi-Fi Router provides speeds up to (support LTE Band and has a Wi-Fi range extender for improved signal strength. Allows you to connect up to 30 devices and auto-switch between 4G and WiFi. WiFI NETWORK SECURITY Allows you to connect to available 2.4GHz and 5 GHz WiFi signals and gives you peace of mind with WiFi network"}, {"role": "assistant", "content": "Price is $246.93"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDasbecan Rear View Park Assist Backup Camera Replacement Compatible with Lincoln MKX 2013 2014 2015 Replaces#\nReplaces # Compatible with Lincoln MKX 2013 2014 2015 Made of high-quality materials with maximum durability.And exact equivalent part meets the original manufacturer's specifications and features. Easy to install and direct replacement for the old or broken one. Save your time and money. If you are not satisfied with the product, please feel free contact us via Amazon Message, and we will reply within 24 hours and help solve the problem. Dimensions 2.56 x 2.48 x 2.32 inches, Weight 1.44 ounces, Rank Electronics Vehicle Backup Cameras 899, Other display features Wireless, Manufacturer Dasbecan, Country of"}, {"role": "assistant", "content": "Price is $75.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDynasty Door Closer Heavy Duty Commercial Grade Hydraulic Adjustable Spring Door Closer Series 4401 Meets ADA Sprayed Aluminum Finish\nNon-Handed for Regular Arm, Top-Jamb or Parallel Arm Installation Closer Body Mounting Hole Pattern Match LCN 4040 / 4010 Standard Adjustable Back-Check Function Grade 1, ANSI 156.4 Heavy Duty Door Closer UL Listed for Fire Door Assemblies Manufacturer Dynasty Hardware, Part Weight 12.3 pounds, Dimensions 12.25 x 3 x 3 inches, Country of Origin China, model number Is Discontinued No, Color Sprayed Aluminum, Material Aluminum, Installation Method Screw In, Quantity 1, Included Components Closer Arm, Closer Body, Plastic Cover, Fasteners, Instructions, Rank Tools"}, {"role": "assistant", "content": "Price is $144.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMFJ884 Original MFJ Enterprises 200 W MHz Cross Needle SWR/Wattmeter\nHF/VHF and UHF, 1.8 to 525 MHz, power range 0-200 Watts in three ranges Watts. Has separate HF and VHF/UHF power sensors with SO-239 connectors. If you will not settle for less than the best accuracy and precision then these handsome GrandMasters are for you. You get a 3-inch precision illuminated Cross-Needle meter for easy wide-angle viewing. Read SWR, forward and reflected power all in a single glance! Three-color scale gives you improved readability and reliability. LED backlight gives excellent night vision. Requires 13.8 VDC or operation. Each unit is precisely factory calibrated for accurate measurements. Air-Dielectric"}, {"role": "assistant", "content": "Price is $174.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStark Portable 5 cu Ft Electric Concrete Cement Mixer Machine Freestanding 1/2 HP Mixing Concrete with Wheel\nPowerful Motor - Heavy duty motor with heavy duty direct drive gearbox, 23 RPM improve running time and stability Multi Applications Mixer - This heavy duty cement mixer is ideal for concrete, stucco, and mortar and perfect for inoculating seeds and mixing feeds Safety Lock - It has switch with safety lock, which is easy to control; Motor 1/2 HP; RPM 1725 Direct Drive Gearbox - Mixer features a direct drive gearbox - easy to assemble, no belts or pulleys 2 Wheels for Easy Moving - Cement mixer has two rubber wheels, which provide convenience for moving the machine on any road condition Brand Stark USA, Color Orange, Special Feature Adjustable Speed"}, {"role": "assistant", "content": "Price is $349.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKNIPEX Tools - Diagonal Flush Cutter for Plastics, 45 Degree Angle Red\nKNIPEX 72 11 160 Diagonal Pliers for Flush Cut Plastics 45 Angled Diagonal Pliers for Flush Cut Plastics 45 Angled Diagonal Pliers for Flush Cut Plastics 45 Angled Diagonal Pliers for Flush Cut Plastics 45 Angled Diagonal Pliers for Flush Cut Plastics 45 Angled Diagonal Pliers for Flush Cut Plastics 45 Angled Brand KNIPEX, Material Blend, Color Red, Handle Material Plastic, Weight 156 Grams, Specific Uses For Product Interior, Dimensions 6.38\\ L x 2\\ W, Manufacturer Knipex Tools LP, Part 89885"}, {"role": "assistant", "content": "Price is $52.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPG Engine Air Filter | Fits Chevrolet Camaro\nSUPERIOR ENGINE PROTECTION \u2013 Premium Guard Air Filters filter out 99% of incoming engine air to help extend the life of your engine. ENHANCED PERFORMANCE \u2013 High-capacity air filter media removes dangerous particles improving engine performance and increasing engine efficiency. EASY TO INSTALL - Premium Guard Air Filters are engineered to fit perfectly inside your vehicle\u2019s housing for quick and easy installation. Compatible with Chevrolet Camaro. Precisely designed, engineered, and tested to meet and exceed all GENERAL MOTORS OE air filter requirements. Replaces GENERAL MOTORS Air Filter. Always check fitment using the Vehicle Filter Manufacturer Premium Guard, Brand Premium Guard, Weight 1.12 pounds, Dimensions 12.1 x 10.6 x 2.1 inches"}, {"role": "assistant", "content": "Price is $31.27"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nVEVOR Utility Blower Fan 10 inch with 10M Duct Portable 1520 CFM High Velocity Utility Blower,Mighty Mini Low Noise,for Factories Basements Shipyards Farm\n320W Cylinder Fan 10inch Ventilation BlowerThe 10 inch ventilation fan at an excellent price, top of quality and boxed, is mainly used for low wind pressure, air flow of the occasions, like factories, basements, shipyards, farms, grain storage, chemical, etc. It has a AC mptor. Made of heavy duty steel, compact with large flow portable with a handle, a 16ft PVC ducting. Powerful AC Motor Large Flow Protective Fan Guards Humanized Design 16ft PVC Ducting key FeaturesStrong AC MotorFast Speed"}, {"role": "assistant", "content": "Price is $135.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRugged Ridge | Headlight Bezel Kit, Black | | Fits Jeep Wrangler JK\nComplete the look of your front end with these easy-to-install headlight trim bezels from Rugged Ridge. Each UV treated bezel easily attaches to factory mounting points creating a clean look. The bezels come complete with automotive grade double-sided tape. Rest assured, the headlight trim bezels are back by the Rugged Ridge Limited 5 Year Warranty. Rugged Ridge Headlight Trim - Pair Rugged Ridge Black Parking Light Bezel - Pair Headlight Bezels Parking Light Bezels Rugged Ridge Headlight Trim - Pair Rugged Ridge Black Parking Light Bezel - Pair Rugged Ridge Exterior Trim Accessories are the perfect way to give your Wrangler that wow factor you need that will set you apart"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCastle X CX200 Liberty Dual Sport Helmet in Matte Charcoal, Size XX-Large\nAggressive, modern shell design created with CAD technology. Shell constructed with Advanced Polycarbonate Composite injection molding. Multi-density EPS liner including placement in chin bar laterals. Hard coated, optically correct single pane shield. Rider friendly drop down sun visor system, fitted standard with Hi-Definition smoke tint sun visor. Removable interior padding system offers a plush fit. DOT & ECE Approved. Meets the FMVSS 218 Standard. Eyeglass friendly cheek pads. Quick release chin strap buckle system offers micro adjustments for secure comfort. Advanced ventilation system allows air to easily flow front to back in the helmet to remove excess heat via the air flow channels in the EPS liner. Communication System compatible"}, {"role": "assistant", "content": "Price is $165.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAmazon Basics Grocery Store Checkout Counter, Kids Supermarket Pretend Play Store, Gift for Age 3Y+\nAn Amazon Brand Grocery store checkout counter play set for kids; pretend to buy and sell toy groceries with play money; recommended for ages 3+ Realistic play with checkout counter, hand cranked conveyor belt, bagging area, beeping scanner, electronic balance, and card swipe machine; (NOTE batteries are not included,the battery need AA*4) Practice counting and simple math skills with play money; includes cash drawer, 12 paper currency bills, 6 coins, and 2 credit cards Includes kid-sized grocery store shopping basket and toy groceries including ice cream, milk, water, carrot, bean, tomato, green pepper, and 3 boxes Durably constructed counter made of sturdy"}, {"role": "assistant", "content": "Price is $125.81"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBattery Grip Kit for Canon EOS 1100D, EOS Rebel T6i, Rebel T6s, EOS 750D, EOS 760D, EOS 8000D, KISS X8i Digital SLR Replacement) - Includes Battery Grip + 2 LP-E17 Batteries + Battery Charger\nBattery Grip Description The Multi-Power Battery Grip for the Canon EOS 1100D, EOS Rebel T6i, Rebel T6s, EOS 750D, EOS 760D, EOS 8000D, KISS X8i Digital SLR Camera holds 2 LP-E17 batteries, providing twice the power of a standard battery pack. Featuring a vertical shutter release button and an easy power on/off switch, this power grip makes shooting vertically just as comfortable as"}, {"role": "assistant", "content": "Price is $59.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n512GB 8x64GB LRDIMM Memory for Apple Mac Pro 2019 7,1 by NEMIX RAM\nNemix Ram 512GB Kit DDR4 2933 / 1.2V SDRAM Compatible with Apple Mac Pro 2019 MacPro 7,1 / / / Model ID MacPro 7,1 2.5GHz / 2.7GHz / 3.2GHz / 3.3GHz Meets and Exceeds Apple Specifications Processor 2933 MHz, RAM 512 GB DDR4, Memory Speed 23400 MHz, Brand NEMIX RAM, model number Apple Mac Pro 2019 MacPro 7,1, Hardware Platform Mac, Dimensions 8 x 3 x 1"}, {"role": "assistant", "content": "Price is $930.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFaithfull No.778 Rebate Plane\nQuality cast iron body. Accurately ground base. Two position cutter for rebate and bull nose work. Double sided adjustable fence. Accurate depth stop. Cuts rebates up to 38mm / wide. 5 year guarantee. Proven reliable Faithfull technology Lightweight construction at just 2.24 Kgs High performace for the home or tradesman Brand Faithfull, Material Cast Iron, Color Gold|brown|black|grey, Dimensions LxWxH 2.56 x 6.3 x 11.22 inches, Weight 2.34 Kilograms, Style Cut,Adjustable,Work, Base Material Cast Iron, Included Components No.778 Rebate Plane, Manufacturer Curtis Holt NW, Part Dimensions "}, {"role": "assistant", "content": "Price is $68.56"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHusky 87073 2 Ball 2 Width Straight Coupler with Chain, Grey\nHusky straight couplers are perfect for safe towing of 1-7/8 inch and 2 inch trailers. Husky straight couplers are built to the highest industry standards, tested and certified to meet VESC Reg. V-5, SAE Erg. For increased safety, each Husky straight coupler includes a safety pin as an additional means of securing the ball clamp in a locked position (safety pin is required to be used at all times) and a safety chain to eliminate loss of the safety pin. The quick release assembly allows for fast and safe locking and unlocking of the ball clamp for convenient hook-up and disconnect. Sleeve packaged. Ball size 2 inch Inside width"}, {"role": "assistant", "content": "Price is $25.47"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nzr8 OBD2 Code Reader with Live Data for 1996 and Newer Vehicles with OBD Port\nThe Zurich ZR8 OBD2 Code Reader has an oil light reset, battery/alternator system check and can diagnose and erase ABS codes and lights on domestic vehicles. The ZR8 streams live data and comes equipped with a trip cycle procedure. Its 2.8 in. color screen displays 20 data points at once and can be set in either English or Spanish. With a hot key feature for one-touch access to the menu and a vehicle health monitor LED to check emissions readiness, the ZR8 is easy to use - and affordable. Works with virtually all cars, light trucks, minivans, SUVs or hybrids manufactured since 1996 (O"}, {"role": "assistant", "content": "Price is $146.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOmix | | Steering Pump | OE Reference | Fits Jeep Wrangler TJ 2.5L\nOmix offers a wide selection of steering and suspension components to keep your Jeep safely on the road with quality that always meets or exceeds that of the original. This replacement power steering pump fits 97-02 Wrangler TJ models equipped with 2.5 liter engines. Replaces OE FITMENT | For Jeep Wrangler TJ 2.5L OMIX | Steering Pump WARRANTY | Limited 5-Year Warranty OMIX | Proudly offering all the parts you need to keep your Jeep running like new with quality standards that always meet or exceed those of the factory part. Manufacturer Omix-ADA, Brand Omix-Ada, Weight 4.25 pounds, Dimensions 4.5 x"}, {"role": "assistant", "content": "Price is $244.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLogitech Z333 2.1 Speakers \u2013 Easy-access Volume Control, Headphone Jack \u2013 PC, Mobile Device, TV, DVD/Blueray Player, and Game Console Compatible, Black\nLogitech Multimedia Speakers z333 deliver 80 watts peak power with a deep bass response adding intensity to your music, movies and games System requirements Television|Computer|Smartphone|Tablet|Music player|DVD player|Blu-ray player|PlayStation|Xbox|Wii. 80 WATTS OF BOLD SOUND -80 Watts Watts RMS power delivers maximum loudness via two satellite speakers and a large subwoofer. Enjoy rich, clear, bold sound. (Small driver (tweeter) on satellite speakers is decorative and non-operational) STRONG BASS - The"}, {"role": "assistant", "content": "Price is $94.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nacegoo Bedside LED Reading Light Dimmable Bedroom Wall Lamp, Flexible Gooseneck Book Light with USB Charger & Rotary Lampshade, LED Head Touch Control, Wall or Headboard Surface Mount\nSuper Flexible Bedside Spotlight Reading Lamp Features Slim line style - takes up minimal space also doesn't get in the way of being over a bed, offers plenty space for reading process. Even and cozy light - built in flicker-free LED bulb and recessed glare control diffuser emits soften crisp warm light, easier on the eyes. Directional beam - 360\u00b0 adjustable flexible arm and 320\u00b0 rotary lens, easy aim the light to book pages or reading materials. Focused LED beam - narrow cone of light directly point to reading pages on one side of bed without disturbing the bed partner."}, {"role": "assistant", "content": "Price is $27.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLEGO City High-Speed Passenger Train 60051 Train Toy\nProduct Description Travel around the city in no time with the motorized LEGO City High-speed Passenger Train! Operate the infrared remote control to power around the curved tracks at top speed. This streamlined, super-efficient train has a high-speed front profile and electricity contact points on top. Lift off the roof of the front car to place the driver inside at the cool dashboard and open the passenger cars to access the seats and tables. Wait for the train with the traveler at the way station and pedal safely across the crossing with the cyclist once the train has gone past. Includes 3 minifigures train driver, traveler and a cyclist. Features motorized locomotive with infrared remote control, high-speed front profile, removable roof with electricity contact point"}, {"role": "assistant", "content": "Price is $319.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFront Bumper Lip Compatible With Chevy Corvette C6, Factory Style Black PU Front Lip Finisher Under Chin Spoiler Add On by IKON MOTORSPORTS, 2007 2008 2009 2010 2011 2012\nFit for 05-13 Corvette ZR1, Z06, Grand Sport, all trims except base model. Style OEM Style | Material High Quality Polyurethane (PU) | Color Unpainted Raw Material Black Package includes 1x Front Bumper Lip Bolt-on Installation, Instructions NOT included, Professional Installation is Highly Recommended. 30 Days Limited Warranty (This is NOT an OEM part. This product is designed to be a replacement for the OEM part) Manufacturer IKON MOTORSPORTS, Brand IKON MOTORSPORTS, model"}, {"role": "assistant", "content": "Price is $324.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nExtang Tuff Tonno Soft Roll-up Truck Bed Tonneau Cover | 14415 | Fits Ford F150 8' 1 Bed (97.4 )\nThe Extang Tuff Tonno is a roll-up truck bed cover that features smooth edges, a tarp-tightening rotating tail rail, and spring-loaded, adjustable bows. The Tuff Tonno's rotating rear rail is Extang engineered to offer a great looking truck bed cover that is easy to use. SpringLock bows are simple to install and they wont fall off at any speed. Get a clean, smooth look with the world's strongest tarp attachment system. Tarp Can Be Quickly Rolled Up To Haul Large Cargo Unique J-Channel Gives Your Tonno Great Looking, Clean Edges Perfectly Sewn"}, {"role": "assistant", "content": "Price is $380.31"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTOPS 8-1/2 x 11 Data Pad, Numbered 3-Hole Punched, Heavyweight White Bond, 50 Sheets/Pads, Box of 10 Pads (3619)\nTrack all of your important info with TOPS Data Pads, packed in a convenient 10-pad box. TOPS Data Pads are made of high quality, heavyweight bond paper with precise rulings printed in non-smear ink. These pads provide a format with 31 numbered rows. 8-1/2 x 11. pads. 10-pad box. Versatile format with customizable headers and 31 numbered rows helps tabulate a variety of data Convenient 3-hole punched 8-1/2 x 11 pad fits standard binders High-quality, heavyweight bond"}, {"role": "assistant", "content": "Price is $117.13"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJVC 4K UHD LED Roku Smart TV with HDR10, Voice Control App, Airplay, Screen Casting, & 300+ Free Streaming Channels\nA Revolution in Resolution - The JVC 43 Class Direct LED ROKU 4K Smart TV with HDR has an amazingly pristine image with a resolution of 3840 x 2180 that produces a vivid and brilliant pictures. Enjoy the ultimate in entertainment with a stunningly defined picture that will leave your eyes in awe. Ultra high definition picture resolution is the future and JVC delivers it right to your home. Better & Brighter with HDR - High Dynamic Range technology improves contrast with true-to-life shadows and detail with a wider range of warm and bright colors allowing you to see vibrant and rich textures that you would not normally get"}, {"role": "assistant", "content": "Price is $399.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOnePlus Bullets Wireless Z2 Bluetooth 5.0 in Ear Earphones, Bombastic Bass \u2013 12.4 mm Drivers, 30 Hrs Battery Life (Magico Black)\nOnePlus Bullets Wireless Z2 Beyond Bass-ic Charge for 10 minutes, enjoy for 20 hours Minor differences exist between regional variants. Refer to region-specific product page. Charging data is from OnePlus test lab (Date Dec 7, 2021. Actual performance may vary based on charging/environmental conditions). Press play all day The flagship-level battery life delivers up to 30 hours of non-stop music on a single charge. Stay connected with family and friends for longer with up to 16 hours of talk time. And with a standby time of 80 hours, the Bullets Wireless Z"}, {"role": "assistant", "content": "Price is $52.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nENA Set of 8 Premium Ignition Coil Pack and 8 Spark Plug Compatible with Ford F-150 5.0L Replacement for C1802\nIgnition Coils Kits are engineered for original equipment and replacement applications. Every component either matches or improves on the OE design to ensure fast and easy installation with superior performance and reliability Easy and quick installation Compatible with Ford F-150 2011 2012 2013 2014 2015 2016 5.0L Part Number replacement for UF622, DG542, 48763, 50120 1 Year Limited Warranty - Please use enter your vehicle in your Amazon Garage above to see if this part is compatible with your vehicle Manufacturer ENA, Brand ENA, Weight 6 pounds, Dimensions 11."}, {"role": "assistant", "content": "Price is $182.31"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSwing Set Stuff Glider with Rope (Red) with SSS Logo Sticker\nThis glider is made of a molded plastic and comes with a 1/2 Polyester blend rode and a 15 Chain for easy enjoyment. We have it available in yellow, blue and green. Made for children 5 to 12 years of age. This glider is easy to assemble and hook up to your playground. For a single beam a glider bracket is needed with this item to create a 4 point attachment. Glider bracket is sold separately. Made of molded plastic Brand Swing Set Stuff Inc., Color Red, Frame Material Plastic, Assembly Required Yes, Dimensions 74 x 37 x 17 inches, Weight 13 pounds, Country of Origin China, model number Manufacturer recommended age "}, {"role": "assistant", "content": "Price is $111.16"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCKWPY New Upgraded Linkable Wall Washer LED Lights with Remote, 18W 1.6ft/ 20 RGB 5000K Daylight Wall Wash Lighting, 120V, Dimmable, Timing, 10 & AUTO Mode, Colored Indoor/Outdoor Stage Light Bar\n\ud83e\udd73Various Installation CUTTABLE& LINKABLE The wall washer lights can be linked more than 10 lights or even more together with cutting the cable or end-to-end male and female connector to extend the lights as a ambient lighting for your gaming room, wall wash, BBQ, indoor and outdoor use; \u2461 Plug-and-Play Just plug in with extra UL 4.92ft heavy duty US plug cord. \ud83e\udd73New Upgraded RF 24-Key Remote Controller Wall Washer"}, {"role": "assistant", "content": "Price is $107.97"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nXerox 500 sheet paper tray for VersaLink C500 C505 C600 and C605, Grey\nAdd up to 4 additional paper trays that handle sizes from 3 x 7.5 inches to 8.5 x 14 inches. Genuine Xerox accessory. Country of Origin Viet Nam The Package Height of the Product is 9.8 inches The Package Length of the Product is 23.0 inches The Package Width of the Product is 21.1 inches Dimensions 23 x 21.1 x 9.8 inches, Weight 18 pounds, model number Batteries 1 A batteries required., Rank Office Products Printer Toner Cartridges 6399, Is Discontinued No, Available July 12, 2017, Manufacturer Xerox Office Products"}, {"role": "assistant", "content": "Price is $80.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGO-PARTS - for 2014 Mercedes Benz E350 Tail Light Rear Lamp Assembly Replacement - Left (Driver) Sedan 212 906 07 57\nfor MERCEDES-BENZ E350 W212; Sedan OEM # 212 906 07 57 FITS 2014 - 2014 E350 4Matic 3.5L V6 FLEX Sedan 4-Door Automatic - 2014 E350 4Matic 3.5L V6 GAS Sedan 4-Door Automatic - 2014 E350 Base Model 3.5L V6 FLEX Sedan 4-Door Automatic - 2014 E350 Base Model 3.5L V6 GAS Sedan 4-"}, {"role": "assistant", "content": "Price is $162.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nManchester City FC Cotton Bar Towel\nThis official Manchester City FC bar towel is ideal for either the golf course to wipe the clubs, as a place mat on the table or even as a wall hanging. The choice is yours..!! This product is availab Cotton Brand New Item In Original Packaging Color Sky Blue, Brand Manchester City FC, Age Range (Description) All Ages, Material Cotton, s 1, Pattern Letter Print, Special Feature Non-toxic, Theme Sport, Care Instructions Machine Wash, Team Name Manchester City, Size One Size, Unit Count 1 Count, Fabric Type Cotton, Weight 50 Grams, Weight 50 Grams, Brand Name Manchester City FC, Suggested Users Unisex Adults, Manufacturer Manchester City, Part Sport Type Soccer, Rank Tools & Home Improvement Bath"}, {"role": "assistant", "content": "Price is $4.50"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSamsung Double QHD CRG9 Series Curved Gaming Monitor Black (Renewed)\nWith a super ultra-wide 32, 9 ratio, The Crg9 curves around your field of view to immerse you in all the onscreen gaming action. Ultra Detail and Ultra Wide The CRG9\u2019s 5120 x 1440 Dual QHD resolution provides a super ultra-wide aspect ratio that lets you view more content in superfine detail. With screen space equivalent to two QHD displays side by side, the curved monitor delivers a wider view for winning play Lifelike Color The supports a peak brightness rating of 1,000 nits for a true high dynamic range. And with Samsung QLED technology delivering DCI-P3 95 percent, colors are pure, bright, and true"}, {"role": "assistant", "content": "Price is $749.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nColorful Prosthetic Kit Universal Implant Repair Tool Kit with 16pcs Screwdrivers Torque Screwdriver Wrench Tools\nSpecifications To~rq~ue-~Wr~en~ch Drivers Drivers 1.3 Drivers 1.27 DEN(Long+Short) Drivers 1.4ICX (Long+Short) Drivers NOB(Long+Short) Drivers ITI(Long+Short) Drivers (Long+Short) Short drivers 8.5mm Long drivers 13.5mm Colorful Prosthetic Kit Universal Implant Repair Tool With 16 Pcs Screw screwdriver Instrument Short drivers drivers 13.5mm Manufacturer OUBO, Part Weight 14 ounces, Dimensions 7.91 x 6.02 x 2.8 inches, model number Rank"}, {"role": "assistant", "content": "Price is $135.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\niPick Image Made for Ford F-150 Raptor in Blue Black Real Carbon Fiber 50 States License Plate Frame\nItem made from 3K twill genuine carbon fiber layer on a fiberglass base license plate frame. Item features full-color high-resolution UV resistant graphic with OEM style car logo. Frame sealed in automotive-grade UV protective polyurethane to prevent yellowing. Designed not to block registration tags in all four corners. Good for all 50 states license plates. Glossy finish. About 12 x 6 in US standard size. One frame, no hardware. A sporty look will make your vehicle stand out. Feel almost no weight. Item comes with 1-year limited warranty by the manufacturer. Brand new official licensed product made by iPick Image, LLC. All rights reserved."}, {"role": "assistant", "content": "Price is $52.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMonster DNA One Portable Bluetooth Speaker, Wireless Mini Loud Portable Speaker with 360 Omnidirectional Bass Sound, IP67 Waterproof- for Travel, Indoor and Outdoor Party Events, and Home Use, White\nPortable Immersive Sound Our wireless speaker is small in size, but loud in sound. Get breathtaking audio no matter where you are in the room with four evenly distributed speaker drivers; you'll want to take this mini speaker with you everywhere. Waterproof IP67 A waterproof bluetooth speaker that is perfectly safe to use around pools, beach outings, or in the great outdoors. The IP67 outdoor speaker rating protects against dust and allows up to 1 meter of submersion in water. Bluetooth Dual Pairing Wirelessly pair your DNA wireless bluetooth speaker with up to two source devices, such as a smartphone or tablet"}, {"role": "assistant", "content": "Price is $122.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSymmons Dia 3 in. Fixed Showerhead in Satin Nickel (2.5 GPM)\nProduct Description The Dia collection offers a contemporary design that fits any budget. The combination of the Dia collection's quality materials and sleek design makes it the smart choice for any contemporary bath. One of our most popular designs, customers love the effortless style that our Dia suite brings to their space and you will, too. From the Manufacturer The European design of the Symmons Dia Collection was inspired by modern industrial structures. Its clean, geometric lines make it the smart choice for any bath. showerhead 3-in Showerhead face diameter Constructed of plastic 1/2-in NPT connection Easy to clean rubber nozzles 2. 0 GPM (9. 5 L/min) flow"}, {"role": "assistant", "content": "Price is $141.76"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nChara-ani Mushoku Tensei Jobless Reincarnation Roxy Migurdia 1 7 Scale PVC Figure, Multicolor\nFrom Chara-Ani. From the anime series Mushoku Tensei Jobless Reincarnation that began airing January 2021 comes a scale figure of Rudeus' tutor Roxy! The figure is based on an original illustration of Roxy on her travels. Her equipment even the ground she's standing upon have been carefully recreated in figure form. Her cute yet mature expression has been faithfully captured as well. Be sure to add her to your collection! A Chara-Ani import From the hit anime series The master now in figure form Based on an original illustration of Roxy Carefully recreates her equipment Dimensions 5 x 4"}, {"role": "assistant", "content": "Price is $237.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDerale 13960 Hyper-Cool Remote Transmission Cooler\nEquipped with our top of the line 25 row stacked plate cooler, this new remote cooler can literally be mounted almost anywhere. Making it a popular addition for performance cars, hot rods, muscle cars and trucks. Our Stacked Plate cooler coupled with a Tornado fan and aluminum shroud, this kit comes with a complete installation kit to install easily on all vehicles with 5/16 inch or 3/8 inch transmission cooler lines. Also included is an 180 degree F in-line thermostat for activating the electric fan. The Hyper-Cool is perfect for extreme duty towing and hauling and can add years to the life of your transmission. Mounts anywhere space permits Electric fan supplies optimum airflow Dramatically extends engine and transmission life High efficiency"}, {"role": "assistant", "content": "Price is $269.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUnity Front and Rear 4 Wheel Complete Strut Assembly Kit\nUnity Automotive has over 40 years of experience manufacturing parts in the aftermarket automotive industry. The company guarantees a superior quality, specializing in making rock solid auto parts that withstand the test of time. With a true understanding of their marketplace they have become the industry leader in innovation of aftermarket suspension. Unity Automotive delivers top of the line quality suspension parts made to insure a trouble-free installation and long lasting reliability. The complete struts line offered by Unity Automotive comes pre-assembled with a new strut assembly, insulators, bumper, coil spring, bearing and top mount. This kit includes 2 front complete strut assemblies, 2 rear complete strut assemblies. OE style replacement suspension strut & coil spring assembly precision designed for a direct fit The strut comes with"}, {"role": "assistant", "content": "Price is $344.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHandmade Crazy-Horse Leather 3-Ring Binder Portfolio Vintage Padfolio, Zippered Closure, Business Organizer Tablet Folio Folder,Professional Organizer Gift for Men & Women\nDeluxe Business casual can look cool and laid-back without crossing outside the boundaries of work-appropriate. This padfolio pulls together everything you need in a single, easy-to-carry package. after absorbing your hand oil, getting tiny scratches and rugs from daily uses, the antique look of the padfolio will add more uniqueness over time. Left size laptop sleeve fits up to laptop/tablet, hand panel organizes your business cards, pen/marker holders,mouse,mobile phone pocket (5.5 x 3.9 inch\uff0cfits up to 6.0 Zippered pocket. Features a flexible 3-ring binder"}, {"role": "assistant", "content": "Price is $102.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSerene Valley Bathroom Sink, Wall-Mount or On Countertop, 40 with Square Sink and Flat Space, Single Faucet Hole, Solid Surface Material\nSerene Valley floating bathroom sink is made of premium solid surface material that is specially engineered to be a non-porous surface that easily resists the stains and scratches that you hate to see on a bathroom sink. It comes with an overall dimension L x W x 5-7/8\u201d D and the bowl dimension L x 13\u201d W x 4-3/4\u201d D. Its superior material characteristics also include its ability to maintain its original matte white color for many years to come. The inherent beauty and elegance will catch eyes of every guest that visits your bathroom. We bet you will get the wow-effect from them"}, {"role": "assistant", "content": "Price is $337.67"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOE Wheels LLC 22 inch Rim Fits Dodge RAM Hellcat Wheel DG15 22x10 Bronze Wheel\nManufacturer Part Number (MPN) Lifetime structural, one year face finish warranty Center cap included, Original center cap will interchange Lugs/Bolts/Locks/TPMS are NOT Included. Tire Pressure Monitoring System (TPMS) Compatible, Click See more product details below for additional important information. Size 22, Exterior Finish painted, Brand OE Wheels LLC, Wheel Size 22 Inches, Material Aluminum, Pitch Circle Diameter 139.7 Millimeters, Wheel Backspacing 6.48 Millimeters, Rim Size 22 Inches, Weight 43 Pounds, Diameter 22 Inches, Vehicle Service Type SUV, Truck, Rim Width 10 Inches, Manufacturer OE Wheels, Model model number"}, {"role": "assistant", "content": "Price is $237.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCarpartsinnovate For JDM Burnt Titanium Tint Catback Exhaust Muffler System\nFitment Catback Exhaust Muffler System for ACCORD MODELS ONLY Color & Material POLISHED CHROME FINISH C.N.C MACHINED STAINLESS STEELFeature JDM HIGH PERFORMANCE RACING STYLE Specification 1 SET OF 4 TIP CATBACK EXHAUST SYSTEM WITH TITANIUM BURNT TIP & REMOVABLE SILENCER\u2022 The item is 100% brand new in original box. \u2022 Made by high quality light weight C.N.C machined stainless steel with titanium rainbow burnt tip & removable silencer. \u2022 Inlet tip diameter 2.5 / Outlet tip diameter 4. \u2022 Better air flow design. Provides deep and solid"}, {"role": "assistant", "content": "Price is $145.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n500ft D0LBY Vision 4K HDR HDbaseT 18GBPS Ultra Long Range HDMI Extender Kit 100m Single CAT5e CAT6 CAT7 2.0B 4K @ 60hz YUV 4 4 4 HDR10 Uncompressed Receiver IR RS232 Savant\nYou're looking at the ONLY extender on the market that currently supports D0LBY VISION and HDR10 at 4K60hz 4 4 4! You're also looking at the ONLY extender on the market that can reach 18gbps distances at 500ft! Includes 1 Transmitter and 1 Receiver (500ft Distance Range - 150 Meters) with POC power support D0LBY VISION,"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAlpinestars Sektor Shoes (12.5) (BLACK/RED)\nExternal TPR toe reinforcement helps protect against abrasion and gives greater stability. Flex areas on heel and instep for an enhanced comfort while walking. Advanced 3D mesh offers a highly breathable lining together with a microfiber suede anti-slip s Constructed from a durable and lightweight microfiber and incorporating a speed lacing system and ankle straps for secure and personalized closure, the Sektor Shoe features class-leading protection into its sleek-styled chassis. The upper is constructed from a microfiber which is superbly lightweight, durable and abrasion resistant. Inedited 3D ankle protection for improved fit and a lighter weight. Original speed lace system derived from auto racing shoes for a personalized fit and feel. Ankle hook"}, {"role": "assistant", "content": "Price is $154.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGreenLighting Low Voltage Landscape Lights, (8 Pack- 6 Stake Lights, 2 Flood Spotlights, & Transformer) LED, Landscaping Lighting, Yard Lights, Pathway, Outdoor Walkways & Path, Garden, Deck, Black\nAdd a Welcoming Warm Glow and Modern Aesthetic - Enhance the outdoor space with pathway lights that create a warm, inviting ambiance that gives your home or garden additional class and warmth. An Environmentally Conscious, Eco-Friendly Choice - A weatherproof, water-resistant pathway lights utilizes low voltage wattage so they exude warm, bright light once it gets dark. Our stake light has a bright output to radiate your pathway home. Easy And Quick Installation - Included in this kit are low voltage cast aluminum. These LED outside lights are wired so"}, {"role": "assistant", "content": "Price is $157.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nlabwork CDI Box Replacement for Polaris Magnum 330 / Replacement for Polaris Trail Boss 330 Replaces Part Number\nCDI box replacement for Polaris Magnum 330 / replacement for Polaris Trail Boss 330 Replaces part number Easy to install and reliable to use, professional installation is recommended This igniter is well handled in the combination of various parts and in the small design, providing you with a reasonable convenience in use The CDI box can be directly replaced with the old or damaged one. The CDI box is easy to install, but professional installation is recommended Manufacturer labwork, Brand labwork, Weight 10.2 ounces, Dimensions 5.83 x 4.09 x 1.42 inches, Manufacturer Part Rank Automotive Powersports Ignition Computers 320,"}, {"role": "assistant", "content": "Price is $30.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n42 Inch Crystal Ceiling Fans with Lights Modern Dimmable LED Chandelier Ceiling Fan with Retractable Blade Remote, 6 Speed, 3 Light Changeable Fandelier for Bedroom Living Room Dining Room (Gold)\nDimmable Crystal Ceiling Fan Remote control and APP control, adjustable 3 kinds of luminosity and 6 kinds of variable speed. Light source power 36W*2. 2 Function Modes Chandelier Fan Retractable ceiling fan with lights,With forward and reverse functions, it can cool clockwise in summer and heat counterclockwise in winter. Retractable Fandelier Size Retractable ceiling fan invisible blades 4 retractable blades. Blade spread diameter 42'', Height 24''. Gold Ceiling Fan Material Lamps Crystal + Iron. Fan blade PC. Combination of"}, {"role": "assistant", "content": "Price is $216.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCoverking Custom Fit Car Cover for Select Mazda 5 Models - Silverguard (Silver)\nProduct Description If you live in a desert climate, Coverking's Silverguard custom vehicle cover is suitable for your needs. Not only will this cover provide maximum protection from the sun, but this unique 300 dernier, breathable polyester fabric will also protect your vehicle from rain, snow, dirt and pollutants in the air. This custom-cover is manufactured specifically for your vehicle to ensure the best protection and fit possible. Made from a unique, 300 dernier polyester with special reflective properties to prevent sun damage to your vehicle. Ideal for mild temperate climates. Strong heavy weave will not rip or tear. Manufactured using double-needle overlapping seams and heavy wax coated thread for durable and leak-resistant seams. Amazon.com Silverguard"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMechanical Keyless Surface Mount Hook Bolt Sliding Door Lock Finish Oil Rubbed Bronze\nFinish Oil Rubbed Bronze Features -Ideal for sliding doors with narrow frames (1 reveal on frame is required). -Manufacturer provides lifetime mechanical warranty. -Standard door lock. -Can accommodate a sliding glass patio door. Product Type -Shutter/Door accessory. Function -Privacy. Dimensions Overall Height - Top to Bottom -5. Overall Width - Side to Side -2. Overall Depth - Front to Back -2. Overall Product Weight -2.25 lbs. Brand Lockey USA, Special Feature Keyless, Material Bronze, Color Aluminum, Pieces 1, Finish Type Aluminum, Controller Type Hand Control, Weight 2.25 pounds, Manufacturer Lockey USA, Part Dimensions 7 x 5 x"}, {"role": "assistant", "content": "Price is $142.26"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSpigen Tough Armor Designed for Galaxy S22 Ultra Case (2022) - Gunmetal\nAll-new foam technology for an extra layer of shock resistance Combination of TPU and Polycarbonate for dual protection from drops and scratches Reinforced kickstand with raised lips to protect screen and camera Certified MIL-STD protection and Air Cushion Technology for anti-shock protection Galaxy S22 Ultra Case Compatible with Galaxy S22 Ultra Dimensions 3 x 0.4 x 6 inches, Weight 2.82 ounces, model number Rank Cell Phones & Accessories 4723, Climate Pledge Friendly Electronics 930, Cell Phone Basic Cases 1467, Available February 9, 2022, Manufacturer Spigen, Country of Origin Korea, Republic of, Brand Spigen, Color Gunmetal, Form"}, {"role": "assistant", "content": "Price is $20.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSAFAVIEH Lighting Collection Deco Modern Crystal Column Bedroom Living Room Home Office Desk Nightstand Table Lamp Set of 2 (LED Bulbs Included)\nCelebrating the geometric forms that are hallmarks of art deco design, the deco column crystal table lamp by Safavieh is a study in understated elegance. Sold as a set of two, these sparkling solid crystal lamps will add instant drama to any room and with their white linen drum shades they will complement myriad decorating styles. 100 Percent Linen Imported This lamp is crafted of crystal This light uses 100 watts bulbs Perfect for a living room, bedroom, den, library, study or office For over 100 years, Safavieh has been crafting products of the highest quality and unmatched style To clean, wipe with a soft"}, {"role": "assistant", "content": "Price is $165.48"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStylus Pen for HP Envy X360 Convertible 2 in 1 Laptop, EDIVIA Digital Pencil with 1.5mm Ultra Fine Tip Stylus Pen for HP Envy X360 Convertible 2 in 1 Laptop, White\nStylus Pen for HP Envy X360 Convertible 2 in 1 Laptop, EDIVIA Digital Pencil with 1.5mm Ultra Fine Tip Stylus Pen for HP Envy X360 Convertible 2 in 1 Laptop, White 1.5mm Fine Point Stylus Pen for HP Envy X360 Convertible 2 in 1 Laptop lets you draw,write and navigate with pinpoint accuracy and offers comfortable pen-like control for HP Envy X360 Convertible 2"}, {"role": "assistant", "content": "Price is $28.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nIntel Single Pack 400GB 750 Series Solid State Drive PCIE Full Height 3.0 20NM MLC 3.5\nStorage Capacity 400GB Solid State Drive. Form Factor HHHL Interface PCIe NVMe 3.0 x4. Sequential Read Speed (Up to) 2200 MB/s. Sequential Write Speed (Up to) 900 MB/s. Hard Drive 400 GB Solid State Drive, Brand Intel, Series model number Hardware Platform PC, Operating System NIL, Weight 6.9 ounces, Dimensions 9.3 x 6.7 x 0.3 inches, Dimensions LxWxH 9.3 x 6.7 x 0.3 inches, Color Grey, Processors 1, Computer Memory Type Unknown"}, {"role": "assistant", "content": "Price is $349.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCarCovers Weatherproof Car Cover Compatible with Bentley Continental GTC - Outdoor & Indoor Cover - Rain, Snow, Hail, Sun - Theft Cable Lock, Bag & Wind Straps\nThis cover provides all season indoor and outdoor protection for your vehicle. This nearly impenetrable multi-layer fabric is fleece lined to protect fine automotive finishes and to ensure your vehicle's surface finish stays in pristine condition. Fits Years 2007 2008 2009 2010 2011 2012 2013 2014 Fits SubModels Continental GTC Vehicle Fit Sized to length, width and height. Material - Top quality weatherproof fabric comparable to a 5 Layer cover for indoor and all elements outdoor - Soft fleece inner lining to protect paint - High water resistance makes it weatherproof yet"}, {"role": "assistant", "content": "Price is $157.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPAG Set of 2 Pencil Holders Cup Mesh Pen Organizer Makeup Brush Holder for Desk, Copper\nPAG 2 Pack Pencil Holder Pen Cup Office Supplies Desktop Organizer Makeup Brush Holder for Desk High Quality The pen holder is made of premium metal material, which endows this pen holder a solid and light weight construction. Sturdy and durable, anti-oxidation and anti-corrosion, effectively extend the service life. Large Capacity The dimension of the pencil holder is 3.2 x 3.2 x 3.7 inches, which allows approximately 30-50 pencils to be contained. Fashion and Practical The pen holder is cylindrical, stylish and beautiful. You can use the pencil holder to store pens, pencils, scissors, rulers, glue sticks and other desktop accessories."}, {"role": "assistant", "content": "Price is $8.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMakita LC09Z 12V max CXT\u00ae Lithium-Ion Cordless Vacuum, Tool Only\nThe 12V max CXT Lithium-Ion Cordless Vacuum tool only) combines power and run time in an ultra-compact size. The 12V CXT platform gives users a more compact solution with more comfort and capacity. At only long, the vacuum\u2019s compact design weighs only 3. 7 lbs to reduce operator fatigue. The LC09Z delivers up to 33 minutes of continuous use from a single fully charged 2. 0Ah battery sold separately), with strong suction power for fast and efficient cleaning. This vacuum features three suction power modes, push button power selector, and a bag-less cloth filtration system for easier cleaning and quick debris disposal."}, {"role": "assistant", "content": "Price is $127.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEpson WorkForce Pro Wireless All-in-One Inkjet Printer (Renewed)\nThis pre-owned or refurbished product has been professionally inspected and tested to work and look like new. How a product becomes part of Amazon Renewed, your destination for pre-owned, refurbished products A customer buys a new product and returns it or trades it in for a newer or different model. That product is inspected and tested to work and look like new by Amazon-qualified suppliers. Then, the product is sold as an Amazon Renewed product on Amazon. If not satisfied with the purchase, renewed products are eligible for replacement or refund under the Amazon Renewed Guarantee. Epson WorkForce Pro Wireless All-in-One Inkjet Printer - Power Cord - Black Ink Cartridge - Cyan Ink Cartridge - Magenta Ink Cartridge -"}, {"role": "assistant", "content": "Price is $119.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSuperATV 6000 lb Black Ops Winch with Heavy Duty Winch Mounting Plate for 2019+ Honda Talon 1000X / 1000R | 2020+ Talon | Complete Kit Ready for Install!\nFits 2019+ Honda Talon 1000X / 1000R | 2020+ Honda Talon | Please Note Drilling through front bumper required | NOTE Does not fit with OE front bumper # Complete, Bolt-On Ready Winch Kit Ready to make sure you're not stranded on the trail? This kit is exactly what you need. It includes our Black Ops 6000LB Winch Kit and a Heavy-Duty winch mounting kit specifically made to fit perfectly on your Honda talon 1000. 600"}, {"role": "assistant", "content": "Price is $449.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSuperATV 4500 lb Black Ops Winch with Heavy Duty Winch Mounting Plate for 2014+ Kawasaki Teryx/Kawasaki Teryx 4 | 2021 Teryx S/Teryx 4 S | Complete Winch & Winch Mount Kit Ready for Install!\nFits 2014+ Kawasaki Teryx / Kawasaki Teryx 4 | 2021 Kawasaki Teryx S / Teryx 4 S Complete, Bolt-On Ready Winch Kit Want to make sure you are not stranded on the trail? This 4500 lb Winch Kit is exactly what you need. It includes our Black Ops 4500 Winch Kit and a Heavy-Duty Winch Mounting Kit specifically made to fit perfectly on your Kawasaki T"}, {"role": "assistant", "content": "Price is $504.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRohl R45158 Hose, Chrome\nThese are all terms which aptly describe Rohl and its remarkable selection of kitchen and bathroom faucets and fixtures. Used for Rough Plumbing, Parts and Repair. Elegant design and finish. These are all terms which aptly describe Rohl and its remarkable selection of kitchen and bathroom faucets and fixtures Used for Rough Plumbing, Parts and Repair Elegant design and finish Manufacturer Trumbull Industries, Part Weight 0.01 Ounces, Dimensions 6.25 x 10 x 2.5 inches, model number Is Discontinued No, Color Chrome, Quantity 1, Description Pile Partialupdate, Rank Tools & Home Improvement Tubing & Hoses 411, Available July 14, 2006, Brand Rohl, Dimensions Lx"}, {"role": "assistant", "content": "Price is $96.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAxis Communications M1124 Network Surveillance Camera, White\nAxis M1124 offers a professional and affordable fixed camera suitable for a wide range of video surveillance applications, such as for retail and banking as well as libraries and other office buildings. It can be used indoors, as well as in an outdoor housing. HDTV 720P in 25/30 FPS Wdr \u2013 forensic capture Axis\u2019 zip stream technology Day/night capability Powered by 8-28 V DC or PoE Standing screen display size 20, Brand Axis Communications, model number Hardware Platform PC, Weight 7 ounces, Dimensions 1.7 x 0.2 x 5.8 inches, Dimensions LxWxH 1.7 x 0.2 x 5.8 inches, Color White"}, {"role": "assistant", "content": "Price is $399.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWestin HDX Drop Nerf Step Bars | Wrangler JK 2dr | | Textured Black | 1 Pair, Cab Length\nWestin's HDX Drop Nerf Step Bars provide the rugged look and function that truck owners need and want. They feature a solid steel construction and heavy duty punch plates creating high traction step areas. The HDX Drop Nerf Step Bars also feature Westin's notched bar design which allows for more than 2 inches of additional toe/heel placement over its competitors. Available in a textured black finish that complements Westin HDX Bumpers. The HDX Drop Nerf Step Bars have vehicle specific applications and include a vehicle specific mount kit, installation hardware and instructions. PERFECT FIT Direct fit for Wrangler JK 2dr AWARD"}, {"role": "assistant", "content": "Price is $483.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLEGO Ninjago 70724 NinjaCopter Toy\nFrom the Manufacturer A thrilling battle is raging above New Ninjago City as the conflict for the Techno-Blades reaches new heights. Battle-scarred Zane, with his half-robot/half-Ninja face and Pixel must work together in the Ninja Copter to outwit the attacking Nindroids. Spin the propellers and rear jet engines to soar into action. Fire the front flick missiles and rotating shooting cannons, taking care to evade the spinning saw blades of the Nindroid jet fighter. And beware - at any moment the Nindroid may launch the attack glider to double the aerial assault. Includes 4 mini figures with weapons Zane, Pixel and 2 Nindroids. Includes "}, {"role": "assistant", "content": "Price is $229.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWilwood Front Disc Brake Kit for Ford Mustang\nFDL Pro-Series Front Hub Kits offer complete disc brake upgrade solutions for traditional non-ABS spindle applications on American muscle cars, vintage rods, and heavy weight drag cars. Based on the venerable forged billet Dynalite caliper, these versatile kits are easily optioned to suit the braking requirements and style preferences for a daily driver, serious competition, or the most discriminating show enthusiast. Most kits require no modifications for installation, and provide plenty of clearance inside popular 15 wheels. FDL Pro-Series kits can be used with either manual or power boost master cylinders. Wheel Diameter 14 Rotor Diameter 11 OE Hub Offset +.09 Manufacturer Wilwood, Brand Wilwood, model number Is Discontinued No, Manufacturer Part Position Front,"}, {"role": "assistant", "content": "Price is $974.30"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSonix x Care Bears Case for iPhone 13 Pro | Compatible with MagSafe | 10ft Drop Tested | Good Vibes\nDesigned for iPhone 13 Pro MagSafe Case Pretty and practical, this MagSafe iPhone 13 Pro case offers the best of both worlds - statement-making style and full protection Compatible with MagSafe Built-in magnets support MagSafe wireless charging Drop Tested Our protective case features a scratch-resistant coating, raised shock-absorbent sides, grooved impact-resistant corners, and a raised edge for camera protection They're back! You loved them - so we brought them back! Introducing our latest collaboration with the most-loved toy and cartoon friends, Care Bears. We're bringing on all the nostalgic, good vibes from these characters to a limited edition collection full of our one-of-a"}, {"role": "assistant", "content": "Price is $48.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGator Cases Lightweight Rolling Backpack Case with Pull Handle; Fits Micro Controllers and Laptop\nThe Gator Cases lightweight rolling backpack case is designed to carry most micro controllers with additional storage for laptops. The case features numerous exterior storage pockets for interfaces, cables, and other accessories. A removable, retractable tow handle and wheels makes it easy to haul your gear around town. The top section can even be expanded allows larger controllers up to to fit as well. Rolling backpack designed to carry most controllers and laptops Exterior storage for interfaces, cables, and other accessories Removable, retractable wheels and handle Rugged nylon construction Padded interior and inserts protect gear Weight 9.2 Pounds, Dimensions 24 x 12 x 16 inches, Country of Origin China, model number Rank Musical Instruments 26486"}, {"role": "assistant", "content": "Price is $162.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTransport Cargo Airplane, Large Theme Airplane Toy Set, Educational Toy Vehicle Play Set with Smoke Sound and Light, Fricton Powered Plane with Mini Cars and Men, Birthday Gift for Boys and Girls\nSuper Value Pack Our this plane toy set inclued 1 large transport cargo airplane, 6 mini engineering vehicles, 2 construction road signs \uff0c1 large city map and 1 bonus-empty water bottle. Colorful Lights and Real Sound There are four buttons on the head, which can emit different chord music and flashes. Catch your child's attention with the super cool LED flashing lights, and real jet engine sound of an airplane toy which can be. Simulated steam jet function \uff1aThis plane toy set comes with an empty water bottle, you can add water by it. Press the front of plane"}, {"role": "assistant", "content": "Price is $32.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nACTTO Mini Bluetooth Keyboard Korean/English Layout\n*How to turn on power and connect to Bluetooth (Android/iOS-iPhone,iPad) 1.Turn on Bluetooth function of the machine to be paired. 2.Put the keyboard into pairing mode after battery installation. Press the (ESC+K) key simultaneously for approximately 5 seconds to enter pairing mode. Pairing Mode Left Red LED Flashing/Pairing Completed Left Red LED Off 3. When appears on the device to be paired, click to pair automatically. If no key responds, please contact me. I'll give you an exchange or a refund. Thank you. *Korea/English conversion method Android Convert to Korea/English (\ud55c/\uc601) conversion key (Space key right key) Apple (Mac Pc)"}, {"role": "assistant", "content": "Price is $46.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n2-Pack Solenoid Compatible with Briggs and Stratton Trombetta Replaces 807829\nASDFGHT Solenoid Application\uff1a The Starter Solenoid is an essential part of your small engine's starting system. If your engine fails to start or has difficulty starting, it could be due to a faulty solenoid. The Solenoid is a high-quality replacement part that is specifically designed to fit Briggs and Stratton, Trombetta engines. With a 12V power rating and a capacity, this solenoid provides the power you need to start your engine with ease. Its unique terminal post and sleeve design accommodates 5/16 and 1/4 Eyelet Size, making it a versatile product that can be used with a wide range of Briggs and Strat"}, {"role": "assistant", "content": "Price is $23.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSW-Motech EVO Side Carriers (Black) for 12-15 Honda NC700X\nPart number EVO carriers - the invention by SW-MOTECH Removable side carriers to use with almost every established motorcycle case Removable side carriers to use with almost every established motorcycle case To mount and demount within seconds at barely visible fixing lugs, due to quick fasteners To mount and demount within seconds at barely visible fixing lugs, due to quick fasteners Adaptable to TRAX, AERO, Givi/Kappa, Krauser, Hepco & Becker and Shad cases by seperately available SW-MOTECH Side Carrier Adapter Kits Adaptable to TRAX, AERO, Givi/Kappa, Krauser, Hepco & Becker and Shad cases"}, {"role": "assistant", "content": "Price is $291.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDEPO Replacement Passenger Side Side Marker Light Assembly (This product is an aftermarket product. It is not created or sold by the OE car company)\nDepo Replacement Pasenger Side Side Marker Light Assembly (This product is an aftermarket product. It is not created or sold by the OE car company) Package Dimension 7.3 cms L x 14.4 cms W x 20.8 cms H Compliant to applicable DOT regulations The products listed are aftermarket spare parts, and any reference to the names of the auto makers and vehicle models are solely for the purchasers to identify the applicable scope of such spare parts and are in no means used as trademarks Item Package Weight 0.24 kilograms Manufacturer Depo, Brand Depo, Weight 8 ounces, Dimensions 1 x 1 x 1"}, {"role": "assistant", "content": "Price is $43.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLenovo Flex 5 2-in-1 Laptop, (Intel Core 8GB DDR4 256GB PCIe SSD Windows 10)\nGorgeous video. Immersive audio. Optimized video chat features. It's all here in the Flex 5, a stylish 2-in-1 laptop with powerful processing, vibrant 15.6\u201d display, and long-lasting battery life. STUNNING FHD DISPLAY Laptop has a Full HD (15.6 ) IPS touchscreen display, so you\u2019ll be able to watch movies and browse the web in vivid detail from nearly every angle;No numeric keyboard FINGERPRINT READER Log in to your Flex 5 laptop instantly and securely with our fingerprint reader, and with the support of Windows Hello, you can make secure purchases at participating retailers with"}, {"role": "assistant", "content": "Price is $549.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCatalina Modern Floor Lamp, 66, Black\nPair modern excellence and flexible lighting solutions with the Catalina Three-Head Modern Tree Track Floor Lamp. New-age and unique, this modern lamp features three shades, each compatible with type incandescent or LED equivalent lightbulbs and accented by a sleek satin black finish with brass accents, amplifying your sophisticated and modern home decor. This specific lamp comes equipped with three complimentary Brilli Circadian Wellness Charge-Up LED lightbulbs, designed to boost energy and increase your focus throughout the day. For added convenience, each individual light shade slides up and down along the track and can be adjusted on a pivot to direct light where you want it without struggle. Each light features an on and off rotary switch under the shade for independent lighting, so"}, {"role": "assistant", "content": "Price is $144.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBBK 1767 Twin 67mm Throttle Body - High Flow Power Plus Series for Dodge Viper V10\nBBK 67mm Throttle Body for Dodge Viper features a bigger bite of power to owners of some of the hottest cars on the planet. They have created a performance throttle body for the 8.3L V10 Dodge Viper. Dyno testing has proven that there is quite a bit more venom left in the Viper when this simple bolt on is added. On an otherwise stock Viper the BBK 1767 gained 15 RWHP and 14 RWTQ at the peak and an average of 10 feet/pounds across the board. There was no loss in throttle response or low end torque unlike the competitor's single bore offerings which are"}, {"role": "assistant", "content": "Price is $399.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nInjen Technology Polished Mega Ram Cold Air Intake System\nWith the rising innovations in factor engine management comes the need to over come their advance adaptivity to produce any kind of meaningful horsepower. Injen Technology\u2019s patented MR Technology does exactly this. Through a series of engineered and tested air- restricted sections, the pressurized mass air is controlled to a calculated aggression, allowing for a proper air/fuel calibration. The end results allows for more reliable and consistent horsepower/torque gains. This technology is availed to the sports compact market exclusively through Injen Technology\u2019s SP line of intake systems. Designed using Injen\u2019s patented MR Technology process for the greatest horsepower and torque gains while maintaining a factory safe air/fuel ratio Aerospace quality aluminum construction to save weight and improve corrosion resistance TIG welded hardware"}, {"role": "assistant", "content": "Price is $278.91"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKATAIS Shower Diverter Thermostatic Valve Pressure Balanced Mixer with Chrome Trim for Bathroom Shower System (Concealed Horizontal installation, 4 Round Handles)\nPrecise Temperature Control Our universal thermostatic shower valve features precise temperature control and pressure balancing to prevent scalding, making it a safe and considerate choice for your family. Versatile Flow Rate Adjustment With 3/4 hot & cold water inlet and 1/2 outlet, you can easily adjust the flow rate to create a comfortable shower experience that fits your needs. Multi-Functionality Our 3-way shower diverter valve with three knobs allows for simultaneous or individual use, making it perfect for most three-function shower system. High-Quality and Durable Made from high-quality solid brass material and finished with chrome, our"}, {"role": "assistant", "content": "Price is $310.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWhiteside Router Bits 1097 Straight Bit with Cutting Diameter and Cutting Length\nWhiteside Machine Company has been in the router bit business for over 30 years providing customer with quality products while at the same time striving to achieve complete customer satisfaction. Several woodworking magazines have tested Whiteside versus the competition and selected Whiteside as the winner for best router bits available in the market. Whiteside Machine Company was founded in 1970 as a general purpose machine shop in the basement of Bill & Bobbie Whiteside's home. Located in Western North Carolina near the furniture manufacturing town of Hickory, the company was often involved in making repairs or special parts for the furniture and woodworking field. A strong commitment to customer problem-solving, a can-do attitude, and innovative ideas, along with a growing core"}, {"role": "assistant", "content": "Price is $38.08"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nD Z Strad Viola Model 120 with Strings, Case, Bow, Shoulder Rest and Rosin (13 - Size)\nWhile buying a viola online can be challenging, we are so confident in the extremely high quality of D Z Strad instruments that we decided to list these instruments anyways knowing that you will be thrilled with your purchase. These are top of the line violas made by incredibly talented luthiers especially for discerning string players.Each viola is made from a two piece maple back and solid carved spruce top, and is hand-rubbed with antique varnish. The wood is naturally dried outside on a covered, ventilated area for several years. The wood is then placed into a drying room, consistent with old world traditional European practices. This process ensures that the"}, {"role": "assistant", "content": "Price is $599.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSHOCKFLO Level 2 EV Charger 240V, NEMA Wall-mounted EVSE SAE J1772 EV, Portable Outdoor Electric Vehicle Charger with Adjustable Current/Timing Delay, Plug-in Home EV Charging Station\n6X Faster Charging SHOCKFLO Level 2 EV Charger with NEMA 14-50 plug fill up your car at an average of 6 times faster than a standard charger, delivering 24 miles in only 1 hour at 240V charge Safer and Smarter Charge Flexible amperage settings of help to match your wall circuit. Schedule your charging session with the delayed start timer, saving electricity cost and mitigating the peak loads 2 in 1. Mobile & Wall-mounted Controller bracket make it be a convenient garage wall-mounted EV charger and 20"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEnergy Suspension Master Kit for Jeep Wrangler\nThe nature of this superior material, Energy Suspension's Hyper-Flex, is the result of twenty plus years of experience working with and formulating polyurethane materials. Careful selection of material firmness or durometer is used for each specific application on the vehicle's suspension and frame. The three most valuable reasons for using Energy Suspension's Hyper-Flex components are performance, durability and appearance. Called HYPERformance, Energy Suspension's Hyper-Flex is performance polyurethane that delivers an amazing amount of performance to any vehicle that runs with it. Proven on the race track as well as the street, on and off-road, under the most demanding conditions. Over twenty years of positive customer raves have attested to that. Whether domestic or import,"}, {"role": "assistant", "content": "Price is $281.66"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSAMSUNG Electronics Galaxy Tab S7+ Wi-Fi, Mystic Navy - 128 GB (Renewed)\nThis pre-owned or refurbished product has been professionally inspected and tested to work and look like new. How a product becomes part of Amazon Renewed, your destination for pre-owned, refurbished products A customer buys a new product and returns it or trades it in for a newer or different model. That product is inspected and tested to work and look like new by Amazon-qualified suppliers. Then, the product is sold as an Amazon Renewed product on Amazon. If not satisfied with the purchase, renewed products are eligible for replacement or refund under the Amazon Renewed Guarantee. pc performance. tablet portability transform your tablet into a pc experience with dex mode and the optional keyboard with expanded trackpad. entertainment"}, {"role": "assistant", "content": "Price is $478.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBoxes Fast 18 x 14 x 12 Double Wall Corrugated, Heavy-Duty Cardboard Boxes, for Shipping, Packing, Moving and Storage, Kraft (Pack of 15)\n18 x 14 x 12 Double Wall Boxes. Twice the protection of a standard carton. Boxes are manufactured from heavy-duty 275# D.W. kraft corrugated. Heavy-duty construction provides greater protection and stacking strength. Corrugated boxes are reusable and recyclable. Cartons are sold in bundle quantities and ship flat to save on storage space and shipping. Proudly made in the USA Twice the protection of a standard carton Boxes are manufactured from heavy-duty 275# DW kraft corrugated Heavy-duty construction provides greater protection and stacking strength Corrugated boxes are reusable and"}, {"role": "assistant", "content": "Price is $68.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBehringer WASP DELUXE Legendary Analog Synthesizer with Dual OSCs, Multi-Mode VCF, Poly Chain and Eurorack Format\nLegendary hybrid synthesizer with dual digital OSC design allows for insanely fat music creation Product Type Keyboard Instruments Package Dimensions 13.0 Cm L X19.0 Cm W X49.0 Cm H Country Of Origin China Package Weight 5.07Kg Weight 1100 Grams, Dimensions 19.29 x 7.48 x 5.12 inches, Country of Origin China, model number WASP DELUXE, Rank Musical Instruments 18397, Synthesizer & Workstation Keyboards 81, Is Discontinued No, Available July 8, 2020, Color Name Black, Connector"}, {"role": "assistant", "content": "Price is $229.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMuchkey car Floor Mats fit for E-Class Full Coverage All Weather Protection Non-Slip Leather Floor Liners Beige\nReasons for choosing muchkey car mat material Made from high-quality luxury leather, it is soft and durable, and looks very luxurious. design The floor mat protects the entire car floor and perfectly protects your car. At the same time, its texture and modern design enhance the overall look of the car interior. All-weather protection waterproof, suitable for all kinds of weather, including rain, snow, etc. It stays clean even in the toughest weather conditions, so you can wash off the stains with a wet towel and water. Custom fit Floor Liners All of our car mats are designed for every type of car and fit perfectly. If you can't find your model in our store"}, {"role": "assistant", "content": "Price is $118.88"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFront Seats ShearComfort Custom Sheepskin Seat Covers Compatible with Ford Bronco (Full Size) in Tan for High Back Captains w/Inner Arms\nMerino is known for having the densest wool fiber, which makes for an excellent sheepskin seat. Denser wool does not pack down and is a better choice for sheepskin seat covers for cars. With proper care and maintenance, your seat cover will keep its original appearance even after years of use. This product is designed to be compatible with Ford Bronco (Full Size) 1992, 1993, 1994, 1995, 1996 Why Buy ShearComfort Seat Covers? For pure driving comfort, style and protection 1-Year Risk Free Warranty against any defects in workmanship and materials. 1-Year"}, {"role": "assistant", "content": "Price is $399.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBOSS Audio Systems Marine Gauge Receiver - Weatherproof, 5 Inch Touchscreen, Built-in Amplifier, Bluetooth, Digital Media MP3 Player, No CD Player, USB Port, AM/FM Radio\nBOSS Audio Systems Marine Gauge Receiver - Weatherproof, 5 Inch Touchscreen, Built-in Amplifier, Bluetooth, Digital Media MP3 Player, No CD Player, USB Port, AM/FM Radio Bluetooth - Play and control music through your smartphone or MP3 player as well as apps like Spotify / Pandora, wirelessly Weatherproof - The has been outfitted with the latest weatherproofing techniques such as front panel UV coating, PC board with conformal coating. It has an IPX 6 rating for protection against splashing water Media Playback - Bluetooth, play music via the USB"}, {"role": "assistant", "content": "Price is $289.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOPL HPR584 Aluminum Radiator For Jeep CJ Series 5.0L (Automatic Trans)\nOur radiators are designed and engineered to maximize cooling efficiency by up to 30%, improve engine functions as well as prevent your vehicle from overheating. It is the ideal upgrade to the stock radiator whether you drive your vehicle daily or take it to the race tracks. OPL All-Aluminum radiators features a lightweight core, 100% aluminum, enhancing the overall performance of your engine. Buyers outside of the U.S. are responsible for any brokerage's fee, import duties, or taxes. Please check with your country's government website.Extra shipping fees are required for international shipments as well as the following states and territories PR, HI, AK, GU, VI, APO. Fits Jeep"}, {"role": "assistant", "content": "Price is $213.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGood Smile Fate/Apocrypha Rider of Black Astolfo Nendoroid Action Figure\nFrom Good Smile Company. From the anime series fate/Apocrypha Comes a Nendoroid of the servant from the Black faction, rider of black! He comes with three face plates including a smiling expression, a playful winking expression as well as a blushing expression. Optional parts include his Lance trap of Argalia, his hunting horn La black Luna As well as the sword that he gave to Sieg, the main character of the series. The sword is included in both a sheathed and drawn version for all sorts of posing opportunities! Be sure to add the cheerful and innocent Knight to your Nendoroid collection! A Good Smile import From the hit anime series Includes three face plates for"}, {"role": "assistant", "content": "Price is $132.30"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEvan-Fischer Front Bumper Cover Compatible with Nissan Xterra XTERRA 09-15 FRONT BUMPER COVER\nBumper Cover may ship FOLDED for the most economical shipping. 1-Year Warranty When Purchased through Auto Parts Giant Brand Evan Fischer, Auto Part Position Front, Material Plastic, Color Primed, Vehicle Service Type Cars, Exterior Finish Primed, Dimensions 26\\ D x 68\\ W x 19\\ H, Manufacturer Evan Fischer, Model Evan-Fischer Bumper Cover, Weight 98.2 pounds, Manufacturer Part OEM Part ABPA Partslink Special Features 2015 2014 2013 2012 2011 2010 2009 Nissan Xterra Front Sport Utility 6Cyl 4.0L Off-R"}, {"role": "assistant", "content": "Price is $219.25"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nlabwork 44 Inch Live Rear Axle Kit Rear Axle Brake Disc Chain Sprocket Wheel Hub Pillow Block DIY Rebuild Replacement for Go Kart ATV Quad and Drift Trikes\nAxle overall length (from end to end) 44.4 Inch Chain sprocket 530 37 teeth diameter 7.6 in brake disc diameter 8.66 in spline teeth 24T Perfect for vertical or horizontal engine and electric motor. This is a flexible rear axle kit and made by high strength chrome, can support more than Axle Kit + Chain Sprocket + Brake Disc + Pillow Block Bearings + Wheel Hub (Exclude Chain and Brake Master Cylinder Caliper). Manufacturer labwork, Brand labwork, Weight 30.2 pounds, Dimensions 44.5 x 10"}, {"role": "assistant", "content": "Price is $172.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRhino Rack Pioneer Platform Rack (84 x 56 ) Unassembled\nThe Rhino-Rack pioneer platform is a sleek and stylish roof rack accessory for a range of 4Wds and utilities. Made with strong, durable and lightweight reinforced nylon and aluminum, these non-corrosive pioneer platforms have been tested in the most rugged conditions and have passed with flying colors. Loading and unloading your equipment is easy. Simply slide your gear onto the pioneer platform and tie them down to the bars. The best thing about the pioneer platform is that it has been specifically designed to carry existing Rhino-Rack accessories including luggage bags, jerry can holders, spare wheel holders, shovels and loads more. Rhino-Rack also offers the flexibility of allowing you to purchase the available rail kits if you wanted"}, {"role": "assistant", "content": "Price is $845.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGM Genuine Parts Radiator\nGM Genuine Parts Radiators are designed, engineered, and tested to rigorous standards, and are backed by General Motors. Radiators are heat exchangers, typically located in the front of the vehicle where air can flow through the fins and dissipate heat. Modern radiators are made from aluminum and plastic, while older vehicles used copper and brass. These radiators are designed to be corrosion resistant with optimal heat transfer characteristics. GM Genuine Parts are the true OE parts installed during the production of or validated by General Motors for GM vehicles. Some GM Genuine Parts may have formerly appeared as ACDelco GM Original Equipment (OE). Lightweight; the radiators have a positive heat transfer to weight ratio Corrosion-resistant aluminum designed core helps optimize the radiators long lasting GM-re"}, {"role": "assistant", "content": "Price is $379.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOatey 42722 PVC Floor Sinks and Accessories, 4 in, White\nOatey PVC Floor Sinks are used for general service drainage in application such as, commercial kitchens and hospitals. Allows easy access for cleaning and debris removal caused by indirect waste sources such as sinks, lavatories and condensate drains. Oatey products have earned the trust of plumbing professionals for over 100 years. Oatey Products Can Be Found In Residential And Commercial Applications And Have Achieved Excellent Brand Name Recognition With Consumers All Products Are Backed With The Highest Quality Technical And Customer Support Programs In The Industry Highly Durable Product Size 4 Brand Oatey, Color White, Material Polyvinyl Chloride, Size 4 in., Style Square, Shape Square, Weight 4."}, {"role": "assistant", "content": "Price is $48.83"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPoynting MHz High Gain Cross Polarized LTE MIMO Indoor/Outdoor Antenna\nPoynting XPOL-2 LTE and B/G/N Wi-Fi Antenna Max Gain 9dBi. Please read specification sheet below for more details. Backwards compatible with 3G, 2G technologies. Two cross polarized antennas in one enclosure for optimal LTE performance. Vandal resistant all-weather enclosure. High Gain Cross Polarised LTE MIMO Antenna Max Gain 9 dBi. Please read specification sheet below for more details. Brand Name POYNTING ANTENNAS (PTY) LTD., Weight 3.42 pounds, Dimensions 10.24 x 10.24 x 3.15 inches, model number Is Discontinued No, Rank Computer Networking"}, {"role": "assistant", "content": "Price is $195.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStarplast 20561 Playhouse, Red/Green/Yellow\nThe Starplay Children's Galilee Playhouse will provide your child with hours of imaginative fun. A place of their own for your kids to entertain their friends. Feels like a real home with door mail slot for kids to receive notes from family and friends. Working door and shutters. Easy come and go. Stickers included for the kids to decorate and personalize their playhouse. Easy assembly with no tools required. Light & easy to move. Quick clean up with a damp cloth. Vivid Colors Easy to assemble and easy to clean Lightweight and easy to move Package Weight 29.0 pounds Dimensions 55.25 x 42.5 x 45.25 inches, Weight 26 Pounds, Manufacturer Star"}, {"role": "assistant", "content": "Price is $366.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nT-Spec V10 Series Power Wire Spools 16 AWG, Black\nThe performance of your car audio system is only as good as its weakest link. Many wire companies today will have you believe that a cheap cable will save you money and get the job done, but the truth is that below-specification cables will rob current from your amplifier, reducing power output by as much as 50%. T-Spec takes the high road with this v10 SERIES 250 ft. Black Speaker Wire that exceeds CEA and ANSI specifications for gauge size. Speaker wire Meets CEA & ANSI specification for wire gauge Full virgin copper construction High strand count for maximum flexibility Ultra-flexible PVC-blended jacket Dimensions 250 x 10.24 x 3.74 inches, Weight 8 pounds,"}, {"role": "assistant", "content": "Price is $112.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRAREELECTRICAL NEW IGNITION MODULE COMPATIBLE WITH TOYOTA CAMRY CELICA COROLLA LAND CRUISER MR2\nRAREELECTRICAL BRAND COMPATIBLE WITH DENSO, GEO, LEXUS, TOYOTAREPLACES DENSO VERIFY YOUR OEM PART NUMBER FROM YOUR ORIGINAL UNIT TO HELP ENSURE FITMENT.DENSO SYSTEMS GEO PRIZM LEXUS LS400 LEXUS LX450 LEXUS SC400 TOYOTA TOYOTA CAMRY TOYOTA CELICA TOYOTA COROLLA TOYOTA LAND CRUISER TOYOTA MR2 TOYOTA PASEO TOYOTA PREVIA TOYOTA RAV4 TOYOTA T100 TOYOTA TACOMA"}, {"role": "assistant", "content": "Price is $30.07"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nUltra Slim Tilt TV Wall Mount Bracket for Samsung 43 Class QLED 4K Smart TV - - Low Profile 1.7 from Wall, 12\u00b0 Tilt Angle, Easy Install\nSlim Tilt Wall Mount For SAMSUNG Model The Easy Mount is designed to accommodate LCD and Plasma flat-panel TVs from 32 to 102 with weights up to 165 lbs. It provides tilt adjustment of 0 Degree to 12 Degree for optimal viewing angles and reduced glare. The sliding bracket design allows horizontal adjustment for perfect screen placement (even after installation). The Easy Mount for TVs meets most of wall mounting needs in a simple and affordable design. It will safely secure your precious flat screen to any wall. It features large rectangular shaped access holes for easy cable routing and wiring access. The"}, {"role": "assistant", "content": "Price is $84.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGoSports Splash Net PRO Pool Volleyball Net Includes 2 Water Volleyballs and Pump\nPOOL VOLLEYBALL Splash into the ultimate pool day and play like a Pro with our Volleyball Splash Net Pro; Set includes adjustable volleyball net with posts, 2 water volleyballs and pump ADJUSTABLE NET Splash Net PRO is compatible with virtually any inground pool (lap pools, rounded pools, rectangular pools, etc.); Net straps can be adjusted for any sized pool (max width 25 ft) SAFE POOL FUN Water weighted bases keep your net upright and prevent tipping over for hours of splashing fun in the pool PREMIUM QUALITY Our Volleyball Splash Net Pro is engineered to withstand all the splashing that comes with water volleyball; The sturdy bases and netting ensures maximum fun in the"}, {"role": "assistant", "content": "Price is $101.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOrtega Guitars Custom Built Eclipse Series All Solid Tenor Ukulele w/Bag, Right TE8\nProduct Description In the Custom Built series, Ortega pushes the boundaries of ukulele construction, creating instruments that are as bold as they are beautiful. Unorthodox design and impressive functionality are only the beginning when it comes to these creatively conceived ukuleles. Ortega offers a broad range of traditional Sopranino, Soprano, Concert, Tenor and Baritone body sizes. Rounded out with our Ukebasses Guitarleles. Selected models are equipped with our own preamp and built-in tuner. Whether you are a beginner, an enthusiast, or performing professionally, Ortega has the instrument for you. From the Manufacturer Ortega offers a broad range of"}, {"role": "assistant", "content": "Price is $429.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLexmark X2580\nThe Lexmark X2580 is fast at speeds up to 22 ppm black and 16 ppm color. This 36-bit color flatbed scanner easily handles thick books. Features PC-free copying, Borderless photos. USB connectivity Connect the printer to your computer via USB 2.0. The Lexmark X2580 is fast at speeds up to 22 ppm black and 16 ppm color This 36-bit color flatbed scanner easily handles thick books PC-free copying Borderless photos USB connectivity Connect the printer to your computer via USB 2.0. Manufacturer Lexmark, Brand Lexmark, Weight 12.9 pounds, Dimensions 21.7 x 14.2 x 9.4 inches, model number Is Discontinued No, Manufacturer Part"}, {"role": "assistant", "content": "Price is $117.50"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSpyke Grind Free Jackshaft for Belt Drive for Harley 98-08\nThis Amazing Jackshaft Fixes the Grind Associated With Many 3 Open Belt Drives That Utilize One-Piece Jackshafts This Amazing Jackshaft Fixes the Grind Associated With Many 3 Open Belt Drives That Utilize One-Piece Jackshafts The Grind-Free Is a Three Piece Unit With Ramped Teeth and Enough Flex to Integrate Seamlessly With Any Belt Drive The Grind-Free Is a Three Piece Unit With Ramped Teeth and Enough Flex to Integrate Seamlessly With Any Belt Drive For BIG TWIN BDL Belt Drive & Others With One-Piece Jackshafts For BIG TWIN BDL Belt Drive & Others With One-Piece Jackshafts This amazing jackshaft fixes the grind"}, {"role": "assistant", "content": "Price is $130.72"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMOTOKU Front and Rear Brake Pads for Magnum 330 Scrambler 500 Sportsman 400 500 600 700 800 Trailblazer Trail Boss 330\nCompatible with Magnum 330 Scrambler 500 Sportsman 400 Sportsman 450 2006 2007, Sportsman 500 HO Sportsman 500 X2 Sportsman 600 Sportsman 700 Sportsman 800 Trail Blazer 250 2005 2006, Trail Blazer 330 Trail Boss 330 Compatible with Magnum 330 Scrambler 500 Sportsman 400 Compatible with Sportsman 450 2006 2007, Sportsman 500 HO Sportsman 500 X2 Compatible with Sportsman 600 Sportsman 700 Sportsman 800"}, {"role": "assistant", "content": "Price is $15.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLEGO Ideas Voltron 21311 Building Kit (2321 Pieces) (Discontinued by Manufacturer)\nIt\u2019s time to defend the universe so get ready to form LEGO Ideas 21311 Voltron, the biggest buildable LEGO mech ever! This awesome set features buildable and highly posable black, blue, yellow, red and green lion toys with specially designed, extra-strong joints to combine them all and create the Voltron super robot, plus a huge silver-colored sword and shield that attach firmly to Voltron\u2019s hands. Ideal for display or to recreate thrilling action from the original 1980s Japanese anime Voltron TV series and the modern DreamWorks Voltron Legendary Defender series. Build 5 posable Voltron lions and combine them all to create the Voltron super robot toy! Display"}, {"role": "assistant", "content": "Price is $532.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nIndiPRO V-Mount Plate with Sony Dummy Battery for Sony A7, A7r, A7s Cameras\nPower your powered devices from a V-Mount battery using this V-Mount Plate. The plate features a dummy battery at the end of an integrated 20\u2033 cable. This dummy battery will work with A7 series mirrorless cameras. Other accessories that require 12-16 volts of power can be connected to the built-in D-Tap on the plate. For rig integration, this battery plate includes a 15mm LWS bracket for mounting on a lightweight 15mm compatible rod-based rig. In this configuration, the battery attached to the plate can be used as a counterweight for shoulder-mounted setups. Made in the USA. Compatible with Sony For a7 Series,"}, {"role": "assistant", "content": "Price is $149.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKOHLER Side-Mount Electrical Outlets in Natural Maple for Tailored Vanities\nProduct Description Custom storage systems The custom storage and accessory options of the Kohler Tailored vanity collection maximize every inch of your vanity space. Every hair dryer, toothbrush and tube of lipstick has its own place and frees your bathroom of clutter. Create your personalized storage and wake up to a more manageable morning routine. Use adjustable shelf and rollout tray to easily access everyday toiletries and towels. Keep electronics off your countertop and always ready for use on the shelf with built-in outlets. View larger Maximize drawer space while separating items with drawer dividers and a storage tray. View larger Apply makeup using the removable mirror and store makeup and brushes in the tray after each use. View larger Keep toiletries within reach and"}, {"role": "assistant", "content": "Price is $274.35"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCreative Crown Foam Molding | 96 Ft of 3.5 Angelo Foam Crown Molding kit W/precut Corners on end of Lengths 4 Inside & 1 Out (Available in 5 Other Styles and Sizes-See Our Other LISTINGS)\nCreative Crown Foam Molding | 96 Ft of 3.5 Angelo Foam Crown Molding kit W/precut corners on end of lengths. THIS IS A KIT - 96 feet of crown molding. 95.5 lengths. Includes 5 precut corners on the ends of the lengths. 4 inside 90 degree corners and 1 outside 90 degree corner. Easy to install smooth, high density, molded, white polystyrene, foam crown molding. Light weight - only 10 oz per 8"}, {"role": "assistant", "content": "Price is $284.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMaps International Medium The World is Art Wall Map - Pink - Pinboard - 24 x 36\nThe World Is Art is a unique range of world maps created to look fantastic on your wall. Beautifully designed with pink color tones for the stylish wall space in your home, these maps are sure to impress. The world map features major towns and cities and contains relief shading for land and sea. Completely up-to-date The map is completely accurate and includes all recent world developments, particularly the new country of South Sudan and the new international dateline. Map uses Child's room, Learning, Home decor. This Medium The World Is Art Wall Map - Pink (Pinboard) is designed to be rigid and attractive, with the added bonus that it can be pinned with thumbtacks. Made from This"}, {"role": "assistant", "content": "Price is $110.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGOODYEAR 123R E WRL FORTITUDE HT TL\nPackage Dimensions 18 H x 18 L x 11 W (inches) Package quantity 1 Package Weight 40.0 pounds Country of Origin United States Brand Goodyear, Seasons NON_WINTER, Size Section Width 11 Inches, Load Capacity 3415 Pounds, Tread Depth 10 32nds, Rim Width 11 Inches, Weight 52.78 Pounds, Manufacturer GOODYEAR, Model WRANGLER FORTITUDE HT, model number Manufacturer Part Construction R, Rank Automotive Passenger Car Performance Tires 9419, Available July 23, 2019, Dimensions LxWxH 18 x 11 x 18 inches, Rim Size 18 Inches,"}, {"role": "assistant", "content": "Price is $405.69"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSanyo 1080p Front Projector - Black\nThe small DLP contains a DMD panel and color wheel with high-contrast optical system that achieves a contrast ratio as high as 2,200 1, exhibiting natural and smooth gradation. This easy set up projector uses a UHP lamp for outstanding brightness and well-balanced color reproduction. The provides 2,500 lumens brightness. The compact design and lightweight body lets you make presentations almost anywhere. To compensate for keystone picture distortion, the provides vertical keystone correction with a range up to \u00b1 15 degrees. Auto input search assists your set-up and versatile go-anywhere capability make this a truly portable projector. The can be ceiling or inverse mounted for enhanced versatility. Digital signal reflected off a DMD chip and"}, {"role": "assistant", "content": "Price is $95.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWoodbridge Lighting 3-Port Mini Pendant Cluster, by Maximum, Satin Nickel\nFrom the Manufacturer This ceiling cluster is formed by the combination of the three included satin nickel mini pendants featuring an iridescent mosaic tube. Satin nickel finish Iridescent mosaic tube glass Requires three (3) candelabra base bulb (not included) 10 inches wide x 84 inches high max UL listed for dry locations Brand Woodbridge Lighting, Color Satin Nickel, Material Glass, Style Transitional, Light fixture form Pendant, Power Source Corded Electric, Special Feature UL Listed, Finish Type Nickel, Shade Material Glass, Light Sources 3, Lighting Method Downlight, Specification Met UL, s 1, Manufacturer Woodbridge Lighting, Part Weight 15.05 pounds, Dimensions 4."}, {"role": "assistant", "content": "Price is $225.88"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDNA MOTORING 3-Row Full Aluminum Radiator Compatible with 70-78 Dodge B-Series Ram Van, Compatible with 50-54 Chevy Bel Air / Corvette\nAluminum racing radiator is designed to provide maximum cooling efficiency to prevent premature engine failure. Its light-weight, and high-heat transferring aluminum features a tube and fin design that, dramatically increases surface area that enables the heat to dissipate more efficiently. This racing radiator is at least 40% more efficient than stock ones. Most importantly, it has a much higher capacity for coolant than stock ones, which means that your cooling system will be more efficient and will be more resistant to temperature surges in racing applications. Fitment 1 - Compatible with Dodge B-Series Ram Van / D/ W-Series Pickup / RamCharger /"}, {"role": "assistant", "content": "Price is $151.07"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nApollo Tools Pink Household Tool Set in Attractive Designer Zippered Case with Pink Tool Selection - Pink Ribbon - Pink -\nApollo Tools is a product line of high quality, competitively priced, hand tools and power tools constructed of the finest quality components and designed for the home repair enthusiast. We strive to create the best possible tools and tool kits and to do so ethically, honorably, and with our customers\u2019 satisfaction at the very core of our focus.. This tool kit comes in an attractive pink designer case that zips up and contains a careful selection of favorite tools from our pink line.. The case looks great and is convenient for transport and storage.. This is the perfect small tool set for the home and on the go for every day tasks and projects.. It includes a box cutter"}, {"role": "assistant", "content": "Price is $35.91"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSquare D by Schneider Electric Air-Pump Pressure Switch, NEMA 1, 50-70 psi Pressure Setting, 20-65 psi Cut-Out, 15-30 psi Adjustable Differential, Low-Pressure Cut-Off\nThis Square D Pumptrol electromechanical pressure switch with 50-70 psi pressure setting range activates an electrically driven water pump within a power circuit when the adjustable rising and falling thresholds are reached. The NEMA 1 enclosure has a 1/4 NPSF internal fluid connection and screw clamp terminals. The switch works with a 2 Hp or less pump. The adjustable differential range is 15-30 psi and the cut-out range is 20-65 psi. The low-pressure cut-off (auto-start-off) operates at approximately 10"}, {"role": "assistant", "content": "Price is $52.93"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nArlen Ness 18-512 Chrome Big Sucker Performance Air Filter Kit\nAll-in-one backing plate features a built-in carb support and built-in breather tunnels at each head to decrease crankcase pressure. Each tunnel exits at the mount of the carburetor to create a virtually closed loop system Breather features O-ring banjo bolt seals and a radiuses intake manifold. No oil hoses, no oil fittings, no leaking and no mess Stage I kit features a Team Ness High-Flow filter that accepts all 93-up oval or round O. E. M. outer covers All kits include a Big Sucker aluminum backing plate, Team Ness High-Flow air filter, chrome banjo bolts for Twin Cam and 93-Up EV2 Big Twin, simple instructions and all necessary hardware This Item"}, {"role": "assistant", "content": "Price is $161.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSpeedy Pros Boricua Puerto Rico Zinc Metal License Plate Frame Car Auto Tag Holder - Black 2 Holes\nLicense Plate Frame Funny Weatherproof Treat yourself to exciting new car accessories that will catch everyone's eyes. Decorate your vehicle and make it look unique and funny with our zinc metal license plate frame. Very clear, bold, easy to read lettering can be read from a distance by other drivers. Our designs are professionally printed on our personalized license plate frame with state-of-the-art equipment guaranteed to last for years. We have more than 12 years of experience in the printing industry to offer you stunning detail and rich lifelike colors. All prints are carefully made in our lab in Tampa, Florida. CUTE CAR ACCESSORY! ** Made from high quality zinc metal ** Fits every"}, {"role": "assistant", "content": "Price is $18.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCim-Tek 10 m Resin-Impregnated Cellulose Elmnt for Centurion Fltr Housing 6-pack\nCim-Tek 30002 10 m Resin-Impregnated Cellulose Element for The Cim-Tek Centurion Filter Housing. This 10 Micron Resin-Impregnated Cellulose Element Is Used To Remove Dirt And Rust And Is Recommended for gasoline, diesel, & ULSD. This filter goes with the Cim-Tek Centurion Filter Housings. Centurion Element for use with part 40001, 40013, & 40020 10 Micron Resin-Impregnated Cellulose element Used to remove dirt and rust and dust Recommended for gasoline, diesel &"}, {"role": "assistant", "content": "Price is $174.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNikon B500 Digital Camera (Black) with All-in-One Starter Bundle - Includes SanDisk Ultra 64GB Memory Card, 4X Rechargeable AA Batteries, Camera Shoulder Case, Photo/Video Software, Flash & More\nNikon COOLPIX B500 Digital CameraThe COOLPIX B500 Digital Camera from Nikon features a 16MP 1/2.3 BSI CMOS sensor for high-resolution imagery as well as Full HD 1080p video. This sensor's construction utilizes a stacked backside-illuminated design to improve clarity and image quality when working in dimly-lit conditions. The 40x optical zoom lens provides a 35mm equivalent focal range of covering wide-angle to telephoto perspectives to suit working in a wide variety of environments"}, {"role": "assistant", "content": "Price is $407.55"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nR1 Concepts Front Rear Brakes and Rotors Kit |Front Rear Brake Pads| Brake Rotors and Pads| Ceramic Brake Pads and Rotors |Hardware Kit|fits Chevrolet Colorado, GMC Canyon\nCompatible Applications for Chevrolet Colorado Front and GMC Canyon Front and Rear All-in-One Complete Brake Kit Replacement eLine Series Front & Rear Brake Kit comes with (4) high performance brake rotors and (8) low-dust ceramic brake pads and hardware kit. High Performance Brake Rotors Made of G3000 grade cast iron with zinc finish for ultimate rust protection. Built with O.E.M specifications in mind, no modification required. Ultimate Stopping Power Precision-drilled holes and countersunk design prevents cracking and build up, enhances ventilation and dissipates heat. Designed for smoother and quieter stopping,"}, {"role": "assistant", "content": "Price is $421.04"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPower Stop Front & Rear Z36 Truck and Tow Brake Kit with Calipers\nThe Power Stop Z36 Truck & Tow Performance brake kit provides the superior stopping power demanded by those who tow boats, haul loads, tackle mountains, lift trucks, and play in the harshest conditions. The brake rotors are drilled to keep temperatures down during extreme braking and slotted to sweep away any debris for constant pad contact. Combined with our Z36 Carbon-Fiber Ceramic performance friction formulation, you can confidently push your rig to the limit and look good doing it with red powder brake calipers. Components are engineered to handle the stress of towing, hauling, mountainous driving, and lifted trucks. Dust-free braking performance. Z36 Carbon-Fiber Ceramic formula provides the extreme braking performance demanded by your truck or "}, {"role": "assistant", "content": "Price is $735.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRedcat Racing Monte Carlo RC Car 1/10 Scale Fully Licensed 1979 Chevrolet Monte Carlo Lowrider \u2013 2.4Ghz Radio Controlled Fully Functional Lowrider Car \u2013 Purple\nRedcat Racing was founded in 2005 with the ambition of bringing people together and enhancing fun through our products. We have a complete line of parts and accessories as well as a wide selection of vehicle sizes ranging in scale. Creating a positive experience with our products and brand is the driving force behind our innovation and vision. Most of our products come fully assembled. Officially Licensed 1979 Chevrolet Monte Carlo Our 1979 Chevrolet Monte Carlo is a great addition to our line of vehicles. It is the first to use the new LR260 chassis with a solid rear axle and independent front suspension."}, {"role": "assistant", "content": "Price is $359.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKala Brand Music Co. Solid Cedar Top Acacia, Ukulele, Natural, Baritone\nElegant and beautiful, these are some of the best sounding ukuleles you will ever play. To complement such an excellent sounding instruments, we gave it a full redesign for 2021. The Solid Cedar Top with Acacia back and sides in a shiny, gloss finish, trimmed out in Rosewood binding is a sleek combination. We added an Abalone rosette, Rosewood fingerboard and bridge, and Graphtech Ratio Black Tuners. SIZE Baritone TOP Cedar BACK & SIDES Acacia BINDING Rosewood NECK Mahogany FINISH High-Gloss FINGERBOARD Rosewood HEADSTOCK Standard STRINGS Aquila Super Nylgut NUT & S"}, {"role": "assistant", "content": "Price is $399.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTCMT Rear Passenger Seat Fits For Indian Chief Vintage Roadmaster Chieftain Roadmaster Dark Horse Indian Springfield Dark Horse\nCondition Aftermarket 100% Brand New Superior quality and Durable Material Leather + Foam + Iron + PP Plastic Color Chrome & Desert TanFitmentFit For Chieftain Dark Horse Icon Fit For Roadmaster Limited Fit For Indian Springfield Dark Horse Fit For Indian Springfield Fit For 2021 Vintage Dark Horse Fit For Roadmaster Dark Horse Fit For Chieftain Elite Fit For Indian Vintage Fit For 2020, 2018 Roadmaster Elite Fit For 2020 Indian Chief Dark Horse Fit For Springfield Dark Horse Fit For Chieftain Classic Fit For 2018, 2016 Chief Fit For Chieftain Limited Fit For Chief Dark Horse Fit For"}, {"role": "assistant", "content": "Price is $129.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHOKEMA Sansula Renaissance\nSansula Renaissance We have developed the Sansula Renaissance to combine the best features of our other models in one. While the basic Sansula instrument has a relatively delicate membrane, the Renaissance is fitted with a robust synthetic REMO drumskin. The Renaissance is resistant to moisture, so it retains its tension under conditions of varying air humidity and thus also retains its wonderful sound. For all age groups. Most importantly, the Sansula Renaissance has inherited the indescribable sounds of the Sansula Klassik. The tuning of the instrument, in a-minor with additional b and f, allows wonderful melodies to be produced, almost by themselves, by plucking the tines with the thumbs. Tuning ex-works (can be varied) a \u0301, c"}, {"role": "assistant", "content": "Price is $209.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGarage-Pro Tail Light Compatible with Toyota Prius V LH Driver Side Assembly LED Type\nManufactured from high quality materials Manufactured from high quality materials Easy to install; replaces old or damaged part Easy to install; replaces old or damaged part This is an OE replacement item This is an OE replacement item Garage-Pro is the most affordable brand for your old, worn-out, or damaged factory part! This premium quality replacement part is made to give your car, truck, and SUV that original factory look and performance. Available for different applications, our Garage-Pro part will surely fit right to your vehicle. Comes with 1-year unlimited mileage warranty! Anyone just can't fail by using Garage-Pro! Garage-Pro definitely will indulge you as well as your vehicle starting with your very first purchase! FREE 1-year"}, {"role": "assistant", "content": "Price is $115.64"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLinksys Wireless-G Travel Router with SpeedBooster - Wireless router - - desktop\nProduct Description Create a wireless network wherever you go! Compact Internet-sharing Router with built-in SpeedBooster enhanced Wireless-G Access Point, in a pocket-sized box. The antenna and power supply are built-in for travel convenience. The Linksys Wireless-G Travel Router with SpeedBooster lets you carry a wireless network wherever you go. There's a built-in access point, which lets you connect SpeedBooster-enhanced and regular Wireless-G and Wireless-B devices to the network. There's also an Ethernet port to connect your wired PC. The Router function ties it together and lets your PCs share a wired or wireless Internet connection. The travel-friendly form factor includes a built-in power supply and antenna -- it even comes with a"}, {"role": "assistant", "content": "Price is $165.93"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAC Compressor & A/C Clutch For Mazda 6 Mazda6 3.0L V6 2003 2004 2005 2006 2007 2008 - BuyAutoParts NEW\nEngineered for superior durability, backed by a one year, unlimited mileage warranty Guaranteed Exact Fit for easy installation, with pre-fitted clutch pulley and plug-and-play electrical connector 100% BRAND NEW, premium ISO/TS 16949 quality - no core deposit or return required! Make sure you flush the system thoroughly and replace the drier filter along with the compressor for better long-term reliability, or consider one of our AC kits that includes everything you need! Fits Mazda 6 V6 Manufacturer BuyAutoParts, Brand BUYAUTOPARTS!, Weight 16."}, {"role": "assistant", "content": "Price is $250.41"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTama Superstar Classic / Silverstar Hardware Pack\nSuperstar Classic / Silverstar Hardware Pack. Recommended hardware kit for TAMA Superstar Classic shell kit. Compliment your Superstar Classic shells with this sturdy, road-ready hardware setup. Iron Cobra 200 Power Glide drum pedal 25.4 mm diameter base section tubing cymbal stands and snare stand Boom/Straight convertible tilter Quick-Set Tilter cymbal stands and snare stand Double braced legs Recommended hardware kit for TAMA Superstar Classic shell kit Compliment your Superstar Classic shells with this sturdy, road-ready hardware setup Recommended hardware kit for TAMA Superstar Classic shell kit Compliment your Superstar Classic shells with this sturdy, road-ready hardware setup Weight 39.9 pounds, Dimensions"}, {"role": "assistant", "content": "Price is $399.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDetroit Axle - Front Rear Strut w/Coil Spring + Sway Bars Replacement for Honda Accord - 8pc Set\nReplacement for Honda Accord Kit Includes 2x Front Complete Strut w/ Coil Spring Assembly + 2x Rear Complete Strut w/ Coil Spring Assembly + 2x Front Sway Bar Links + 2x Rear Driver Side Sway Bar Links Detroit Axle Suspension Components are Ready to Meet the Rigorous Demands of Today's Foreign and Domestic Passenger Cars, Trucks and SUVs Undergo Impact, Wear, and Fatigue Testing to Help Ensure Quality and Durability Warranty. Detroit Axle Is a Leading Global Retailer and Distributor of OE Re-manufactured and New Aftermarket Auto Parts Manufacturer Detroit Axle, Brand Detroit Axle, Weight "}, {"role": "assistant", "content": "Price is $302.65"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTraxxas Clear Body with Camper with Decals, TRX-4 Sport\nThis is a Clear Camper Body for the Traxxas TRX-4 Sport.Features Pre-trimmedIncludes (1) Body with window masks and decal sheet.Requires Painting Traxxas 8112 - TRX-4 Sport Pre-Cut Camper Body, Clear Features Pre-trimmed Includes (1) Body with window masks and decal sheet. Specs Part number(s) included (in factory packaging) 8112 Dimensions 20 x 10 x 6 inches, Weight 1.5 pounds, Country of Origin China, model number 8112, Manufacturer recommended age 12 years and up, Rank Toys & Games RC Vehicle Bodies 210, Manufacturer Trax"}, {"role": "assistant", "content": "Price is $44.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSG03XL Battery for HP Envy M7 Notebook CTO Series\nBattery Type Li-Polymer Voltage 11.55V Capacity 41.5WH ; Cells Color Black with Two Free Screwdrivers Compatible for HP Envy M7-U Series, Hp Envy Series, Hp Envy CTO Series, Hp Envy Notebook Series.HP SG03XL SG03XL SGO3XL Compatible Models for HP Envy m7 17 100% New from Manufacturer. Overcharge and Overdischarge Circuit Protection;Over-temperature and Short-circuit Protection; Up to 500 recharge cycles over the life of the battery. Warranty We specialize in providing quality power products from factory direct sales and quality customer service.Full Refund within 60 days.Satisfaction guaranteed and backed by 12"}, {"role": "assistant", "content": "Price is $33.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCreative Labs T100 2.0 Bluetooth Speaker System - 40 W RMS - 50 Hz to 20 kHz - USB - Compact Hi-Fi Wireless Desktop PC Speakers (Renewed)\nThis pre-owned or refurbished product has been professionally inspected and tested to work and look like new. How a product becomes part of Amazon Renewed, your destination for pre-owned, refurbished products A customer buys a new product and returns it or trades it in for a newer or different model. That product is inspected and tested to work and look like new by Amazon-qualified suppliers. Then, the product is sold as an Amazon Renewed product on Amazon. If not satisfied with the purchase, renewed products are eligible for replacement or refund under the Amazon Renewed Guarantee. Minimanlistic 2.0 Computer Speakers"}, {"role": "assistant", "content": "Price is $49.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSatco Durable All Weather Plastic Motion Infrared Security Sensor, Bronze\nNuvo Lighting is uniquely, poised to become one of the industry\u2019s leaders. With the sales and distribution resources of Satco products and the continued offering of finely conceived, well crafted products that deliver style, value and quality \u2013 Nuvo is a name that will become synonymous with lighting. 5 second to 8 minute delay control Adjustable daylight control Manual override feature CUL wet location listed Manufacturer Satco, Part Weight 8.1 ounces, Dimensions 8.5 x 2.5 x 3 inches, model number Is Discontinued No, Color Bronze, Style Traditional, Finish Bronze, Power Source Corded Electric, Voltage 120 Volts, Quantity 1, Type of Bulb Outdoor Wall Fixture, Mount"}, {"role": "assistant", "content": "Price is $44.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nVinyl Soft Top Roll-up Adjustable Truck Tonneau Cover Kit Compatible with Chevy S10 GMC Sonoma Isuzu Hombre 6Ft Fleetside/Styleside Bed 94-03, Matte Black\nThis cover is compatible with Chevy S10 GMC Sonoma Isuzu Hombre Only fits 6ft fleetside / styleside bed. Come with 1 tonneau cover and 2 side mounting rails, can withstand kinds of climate conditions and supply a great protection to your vehicle with adjustable tension and rubber weather seals. It is made of vinyl frame to guarantee a long operate life in outdoor conditions, also has the elastic straps to secure cover in stored position. It has the velcro edges to seal against truck bed, providing maximum security and concealment of your goods as well, increasing"}, {"role": "assistant", "content": "Price is $147.88"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBRIGHTFOCAL New Screen Replacement for ASUS ROG FHD 120Hz Upgrade LCD LED Display (Panel Only)\nBRIGHTFOCAL New Screen Replacement for ASUS ROG FHD 120Hz Upgrade LCD LED Display (Panel Only) Compatible Model BRIGHTFOCAL New Screen Replacement for ASUS ROG FHD 120Hz Upgrade LCD LED Display (Panel Only) Important You must match the RESOLUTION, BACKLIGHT, and SCREEN SIZE, TOUCH/NON-TOUCH to your current screen. You cannot deviate from your current screen specifications. Purchasing a screen with different specifications will not work with your system. If you are unsure what your current screen specification is, please contact us before purchase and we will gladly help. BrightFocal provides 100% compatible new item and your satisfaction is"}, {"role": "assistant", "content": "Price is $143.50"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nZIQUN 6.0L Turbo Intercooler Boots Clamps Kit, Intercooler Hose Compatible with Ford F-250 F-350 F-450 F-550 6.0 L Turbo Diesel\nPractical Set Turbo intercooler boots clamps kit includes an elbow 6.0 powerstroke turbo boot hose and two T-bolt intercooler boots clamps combined in a set to give you better convenience. Compatibility 6.0 powerstroke intercooler boot kit compatible with 2003 2004 2005 2006 2007 Ford F250 F350; only 6.0L turbo diesel engine. Temperature Resistance -40\u00b0C to 250\u00b0C High temperature intercooler boots for hot air and water, not for oil or fuel transfer"}, {"role": "assistant", "content": "Price is $35.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTLAPS Compatible With 2004 Titan/Armada Textured Black AVT Style Aluminum LED Light Bull Bar Guard with Skid Plate\nApplication Compatible With Nissan Titan All Models, 2004 / Nissan Armada All Models Front Bumper LED Bull Bar Guard AVT Series LED Bull Bar, Angular, Bold & Edgy Design Made of Light Weight Aluminum with Durable Construction, Textured Black Coating Finish Plus Warranty on Craftsmanship Only Built In Straight Light Bar with 1 Row of LEDs, High Intensity LEDs Super Bright Offroad Style, Comes with Light Bar Switch Control Manufacturer TLAPS, Brand TLAPS, Dimensions 19 x 13 x 6 inches, Exterior Ready To Paint, Manufacturer Part Position Front, Bulb Type LED, Rank Automotive Grille & Brush Guards 133"}, {"role": "assistant", "content": "Price is $250.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAA Warehousing Foreman Single Handle Kitchen Faucet in Brushed Nickel, 10 Spout Height\nSingle Handle Lavatory faucet Ceramic Disc Cartridge Brushed Nickel Finish Solid Brass waterway construction with hot and cold indicator Meets standards set by Americans with Disabilities Act Maximum Water Pressure 1200 Minimum Water Pressure 700 High Pressure Compatible Inlet Size 0.5 Single hole faucet Ceramic Disk Cartridge 1.8 GPM flow rate Wipe with clean cloth after each use Solid Brass waterway construction Deck mount 100% Pressure System Tested 700kPa - ADA, cUPC, CSA AB1953 compliant Single Lever One year manufacturer warranty applies Brand AA Warehousing, Mounting Type Deck Mount, Finish Type Brushed, Material Steel, Color Brushed Nickel, Handles 1"}, {"role": "assistant", "content": "Price is $99.44"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJSBOYAT Headlight Assembly Bulbs Included w/Bumper Lights 4pcs Fit for 04-12 Chevy Colorado/GMC Canyon, 06-08 Isuzu I-Series Headlamp Passenger & Driver Side, Black Housing with Amber Reflector\n\ud83d\udca1 VEHICLE COMPATIBILITY Headlights Assembly Compatible with Chevrolet Colorado, GMC Canyon, 2006 Isuzu i-280 / i-350, 2007 2008 Isuzu i-290 / i-370. High beam bulb type 9005 (Included); Low beam bulb type 9006 (Included). Turn Signal Light 3757A (Not Included); DRL 4757NA (Not Included). OEM Part Number Partslink Number \ud83d\udca1 PREMIUM HOUSING MATERIALS This headlamp is sturdy"}, {"role": "assistant", "content": "Price is $124.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStroller Wagons for 2 Kids, Collapsible Wagon with Seat Belt and Canopy, Kids Wagon Beach Cart with Big Wheels for Sand, Folding Wagon for Shopping, Picnic, Camping, Garden (Stroller Wagon)\nWAGON WITH CANOPY FOR KIDS Our linor new wagon stroller with aluminum table plate and canopy design.Each seat provides a double buckle safety belt, the child sits more safely. Fully meet your travel requirements, it can be turned into a simple dining table and a carport can be built. Get the most out of your outdoor fun! KIDS WAGON FEATURES off-road wheels can be use widely on beach sand,ramps, stones, lawns, steps etc. Push & Pull adjustable handles. You can push and pull the utility wagon with"}, {"role": "assistant", "content": "Price is $158.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHP Envy Quad Gen. Intel 16GB DDR4, PCIe NVMe SSD, Intel UHD 620, IPS micro-edge, Bluetooth, Windows & Olufsen MS Ink 15.6 Convertible 2-in-1 laptop\nOptimized for inking, the Newest ENVY x360 with Fingerprint reader draws out a more productive, more creative you. Its responsive design adapts to your every move, simplifying your most demanding tasks, transforming workflow, and enhancing creativity with every stroke of the pen. Beauty. Innovation. Drawn together. With four modes designed to work with Windows Ink, take handwritten notes, sketch ideas, and even navigate your screen in a whole new way-all on a high performance laptop. Performance. Above and beyond. Equipped with the latest Intel"}, {"role": "assistant", "content": "Price is $880.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAvery Dennison SW900 Matte Brilliant Blue Metallic | 671-M | Vinyl CAR WRAP Film (5ft x 75ft (375 Sq/ft)) w/Free-Style-It Pro-Wrapping Glove\nAvery Dennison SW900 SUPREME WRAPPING FILM Easy Apply Cast Vinyl Film is a premium quality cast film designed for use in vehicle and graphics markets where high quality film finish and cost effective full color wrapping is required. This dual-layer film incorporates color and clear protective layers, providing a smooth, paint-like finish that's both durable and dazzling. This film is recommended for full car wraps, full truck wraps and can be applied to your vehicles hood, trunk, roof, mirrors, door handles, glass, interior trim and dash panels, chrome and metal parts"}, {"role": "assistant", "content": "Price is $826.59"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nORORO All-New Ultra-Compact Rechargeable Battery Pack for Heated Vests, Heated Jackets and Heated Hoodies\nButton closure Hand Wash Only Market-Leading Recharging Time Thanks to the new technology, it takes only 4 hrs to recharge this battery with the 5V3A charger, providing up to 10 hours of run-time for all ORORO heated clothing (3 hrs on high, 6 hrs on medium, 10 hrs on low) Smaller & Lighter This battery is 40% smaller than the ORORO standard battery and lighter with rounded corners, offering an optimized fit without feeling bulky and annoying during wear Thoughtful Design Easy-to-access power button and enlarged LED lights on the front make checking the remaining battery life easy. Charge your phone"}, {"role": "assistant", "content": "Price is $79.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFrigidaire Crisper Drawer Refrigerator\nProduct Description This crisper drawer is a genuine replacement part that is perfect to replace a broken crisper bin in a variety of refrigerators. The sliding pan is big enough to fit all sorts of fruits and vegetables that you need to keep cool. Make sure that your fridge functions ideally with this appliance replacement part. Compatible with Whirlpool, Kenmore, Amana, Maytag, KitchenAid and GE models. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is Crisper Drawer Frigidaire drawer RECOMMENDED USE Replacement crisper drawer for a fridge GENUINE REPLACEMENT PART Made specifically to be compatible with Frigidaire and Electrolux refrigerators PART # Compatible with Wh"}, {"role": "assistant", "content": "Price is $147.87"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDetroit Axle - Brake Kit for Chevrolet Impala Malibu Buick LaCrosse Regal Replacement Chevy 12.64 inch Front & 12.4 inch Rear Disc Brake Rotors Ceramic Brakes Pads\nKit Includes 2x Front Drilled & Slotted Brake Rotor - 2x Front Drilled & Slotted Brake Rotor - 2x Rear Drilled &Slotted Brake Rotor - 2x Rear Drilled &Slotted Brake Rotor - 2x Front Ceramic Brake Pads (Hardware Included) - P-1421 2x Front Ceramic Brake Pads (Hardware Included) - P-1421 2x Rear Ceramic Brake Pads (Hardware Included) - P-1430 2x Rear Ceramic Brake Pads (Hardware Included"}, {"role": "assistant", "content": "Price is $279.24"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRK Racing Chain 110 Gold XW-Ring Chain with Connecting Link\nAdvanced design XW-ring provides better sealing to extend wear life up to 100 percentXW-ring chains are the best high-speed, extreme heat performance chains available todayChains include rivet connecting link \u2705 Fabricated from an advanced nitrile butadiene composite and featuring 3 lubrication pools to prevent heat, abrasion, torsional flex, and loss of lubricant. Manufacturer RK Racing Chain, Brand RK Racing Chain, Model 110, Weight 4.7 pounds, Dimensions 10.3 x 5.5 x 1 inches, model number 110, Is Discontinued No, Exterior Painted, Manufacturer Part 110, Rank Automotive Powersports Parts Available January 30, 200"}, {"role": "assistant", "content": "Price is $162.78"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMarware Lightweight MicroShell Folio Standing Case for Kindle Fire HD 8.9, Orange (will not fit HDX models)\nMarware MicroShell Folio Kindle Fire HD 8.9 Case The Marware MicroShell Folio is a sleek, ultra-lightweight case that combines versatility and protection. Features Elastic strap holds case open/closed Full access to HDMI and charging ports while inside case Convenient Port Access Lightweight, form-fitting folio allows full access to the HDMI and charging ports without removing device from the case. Stands For Hands-Free Viewing Stands your device horizontally for convenient hands-free reading/viewing. Fold the front lid back and insert it into the groove on the back of the polycarbonate shell. The weight of the device will stabilize the case in the standing position."}, {"role": "assistant", "content": "Price is $34.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLivex Lighting Montclair Mission 1 Light Outdoor Bronze Finish Solid Brass Wall Lantern with Iridescent Tiffany Glass, 16 x 25 x 30\nProduct Description Bright, iridescent tiffany glass and bold lines put a fresh spin on a classic look in this beautiful Montclair Mission style outdoor wall lantern. Made from solid brass finished in bronze, the top hanging lantern is attached to the back plate by a graceful, curved arm. T-bar overlay linear details on the frame give it an architectural window-inspired look. From the Manufacturer Montclair Mission Exterior Lighting utilizes the classic Mission design motif to bring architectural art to your living space. Tasteful use of Iridescent Tiffany Glass completes this timeless look sure to enhance the exterior of your home. TRADITIONAL DESIGN. Drawing inspiration from traditional"}, {"role": "assistant", "content": "Price is $136.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNewest HP 14 HD WLED Backlit High Performance Business Laptop, AMD Athlon Silver 3050U up to 4GB DDR4, 128GB SSD, Wireless-AC, HDMI, Bluetooth, Webcam, SD Card Reader, Windows 10 S (Renewed)\nThis pre-owned or refurbished product has been professionally inspected and tested to work and look like new. How a product becomes part of Amazon Renewed, your destination for pre-owned, refurbished products A customer buys a new product and returns it or trades it in for a newer or different model. That product is inspected and tested to work and look like new by Amazon-qualified suppliers. Then, the product is sold as an Amazon Renewed product on Amazon. If not satisfied with the purchase, renewed products are eligible for"}, {"role": "assistant", "content": "Price is $169.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRetractable Screen RAUBAY 78.7in x 74.8in Large Collapsible White Backdrop Portable Retractable Panel Photo Background with Stand for Video Conference, Photographic Studio, Streaming\n\ud83e\udd0d Larger Size Our professional white screen is easy to contain two people with its large size of x \ud83e\udd0d Wide Application This white background can be good used for video conferencing, YouTube videos, music videos, live-screaming, photography, Tik Tok, or interviews. An indispensable partner for your media career. \ud83e\udd0d Premium Fabric Wrinkle resistant screen made from 100% polyester has the features of good resilience, heat resistance and strong wearability, which is free from wrinkles and defects. \ud83e\udd0d Easy Set-Up You can easily set it up in seconds with"}, {"role": "assistant", "content": "Price is $118.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCompetition Engineering 3131 Hoop Roll Cage\nMain Hoop for Roll Camaro & FirebirdMild SteelTubing OD 1-3/4 in.Tubing Wall Thickness 0.134 in.Requires Comp Engineering Roll Bar Strut Kit for a complete Roll Bar Kit For a complete Roll Bar setup, this Roll Bar Hoop must be used with Competition Engineering Universal Mild Steel Strut Kit for Roll Bars. Note This product is only the main hoop to the roll cage Manufacturer Competition Engineering, Brand Competition Engineering, Weight 23 Pounds, Dimensions 55.5 x 1.5 x 41 inches, model number 3131, Manufacturer Part 3131, OEM Part 3131, Rank Automotive Automotive Roll Bars & Cages 46, Automotive Body Parts"}, {"role": "assistant", "content": "Price is $127.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKenroy Home Theta Swing Arm Floor Lamp, Medium, Brushed Steel\nProduct Description Who says elegant accents can\u2019t be functional? This delightfully modern swing arm floor lamp\u2019s elegant stylings and fully functional swing arms are the perfect solution for those looking to accent any Scandinavian or minimalist living space. Use the two swing arms to position the light perfectly for bedside reading or late-night relaxing. The downward directional light can illuminate your tablet or book while creating a wonderfully bright ambient glow. From the Manufacturer Kenroy Home Theta swing arm floor lamp in brushed steel finish comes with a 16 inch diameter white tapered drum shade. The ultimate reading lamp, the column is affixed to one side, allowing it to be placed close to an armchair or bed. Two arms offer maximum adjustability and counterbalance the drum"}, {"role": "assistant", "content": "Price is $190.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFilterbuy Air Filter MERV 8 Dust Defense Pleated HVAC AC Furnace Air Filters Replacement (Actual Size 19.50 x 22.50 x 3.63 Inches)\nreplacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size 19.50 x 22.50 x 3.63 ) MERV 8 synthetic media (comparable with MPR 600 & FPR 5) protects homes from dust, pollen, and more by trapping 90% of airborne particles without impacting air flow High-quality construction features an electrostatically charged, pleated design that captures more harmful particles and prolongs the products lifespan by 3 times that of fiberglass models Industrial-grade beverage board frames with dual wire backings outperform standard cardboard designs"}, {"role": "assistant", "content": "Price is $108.66"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n2023 Parrots Wall Calendar by Bright Day, 12x12 Inch, Beautiful Exotic Bird Photography\nSTAY ORGANIZED 2023 Parrots Calendar! Did you know that there are roughly 393 different species of parrot? These birds come in a variety of colors, sizes and temperaments, stretching throughout the world\u00e2\u02c6\u0161\u00e2\u20ac\u0161\u00e8\u00e2\u20ac\u0161\u00c3\u2018s tropical regions. They are among the oldest living of all birds, some of them reaching ages of around 95 years! Enjoy our 2023 botanical bird calendar. HIGH QUALITY Parrots Calendar - Size Closed 12 x 12 Inch. Opened 12 x 24 Inch. Does not bleed through! 13 Full Color Images! All 2023 Tropical Birds Calendar photos are hand selected from"}, {"role": "assistant", "content": "Price is $5.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAM Conservation Group, Inc. SH032W AM Conservation Group High Efficiency Shower Head, White\nProduct Description Spoil yourself and maximize efficiency with our Spoiler Showerheads, which feature three luxurious spray settings. This is a White 2. 0 GPM handheld model with a Pause feature that slows the flow of water for extra savings. From the Manufacturer Spoil yourself and maximize efficiency with our Spoiler Showerheads, which feature three luxurious spray settings. This is a White 2.0 GPM handheld model with a Pause feature that slows the flow of water for extra savings. 2. 0 GALLONS PER MINUTE - This water-saving hand shower head has a flow rate of 2. 0 gallons of water per minute. This pressure level allows for a great shower while"}, {"role": "assistant", "content": "Price is $22.36"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nManley Exhaust Valve (Small Block Chevy (LS-6 Head) 1.550 Head Diameter Race Flo), 1 Pack\nManley Performance manufactures stainless valves, forged pistons, camshafts, lifters, vanadium valve springs, push Rods and timing chain kits. Made up of good quality products. The product is manufactured in United States. Manley Performance manufactures Stainless valves, forged pistons, camshafts, lifters, vanadium valve springs, push Rods and timing chain kits Made up of good quality products Manufactured in United States Manufacturer Manley, Brand Manley, Weight 2.5 pounds, Dimensions 11.8 x 6.8 x 2.5 inches, model number Manufacturer Part OEM Part Rank Automotive Automotive Replacement Engine Exhaust Valves"}, {"role": "assistant", "content": "Price is $205.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMonopoly Electronic Banking Edition\nAmazon.com The Monopoly Electronic Banking Edition game combines the best of classic Monopoly with updated electronic transactions. As with the original version, players still operate with money, learn real-world economics, competition and strategy, try to stay out of jail, and try their best to get filthy rich. But this version has been updated to reflect changes in how the real world uses money All transactions are conducted with Monopoly's new banking card system. Anyone from age 8 and up will enjoy this updated version of one of the world's most famous games. Classic Fun with Modern Twists Aside from the electronic banking, the basic rules of this game have not changed from the Monopoly everybody remembers. Tokens, houses, hotels, chance and community chest cards, cardboard property deeds -- if"}, {"role": "assistant", "content": "Price is $94.39"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFumuchy 33MM 4 7/8 Height Chrome Plastic Super Spike Screw-on Nut Cover Replace 10570 for Semi Truck (20)\n33MM 4 7/8 Height Chrome Plastic Super Spike Screw-on Nut Cover Replace 10570 for Semi Truck Replace 10570 Fitment For Semi Truck 33mm 4 7/8 spike nut cover Material Made of high quality ABS Plastic, protect lug nuts not be affected by natural elements prevent rust and corrosion, extremely durability Replace Part Number 10570 Fitment fit Semi Truck 33mm 4 7/8 spike nut cover Material Made of high quality ABS Plastic, protect lug nuts not be affected by natural elements prevent rust and corrosion, extremely durability Installation Easy to install, directly to replacement for semi trucks App"}, {"role": "assistant", "content": "Price is $25.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\namscan Grease T-Birds Jacket\n100% Leather Package Includes 1 x Mens Grease T-Birds Costume Jacket, Plus size The black leather jacket features a white T-Birds logo on the back. Wear this jacket with jeans, a T-shirt, and boots (sold separately) to create your own greaser costume. Meet the rest of the T-Birds at the Frosty Palace in a T-Birds Leather Jacket! Review the size chart for additional sizing information. This jacket is the perfect way to get the retro look you\u2019ve been searching for this Halloween (or maybe even for that theme party you\u2019ve been dying to go to) Manufacturer recommended age 12 years and up, Available June 26, 2020, Manufacturer amscan"}, {"role": "assistant", "content": "Price is $51.52"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLULULOOK Band for Apple Watch Ultra, 49MM Titanium Metal Band for iWatch \ud835\ude3f\ud835\ude47\ud835\ude3e-\ud835\ude4e\ud835\ude58\ud835\ude67\ud835\ude56\ud835\ude69\ud835\ude58\ud835\ude5d \ud835\ude4d\ud835\ude5a\ud835\ude68\ud835\ude5e\ud835\ude68\ud835\ude69\ud835\ude56\ud835\ude63\ud835\ude69 \ud835\ude4b\ud835\ude67\ud835\ude64\ud835\ude58\ud835\ude5a\ud835\ude68\ud835\ude68 - Titanium Color for Big Wrist\nBuckle closure High-quality Titanium Band for Apple Watch Made of lightweight and sturdy titanium metal, 60% lighter than stainless steel. fell light and comfortable on your wrist. Diamond-like Carbon (DLC) coating for high corrosion & scratch resistance. At the same time, Waterproof and sweatproof"}, {"role": "assistant", "content": "Price is $59.19"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKO-KEN(JAPAN) 3/8 (9.5 mm) SQ. Nut grip socket rail set 8 pair RS 3450 M / 8\nSpecifications 3/8 (9.5 mm) SQ. Nut Grip Socket Rail Set of 8 (Rails 7.9 inches (200 mm) Weight 11.8 oz (310 g) Set Includes 10, 11, 12, 13, 14, 17, 19, 200mm Rails Brand Koken, Material Alloy Steel, Quantity 1, Head Style Hex, Finish Type Powder Coated, Operation Mode Mechanical, Manufacturer KO-KEN TOOL CO., LTD., Part Weight 10.9 ounces, Dimensions 10.71 x 2.95 x "}, {"role": "assistant", "content": "Price is $98.26"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHOME MASTER HARDWARE Heavy Duty Shelf Brackets, 12 x 8 inch Metal Brackets, Shelves Support Angle L Bracket for Kitchen Garages Stores, Black with Screws 10 Pack\n\ud83c\udff5\ufe0fThe 12\u201c x 8\u201d shelf brackets are made of high-quality steel, sturdy and durable. \ud83c\udff5\ufe0fBlack coated finished, water-proof and rust-proof, corrosion-resistant, and smooth and beautiful, long-lasting use. \ud83c\udff5\ufe0fThe shelf bracket using the triangular structure and precision welding techniques, more stable. Each pair can hold up to 1000 lbs. \ud83c\udff5\ufe0fFloating shelf hardware can be used as decorative shelf brackets, open shelving for kitchen, bookshelf brackets, metal shelf bracket, exhibition stand, garden shelf, or even general external"}, {"role": "assistant", "content": "Price is $35.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTireMinder A1A Tire Pressure Monitoring System (TPMS) with 10 Transmitters for RVs, MotorHomes, 5th Wheels, Motor Coaches and Trailers\nWith a large, beautiful display, the TireMinder A1A tire pressure monitoring system is engineered to be a simple, yet powerful tool for monitoring tire conditions, no matter where the road takes you. Just like the original State Road A1A, the TireMinder A1A allows you to sit back and relax, winding through all of the hidden paths, while knowing your vehicle is in good hands. The A1A features straightforward visual alerts, as well as powerful audible alerts, with easy to understand icons to know exactly what type of issue is occurring and where. From boat trailer to"}, {"role": "assistant", "content": "Price is $600.97"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLorfancy 24 Pcs Kids Jewelry for Girls Necklaces Bracelets Rings Toddlers Jewelry Set Princess Party Favors Goodie Bags Stuffers Cute Unicorn Mermaid Pendant Adjustable Woven Friendship Play Jewelry Girls Dress Up Gifts\n24 PCS Delicate Jewelry Set This kids girls party favor jewelry includes 12 pcs bracelets, 6 pcs necklaces and 6 pcs rings. The shape of kids jewelry is popular with little girls. Such as unicorn, mermaid, heart, animal, ice cream etc. Providing your lovely kids with different styles to meet their daily matching. High Quality Made of high quality acrylic and alloy, which is durable, fade-free, smell-free and environmentally friendly. Keeping your lovely girl\u2019s safe and happy is always our pursuit. Your kids also can share it with their friends."}, {"role": "assistant", "content": "Price is $11.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGO-PARTS - Pair/Set - for Dodge Durango Rear Tail Lights Lamps Assembly/Lens/Cover - Left & Right (Driver & Passenger) Side Replacement 2015\nfor OEM OEM FITS 2014 - 2017 Durango Citadel 3.6L V6 FLEX SUV 4-Door Automatic AWD/RWD 119.8 - 2021 Durango Citadel 3.6L V6 GAS SUV 4-Door Automatic AWD/RWD 119.8 - 2021 Durango Citadel 5.7L V8 GAS SUV 4-Door Automatic AWD/RWD 119.8 - 2017 Durango GT 3.6L V6 FLEX SUV 4-Door Automatic AWD/RWD "}, {"role": "assistant", "content": "Price is $308.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAll-Weather Guard Rubber Floor Mats for 2023 2024 Honda CR-V (Non-Hybrid) Waterproof Car Mats for CRV Accessories TPE Automotive Floor Mat & Cargo Liner and Rear Backrest Mats Full Set Black\nCRV 2023 2024 CUSTOM ACCESSORIES Car mats include front and rear,plus trunk mats and backrest mats, a total of 8 sets. Shvgen floor mats are scanned accurately by 3D laser and are suitable for 2023 Honda CR-V ( Non-Hybrid ). HIGH QUALITY TPE Custom floor mats for cars are made of TPE, Green and tasteless, safe and hygienic, cold and heat resistant, waterproof and snowproof, easy to clean. ALL-WEATHER PROTECTION ALL weather floor mats for"}, {"role": "assistant", "content": "Price is $160.88"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKALRI Modern Indoor Lighting Saturn Gold & Black Pendant Light Kitchen Island Chandelier Ceiling Hanging Light Fixtures with Matte Black Finish\nSpecifications Style Modern Finsh Matte Black Color Black&Gold Shade Color Black Material Metal Bulb Type Incandescent/Led bulbs Number Of bulb 1pcs (Bulbs Not Included) Socket Specs Base E26 Bulb Wattage 60 max wattage for use with this fixture Voltage 110V Light Direction Downlight Hanging Chain Product Dimension Fixture Width 13, High 12 Canopy 5 Package Included 1x Modern Lisse Saturn Gold & Black Pendant Light Warm Tips 1) 100% Quality Assurance. No matter what difficulties you meet, we will always in your service! 2) For any faulty or defective product, please contact us first"}, {"role": "assistant", "content": "Price is $63.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSKB Cases ATA Hard Plastic Golf Bag Storage Traveling Case with Wheels and Reliable Secure Latches\nKeep your golf clubs safe when traveling with a case that is compatible with new golf bag designs featuring protruding top molded handles Made from ultra-high molecular weight polyethylene to ensure ultimate protection of belongings; Dimensions (L x W x H) 51.12 x 14.50 x 17.00 inches Equipped with TSA Locking System for ease of travel; Perfect-Match valance bending system provides a tight fit to prevent dirt, dust, and moisture Capable of accepting drivers up to in length; Patented industrial strength latches for superior closure and overall latched security Designed with quiet, smooth inline skate-style wheels for easy portability; Material Polyethylene; Color Black Dimensions L x"}, {"role": "assistant", "content": "Price is $349.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nV\u00f6xx MGA Matte Black Wheel with Painted (17 x 7.5 inches /5 x 110 mm, 40 mm Offset)\nMGA 17x7.5 et40 CB73.1 Matte Black. Painted with a three stage painting process and clear coated for protection 5 Spoke Design Center cap included 1 year finish warranty, 90 days out of round, and lifetime structural warranty Size 17x7 5x10, Brand Wheel Size 17 Inches, Pitch Circle Diameter 110 Millimeters, Diameter 17 Inches, Rim Width 7.5 Inches, Manufacturer Model MGA, Weight 22 pounds, model number MGA MB, Manufacturer Part MGA MB, Construction aluminum, Bolt Pattern ( Holes) 5, Offset "}, {"role": "assistant", "content": "Price is $164.12"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAlno Contemporary I Modern Robe Hooks, Polished Nickel\nAlno is the most requested line of fine decorative cabinet hardware, offering cutting edge designs from traditional to contemporary styles. Alno is the designer's choice providing unique designs from one source for fine decorative cabinet hardware, bathroom accessories, mirrors, and mirror cabinets. As a handmade and finished product each piece of cabinet hardware may have slight variations within a lot, color, and or finish. Overtime, the living finishes may patina by use or rub off, and coloration will change in a natural process enhancing the cabinet hardware's unique beauty. Made by Alno Upc - Vendor Item Number - Country of Origin China Color Polished Nickel, Brand Alno, Material Metal, Finish Type Chrome, Mounting Type Wall Mount, Style Modern"}, {"role": "assistant", "content": "Price is $45.05"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNational Cycle Tall VStream Windshield N28209\n\u2022 High X Wide\u2022 Polycarbonate windshield with dark tint\u2022 Sturdy mount system attaches to the forks, requires no modifications to stock components, and provides outstanding rigidity\u2022 Includes all hardware\u2022 Backed by a 3 year unbreakable warranty\u2022 DOT approved The VStream gets its name from the unique shape and dimensional contours designed and engineered into the windscreen Color Dark Tint, Brand National Cycle, Exterior Finish Painted, Style Custom, Auto Part Position Front, Pieces 1, Manufacturer National Cycle, Model National Cycle Weight 4 pounds, Dimensions 24 x 18 x 9 inches, Country of Origin USA, model number Is Discontinued No, Manufacturer Part OEM Part Rank Automotive Powersports Windshields 6919,"}, {"role": "assistant", "content": "Price is $269.96"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMarvel 6 Inch Legends Series Rogue\nWith just one touch, Rogue can absorb anyone\u2019s superpowers \u2013 making her capabilities in any matchup nearly limitless. With the Marvel Legends Series, both kid and adult Marvel fans can start a legendary collection of comic- and movie-based Marvel characters. This 6-inch Marvel\u2019s Rogue figure is highly articulated and features a comic-inspired design, making it another epic addition to the Marvel Legends Series. Copyright 2015 Marvel. Hasbro and all related terms are trademarks of Hasbro. Comic-inspired design Includes Build a Figure part (Juggernaut) Collect other Marvel Legends Series figures (each sold separately) Action figure size 6 inches Includes figure and 1 Build-a-Figure piece;Care and Cleaning Wipe Clean with a Damp Cloth Dimensions 2.52"}, {"role": "assistant", "content": "Price is $70.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJVC 6.8 Capacitive Multimedia Car Receiver Safe Driver's Bundle with Voxx HD Backup Camera. With Apple CarPlay, Android Auto, Android USB Mirroring, Bluetooth, SiriusXM Ready\nCar Toys (Authorized Retailer) Bundle Includes JVC Receiver JVC Receiver Voxx HD Backup Camera Voxx HD Backup Camera Car Toys Bottle Opener Keychain, 1-Year Manufacturer Warranty Car Toys Bottle Opener Keychain, 1-Year Manufacturer Warranty MAKE THE MOST OF YOUR PHONE Everything you need for the road is in your smartphone, right? JVC's multimedia receiver puts all the goodness front and center on a 6.75 touchscreen display with Android Auto and Apple CarPlay. Plus, you'll get a variety of music sources, hands-free calling, serious sound-shaping tools,"}, {"role": "assistant", "content": "Price is $309.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nJET Infeed/Outfeed Tables\nExtend the table size of your JET or sander with these sturdy infeed/outfeed tables. Compatibility Designed to fit JET and drum sanders Maximum Workload 35 pounds (per table) Added Capacity Extends table surface to 40 Table Dimensions 18 x 10-1/4 JET Red Assurance Guarantee Backed by JET's industry-leading one-year warranty against manufacturing defects Brand Jet, Dimensions LxWxH 19.5 x 11 x 4.25 inches, Grit Type Extra Fine, Power Source Hand Powered, AC Adapter Current 10 Amps, Weight 16 pounds, Manufacturer JET, Part Dimensions 19.5 x 11 x 4.25 inches, Country of Origin Taiwan,"}, {"role": "assistant", "content": "Price is $149.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nTusk Removable Half Windshield Clear\nThe Tusk half windshield is a must have for your side x side. This half windshield will protect you from many of the elements while still allowing air flow to keep the cab clear of swirling dust or fogging moisture. Made of 3/16 polycarbonate plastic. Fits CAN-AM 2021 - 2022 Commander 1000 DPS -- CAN-AM 2021 - 2022 Commander 1000 XT -- CAN-AM 2021 - 2022 Commander 1000 XT-P -- CAN-AM 2022 Commander 1000R X-MR -- CAN-AM 2022 Commander 700 DPS -- CAN-AM 2022 Commander 700 XT -- CAN-AM 2021 - 202"}, {"role": "assistant", "content": "Price is $88.19"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYOLENY 39 Inch Electric Guitar Complete beginner Kit Full-size Solid-Body SSS Pickups for Starter with Amplifier, Bag, Stand, Tremolo Bar, Digital Tuner, Strap, Picks, Strings Brown\n\ud83c\udfb5 \u201cC\u201dSHAPED MAPLE NECK YOLENY Electric Guitars Use The Most Common Modern Neck Shape-\u201cC\u201d Shaped Profile Design, Which Has A Very Comfortable Feel, Broad Adaptability Even The Small Hands. Fingering Suitable For Multiple Playing Styles. \ud83c\udfb8 S-S-S PICKUPS Three classic single-coil pickups. This is a pickup arrangement suitable for more music styles. Whether you prefer pop, rock, Metal, Jazz, funk, or blues, you will have a balanced performance. \ud83c\udfb5 20"}, {"role": "assistant", "content": "Price is $119.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nReally Good Stuff Classroom Go for It Chips \u2013 Set of 100 with 50 Unique Messages \u2013 Encourage Positive Feelings & Confidence \u2013Social-Emotional Learning \u2013 SEL for The Home and Classroom\nKids love getting a supportive note from a teacher or a parent These chips are a great way to encourage kids to try new things and inspire them to \u201cGo For It\u201d The inspirational sayings are meant to empower children to think positively and develop confidence and resilience. These 2.25\u201d round chips have two each of 50 different, kidfriendly, upbeat messages of encouragement and validation, perfect for spreading positivity and socialemotional learning. These support tools feature fun designs on the back which can also be used as a space to customize a note to the child in permanent marker. To take it"}, {"role": "assistant", "content": "Price is $22.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLiili Round Mouse Pad Natural Rubber Mousepad Image ID Mexican Pattern\nManufacture MADE IN USA. Designed, Printed and Shipped out of our California Facility. Features Our mousepad is made of natural rubber with Fabric. High quality cloth weave surface bonded to a special NON-SLIP 100% natural Eco-Friendly rubber base to enhance precise tracking, effortless control, steady surface support and extended durability. The weave also provides a nice, comfortable feel under your hand, Minimizing Fatigue over extended periods of time. Works With Any Standard Mouse. Low Friction and Ultra Smooth Fabric surface optimized for better Mouse Gliding. Warm Tip After being tested, we found that color might seem a little different (lighter or darker) on different monitors. After-sales Service 1. 30 days"}, {"role": "assistant", "content": "Price is $9.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCardone Remanufactured Distributor\nCARDONE Remanufactured Distributors provide reliable performance at the best price. Installing a CARDONE Distributor on your vehicle will ensure that proper voltage is transmitted to the spark plugs in the correct timing pattern so that your vehicle will perform on command. As a remanufactured Original Equipment part, this unit guarantees a perfect vehicle fit All electronic module components are 100% computer tested to ensure full functionality and O.E. components with consistently high failure rates are 100% replaced or repaired to meet or exceed O.E. performance Precise machining tolerances prevent oil leakage, poor timing, setting of the Check Engine light, and premature failure Automated test equipment verifies signal strength, correct polarity of wire harness, air gap, crank reluctor tooth size, as"}, {"role": "assistant", "content": "Price is $237.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKhrome Werks 1-1/4 Chrome 12 Fat Ape Hanger Handlebar 300315\nHighly polished, duplex nickel chrome-plated steel 1-1/4 diameter formed handlebars with 1 center mounting section and 1 grip mounts Pre-drilled for internal wiring 3-1/2 on center clamping width is 5-1/2 to accommodate one-piece top riser clamps Works with standard style controls and grips Will not work with hydraulic clutch 12 rise, 35 wide, 12 center width, 11 end riseNote Not for use with stock risers and handlebar/gauge mount on models. Highly polished, duplex nickel chrome-plated steel 1-1/4 diameter formed handlebars with 1 center mounting section"}, {"role": "assistant", "content": "Price is $309.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMillSO USB C Female to USB A Male Adapter, USB 3.0 Type A Male to USB 3.0 Type C Female Connector Converter Adapter 5Gbps SuperSpeed/Nylon-Braided Type C to USB A Adapter -\nMillSO USB C Female to USB Male Adapter This USB A male to USB C female adapter is the perfect way to connect most USB-C headphones to any legacy USB-A device (computer, laptop, tablet), so you can enjoy music wherever you go without disturbing others. With the added 8-inch extension cable, you can keep your devices at a comfortable distance. NOTICE Does NOT support fast charging, video signal transmission, or work with MagSafe charger. Superior Audio Transmission MillSO USB male to USB C female adapter supports up to 5Gbps audio transmission"}, {"role": "assistant", "content": "Price is $7.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSKILSAW 10-1/4 In. Magnesium SAWSQUATCH Worm Drive (Diablo Blade)\nSkil saw, sawsquatch, 15A, magnesium, worm drive, Circular saw, for cutting 4 times cleanly in 1 pass, powerful 15A dual field motor easily tackles LVL, glulam, pine & PSL wood, magnesium motor housing stabilizes drive train for longer life, legendary Skil saw worm drive gearing for a lifetime of performance, includes 40 tooth Diablo carbide blade & multi-function wrench. Sharp and thin saw This product satisfies the customer requirement Manufacture in China Brand Skil, Blade Material Carbide, Surface Recommendation Wood, Special Feature Brushless, Included Components Circular Saw Accessory, Amperage 4."}, {"role": "assistant", "content": "Price is $372.34"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nYoungRC 915Mhz 100MW Radio Telemetry Air and Ground Data Transmit Module 915Mhz Radio Telemetry Kit for APM2.6 APM2.8 Pixhawk Flight Controller\nSupport for OTG of Android Cellphones, and for computer OTG. Antenna is 5.8G. Very small size and light weight. Air data transfer rates up to Transmit power 20dBm It can be used with standard for APM, for Pixhawk flight controller (for APM 2.6 2.8 Pixhawk 2.4.8 flight controller etc). easy to install and connect. Available bi-directional amplifier gain greater range. With a standard for TTL UART interface, for HM-TRP wireless module based, with for Si443"}, {"role": "assistant", "content": "Price is $66.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKLR650 Adjustable Kickstand Side Stand 3 Inches Shorter\nCompatible with Soupy\u2019s Adjustable Kickstand Lowering Side Stands are CNC machined from solid aluminum and use stainless steel hardware. Adjustable from stock length to 3 inches shorter and the strongest and most stylish available. There are a number of different lengths to choose from. The foot has a radius that accommodates all different lean angles. If your motorcycle is lowered, the frame is closer to the ground. The kickstand is mounted to the frame and needs to be shorter to retain the lean angle required to prevent the motorcycle from standing too upright or tipping over. This is a direct bolt-on item. Simply replace your stock kickstand with this, adjust to your desired length, apply thread locker and tighten screws. Designed for use with"}, {"role": "assistant", "content": "Price is $206.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGENOVA PRODUCTS M32705 1/2 PVC Street Elbow, 0.5 Inch\nMarlex, 1/2 inch black PVC street elbow, 90 degree, Schedule 40, male pipe thread x female pipe thread, meets the requirements of astm D 2466. This product is highly durable. This product is easy to use. This product is manufactured in china. Manufactured in china Easy to use Highly durable Size 0.5 Inch, Material Pvc, Brand Genova, Color Black, Dimensions LxWxH 1.9 x 1.5 x 90 inches, Connector Type Elbow, Exterior Finish PVC, Weight 0.04 Pounds, Manufacturer Standard Plumbing Supply, Part Dimensions 1.9 x 1"}, {"role": "assistant", "content": "Price is $5.93"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFour Seasons 57129 Remanufactured Air Conditioning Compressor (Renewed)\nRemanufactured Air Conditioning Compressor Meets or exceeds OE design and performance Part number 57129 Fit type Vehicle Specific Package Dimensions 21.082 H x 29.21 L x 18.541 W (centimeters) Manufacturer Four Seasons, Brand Four Seasons, Model Weight 14.7 Pounds, Dimensions 11.4 x 7 x 7.8 inches, Country of Origin China, model number 57129, Is Discontinued No, Exterior Machined, Manufacturer Part 57129, OEM Part 57129, Rank Automotive Automotive Replacement Air Conditioning Compressors 7896, Available December 2, 2005, Included Components Compressor, Dimensions LxW"}, {"role": "assistant", "content": "Price is $156.57"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStrictly Briks Classic Stackable Baseplates, Building Bricks for Towers, Shelves, and More, 100% Compatible with All Major Brands, Clear Colors, 6 10x10 Inches Base Plates & 50 Stackers\nGUARANTEED TIGHT FIT Our classic-size products are 100% compatible with all major brands of building bricks. Let your child's creativity soar as they build & create their own unique designs without spending a fortune. Our versatile products can be used to build a city, a wall set, an activity table base, or anything their imagination can dream up. Don't settle for flimsy cardboard bricks, invest in Strictly Briks for high-quality, durable building blocks that will last for years to come. UNLEASH YOUR CREATIVITY With"}, {"role": "assistant", "content": "Price is $36.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n2021 Dell Inspiron 3000 Laptop Computer, 15.6 Inch FHD Display, 11th Gen Intel Core Processor, 16 GB RAM, 256 GB SSD, Webcam, Wi-Fi, HDMI, Bluetooth, Windows 10 Home, Black (Latest Model)\nProcessor 11th Generation Intel\u00ae Core\u2122 Processor (6MB Cache, up to 4.1 GHz) Graphics Intel\u00ae UHD Graphics with shared graphics memory Operating system Windows 10 Home 64-bit Memory Up to 32GB DDR4 SDRAM Hard Drive Up to 2TB PCIe NVMe M.2 Solid State Drive or 2TB Hard Disk Drive Optical Drive No Display FHD (1920 x 1080) Anti-glare LED Backlight Non-Touch Narrow Border WVA Display"}, {"role": "assistant", "content": "Price is $400.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDIYmalls 3V 2 Cells AA Battery Holder Case Storage Box with ON/Off Switch Alligator Clip Wire Cable 130mm (Pack of 4)\nFeature -For 2pcs AA battery only. -Designed with a cover, and a on/off slide switch. -Size 68mm x 34mm x 20mm / 2.7 inch x 1.3 inch x (L*W*H). -Cable Length 130mm / 5 inch. Package Included 4pcs AA battery holder with alligator clip -You will receive 4pcs aa battery holder 2 cells. -Battery NOT included. -Designed for 2 cells aa battery holder. -With 2pin alligator clip wires, and ON/OFF switch."}, {"role": "assistant", "content": "Price is $8.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMini PC, Kinupute Desktop Computer Windows 11 Pro, 16G RAM, 256G SSD, Discrete Graphics GT1030 2G, HDMI/DVI, 4K, Dual-Band WiFi, BT 4.0, Gigabit Ethernet for Gaming/Office/Server\nHigh Performance Mini PC equipped with Xeon v3 and GeForce GT 1030 2GB GDDR5, 4 Cores 8 Threads, base frequency max L3 Cache 8MB. Greatly improves the performance of games. Pre-installed with Windows 11 Pro OS. All kinds of office software run easily, such as C4D 3D drawing software, Pr video editing software, PS graphic design software, etc. This Mini PC is ideal for diverse usage"}, {"role": "assistant", "content": "Price is $495.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNon-Slip Solid Plate Base Aluminum Alloy with Rubber Suction Cup Swivel Vise Table Vise for Home DIY Creation\nThis adjustable vise is made of high quality aluminum alloy, corrosion resistant and durable. The bottom of the board is firm, and the bottom is equipped with a rubber suction cup, which is non slip, safe and reliable to use. Suitable for precision processing and DIY creation at home. Features CORROSION RESISTANCE The adjustable mini vise is made of high quality aluminum alloy, corrosion resistant and durable. Professionally designed for home, workshop, professional use, it can be used indoors or outdoors. CONVENIENT PROCESSING This rotatable multi angle vise is very suitable for general clamping applications, convenient for processing, and very suitable for most workbenches and"}, {"role": "assistant", "content": "Price is $33.09"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOrchid Seed Bastard!! Arshes Nei Shikkoku no Raitei PVC Figure (1 6 Scale)\nFrom Orchid Seed. From the apocalyptic fantasy series BASTARD!!, serialized in Ultra Jump, comes the Lover/Daughter of the protagonist Dark Schneider - the Thunder Empress Arshes Nei! This new PVC figure is based on a pin-up released in the Perfect Edition Vol. 2 in 2003 and features amazing detail. Featuring her cursed blade, the Raijinken as well as an appropriately cold and determined gaze this figure perfectly captures the essence of this magical sword master! Her revealing outfit allows you to see her body - which is both attractive as well as strong, and her flowing cape and delicately sculpted hair add amazing motion"}, {"role": "assistant", "content": "Price is $202.69"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDurable Desk Reference System With Display Sleeves - 10 Panels - 2 Sheet s /panel - Letter Size - 60 Degree Viewing Angle - Polypropylene, Metal - 6 / Each - Gray\nDesk reference system offers glare-free sleeves made of environmentally friendly polypropylene. Metal base can adjust to display at or angles. Sleeve frames include snap-on tabs. Reference system includes a desk stand and 10 letter-size display sleeves that hold up to 20 documents with snap-on tabs. Durable Desk Reference System with Display Sleeves Manufacturer Durable, Brand Durable, Weight 4.5 pounds, Dimensions 11.8 x 6.7 x 10.2 inches, model number Color Gray, Material Type Metal, Tab Position Top, s 1, Sheet Size"}, {"role": "assistant", "content": "Price is $107.60"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRockford Fosgate RFK-HDRK Complete Amplifier Installation Kit for 1998+ Harley Davidson Road King Motorcycles\nThe Road King kits are designed to deliver an exceptional sound experience while retaining as much interior bag space as possible. The RFK-HDRK amplifier mounting kit is designed for use with the Rockford Fosgate Power amplifier (sold separately) and is supplied with the complete plug-and-play wiring harness. Designed for use with Harley-Davidson Road King Motorcycles. The RFK-HDRK is a complete Amplifier Installation Kit, designed for use with select and 2014+ Factory Harley Davidson Road King Hardshell Bag Lids while retaining as much interior bag space as possible Manufacturer Rockford Fosgate, Brand Rockford Fosgate, Model Rockford"}, {"role": "assistant", "content": "Price is $339.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMoto G7 Power Battery, (Upgraded) MAXBEAR 3.85V Li-Polymer Replacement Battery for Motorola Moto G7 Power JK50 XT1955 Moto One Power XT1942 with Repair Tool Kit\nProduct Specifications - Battery Capacity 5,300 mAh - Battery Type Lithium Ion Polymern - Voltage Output 3.85 V - Watt-hour 24.47 Wh COMPATIBLE MODELS -Motorola Moto G7 Power -Motorola Moto One Power -JK50 Package Includes -Replacement Battery for Moto G7 Power x 1 pcs. -12 Months Warranty Internal batteries, (IE Phone replacement batteries), require technical knowledge to replace, and may be hazardous and/or cause damage or future damage to phone if done incorrectly. Do not expose to extreme"}, {"role": "assistant", "content": "Price is $18.87"}]}
\ No newline at end of file
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+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFit System Passenger Side Mirror for Toyota Tacoma, Black, Foldaway, Power\nPassenger Side Mirror for Toyota Tacoma. Black. Foldaway. Power. Mirror glass is power adjustable. Convex Lens. Mirror glass does not have heating capabilities. Manual folding for additional clearance. Mirror has no turn signal. Housing finish is Black. Passenger side Mirror, tested to fit and function like the original, Meets or exceeds OEM standards Mirror glass is power adjustable OE-comparable wiring harness/ connection (no pigtail connector) for hassle-free installation Manual folding for additional clearance Auto Part Position Right, Dimensions LxWxH 13.25 x 5.25 x 9.25 inches, Lens Curvature Description Convex, Brand Fit System, Color Black, Mounting Type Door Mount, Special"}, {"role": "assistant", "content": "Price is $122.65"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nHDBUBALUS Motorcycle Sissy Bar Detachable Rear Passenger Backrest Pad Fit for Harley Sportster XL 883 1200\nFitment For Harley Sportster XL Models Sportster 883 / Sportster 1200 / Seventy Two / Forty Eight / Iron 883 / Iron 1200 Soft Cushion Pad and Sissy bar Provide Great Back Support for Passenger,Improve Riding Comfort in a Long Haul Trip Sturdy and Great Black Finish, Bracket Made of Steel,Pad Made of PU Leather + Polyurethane Foam Detachable Design, Easy Installation and Removal when you Not Need it. The quick-release bracket is need when install Package Include 1 Set of Sissy Bar Backrest (Instruction is not included. Please check the size carefully before your purchasing) Manufacturer HDB"}, {"role": "assistant", "content": "Price is $125.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMishimoto Performance Aluminum X-Line Radiator Compatible With GMC C/K Truck\nAn ideal upgrade for the brittle stock radiator, the Mishimoto GM C/K Truck X-Line Performance Aluminum Radiator provides your truck with enhanced reliability and improved cooling efficiency. Whether you use your classic for daily driving or take it to the track, don't overlook the importance of installing an upgraded classic truck radiator in your engine. A stock radiator cannot handle the heat that comes along with having a great deal of horsepower. This GM C/K truck radiator is manufactured using durable aircraft-quality aluminum end tanks, precision TIG-welded to an efficient brazed aluminum core. The inlet and outlets provide precise leak-free connections. This classic car radiator also includes a magnetic oil drain plug, which effectively removes metal fragments circulating in the cooling system"}, {"role": "assistant", "content": "Price is $340.16"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nK&N Air Intake System (Non-Carb Complaint) (Harley Davidson)\nK&N's Street Metal Series High-Flow Air Intake Systems provide a good looking appearance, offer increased airflow and deliver more horsepower & torque to your Harley-Davidson motorcycle. These intake systems increase power by eliminating the stock OE air cleaner which is replaced by a complete high-flow K&N air intake system. This air intake system is constructed with an extra tall K&N air filter providing more air flow and longer service intervals than standard RK-series air intake filters. The extra tall air filter design is intended to be used on larger or custom engine builds that would benefit from higher levels of air flow. Installation is simple with a sturdy, custom aluminum backing plate that mounts directly to the throttle body via an"}, {"role": "assistant", "content": "Price is $249.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCardone Remanufactured Unloaded Disc Brake Caliper with Bracket (Renewed)\nAs a remanufactured Original Equipment part, this unit guarantees a perfect vehicle fit Pistons are durable, resistant to cracking or pitting and handle great loads; calipers are treated with a special formulated rust inhibitor and kept in the original equipment finish Rubber seals are replaced with high temperature EPDM rubber for extended life and optimum performance New bleeder screws provide trouble-free bleeding and a positive seal and new washers are included where applicable Our remanufacturing process is earth-friendly, as it reduces the energy and raw material needed to make a new part by 80% Manufacturer A1 Cardone, Brand Cardone, Weight 12.46 pounds, Dimensions 9.56 x 7.25 x "}, {"role": "assistant", "content": "Price is $91.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAnker Nebula Capsule Max with Anker Nebula Capsule Series Adjustable Tripod Stand, Aluminum Alloy Portable Projector Stand\nAnker Nebula Capsule Max with Anker Nebula Capsule Series Adjustable Tripod Stand, Aluminum Alloy Portable Projector Stand HD Viewing Cutting-edge DLP technology projects a vividly-detailed 720p, image up to 100 inches big. Ideal for use in low-light environments Instant Clarity Get an ultra-sharp, rectangular image from almost any angle in under a second with Capsule Max mini projector\u2019s autofocus and keystoning technology Ideal in the Home Stay entertained at home with Capsule Max's image. Watch movies, take online classes, or keep the kids entertained with hours of cartoons and educational videos. The possibilities are endless Android 8.1"}, {"role": "assistant", "content": "Price is $427.97"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAmerican Lighting SGL-SM-WH Smooth Faceplate for LED Step Light, White, Matte\nAmerican Lighting SGL-SM-WH Faceplate for LED Step Light, Smooth, White Durable cast zinc-magnesium faceplate for American Lighting LED Step light. White Color is great for your home. Smooth shape. built for the American Lighting Step Light model # SGL-LED-WW. Durable wall plate. zinc-magnesium material is built to last. White Color is great for your home Smooth shape Built for the American Lighting Step Light model SGL-LED-WW Durable wall plate - zinc-magnesium material is built to last Includes faceplate - requires separate purchase of LED light fixture SGL-LED-WW Brand American Lighting, Color Matte White, Material Metal"}, {"role": "assistant", "content": "Price is $95.11"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCoverking Custom Fit Front 50/50 Bucket Seat Cover for Select Mazda 6 Models - Neosupreme (Charcoal with Black Sides)\nThe exact seat configuration is Front With Side Airbag; 50/50 Bucket; Only For Base Seats Without Elongated Center Bottom Cushions Made from Neosupreme fabric for insulation, soft touch, and comfort Neosupreme seat covers are water-resistant and are an affordable alternative to Neoprene Tailor-made to the exact specifications of your vehicles seats and protects your seats from spills, stains, and damage Stitching designed to emulate factory seat style and the high quality buckles and zippers enable for a secure fit Designed to install yourself (installation may require some effort for a snug fit) and includes a 1 year limited warranty"}, {"role": "assistant", "content": "Price is $186.36"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMemorial Candle for Weddings Memory Candle to Honor a Loved one at Your Wedding\nPLEASE email us with details regarding how you want Unity Candle personalized Scroll through the pictures to see options for verses and graphics. white 3x9 candle Pictures show a few examples. Let us know about your special day and we will create a custom candle just for you! Brand Unity Candles, Dimensions 10 x 5 x 5 inches; 2 Pounds, Weight 2 Pounds, s 1, Operating Time 48 Hours, Indoor/Outdoor Usage Indoor, Specific Uses For Product Wedding Memorial Candle, Shape Round, Material Wax, Occasion Wedding, Seasons All Season, Style Custom, Wick Quantity 1, Theme Memorial, Information Can, Unit Count 1.0 Count, Is Dis"}, {"role": "assistant", "content": "Price is $26.25"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nApple Watch Series 6 (GPS + Cellular, 44mm) Gold Stainless Steel Case with Pink Sport Band (Renewed)\nApple Watch Series 6 lets you measure your blood oxygen level with a revolutionary new sensor and app. Take an ECG from your See your fitness metrics on the enhanced Always-On Retina display, now 2.5x brighter outdoors when your wrist is down. Set a bedtime routine and track your sleep. And with cellular service, you can go without your phone. It's the ultimate device for a healthier, more active, more connected life. GPS + Cellular model lets you call, text, and get directions without your phone Measure your blood oxygen with an all-new sensor and app Check your heart rhythm with the ECG app The Always-On Retina display is "}, {"role": "assistant", "content": "Price is $248.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nPhoto Studio Boom Light Stand Bag,50 Tripod Bag, Canopy Bag, Camping Bag Made In USA.\n50 bag with heavy duty 600 denier polyester,water resistant,heavy duty #10 decathlon double zipper,outside zipper pocket 50 width X 12 height X 11 depth Made In USA. Great bag to hold all your camping gear or photo studio light stands carrying,tripod, music equipment,volleyball net, golf bag cover and other essentials. Size 50 width x 12 height x 11 depth. Made In USA. Dimensions 50 x 11 x 12 inches, Weight 1.5 pounds, Manufacturer BAGS USA, model number 274, Rank Tripod & Monopod Cases 240, Is Discontinued No, Available August"}, {"role": "assistant", "content": "Price is $64.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMonwutong Slim Fit Case for Moto G Play Case for Moto G Power for Moto G Pure, Shiny Marble Pattern Ring Kickstand Cover for Girls for Moto G Pure/G Play/G Power,ZHDD Purple\nFit for Motorola Moto G Pure/G Power/G Play IMD Technology,Bright and colorful. Anti-fall Protect function,four hard fixed corners can effectively protect phone from falling damage. Camera Lens and Screen Protection Shiny Ring Kickstand, Easy for viewing videos and movies Package Include 1 x phone case (phone is not include) Compatible Model Special attention! Only applicable for Motorola Moto G Pure/G Power/G Play.Please confirm your phone model. Material IMD Technology + Soft TPU Protection,Bright and colorful,Comfortable grip.fits the phone very well. Features Shiny,Non-fading"}, {"role": "assistant", "content": "Price is $10.55"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBlack Full-Motion Tilt/Swivel Wall Mount Bracket with Anti-Theft Feature for Vizio M70-C3 70 inch 4K UHD HDTV TV/Television - Articulating/Tilting/Swiveling\nCompatible with the Vizio M70-C3 70 inch 4K UHD HDTV TV/Television, this adjustable, strong, and robust full-motion tilt/swivel black wall mount bracket with Anti-Theft Feature puts the back of your TV 3 inches from the wall when folded flat and 21.6 inches when fully extended. This wall mount bracket allows maximum flexibility for installing and viewing your TV. This Full-Motion Wall Mount supports most* 37 to 70 LED/LCD/Plasma TVs weighing up to 88"}, {"role": "assistant", "content": "Price is $92.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBaby Doll Car Seat with Toy Accessories, Includes 12 Inch Soft Body Black Baby Doll, Booster Seat Carrier, Rattle Toy, Bib and 2 Bottles, Travel Set for Toddler Infant Girl and Boy, African American\nThis gorgeous realistic doll will be love at first sight. At 12 inches long she is perfect for hugging, cuddling, to play and care for. Different variety of accessories makes it the perfect set for all times. Traveling, bed, parties, weddings and more. Recommended for 2 years old and up. Traveling Baby Doll Set \u2013 Includes 12 Soft Body Baby Doll, Car Booster Seat, Rattle Toy, Bib, and 2 Feeding Bottles. Take along your baby doll for a ride and carry along wherever you go! Great Gift"}, {"role": "assistant", "content": "Price is $34.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAparecium Work Platform Height Adjustable, Portable Step Stool Ladder, Folding Aluminum Step Ladder, Type 1A, Heavy Duty 330 Lbs Rated, for Washing Vehicles, Cleaning Windows, DIY, Maintenance Work\nDurable Construction It is mainly made of Aluminum which is rust-resistant and long-lasting to serve longer time. Large load capacity is 330lbs which can load your weight safely and make sure your safety while working. But it is also light and convenient for transportation and storage.Aparecium step ladder is certificated to Type 1A. Adjustment Aparecium work platform can be adjusted height from 23.42 inches to 34.72 inches by squeezing the reinforced smart locks which has 7 levels of height adjustment and the maximum height adjustment in order"}, {"role": "assistant", "content": "Price is $145.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLaurey 37007 Lineage Knob, Antique Copper\nFrom the Manufacturer Laurey is America's finest quality cabinet hardware. Laurey features the most innovative styling, dedication to service, and quality that is truly unparalleled. Designed to withstand corrosion by moisture and salt air Use to accent your cabinetry Finishes resist abrasion Protected by triple treatments of long-lasting genuine lacquer Material Metal, Brand Laurey, Color Antique Copper, Exterior Finish Copper, Usage Cabinets, Included Components Knob, Weight 5.6 ounces, Metal Type Copper, Handle Material Copper, Unit Count 1.0 Count, s 1, Manufacturer Laurey, Part 37007, Dimensions 2 x 2 x 1.38 inches, Country of Origin China, model number 37007, Size"}, {"role": "assistant", "content": "Price is $4.68"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nLindby Custom Multibar (Chrome) Compatible with 09-11 Yamaha XVS95\nLindby brings you ground breaking innovations and fascinating designs.Fits 09-11, 09-17 Lindby brings you ground breaking innovations and fascinating designs. The unique fusion of creative engineering and excellence make them the proud manufacturer of The Multibar, the original patented combined engine guard and highway peg.Made from a single piece of high-strength steel for long-lasting durability.Built-in bon Patent Not recommended for use with extended forward controls or extended floorboards. O-rings are replaceable but made of a high quality neoprene and won't dry rot, if you do need to replace one you just slide it over the lower bracket. Color transparent, Brand Lindby Custom, Material Alloy"}, {"role": "assistant", "content": "Price is $319.94"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBestem Carbon Fiber Head Cowl for Ducati 1098 848 1198\nBestem Ducati Carbon Fiber Head Cowl in plain weave will give your motorcycle that special custom look. This part is made from high quality 3K carbon fiber with sulfate-free fiber glass backing. Special formulated epoxy resin provides excellent flexibility and durability and will not change shape or crack under road use. UVC topcoat layer is used to protect the carbon fiber from fading, as is the problem with cheaper polyester or vinyl carbon fiber on the market today. To ensure the best possible fit onto your motorcycle, this part was created from a casting of the original OEM part and it is test-installed. Fits Ducati Carbon fiber with fiber glass backing Excellent flexibility and durability UVC top coat layer used to protect"}, {"role": "assistant", "content": "Price is $339.85"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nBOSCH 18V Connected-Ready 1/2 In. Hammer Drill/Driver Kit with (1) 8.0 Ah PROFACTOR Performance Battery\nThis Bosch 18V PROFACTOR hammer drill/driver is built for tough drilling and driving jobs, especially drilling large holes straight. The 1/2 In. Hammer Drill/Driver is part of the PROFACTOR System, which pairs BITURBO Brushless Technology with a PROFACTOR battery. BITURBO Brushless Technology is a high-performance motor and drive-train system designed to deliver power comparable to high-demand corded tools. This powerful hammer drill/driver has KickBack Control to help reduce the risk of user injury and Electronic Angle Detection to ensure accurate drilling at desired angle. It also features 25"}, {"role": "assistant", "content": "Price is $273.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRAREELECTRICAL New Starter Motor Compatible with 07 08 09 10 GMC Acadia 3.6 V6\nRAREELECTRICAL BRAND COMPATIBLE WITH GENERAL MOTORS, GM, GMC, MITSUBISHI, SATURN, SUZUKIGENERAL MOTORS DESCRIPTION STARTERUNIT TYPE MITSUBISHITYPE PMGRVOLTAGE 1.7 KWROTATION CLOCKWISETOOTH COUNT EAR 1 10.8MM ID UNTHREADEDMOUNTING EAR 2 10.8MM ID UNTHREADEDMOUNTING EAR 3 12.5MM ID UNTHREADEDWEIGHT 6.45 LBS / 2.93 KGAPPLICATIONSPLEASE VERIFY YOUR OEM PART NUMBER"}, {"role": "assistant", "content": "Price is $94.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMIMO Panel Antenna Kit by Waveform | +9 dBi Gain | 2x2 MHz | for 3G, 4G LTE, 5G Modems, Routers, & Cell Boosters | TS9, SMA, U.FL Adapters (Twin Cable)\nSay goodbye to laggy Zoom calls, Netflix buffering, and High Ping gaming! If you\u2019re looking for faster data speeds with your LTE router, you've found the right product! The waveform MIMO Panel Antenna kit utilizes a panel antenna that houses two cross polarized antennas to maximize the reception of your LTE modem. Our kit gives you everything you need to attach these antennas to your LTE Modem with our 3 pack of adapters. Simply use the adapters to connect to your hotspot, connect"}, {"role": "assistant", "content": "Price is $239.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nFrogTape Delicate Surface Frog Tape.94 inch x 60 Yard 280220\nFrogTape Delicate surface is a premium, light adhesion painter's masking tape that helps you achieve crisp, clean paint lines and saves time and money by eliminating the need for touch-ups. Adhesion Strength Low Strength Color Yellow Length 60 Product Type Painter's Tape Recommended Surface Delicate Surfaces Removal Timeframe 60 Width 0.94 Brand Name FrogTape 2 pack Package may vary Dimensions 6 x 6 x 2.1 inches, Weight 10.6 ounces, Manufacturer Shurtech, model number Rank Industrial & Scientific 31384, Masking Tape 416, Adhesive Tapes 974, Hardware 15936, Available July 31,"}, {"role": "assistant", "content": "Price is $19.98"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSaddlemen Highwayman Slant Saddlebags (Classic/Large/X-Large)\nLarge turn signal cutouts in yoke prevent need for turn signal relocation on some models. Medium 13 L x 6 W x 9.5 H. Large 15.5 L x 6 W x 9.5 H. Jumbo 18 L x 6 W x 12 H. Throw-over design saddlebags made of Saddlehyde; available in three sizes and two different styles to fit every bike and storage need. Stylish dual-strap design with heavy-duty chrome-plated buckles. Box-style lid keeps contents secure. Adjustable yoke construction for a perfect fit on most popular cruisers. Rigid plastic backs and reinforced inner panels help maintain bag shape even when"}, {"role": "assistant", "content": "Price is $143.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGE Dryer Timer\nProduct Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item General Electric Dryer Timer. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item General Electric Dryer Timer General Electric This Is A Genuine Replacement Part Clothes-Dryer-Replacement-Parts From The Brand Name Ge Brand Name GE, Model Info Weight 8.8 Ounces, Dimensions 4.8 x 3.3 x 3.2 inches, Country of Origin China, model number Is Discontinued No, Capacity 1 Kilograms, Part Rank Tools & Home Improvement Dryer Replacement Parts 15481, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the"}, {"role": "assistant", "content": "Price is $131.88"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nNaruto Approaching Wind Booster Box (Bandai)\nNaruto Approaching Wind TCG Booster Box 24 Packs - 10 Cards Per Pack Approaching Wind is the eleventh release for the Naruto CCG and introduces over 100 new cards. This is the first set to include characters from Naruto \u201cShippuden\u201d TV episodes. The Naruto storyline skips two and half years into the future and all of the favorite Naruto characters have matured and grown more powerful. The Naruto CCG will begin to grow with these characters as we begin to introduce new versions of the most popular characters and their brand new Jutsus. New characters that will play a key role in the Naruto storyline will also make their first appearances. \u201cApproaching Wind\u201d will open a new chapter for the Naruto C"}, {"role": "assistant", "content": "Price is $349.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nEBC Brake Kit\nStill privately owned, EBC Brakes is a world leader in the manufacture of brake components. In the early 80\u2019s in Europe, EBC commenced developing the world\u2019s first aftermarket range of products. After a successful launch in Europe, EBC expanded into the USA market in the It produces 100% of its brake pad range in its own factories Package Dimensions 43.688 H x 41.148 L x 41.275 W (centimeters) Package Weight 23.156 kilograms Country of Origin Wales Manufacturer EBC Brakes, Brand EBC Brakes, Model Weight 40 pounds, model number Is Discontinued No, Exterior Machined, Manufacturer Part Rank Automotive Automotive Replacement Brake Kits 16235, Available May 26, 2015"}, {"role": "assistant", "content": "Price is $188.92"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\n20 Regal Entertainment Group Premiere Movie Tickets (SAVE $50!)\nBuying Regal Premiere movies tickets are a great way to enjoy all movies at a great discount. Regal Premiere movie tickets are valid 365 day a year. There are never any blackout dates. They never expire. Use them at your own pace. Premiere movie tickets are unrestricted. Valid for all movies and showtimes. Surcharge fees apply to all IMAX, RPX, Large Format or 3-D Films. Present at box office only. Not valid for online redemption. Redeem each movie ticket for one Regal theatre ticket of your choice with NO EXPIRATION! Dimensions 9.5 x 4 x 0.2 inches, Weight 0.81 ounces, Manufacturer Regal, Rank Office Products Ticket Rolls"}, {"role": "assistant", "content": "Price is $263.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWheel Accessories Parts Wheel Spacer, 4 PC Set, 5 x 127mm (5 x 5.00) Hub Centric, 1.75 in Thickness, Fits Jeep Grand Cherokee, Wrangler, Dodge Durango\nOur spacers are manufactured with same thread, hub bore and lug hex as your vehicle\u2019s original equipment. Allowing use of your vehicle\u2019s original lugs and lug wrench. Precision machined Aircraft Grade Aluminum spacers / adapters with heat treated, hardened Grade studs and matching black, dual coated lugs. Anodized surface provides corrosion resistance. Widen your vehicle base and give your vehicle a more aggressive stance while improving handling and stability. Increase tire clearance, fix brake caliper clearance issues, allow installation of lift/lowering kits and wider, larger, or"}, {"role": "assistant", "content": "Price is $144.49"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAngelbaby Reborn Silicone Full Body Realistic Dolls Cute Look Real Baby Girl Waterproof Reborns Handmade Vinyl Toys with Clothes (Red)\nOur cute and lifelike reborn dolls are made of high quality materials (silicone vinyl,clothes, hair,Acrylic eyes, and other accessories materials ), safe, non-toxic for your kids, pure environment-friendly materials with gentle and comfortable touch. The doll will come with outfits and a magnetic pacifier.It will be a friend of your baby and the one of your family.Wish you love this Please feel free to play with her/him. Conforms to the safety requirements of ASTM F963 and EN71 for ages 3+ Baby doll gender girl, has gender feature; Application Wedding gifts, Birthday gifts, festival gifts, children"}, {"role": "assistant", "content": "Price is $55.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMetabo HPT Coil Siding Nailer, Siding Nails 1-1/2 inch To 2-1/2 inch, Side load, Tilt Bottom Magazine\nThe Hitachi 2-1/2 coil siding nailer brings power, precision and convenience to the jobsite and weighs only 4. 8 lbs. Capable of driving nails as large as 2-1/2 x. 099 at a rate of 3 per second, the is both powerful and efficient. With newly added features like a selective actuation switch, side load, tilt bottom magazine and repositioned depth of drive adjustment dial, the professional preferred siding nailer gets even better. Additional features such as the adjustable air deflector, no mar nose cap and plastic shield add"}, {"role": "assistant", "content": "Price is $445.31"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nARP Stud Kit\nARP Chevy/GMC 6.2 Diesel Head Stud Kit GMC 6.2L Diesel Head Stud Kit Package Dimensions 5.842 H x 18.541 L x 27.94 W (centimeters) Package Weight 10.55 pounds Oem equivalent part number Manufacturer ARP, Brand ARP, Model ARP Weight 2 pounds, Dimensions 8 x 3 x 11 inches, Country of Origin USA, model number Exterior Painted, Manufacturer Part OEM Part Rank Automotive Automotive Performance Engine Main Bolts & Studs 144, Automotive Replacement Engine Main Bolts & Studs 305, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available June 20, "}, {"role": "assistant", "content": "Price is $212.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nArmorSuit MilitaryShield Full Body Skin Film + Screen Protector for Toshiba Thrive Tablet - Anti-Bubble HD Clear Film\nMilitary Grade Protection ArmorSuit\u00c2 MilitaryShield\u00c2 features exceptional clarity and UV protection to prevent yellowing. It is made from the same protective film material used to protect military aircrafts, helicopters and space shuttles. MilitaryShield\u00c2 is also equipped with self-healing properties to maximize the protection. The self-healing technology works to constantly eliminate minor scratches on the film. All of our MilitaryShield\u00c2 are uniquely designed to provide a perfect cut for a perfect fit on your device. It also features corrosion and moisture protection to prevent substances from migrating through the film to attack underlying substrates. It's designed to provide daily protection against scratches and reduce chances of damage to your screen from impact"}, {"role": "assistant", "content": "Price is $18.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nOLP Badge Strap Clips Qty 500 Clear Flexible Vinyl 2-3/4 Long & Metal Clip Snap\n500 per pack 2-3/4 long clear vinyl badge strap clips with 2-Hole nickel-plated steel clip that swivels as needed. Clear vinyl is flexible to avoid breaking. Has metal snap closure feature. Fits standard 1/2 slot punched hole. Clip will not tear clothing. 2-Hole nickel-plated steel clip swivels as needed Clear vinyl is flexible to avoid breaking Has metal snap closure feature Fits standard 1/2 slot punched hole Clip will not tear clothing Manufacturer Oregon Laminations Company, Brand Oregon Lamination Premium, Weight 4.74 pounds, Dimensions 3.25 x 0.5 x 0.25"}, {"role": "assistant", "content": "Price is $74.60"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nAir Compressor 115v 23 Psi\n115 volt 60 cyl. Newest addition, weighs only 6 lbs. Don't let the size fool you, it will do the job and keep going and going. Attached suction cup feet eliminate compressor movement. Compressor includes a durable 6 foot cord with three prong end. The high quality faux leather case is the perfect stylish compliment to your Sony Reader The slim and sleek design securely fastens the ebook reader in place and has a magnetic flap. The car charger and wall charger are a must have accessory. The USB data cable comes in handy when sync'ing data or charging your ebook. The combo pack comes with a black leather case, USB cable, car charger, wall charger, & Hand Strap Brand Halloween FX, Voltage 115 Vol"}, {"role": "assistant", "content": "Price is $186.63"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nGrant 760 GT Rally Steering Wheel\nPatterned after the most popular rally car look. This is a solid 3 spoke design. Molded cushion grip contoured to the shape of the hand with a leather grained finish. This is a great affordable solution for a wheel with incredible styling. A Grant Installation Kit is necessary to mount this wheel to a vehicle. This wheel will work with Grant Standard 3000 or 4000 Series, Billet 5000 Series, or Euro 6000 Series Installation Kits. 13 Diameter wheel with 3 dish Molded cushion grip contoured to the shape of the hand with a leather grained finish Silver anodized aluminum spokes Includes horn button and black Styling Sleeve Grant installation kit required Fit type Vehicle Specific Manufacturer Grant Products, Brand Grant,"}, {"role": "assistant", "content": "Price is $115.48"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDell Latitude E6420 Intel 8GB RAM 240GB SSD Win 10 Pro Webcam (Renewed)\nThis Certified Refurbished product is manufacturer refurbished, shows limited or no wear, and includes all original accessories plus a 90 day warranty. Microsoft is discontinuing offering Windows 7; this product is sold with either Windows 7 or Windows 10. Microsoft license terms for Windows 10 will include the downgrade rights to Windows 7 Intel Core 3MB Cache, Max Turbo Frequency 8GB DDR3, 240G SSD Hard Drive; 14 Inch HD 1366 x 768 Display, DVDROM, Intel HD Graphics 3000, 3 USB 2.0, Wireless; SD Card Reader, Smart Card Reader, HDMI Out, VGA Out,"}, {"role": "assistant", "content": "Price is $498.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDell Optiplex 7010 Business Desktop Computer (Intel Quad Core i5 up to 3.6GHz Processor), 8GB DDR3 RAM, 2TB HDD, USB 3.0, DVD, Windows 10 Professional (Renewed)\nThis pre-owned or refurbished product has been professionally inspected and tested to work and look like new. How a product becomes part of Amazon Renewed, your destination for pre-owned, refurbished products A customer buys a new product and returns it or trades it in for a newer or different model. That product is inspected and tested to work and look like new by Amazon-qualified suppliers. Then, the product is sold as an Amazon Renewed product on Amazon. If not satisfied with the purchase, renewed products are eligible for replacement or refund under"}, {"role": "assistant", "content": "Price is $325.13"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCisco-Linksys Dual-Band Wireless A+B Access Point + Router with 4-Port 10/100 Switch\nAmazon.com From the Manufacturer The Dual-Band Wireless A+B Broadband Router is like four devices in one box! The Router function lets you securely share one high-speed Internet connection among your entire network, while the 4-port full duplex 10/100 Switch jump-starts your wired-Ethernet network. Connect four PCs directly, or daisy-chain out to more hubs and switches to create as big a network as you need. The Dual-Band Wireless A+B Router also contains two Wireless Access Points, which let you connect with wireless-networked PCs using either the popular standard at or the new, almost five times faster, 5GHz, standard. Since both standards"}, {"role": "assistant", "content": "Price is $80.56"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nStreet Scene Mud Flap Kit\nStreet Scene Mud Flap Kits are designed to offer excellent protection against mud, gravel and stones. These kits are made from tough urethane which offers long lasting durability. They are corrosion resistant and ensure easy installation. Easy installation Provides years of great protection Protects from rock and harmful debris No drilling required Easy installation Manufacturer Street Scene, Brand Street Scene, Weight 23.4 pounds, Dimensions 30 x 27 x 7 inches, model number Manufacturer Part OEM Part Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available April 16, 2008, Material Rock, Fit Type Universal Fit, Installation Type Screw In, Finish Type Powder Coated"}, {"role": "assistant", "content": "Price is $147.28"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCobble Hill 1000 Piece Puzzle - Rest Stop - Sample Poster Included\nMADE IN THE US Cobble Hill Puzzles are proudly manufactured in North America. RANDOM-CUT PIECES This piece design means each puzzle piece looks different - A fun challenge. HIGH-QUALITY The glare-reducing linen paper and crisp image make it a perfect piece to frame. EARTH FRIENDLY All cardboard is made from 100% recycled material. Our ink is also vegetable based. NO INSTRUCTIONS REQUIRED Simply use the box cover or convenient linen print poster included. Finished size is 26.625 x 19.25\u201d Brand Cobble Hill Puzzle Company Ltd., Puzzle type Jigsaw, Manufacturer Minimum Age (MONTHS) Pieces 1000, Theme Cabin & Camping"}, {"role": "assistant", "content": "Price is $28.65"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWristCo Premium Neon Green Age Verified Plastic Secure Snap Wristbands - 500 Count 5/8 x 10 - Adjustable Size Bracelets for Events, Waterproof, Durable, Tearproof, Wrist Bands used at Waterparks Concerts Festivals Conferences for Security Admission\nSECURE SNAP CLOSURE PLASTIC WRISTBANDS - Wristco plastic wristbands measures 5/8\u201d inches wide by 10 inches long and will fit any sized wrist. The wrist bands are produced in quantities of 20 bands per sheet and separate easily from the sheet with a gentle pull. Choose from a variety of vibrant colors for easy visual identification for security access, crowd control, and gate entry. BEST FOR OUTDOOR USE - Wristco plastic wristbands are"}, {"role": "assistant", "content": "Price is $39.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nRockville DOLBY BAR Home Theater Soundbar w/ Wireless Sub/Bluetooth/HDMI/Optical\nRockville DOLBY BAR 40 500 Watt Soundbar with Wireless Subwoofer/Bluetooth/HDMI/Optical and Dolby digital. 500 Watts peak power / 200 Watts RMS power (continuous). Dolby Digital plus, Dolby Digital, and Dolby surround gives you an amazing theater experience when watching movies. Pairs with Included Wireless Subwoofer Seamlessly. Built in Bluetooth wireless audio streaming with long range and distortion free playback. USB input plays back music stored on a thumb drive (up to 32 Gb). Controls Volume, Bass, Treble, DSP mode. Includes a wall bracket and mounting hardware. Recessed input panel makes it easy to"}, {"role": "assistant", "content": "Price is $189.95"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nWOOS 722.6 VALVE BODY 6 SOLENOIDS CAST Compatible with Mercedes Benz\nCondition Remanufactured OEM 722.6 Compatbile with Dodge Sprinter 2500??? Sprinter 3500??? Freightliner Sprinter 2500??? Freightliner Sprinter 3500??? Compatbile with Mercedes-Benz w/ A/T C230 C240 C280 C32 AMG C320 C350 C36 AMG C43 AMG C55 AMG CL500 CL55 AMG CL600 CL65 AMG CLK320 CLK430 CLK500 CLK55 AMG E300 E320 E350 E420 1997 E430 E500 E55 AMG G500 G55 AMG ML320 ML"}, {"role": "assistant", "content": "Price is $264.82"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nDetroit Axle - Front Struts w/Coil Springs + Sway Bars Replacement for Toyota Sienna (AWD/FWD 8 Passenger Models) - 4pc Set\nKit Includes 1x Front Driver Side Strut w/ Coil Spring Assembly \u2013 172366 1x Front Driver Side Strut w/ Coil Spring Assembly \u2013 172366 1x Front Strut w/ Coil Spring Assembly \u2013 172365 1x Front Strut w/ Coil Spring Assembly \u2013 172365 2x Front Sway Bar End Link - K80249 2x Front Sway Bar End Link - K80249 Fitment Replacement for Toyota Sienna (AWD/FWD 8 Passenger Models) Replacement for Toyota Sienna (AWD/FWD 8 Passenger Models"}, {"role": "assistant", "content": "Price is $234.79"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nKICKER 8 600w Marine Loaded Subwoofer Enclosure+Passive Radiator TB8\nWhat's in the Box 1 x enclosure assembly. 2 x vertical mounting brackets. 1 x horizontal mount base. 1 x Horizontal mount hook (retainer). 1 x Horizontal mount plate (retaining clamp) What's in the Box 1 x enclosure assembly. 2 x vertical mounting brackets. 1 x horizontal mount base. 1 x Horizontal mount hook (retainer). 1 x Horizontal mount plate (retaining clamp) 7 x stainless steel M5 x 12mm button head screws for horizontal mount plate to base and mounting brackets to enclosure. 11 x nylon flat washers (to be used on all mounting fasteners). 4"}, {"role": "assistant", "content": "Price is $299.99"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nVim Tools Mechanics Master Set, Hex & Torx\nFeatures and benefits 1/2 cut = better fit, higher torque, S2 steel, the strongest hardest drivers, satin chrome sockets and gun metal grey bits, heat treated to 58-62 Rc, 4 new sizes, T70 Torx, 13mm hex, 21mm hex, and 22mm hex, comes in a durable plastic case, approved for hand and power tools, lifetime warranty. Set includes T8 - T70 - standard Torx, TR10 - TR55 - tamper proof Torx, E4 - E20 - Torx sockets, 1/8 and rdquo, - 3/4 and rdquo, SAE hex, 2.5mm - 22"}, {"role": "assistant", "content": "Price is $202.19"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCallahan FRONT 288mm + REAR 278mm Premium OE 5 Lug 4 Brake Rotors + Ceramic Pads + Sensors + Clips fit Mercedes C230 240\nGUARANTEED ONLY to fit vehicles in the Product Description - see below. Original design ensures proper fit and confident braking. CERAMIC BRAKE PADS are quieter and last longer than metallic. Unique formula provides reduced noise fade and dust. STAINLES STEEL QUALITY HARDWARE IS INCLUDED. Parts are ready to install out of the box. NO CLEANING REQUIRED. INCREASED STOPPING POWER due to improved heat dissipation. Guaranteed to perform better or equal to OE parts. ENHANCED STOPPING POWER provides quiet confident braking. 12 months warranty on all parts in the kit. FULL"}, {"role": "assistant", "content": "Price is $163.27"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nSigma 30mm F1.4 Contemporary DC DN Lens for Micro 4/3\nThe 30mm F1.4 DC DN Contemporary is the first high performance, economical F1.4 lens for micro four thirds and Sony-e Mount mirrorless systems With nine rounded aperture blades, a stepping ring motor, and compact design perfect paring of high performance and pricing APS-C format Dimensions 2.55 x 2.55 x 2.89 inches, Weight 9.3 ounces, model number Rank SLR Camera Lenses 543, Is Discontinued No, Available February 23, 2016, Manufacturer Sigma Corporation of America, Brand Sigma, Lens Type Wide Angle, Compatible Mountings Olympus/Panasonic Micro 4/3, Camera Lens Description 30 mm"}, {"role": "assistant", "content": "Price is $264.00"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nMag Genius Educational & Colorful Magnetic Building Building Block Set \u2013 Standard Building Kit\nIDEA BOOKLET of examples showing 3D building and characteristics for the starter kit. Shows how to use add-ons and accessories that are sold separately. DURABILITY waterproof & sunproof (no fading/outdoor friendly) material that can handle hard impacts. MATH BASIS 60 translucent, durable, and colorful shapes including (2 standard square bases 3x3, 2 large bases 6x6, 10 acute triangles, 8 right angled Ninety-Degree triangles, 10 regular triangles) Does not come with play people. ENGINEERING build widespread cities and neighborhoods allowing the cars/trains to veer around sharp corners to get away from bad guys or to transport your towns citizens. Anything is"}, {"role": "assistant", "content": "Price is $29.90"}]}
+{"messages": [{"role": "system", "content": "You estimate prices of items. Reply only with the price, no explanation"}, {"role": "user", "content": "How much does this cost?\n\nCenterforce Dual Friction Clutch Pressure Plate and Disc\nThe Centerforce Dual-Friction pressure plates feature our patented processes to provide a performance clutch that offers exceptional street characteristics, while offering outstanding holding-capacity and durability. The Dual-Friction disc has a full facing on the pressure plate side for drivability and longevity, while a carbon composite puc style facing is used on the flywheel side for a positive engagement and increased holding-capacity. Dual Friction is the ultimate in street or strip holding power and performance without sacrificing pedal effort and driver control. The patented Centerforce Dual-Friction disc system distributes pressure plate clamping force evenly over a friction-facing on one side of the clutch disc, while the opposing side uses a segmented friction-facing to concentrate clamping pressure and maximize clutch holding"}, {"role": "assistant", "content": "Price is $439.95"}]}
\ No newline at end of file
diff --git a/week6/community-contributions/nikhil_raut/items.py b/week6/community-contributions/nikhil_raut/items.py
new file mode 100644
index 0000000..89aecc4
--- /dev/null
+++ b/week6/community-contributions/nikhil_raut/items.py
@@ -0,0 +1,103 @@
+from typing import Optional
+from transformers import AutoTokenizer
+import re
+
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+
+MIN_TOKENS = 150 # Any less than this, and we don't have enough useful content
+MAX_TOKENS = 160 # Truncate after this many tokens. Then after adding in prompt text, we will get to around 180 tokens
+
+MIN_CHARS = 300
+CEILING_CHARS = MAX_TOKENS * 7
+
+class Item:
+ """
+ An Item is a cleaned, curated datapoint of a Product with a Price
+ """
+
+ tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
+ PREFIX = "Price is $"
+ QUESTION = "How much does this cost to the nearest dollar?"
+ REMOVALS = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
+
+ title: str
+ price: float
+ category: str
+ token_count: int = 0
+ details: Optional[str]
+ prompt: Optional[str] = None
+ include = False
+
+ def __init__(self, data, price):
+ self.title = data['title']
+ self.price = price
+ self.parse(data)
+
+ def scrub_details(self):
+ """
+ Clean up the details string by removing common text that doesn't add value
+ """
+ details = self.details
+ for remove in self.REMOVALS:
+ details = details.replace(remove, "")
+ return details
+
+ def scrub(self, stuff):
+ """
+ Clean up the provided text by removing unnecessary characters and whitespace
+ Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers
+ """
+ stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
+ stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
+ words = stuff.split(' ')
+ select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
+ return " ".join(select)
+
+ def parse(self, data):
+ """
+ Parse this datapoint and if it fits within the allowed Token range,
+ then set include to True
+ """
+ contents = '\n'.join(data['description'])
+ if contents:
+ contents += '\n'
+ features = '\n'.join(data['features'])
+ if features:
+ contents += features + '\n'
+ self.details = data['details']
+ if self.details:
+ contents += self.scrub_details() + '\n'
+ if len(contents) > MIN_CHARS:
+ contents = contents[:CEILING_CHARS]
+ text = f"{self.scrub(self.title)}\n{self.scrub(contents)}"
+ tokens = self.tokenizer.encode(text, add_special_tokens=False)
+ if len(tokens) > MIN_TOKENS:
+ tokens = tokens[:MAX_TOKENS]
+ text = self.tokenizer.decode(tokens)
+ self.make_prompt(text)
+ self.include = True
+
+ def make_prompt(self, text):
+ """
+ Set the prompt instance variable to be a prompt appropriate for training
+ """
+ self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
+ self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
+ self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
+
+ def test_prompt(self):
+ """
+ Return a prompt suitable for testing, with the actual price removed
+ """
+ return self.prompt.split(self.PREFIX)[0] + self.PREFIX
+
+ def __repr__(self):
+ """
+ Return a String version of this Item
+ """
+ return f"<{self.title} = ${self.price}>"
+
+
+
+
+
\ No newline at end of file
diff --git a/week6/community-contributions/nikhil_raut/testing.py b/week6/community-contributions/nikhil_raut/testing.py
new file mode 100644
index 0000000..cd43924
--- /dev/null
+++ b/week6/community-contributions/nikhil_raut/testing.py
@@ -0,0 +1,75 @@
+import math
+import matplotlib.pyplot as plt
+
+GREEN = "\033[92m"
+YELLOW = "\033[93m"
+RED = "\033[91m"
+RESET = "\033[0m"
+COLOR_MAP = {"red":RED, "orange": YELLOW, "green": GREEN}
+
+class Tester:
+
+ def __init__(self, predictor, data, title=None, size=250):
+ self.predictor = predictor
+ self.data = data
+ self.title = title or predictor.__name__.replace("_", " ").title()
+ self.size = size
+ self.guesses = []
+ self.truths = []
+ self.errors = []
+ self.sles = []
+ self.colors = []
+
+ def color_for(self, error, truth):
+ if error<40 or error/truth < 0.2:
+ return "green"
+ elif error<80 or error/truth < 0.4:
+ return "orange"
+ else:
+ return "red"
+
+ def run_datapoint(self, i):
+ datapoint = self.data[i]
+ guess = self.predictor(datapoint)
+ truth = datapoint.price
+ error = abs(guess - truth)
+ log_error = math.log(truth+1) - math.log(guess+1)
+ sle = log_error ** 2
+ color = self.color_for(error, truth)
+ title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+"..."
+ self.guesses.append(guess)
+ self.truths.append(truth)
+ self.errors.append(error)
+ self.sles.append(sle)
+ self.colors.append(color)
+ print(f"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}")
+
+ def chart(self, title):
+ max_error = max(self.errors)
+ plt.figure(figsize=(12, 8))
+ max_val = max(max(self.truths), max(self.guesses))
+ plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)
+ plt.scatter(self.truths, self.guesses, s=3, c=self.colors)
+ plt.xlabel('Ground Truth')
+ plt.ylabel('Model Estimate')
+ plt.xlim(0, max_val)
+ plt.ylim(0, max_val)
+ plt.title(title)
+ plt.show()
+
+ def report(self):
+ average_error = sum(self.errors) / self.size
+ rmsle = math.sqrt(sum(self.sles) / self.size)
+ hits = sum(1 for color in self.colors if color=="green")
+ title = f"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%"
+ self.chart(title)
+
+ def run(self):
+ self.error = 0
+ for i in range(self.size):
+ self.run_datapoint(i)
+ self.report()
+
+ @classmethod
+ def test(cls, function, data):
+ cls(function, data).run()
\ No newline at end of file
diff --git a/week6/community-contributions/nikhil_raut/week6_challenge.ipynb b/week6/community-contributions/nikhil_raut/week6_challenge.ipynb
new file mode 100644
index 0000000..719f880
--- /dev/null
+++ b/week6/community-contributions/nikhil_raut/week6_challenge.ipynb
@@ -0,0 +1,1174 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "db8736a7-ed94-441c-9556-831fa57b5a10",
+ "metadata": {},
+ "source": [
+ "# The Product Pricer Continued\n",
+ "\n",
+ "A model that can estimate how much something costs, from its description.\n",
+ "\n",
+ "## AT LAST - it's time for Fine Tuning!\n",
+ "\n",
+ "After all this data preparation, and old school machine learning, we've finally arrived at the moment you've been waiting for. Fine-tuning a model."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# imports\n",
+ "\n",
+ "import os\n",
+ "import re\n",
+ "import math\n",
+ "import json\n",
+ "import random\n",
+ "from dotenv import load_dotenv\n",
+ "from huggingface_hub import login\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pickle\n",
+ "from collections import Counter\n",
+ "from openai import OpenAI\n",
+ "from anthropic import Anthropic"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "36d05bdc-0155-4c72-a7ee-aa4e614ffd3c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# environment\n",
+ "\n",
+ "load_dotenv(override=True)\n",
+ "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
+ "os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
+ "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "4dd3aad2-6f99-433c-8792-e461d2f06622",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Log in to HuggingFace\n",
+ "\n",
+ "hf_token = os.environ['HF_TOKEN']\n",
+ "login(hf_token, add_to_git_credential=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "884a50bd-8cae-425e-8e56-f079fc3e65ce",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# moved our Tester into a separate package\n",
+ "# call it with Tester.test(function_name, test_dataset)\n",
+ "\n",
+ "from items import Item\n",
+ "from testing import Tester"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "b0a6fb86-74a4-403c-ab25-6db2d74e9d2b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "openai = OpenAI()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's avoid curating all our data again! Load in the pickle files:\n",
+ "\n",
+ "with open('train.pkl', 'rb') as file:\n",
+ " train = pickle.load(file)\n",
+ "\n",
+ "with open('test.pkl', 'rb') as file:\n",
+ " test = pickle.load(file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "e8367135-f40e-43e1-8f3c-09e990ab1194",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# OpenAI recommends fine-tuning with populations of 50-100 examples\n",
+ "# But as our examples are very small, I'm suggesting we go with 200 examples (and 1 epoch)\n",
+ "\n",
+ "fine_tune_train = train[:200]\n",
+ "fine_tune_validation = train[200:250]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8be4a889-81c3-42b1-a2fc-034cdc7321a6",
+ "metadata": {},
+ "source": [
+ "# Step 1\n",
+ "\n",
+ "Prepare our data for fine-tuning in JSONL (JSON Lines) format and upload to OpenAI"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "8ae2fb3c-1cff-4ce3-911e-627c970edd7b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First let's work on a good prompt for a Frontier model\n",
+ "# Notice that I'm removing the \" to the nearest dollar\"\n",
+ "# When we train our own models, we'll need to make the problem as easy as possible,\n",
+ "# but a Frontier model needs no such simplification.\n",
+ "\n",
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "1aa280f6-1227-426a-a2e2-1ce985feba1e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[{'role': 'system',\n",
+ " 'content': 'You estimate prices of items. Reply only with the price, no explanation'},\n",
+ " {'role': 'user',\n",
+ " 'content': 'How much does this cost?\\n\\nDelphi FG0166 Fuel Pump Module\\nDelphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7'},\n",
+ " {'role': 'assistant', 'content': 'Price is $226.95'}]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "messages_for(train[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "c0e5b56c-8a0b-4d8e-a112-ce87efb4e152",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into a list of json objects - a \"jsonl\" string\n",
+ "# Each row represents a message in the form:\n",
+ "# {\"messages\" : [{\"role\": \"system\", \"content\": \"You estimate prices...\n",
+ "\n",
+ "\n",
+ "def make_jsonl(items):\n",
+ " result = \"\"\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " messages_str = json.dumps(messages)\n",
+ " result += '{\"messages\": ' + messages_str +'}\\n'\n",
+ " return result.strip()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "5e72de93-a6a6-4b35-855e-15786b97bf5f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{\"messages\": [{\"role\": \"system\", \"content\": \"You estimate prices of items. Reply only with the price, no explanation\"}, {\"role\": \"user\", \"content\": \"How much does this cost?\\n\\nDelphi FG0166 Fuel Pump Module\\nDelphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7\"}, {\"role\": \"assistant\", \"content\": \"Price is $226.95\"}]}\n",
+ "{\"messages\": [{\"role\": \"system\", \"content\": \"You estimate prices of items. Reply only with the price, no explanation\"}, {\"role\": \"user\", \"content\": \"How much does this cost?\\n\\nPower Stop Rear Z36 Truck and Tow Brake Kit with Calipers\\nThe Power Stop Z36 Truck & Tow Performance brake kit provides the superior stopping power demanded by those who tow boats, haul loads, tackle mountains, lift trucks, and play in the harshest conditions. The brake rotors are drilled to keep temperatures down during extreme braking and slotted to sweep away any debris for constant pad contact. Combined with our Z36 Carbon-Fiber Ceramic performance friction formulation, you can confidently push your rig to the limit and look good doing it with red powder brake calipers. Components are engineered to handle the stress of towing, hauling, mountainous driving, and lifted trucks. Dust-free braking performance. Z36 Carbon-Fiber Ceramic formula provides the extreme braking performance demanded by your truck or 4x\"}, {\"role\": \"assistant\", \"content\": \"Price is $506.98\"}]}\n",
+ "{\"messages\": [{\"role\": \"system\", \"content\": \"You estimate prices of items. Reply only with the price, no explanation\"}, {\"role\": \"user\", \"content\": \"How much does this cost?\\n\\nABBA 36 Gas Cooktop with 5 Sealed Burners - Tempered Glass Surface with SABAF Burners, Natural Gas Stove for Countertop, Home Improvement Essentials, Easy to Clean, 36 x 4.1 x 20.5\\ncooktop Gas powered with 4 fast burners and 1 ultra-fast center burner Tempered glass surface with removable grid for easy cleaning Lightweight for easy installation. Installation Manual Included Counter cutout Dimensions 19 3/8 x 34 1/2 (see diagram) Insured shipping for your satisfaction and peace of mind Brand Name ABBA EST. 1956, Weight 30 pounds, Dimensions 20.5\\\\ D x 36\\\\ W x 4.1\\\\ H, Installation Type Count\"}, {\"role\": \"assistant\", \"content\": \"Price is $405.00\"}]}\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(make_jsonl(train[:3]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "7734bff0-95c4-4e67-a87e-7e2254e2c67d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Convert the items into jsonl and write them to a file\n",
+ "\n",
+ "def write_jsonl(items, filename):\n",
+ " with open(filename, \"w\") as f:\n",
+ " jsonl = make_jsonl(items)\n",
+ " f.write(jsonl)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "393d3ad8-999a-4f99-8c04-339d9166d604",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_train, \"fine_tune_train.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "8e23927f-d73e-4668-ac20-abe6f14a56cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_validation, \"fine_tune_validation.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "d59ad8d2-c61a-448e-b7ed-232f1606970f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_train.jsonl\", \"rb\") as f:\n",
+ " train_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "083fefba-fd54-47ce-9ff3-aabbc200846f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "FileObject(id='file-TZPKy3UAWj5cFMzAxjXYdm', bytes=188543, created_at=1761502468, filename='fine_tune_train.jsonl', object='file', purpose='fine-tune', status='processed', expires_at=None, status_details=None)"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "97df3360-0760-4422-a556-5f26d23de6dc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_validation.jsonl\", \"rb\") as f:\n",
+ " validation_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "a1abb8f3-9e52-4061-970c-fcf399d8ffa3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "FileObject(id='file-UxHWVUrga2nkyLsLUm1BQN', bytes=47036, created_at=1761502469, filename='fine_tune_validation.jsonl', object='file', purpose='fine-tune', status='processed', expires_at=None, status_details=None)"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "validation_file"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "466052b9-9fb9-48f6-8cf9-c74e6ddc1394",
+ "metadata": {},
+ "source": [
+ "# Step 2\n",
+ "\n",
+ "I love Weights and Biases - a beautiful, free platform for monitoring training runs. \n",
+ "Weights and Biases is integrated with OpenAI for fine-tuning.\n",
+ "\n",
+ "First set up your weights & biases free account at:\n",
+ "\n",
+ "https://wandb.ai\n",
+ "\n",
+ "From the Avatar >> Settings menu, near the bottom, you can create an API key.\n",
+ "\n",
+ "Then visit the OpenAI dashboard at:\n",
+ "\n",
+ "https://platform.openai.com/account/organization\n",
+ "\n",
+ "In the integrations section, you can add your Weights & Biases key.\n",
+ "\n",
+ "## And now time to Fine-tune!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "c7add1a7-a746-4d6e-a5f8-e25629b8b527",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "49801e69-9277-4deb-9f33-99efb6b45ac2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'file-TZPKy3UAWj5cFMzAxjXYdm'"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "train_file.id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "45421b86-5531-4e42-ab19-d6abbb8f4c13",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "FineTuningJob(id='ftjob-6XobzvLmgVD5hQn6YbkeONvY', created_at=1761502884, error=Error(code=None, message=None, param=None), fine_tuned_model=None, finished_at=None, hyperparameters=Hyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1), model='gpt-4o-mini-2024-07-18', object='fine_tuning.job', organization_id='org-xc3lpd3ej3HCtOJH5RncgMx0', result_files=[], seed=42, status='validating_files', trained_tokens=None, training_file='file-TZPKy3UAWj5cFMzAxjXYdm', validation_file='file-UxHWVUrga2nkyLsLUm1BQN', estimated_finish=None, integrations=[FineTuningJobWandbIntegrationObject(type='wandb', wandb=FineTuningJobWandbIntegration(project='gpt-pricer', entity=None, name=None, tags=None, run_id='ftjob-6XobzvLmgVD5hQn6YbkeONvY'))], metadata=None, method=Method(type='supervised', dpo=None, reinforcement=None, supervised=SupervisedMethod(hyperparameters=SupervisedHyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1))), user_provided_suffix='pricer', usage_metrics=None, shared_with_openai=False, eval_id=None)"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "openai.fine_tuning.jobs.create(\n",
+ " training_file=train_file.id,\n",
+ " validation_file=validation_file.id,\n",
+ " model=\"gpt-4o-mini-2024-07-18\",\n",
+ " seed=42,\n",
+ " hyperparameters={\"n_epochs\": 1},\n",
+ " integrations = [wandb_integration],\n",
+ " suffix=\"pricer\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "aeb9de2e-542c-4e83-81c7-b6745133e48b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SyncCursorPage[FineTuningJob](data=[FineTuningJob(id='ftjob-6XobzvLmgVD5hQn6YbkeONvY', created_at=1761502884, error=Error(code=None, message=None, param=None), fine_tuned_model=None, finished_at=None, hyperparameters=Hyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1), model='gpt-4o-mini-2024-07-18', object='fine_tuning.job', organization_id='org-xc3lpd3ej3HCtOJH5RncgMx0', result_files=[], seed=42, status='validating_files', trained_tokens=None, training_file='file-TZPKy3UAWj5cFMzAxjXYdm', validation_file='file-UxHWVUrga2nkyLsLUm1BQN', estimated_finish=None, integrations=[FineTuningJobWandbIntegrationObject(type='wandb', wandb=FineTuningJobWandbIntegration(project='gpt-pricer', entity=None, name=None, tags=None, run_id='ftjob-6XobzvLmgVD5hQn6YbkeONvY'))], metadata=None, method=Method(type='supervised', dpo=None, reinforcement=None, supervised=SupervisedMethod(hyperparameters=SupervisedHyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1))), user_provided_suffix='pricer', usage_metrics=None, shared_with_openai=False, eval_id=None)], has_more=False, object='list')"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "openai.fine_tuning.jobs.list(limit=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "40d24873-8ff5-413f-b0d4-8f77c28f18e1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "job_id = openai.fine_tuning.jobs.list(limit=1).data[0].id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "a32aef35-4b38-436c-ad00-d082f758efa7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'ftjob-6XobzvLmgVD5hQn6YbkeONvY'"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "job_id"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "a7e01247-c133-48e1-93d3-c79c399e6178",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "FineTuningJob(id='ftjob-6XobzvLmgVD5hQn6YbkeONvY', created_at=1761502884, error=Error(code=None, message=None, param=None), fine_tuned_model=None, finished_at=None, hyperparameters=Hyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1), model='gpt-4o-mini-2024-07-18', object='fine_tuning.job', organization_id='org-xc3lpd3ej3HCtOJH5RncgMx0', result_files=[], seed=42, status='validating_files', trained_tokens=None, training_file='file-TZPKy3UAWj5cFMzAxjXYdm', validation_file='file-UxHWVUrga2nkyLsLUm1BQN', estimated_finish=None, integrations=[FineTuningJobWandbIntegrationObject(type='wandb', wandb=FineTuningJobWandbIntegration(project='gpt-pricer', entity=None, name=None, tags=None, run_id='ftjob-6XobzvLmgVD5hQn6YbkeONvY'))], metadata=None, method=Method(type='supervised', dpo=None, reinforcement=None, supervised=SupervisedMethod(hyperparameters=SupervisedHyperparameters(batch_size='auto', learning_rate_multiplier='auto', n_epochs=1))), user_provided_suffix='pricer', usage_metrics=None, shared_with_openai=False, eval_id=None)"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "openai.fine_tuning.jobs.retrieve(job_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "0f5150e1-b8de-485f-8eba-cf1e5b00c117",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[FineTuningJobEvent(id='ftevent-k7A34030Jv1K54oXeoxvVWa3', created_at=1761502884, level='info', message='Validating training file: file-TZPKy3UAWj5cFMzAxjXYdm and validation file: file-UxHWVUrga2nkyLsLUm1BQN', object='fine_tuning.job.event', data={}, type='message'),\n",
+ " FineTuningJobEvent(id='ftevent-DnnuJciOEraXCxQZcJoq7rq4', created_at=1761502884, level='info', message='Created fine-tuning job: ftjob-6XobzvLmgVD5hQn6YbkeONvY', object='fine_tuning.job.event', data={}, type='message')]"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10).data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "b19ea9e9",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Logging into wandb.ai. (Learn how to deploy a W&B server locally: https://wandb.me/wandb-server)\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: You can find your API key in your browser here: https://wandb.ai/authorize\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Paste an API key from your profile and hit enter:\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m If you're specifying your api key in code, ensure this code is not shared publicly.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Consider setting the WANDB_API_KEY environment variable, or running `wandb login` from the command line.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: No netrc file found, creating one.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /Users/kanoongpt/.netrc\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mnikhil-raut94\u001b[0m (\u001b[33mnikhil-raut94-udemy\u001b[0m) to \u001b[32mhttps://api.wandb.ai\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Retrieving fine-tune job...\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "Tracking run with wandb version 0.22.1"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "Run data is saved locally in "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "Syncing run ftjob-6XobzvLmgVD5hQn6YbkeONvY to Weights & Biases (docs)
" + ], + "text/plain": [ + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " View project at https://wandb.ai/nikhil-raut94-udemy/gpt-pricer"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " View run at https://wandb.ai/nikhil-raut94-udemy/gpt-pricer/runs/ftjob-6XobzvLmgVD5hQn6YbkeONvY"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Detected [anthropic, openai] in use.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Use W&B Weave for improved LLM call tracing. Install Weave with `pip install weave` then add `import weave` to the top of your script.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: For more information, check out the docs at: https://weave-docs.wandb.ai/\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Waiting for the OpenAI fine-tuning job to finish training...\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: To avoid blocking, you can call `WandbLogger.sync` with `wait_for_job_success=False` after OpenAI training completes.\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Fine-tuning finished, logging metrics, model metadata, and run metadata to Weights & Biases\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: Logging training/validation files...\n",
+ "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[32m\u001b[41mERROR\u001b[0m The nbformat package was not found. It is required to save notebook history.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " View run ftjob-6XobzvLmgVD5hQn6YbkeONvY at: https://wandb.ai/nikhil-raut94-udemy/gpt-pricer/runs/ftjob-6XobzvLmgVD5hQn6YbkeONvY
View project at: https://wandb.ai/nikhil-raut94-udemy/gpt-pricer
Synced 5 W&B file(s), 2 media file(s), 12 artifact file(s) and 0 other file(s)" + ], + "text/plain": [ + ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "Find logs at: "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'🎉 wandb sync completed successfully'"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import wandb\n",
+ "from wandb.integration.openai.fine_tuning import WandbLogger\n",
+ "\n",
+ "# Log in to Weights & Biases.\n",
+ "wandb.login()\n",
+ "# Sync the fine-tuning job with Weights & Biases.\n",
+ "WandbLogger.sync(fine_tune_job_id=job_id, project=\"gpt-pricer\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "066fef03-8338-4526-9df3-89b649ad4f0a",
+ "metadata": {},
+ "source": [
+ "# Step 3\n",
+ "\n",
+ "Test our fine tuned model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "fa4488cb-3c17-4eda-abd1-53c1c68a491b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "e9370937-5a6f-4724-8265-b208663b4450",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'ft:gpt-4o-mini-2024-07-18:kanoongpt:pricer:CUzoma8k'"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "fine_tuned_model_name"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The prompt\n",
+ "\n",
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "4ff92d61-0d27-4b0d-8b32-c9891016509b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[{'role': 'system',\n",
+ " 'content': 'You estimate prices of items. Reply only with the price, no explanation'},\n",
+ " {'role': 'user',\n",
+ " 'content': \"How much does this cost?\\n\\nOEM AC Compressor w/A/C Repair Kit For Ford F150 F-150 V8 & Lincoln Mark LT 2007 2008 - BuyAutoParts NEW\\nAs one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. This A/C Compressor and Components Kit is manufactured and tested to the strictest OE standards for unparalleled performance. Built for trouble-free ownership and 100% visually inspected and quality tested, this A/C Compressor and Components Kit is backed by our 100% satisfaction guarantee. Guaranteed Exact Fit for easy installation 100% BRAND NEW, premium ISO/TS 16949 quality - tested to meet or exceed OEM specifications Engineered for superior durability, backed by industry-leading unlimited-mileage warranty Included in this K\"},\n",
+ " {'role': 'assistant', 'content': 'Price is $'}]"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Try this out\n",
+ "\n",
+ "messages_for(test[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "b1af1888-f94a-4106-b0d8-8a70939eec4e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# A utility function to extract the price from a string\n",
+ "\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+ " return float(match.group()) if match else 0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "f138c5b7-bcc1-4085-aced-68dad1bf36b4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "99.99"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "get_price(\"The price is roughly $99.99 because blah blah\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "501a2a7a-69c8-451b-bbc0-398bcb9e1612",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The function for gpt-4o-mini\n",
+ "\n",
+ "def gpt_fine_tuned(item):\n",
+ " response = openai.chat.completions.create(\n",
+ " model=fine_tuned_model_name,\n",
+ " messages=messages_for(item),\n",
+ " seed=42,\n",
+ " max_tokens=7\n",
+ " )\n",
+ " reply = response.choices[0].message.content\n",
+ " return get_price(reply)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "843d88b4-364a-431b-b48b-8a7c1f68b786",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "374.41\n",
+ "490.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(test[0].price)\n",
+ "print(gpt_fine_tuned(test[0]))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "edd7ada0-15b7-42ec-bbbb-1250e0eb9af1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "How much does this cost to the nearest dollar?\n",
+ "\n",
+ "OEM AC Compressor w/A/C Repair Kit For Ford F150 F-150 V8 & Lincoln Mark LT 2007 2008 - BuyAutoParts NEW\n",
+ "As one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. This A/C Compressor and Components Kit is manufactured and tested to the strictest OE standards for unparalleled performance. Built for trouble-free ownership and 100% visually inspected and quality tested, this A/C Compressor and Components Kit is backed by our 100% satisfaction guarantee. Guaranteed Exact Fit for easy installation 100% BRAND NEW, premium ISO/TS 16949 quality - tested to meet or exceed OEM specifications Engineered for superior durability, backed by industry-leading unlimited-mileage warranty Included in this K\n",
+ "\n",
+ "Price is $\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(test[0].test_prompt())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "36bdd2c9-1859-4f99-a09f-3ec83b845b30",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "\u001b[92m2: Guess: $194.99 Truth: $225.11 Error: $30.12 SLE: 0.02 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n",
+ "\u001b[92m3: Guess: $65.65 Truth: $61.68 Error: $3.97 SLE: 0.00 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n",
+ "\u001b[93m4: Guess: $726.65 Truth: $599.99 Error: $126.66 SLE: 0.04 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n",
+ "\u001b[92m5: Guess: $34.65 Truth: $16.99 Error: $17.66 SLE: 0.47 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n",
+ "\u001b[92m6: Guess: $13.66 Truth: $31.99 Error: $18.33 SLE: 0.66 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n",
+ "\u001b[92m7: Guess: $139.98 Truth: $101.79 Error: $38.19 SLE: 0.10 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n",
+ "\u001b[92m8: Guess: $262.47 Truth: $289.00 Error: $26.53 SLE: 0.01 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n",
+ "\u001b[91m9: Guess: $349.99 Truth: $635.86 Error: $285.87 SLE: 0.35 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n",
+ "\u001b[93m10: Guess: $127.99 Truth: $65.99 Error: $62.00 SLE: 0.43 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n",
+ "\u001b[93m11: Guess: $174.99 Truth: $254.21 Error: $79.22 SLE: 0.14 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n",
+ "\u001b[91m12: Guess: $47.22 Truth: $412.99 Error: $365.77 SLE: 4.62 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n",
+ "\u001b[91m13: Guess: $49.99 Truth: $205.50 Error: $155.51 SLE: 1.96 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n",
+ "\u001b[92m14: Guess: $219.00 Truth: $248.23 Error: $29.23 SLE: 0.02 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n",
+ "\u001b[91m15: Guess: $594.00 Truth: $399.00 Error: $195.00 SLE: 0.16 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n",
+ "\u001b[91m16: Guess: $47.22 Truth: $373.94 Error: $326.72 SLE: 4.21 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n",
+ "\u001b[92m17: Guess: $66.47 Truth: $92.89 Error: $26.42 SLE: 0.11 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n",
+ "\u001b[93m18: Guess: $127.22 Truth: $51.99 Error: $75.23 SLE: 0.78 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n",
+ "\u001b[91m19: Guess: $594.00 Truth: $179.00 Error: $415.00 SLE: 1.43 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n",
+ "\u001b[92m20: Guess: $13.66 Truth: $19.42 Error: $5.76 SLE: 0.11 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n",
+ "\u001b[93m21: Guess: $399.00 Truth: $539.95 Error: $140.95 SLE: 0.09 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n",
+ "\u001b[92m22: Guess: $110.47 Truth: $147.67 Error: $37.20 SLE: 0.08 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n",
+ "\u001b[92m23: Guess: $47.95 Truth: $24.99 Error: $22.96 SLE: 0.40 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n",
+ "\u001b[91m24: Guess: $47.00 Truth: $149.00 Error: $102.00 SLE: 1.30 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n",
+ "\u001b[92m25: Guess: $18.65 Truth: $16.99 Error: $1.66 SLE: 0.01 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n",
+ "\u001b[92m26: Guess: $22.99 Truth: $7.99 Error: $15.00 SLE: 0.96 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n",
+ "\u001b[91m27: Guess: $47.99 Truth: $199.99 Error: $152.00 SLE: 1.99 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n",
+ "\u001b[91m28: Guess: $127.99 Truth: $251.45 Error: $123.46 SLE: 0.45 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n",
+ "\u001b[92m29: Guess: $276.99 Truth: $231.62 Error: $45.37 SLE: 0.03 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n",
+ "\u001b[92m30: Guess: $139.98 Truth: $135.00 Error: $4.98 SLE: 0.00 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n",
+ "\u001b[91m31: Guess: $47.22 Truth: $356.62 Error: $309.40 SLE: 4.01 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n",
+ "\u001b[91m32: Guess: $127.99 Truth: $257.99 Error: $130.00 SLE: 0.49 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n",
+ "\u001b[92m33: Guess: $10.99 Truth: $27.99 Error: $17.00 SLE: 0.78 Item: Alnicov 63.5MM Brass Tremolo Block，Tremo...\u001b[0m\n",
+ "\u001b[93m34: Guess: $127.22 Truth: $171.20 Error: $43.98 SLE: 0.09 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n",
+ "\u001b[91m35: Guess: $47.95 Truth: $225.00 Error: $177.05 SLE: 2.34 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n",
+ "\u001b[93m36: Guess: $47.95 Truth: $105.00 Error: $57.05 SLE: 0.60 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n",
+ "\u001b[93m37: Guess: $219.98 Truth: $299.99 Error: $80.01 SLE: 0.10 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n",
+ "\u001b[92m38: Guess: $447.22 Truth: $535.09 Error: $87.87 SLE: 0.03 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n",
+ "\u001b[92m39: Guess: $10.99 Truth: $12.33 Error: $1.34 SLE: 0.01 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n",
+ "\u001b[92m40: Guess: $110.47 Truth: $84.99 Error: $25.48 SLE: 0.07 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n",
+ "\u001b[92m41: Guess: $22.99 Truth: $15.99 Error: $7.00 SLE: 0.12 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n",
+ "\u001b[92m42: Guess: $49.00 Truth: $62.44 Error: $13.44 SLE: 0.06 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n",
+ "\u001b[93m43: Guess: $147.99 Truth: $82.99 Error: $65.00 SLE: 0.33 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n",
+ "\u001b[91m44: Guess: $174.00 Truth: $599.95 Error: $425.95 SLE: 1.52 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n",
+ "\u001b[93m45: Guess: $262.47 Truth: $194.99 Error: $67.48 SLE: 0.09 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n",
+ "\u001b[93m46: Guess: $249.99 Truth: $344.95 Error: $94.96 SLE: 0.10 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n",
+ "\u001b[92m47: Guess: $69.99 Truth: $37.99 Error: $32.00 SLE: 0.36 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n",
+ "\u001b[91m48: Guess: $490.00 Truth: $224.35 Error: $265.65 SLE: 0.61 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n",
+ "\u001b[93m49: Guess: $572.47 Truth: $814.00 Error: $241.53 SLE: 0.12 Item: Street Series Stainless Performance Cat-...\u001b[0m\n",
+ "\u001b[92m50: Guess: $393.69 Truth: $439.88 Error: $46.19 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n",
+ "\u001b[91m51: Guess: $594.65 Truth: $341.43 Error: $253.22 SLE: 0.31 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n",
+ "\u001b[92m52: Guess: $47.99 Truth: $46.78 Error: $1.21 SLE: 0.00 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n",
+ "\u001b[91m53: Guess: $262.47 Truth: $171.44 Error: $91.03 SLE: 0.18 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n",
+ "\u001b[91m54: Guess: $47.99 Truth: $458.00 Error: $410.01 SLE: 5.01 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n",
+ "\u001b[92m55: Guess: $128.66 Truth: $130.75 Error: $2.09 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n",
+ "\u001b[92m56: Guess: $66.47 Truth: $83.81 Error: $17.34 SLE: 0.05 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n",
+ "\u001b[91m57: Guess: $47.22 Truth: $386.39 Error: $339.17 SLE: 4.34 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n",
+ "\u001b[92m58: Guess: $139.95 Truth: $169.00 Error: $29.05 SLE: 0.04 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n",
+ "\u001b[92m59: Guess: $47.95 Truth: $17.95 Error: $30.00 SLE: 0.90 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n",
+ "\u001b[91m60: Guess: $127.99 Truth: $269.00 Error: $141.01 SLE: 0.55 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n",
+ "\u001b[92m61: Guess: $47.99 Truth: $77.77 Error: $29.78 SLE: 0.23 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n",
+ "\u001b[91m62: Guess: $262.47 Truth: $88.99 Error: $173.48 SLE: 1.15 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n",
+ "\u001b[91m63: Guess: $47.99 Truth: $364.41 Error: $316.42 SLE: 4.04 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n",
+ "\u001b[92m64: Guess: $154.65 Truth: $127.03 Error: $27.62 SLE: 0.04 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n",
+ "\u001b[91m65: Guess: $390.22 Truth: $778.95 Error: $388.73 SLE: 0.48 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n",
+ "\u001b[93m66: Guess: $127.99 Truth: $206.66 Error: $78.67 SLE: 0.23 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n",
+ "\u001b[92m67: Guess: $65.98 Truth: $35.94 Error: $30.04 SLE: 0.35 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n",
+ "\u001b[91m68: Guess: $262.47 Truth: $149.00 Error: $113.47 SLE: 0.32 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n",
+ "\u001b[92m69: Guess: $221.65 Truth: $251.98 Error: $30.33 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n",
+ "\u001b[92m70: Guess: $128.66 Truth: $160.00 Error: $31.34 SLE: 0.05 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n",
+ "\u001b[93m71: Guess: $83.99 Truth: $39.99 Error: $44.00 SLE: 0.53 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n",
+ "\u001b[93m72: Guess: $221.65 Truth: $362.41 Error: $140.76 SLE: 0.24 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n",
+ "\u001b[91m73: Guess: $154.65 Truth: $344.00 Error: $189.35 SLE: 0.63 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n",
+ "\u001b[92m74: Guess: $22.22 Truth: $25.09 Error: $2.87 SLE: 0.01 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n",
+ "\u001b[91m75: Guess: $66.47 Truth: $175.95 Error: $109.48 SLE: 0.93 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n",
+ "\u001b[91m76: Guess: $47.99 Truth: $132.64 Error: $84.65 SLE: 1.01 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n",
+ "\u001b[91m77: Guess: $726.65 Truth: $422.99 Error: $303.66 SLE: 0.29 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n",
+ "\u001b[93m78: Guess: $221.65 Truth: $146.48 Error: $75.17 SLE: 0.17 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n",
+ "\u001b[91m79: Guess: $47.22 Truth: $156.83 Error: $109.61 SLE: 1.41 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n",
+ "\u001b[92m80: Guess: $221.00 Truth: $251.99 Error: $30.99 SLE: 0.02 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n",
+ "\u001b[91m81: Guess: $47.95 Truth: $940.33 Error: $892.38 SLE: 8.74 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n",
+ "\u001b[92m82: Guess: $83.99 Truth: $52.99 Error: $31.00 SLE: 0.21 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n",
+ "\u001b[91m83: Guess: $127.99 Truth: $219.95 Error: $91.96 SLE: 0.29 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n",
+ "\u001b[93m84: Guess: $594.65 Truth: $441.03 Error: $153.62 SLE: 0.09 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n",
+ "\u001b[93m85: Guess: $128.66 Truth: $168.98 Error: $40.32 SLE: 0.07 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n",
+ "\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n",
+ "\u001b[92m87: Guess: $127.99 Truth: $98.62 Error: $29.37 SLE: 0.07 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n",
+ "\u001b[91m88: Guess: $47.95 Truth: $256.95 Error: $209.00 SLE: 2.76 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n",
+ "\u001b[92m89: Guess: $34.65 Truth: $30.99 Error: $3.66 SLE: 0.01 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n",
+ "\u001b[93m90: Guess: $393.69 Truth: $569.84 Error: $176.15 SLE: 0.14 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n",
+ "\u001b[91m91: Guess: $262.47 Truth: $177.99 Error: $84.48 SLE: 0.15 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n",
+ "\u001b[91m92: Guess: $572.47 Truth: $997.99 Error: $425.52 SLE: 0.31 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n",
+ "\u001b[91m93: Guess: $47.95 Truth: $219.00 Error: $171.05 SLE: 2.26 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n",
+ "\u001b[92m94: Guess: $221.00 Truth: $225.55 Error: $4.55 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n",
+ "\u001b[92m95: Guess: $579.99 Truth: $495.95 Error: $84.04 SLE: 0.02 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n",
+ "\u001b[93m96: Guess: $674.99 Truth: $942.37 Error: $267.38 SLE: 0.11 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n",
+ "\u001b[92m97: Guess: $22.22 Truth: $1.94 Error: $20.28 SLE: 4.27 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n",
+ "\u001b[93m98: Guess: $221.95 Truth: $284.34 Error: $62.39 SLE: 0.06 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n",
+ "\u001b[93m99: Guess: $127.22 Truth: $171.90 Error: $44.68 SLE: 0.09 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n",
+ "\u001b[91m100: Guess: $47.99 Truth: $144.99 Error: $97.00 SLE: 1.19 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n",
+ "\u001b[91m101: Guess: $799.95 Truth: $470.47 Error: $329.48 SLE: 0.28 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n",
+ "\u001b[92m102: Guess: $47.22 Truth: $66.95 Error: $19.73 SLE: 0.12 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n",
+ "\u001b[93m103: Guess: $47.99 Truth: $117.00 Error: $69.01 SLE: 0.77 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n",
+ "\u001b[91m104: Guess: $276.99 Truth: $172.14 Error: $104.85 SLE: 0.22 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n",
+ "\u001b[91m105: Guess: $594.00 Truth: $392.74 Error: $201.26 SLE: 0.17 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n",
+ "\u001b[92m106: Guess: $34.98 Truth: $16.99 Error: $17.99 SLE: 0.48 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n",
+ "\u001b[92m107: Guess: $22.22 Truth: $1.34 Error: $20.88 SLE: 5.27 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n",
+ "\u001b[93m108: Guess: $239.99 Truth: $349.98 Error: $109.99 SLE: 0.14 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n",
+ "\u001b[91m109: Guess: $726.65 Truth: $370.71 Error: $355.94 SLE: 0.45 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n",
+ "\u001b[92m110: Guess: $65.98 Truth: $65.88 Error: $0.10 SLE: 0.00 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n",
+ "\u001b[92m111: Guess: $219.98 Truth: $229.99 Error: $10.01 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n",
+ "\u001b[92m112: Guess: $18.65 Truth: $9.14 Error: $9.51 SLE: 0.44 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n",
+ "\u001b[91m113: Guess: $594.00 Truth: $199.00 Error: $395.00 SLE: 1.19 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n",
+ "\u001b[93m114: Guess: $179.99 Truth: $109.99 Error: $70.00 SLE: 0.24 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n",
+ "\u001b[92m115: Guess: $594.65 Truth: $570.42 Error: $24.23 SLE: 0.00 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n",
+ "\u001b[91m116: Guess: $600.97 Truth: $279.99 Error: $320.98 SLE: 0.58 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n",
+ "\u001b[92m117: Guess: $14.98 Truth: $30.99 Error: $16.01 SLE: 0.48 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n",
+ "\u001b[92m118: Guess: $31.99 Truth: $31.99 Error: $0.00 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n",
+ "\u001b[92m119: Guess: $33.98 Truth: $15.90 Error: $18.08 SLE: 0.53 Item: G9 LED Light Bulbs，8W，75W 100W replaceme...\u001b[0m\n",
+ "\u001b[93m120: Guess: $118.99 Truth: $45.99 Error: $73.00 SLE: 0.88 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n",
+ "\u001b[91m121: Guess: $219.65 Truth: $113.52 Error: $106.13 SLE: 0.43 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n",
+ "\u001b[92m122: Guess: $453.65 Truth: $516.99 Error: $63.34 SLE: 0.02 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n",
+ "\u001b[92m123: Guess: $174.99 Truth: $196.99 Error: $22.00 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n",
+ "\u001b[92m124: Guess: $22.22 Truth: $46.55 Error: $24.33 SLE: 0.51 Item: Technical Precision Replacement for GE G...\u001b[0m\n",
+ "\u001b[93m125: Guess: $262.47 Truth: $356.99 Error: $94.52 SLE: 0.09 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n",
+ "\u001b[93m126: Guess: $219.95 Truth: $319.95 Error: $100.00 SLE: 0.14 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n",
+ "\u001b[93m127: Guess: $47.22 Truth: $96.06 Error: $48.84 SLE: 0.49 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n",
+ "\u001b[92m128: Guess: $221.00 Truth: $190.99 Error: $30.01 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n",
+ "\u001b[91m129: Guess: $127.22 Truth: $257.95 Error: $130.73 SLE: 0.49 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n",
+ "\u001b[93m130: Guess: $139.98 Truth: $62.95 Error: $77.03 SLE: 0.62 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n",
+ "\u001b[91m131: Guess: $174.99 Truth: $47.66 Error: $127.33 SLE: 1.65 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n",
+ "\u001b[91m132: Guess: $594.99 Truth: $226.99 Error: $368.00 SLE: 0.92 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n",
+ "\u001b[93m133: Guess: $274.99 Truth: $359.95 Error: $84.96 SLE: 0.07 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n",
+ "\u001b[92m134: Guess: $47.22 Truth: $78.40 Error: $31.18 SLE: 0.25 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n",
+ "\u001b[93m135: Guess: $110.47 Truth: $172.77 Error: $62.30 SLE: 0.20 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n",
+ "\u001b[93m136: Guess: $390.22 Truth: $316.45 Error: $73.77 SLE: 0.04 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n",
+ "\u001b[92m137: Guess: $119.00 Truth: $87.99 Error: $31.01 SLE: 0.09 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n",
+ "\u001b[91m138: Guess: $127.99 Truth: $226.63 Error: $98.64 SLE: 0.32 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n",
+ "\u001b[92m139: Guess: $14.98 Truth: $31.49 Error: $16.51 SLE: 0.50 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n",
+ "\u001b[93m140: Guess: $154.65 Truth: $196.00 Error: $41.35 SLE: 0.06 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n",
+ "\u001b[92m141: Guess: $65.65 Truth: $78.40 Error: $12.75 SLE: 0.03 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n",
+ "\u001b[91m142: Guess: $221.65 Truth: $116.25 Error: $105.40 SLE: 0.41 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n",
+ "\u001b[91m143: Guess: $277.65 Truth: $112.78 Error: $164.87 SLE: 0.80 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n",
+ "\u001b[92m144: Guess: $66.47 Truth: $27.32 Error: $39.15 SLE: 0.75 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n",
+ "\u001b[92m145: Guess: $143.65 Truth: $145.91 Error: $2.26 SLE: 0.00 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n",
+ "\u001b[91m146: Guess: $66.47 Truth: $171.09 Error: $104.62 SLE: 0.88 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n",
+ "\u001b[91m147: Guess: $47.22 Truth: $167.95 Error: $120.73 SLE: 1.57 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n",
+ "\u001b[91m148: Guess: $139.98 Truth: $28.49 Error: $111.49 SLE: 2.45 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n",
+ "\u001b[93m149: Guess: $47.95 Truth: $122.23 Error: $74.28 SLE: 0.85 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n",
+ "\u001b[91m150: Guess: $139.98 Truth: $32.99 Error: $106.99 SLE: 2.02 Item: Learning Resources Coding Critters Range...\u001b[0m\n",
+ "\u001b[92m151: Guess: $66.47 Truth: $71.20 Error: $4.73 SLE: 0.00 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n",
+ "\u001b[93m152: Guess: $57.65 Truth: $112.75 Error: $55.10 SLE: 0.44 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n",
+ "\u001b[92m153: Guess: $154.65 Truth: $142.43 Error: $12.22 SLE: 0.01 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n",
+ "\u001b[92m154: Guess: $367.99 Truth: $398.99 Error: $31.00 SLE: 0.01 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n",
+ "\u001b[93m155: Guess: $599.00 Truth: $449.00 Error: $150.00 SLE: 0.08 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n",
+ "\u001b[91m156: Guess: $47.99 Truth: $189.00 Error: $141.01 SLE: 1.84 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n",
+ "\u001b[93m157: Guess: $66.47 Truth: $120.91 Error: $54.44 SLE: 0.35 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n",
+ "\u001b[93m158: Guess: $127.99 Truth: $203.53 Error: $75.54 SLE: 0.21 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n",
+ "\u001b[92m159: Guess: $393.69 Truth: $349.99 Error: $43.70 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n",
+ "\u001b[92m160: Guess: $30.47 Truth: $34.35 Error: $3.88 SLE: 0.01 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n",
+ "\u001b[92m161: Guess: $359.00 Truth: $384.99 Error: $25.99 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n",
+ "\u001b[91m162: Guess: $393.69 Truth: $211.00 Error: $182.69 SLE: 0.39 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n",
+ "\u001b[91m163: Guess: $219.98 Truth: $129.00 Error: $90.98 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n",
+ "\u001b[91m164: Guess: $10.99 Truth: $111.45 Error: $100.46 SLE: 5.01 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n",
+ "\u001b[92m165: Guess: $66.47 Truth: $81.12 Error: $14.65 SLE: 0.04 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n",
+ "\u001b[91m166: Guess: $139.98 Truth: $457.08 Error: $317.10 SLE: 1.39 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n",
+ "\u001b[93m167: Guess: $127.99 Truth: $49.49 Error: $78.50 SLE: 0.88 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n",
+ "\u001b[92m168: Guess: $47.99 Truth: $80.56 Error: $32.57 SLE: 0.26 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n",
+ "\u001b[92m169: Guess: $262.47 Truth: $278.39 Error: $15.92 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n",
+ "\u001b[92m170: Guess: $322.22 Truth: $364.50 Error: $42.28 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n",
+ "\u001b[91m171: Guess: $174.99 Truth: $378.99 Error: $204.00 SLE: 0.59 Item: Torklift C3212 Rear Tie Down\u001b[0m\n",
+ "\u001b[92m172: Guess: $127.22 Truth: $165.28 Error: $38.06 SLE: 0.07 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n",
+ "\u001b[92m173: Guess: $65.65 Truth: $56.74 Error: $8.91 SLE: 0.02 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n",
+ "\u001b[93m174: Guess: $221.65 Truth: $307.95 Error: $86.30 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n",
+ "\u001b[91m175: Guess: $127.99 Truth: $38.00 Error: $89.99 SLE: 1.43 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n",
+ "\u001b[92m176: Guess: $76.99 Truth: $53.00 Error: $23.99 SLE: 0.14 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n",
+ "\u001b[93m177: Guess: $649.98 Truth: $498.00 Error: $151.98 SLE: 0.07 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n",
+ "\u001b[91m178: Guess: $154.65 Truth: $53.99 Error: $100.66 SLE: 1.08 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n",
+ "\u001b[93m179: Guess: $268.99 Truth: $350.00 Error: $81.01 SLE: 0.07 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n",
+ "\u001b[93m180: Guess: $390.99 Truth: $299.95 Error: $91.04 SLE: 0.07 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n",
+ "\u001b[93m181: Guess: $143.65 Truth: $94.93 Error: $48.72 SLE: 0.17 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n",
+ "\u001b[92m182: Guess: $349.00 Truth: $379.00 Error: $30.00 SLE: 0.01 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n",
+ "\u001b[93m183: Guess: $221.65 Truth: $299.95 Error: $78.30 SLE: 0.09 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n",
+ "\u001b[92m184: Guess: $10.99 Truth: $24.99 Error: $14.00 SLE: 0.60 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n",
+ "\u001b[92m185: Guess: $66.47 Truth: $41.04 Error: $25.43 SLE: 0.22 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n",
+ "\u001b[91m186: Guess: $47.99 Truth: $327.90 Error: $279.91 SLE: 3.63 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n",
+ "\u001b[92m187: Guess: $22.69 Truth: $10.99 Error: $11.70 SLE: 0.46 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n",
+ "\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n",
+ "\u001b[92m189: Guess: $49.65 Truth: $84.95 Error: $35.30 SLE: 0.28 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n",
+ "\u001b[91m190: Guess: $196.99 Truth: $111.00 Error: $85.99 SLE: 0.32 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n",
+ "\u001b[92m191: Guess: $127.22 Truth: $123.73 Error: $3.49 SLE: 0.00 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n",
+ "\u001b[93m192: Guess: $393.69 Truth: $557.38 Error: $163.69 SLE: 0.12 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n",
+ "\u001b[92m193: Guess: $66.47 Truth: $95.55 Error: $29.08 SLE: 0.13 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n",
+ "\u001b[91m194: Guess: $47.95 Truth: $154.00 Error: $106.05 SLE: 1.33 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n",
+ "\u001b[91m195: Guess: $499.98 Truth: $198.99 Error: $300.99 SLE: 0.84 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n",
+ "\u001b[91m196: Guess: $219.98 Truth: $430.44 Error: $210.46 SLE: 0.45 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n",
+ "\u001b[92m197: Guess: $10.99 Truth: $45.67 Error: $34.68 SLE: 1.85 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n",
+ "\u001b[91m198: Guess: $127.22 Truth: $249.00 Error: $121.78 SLE: 0.45 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n",
+ "\u001b[92m199: Guess: $49.99 Truth: $42.99 Error: $7.00 SLE: 0.02 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n",
+ "\u001b[91m200: Guess: $66.47 Truth: $181.33 Error: $114.86 SLE: 0.99 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n",
+ "\u001b[92m201: Guess: $22.22 Truth: $6.03 Error: $16.19 SLE: 1.43 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n",
+ "\u001b[92m202: Guess: $65.69 Truth: $29.99 Error: $35.70 SLE: 0.59 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n",
+ "\u001b[92m203: Guess: $726.65 Truth: $899.00 Error: $172.35 SLE: 0.05 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n",
+ "\u001b[91m204: Guess: $47.95 Truth: $399.99 Error: $352.04 SLE: 4.42 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n",
+ "\u001b[92m205: Guess: $29.65 Truth: $4.66 Error: $24.99 SLE: 2.85 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n",
+ "\u001b[91m206: Guess: $127.22 Truth: $261.41 Error: $134.19 SLE: 0.51 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n",
+ "\u001b[92m207: Guess: $128.66 Truth: $136.97 Error: $8.31 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n",
+ "\u001b[93m208: Guess: $139.95 Truth: $79.00 Error: $60.95 SLE: 0.32 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n",
+ "\u001b[91m209: Guess: $164.50 Truth: $444.99 Error: $280.49 SLE: 0.98 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n",
+ "\u001b[92m210: Guess: $390.22 Truth: $411.94 Error: $21.72 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n",
+ "\u001b[91m211: Guess: $367.99 Truth: $148.40 Error: $219.59 SLE: 0.82 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n",
+ "\u001b[93m212: Guess: $154.98 Truth: $244.99 Error: $90.01 SLE: 0.21 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n",
+ "\u001b[93m213: Guess: $143.65 Truth: $86.50 Error: $57.15 SLE: 0.25 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n",
+ "\u001b[91m214: Guess: $594.00 Truth: $297.95 Error: $296.05 SLE: 0.47 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n",
+ "\u001b[92m215: Guess: $393.69 Truth: $399.99 Error: $6.30 SLE: 0.00 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n",
+ "\u001b[91m216: Guess: $174.00 Truth: $599.00 Error: $425.00 SLE: 1.52 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n",
+ "\u001b[93m217: Guess: $174.99 Truth: $105.99 Error: $69.00 SLE: 0.25 Item: Barbie Top Model Doll\u001b[0m\n",
+ "\u001b[92m218: Guess: $800.00 Truth: $689.00 Error: $111.00 SLE: 0.02 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n",
+ "\u001b[91m219: Guess: $174.99 Truth: $404.99 Error: $230.00 SLE: 0.70 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n",
+ "\u001b[93m220: Guess: $277.65 Truth: $207.76 Error: $69.89 SLE: 0.08 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n",
+ "\u001b[91m221: Guess: $276.99 Truth: $171.82 Error: $105.17 SLE: 0.23 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n",
+ "\u001b[93m222: Guess: $221.65 Truth: $293.24 Error: $71.59 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n",
+ "\u001b[93m223: Guess: $262.47 Truth: $374.95 Error: $112.48 SLE: 0.13 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n",
+ "\u001b[92m224: Guess: $139.98 Truth: $111.99 Error: $27.99 SLE: 0.05 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n",
+ "\u001b[92m225: Guess: $30.47 Truth: $42.99 Error: $12.52 SLE: 0.11 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n",
+ "\u001b[91m226: Guess: $277.65 Truth: $116.71 Error: $160.94 SLE: 0.74 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n",
+ "\u001b[91m227: Guess: $221.65 Truth: $118.61 Error: $103.04 SLE: 0.39 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n",
+ "\u001b[91m228: Guess: $47.22 Truth: $147.12 Error: $99.90 SLE: 1.26 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n",
+ "\u001b[92m229: Guess: $139.98 Truth: $119.99 Error: $19.99 SLE: 0.02 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n",
+ "\u001b[93m230: Guess: $262.47 Truth: $369.98 Error: $107.51 SLE: 0.12 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n",
+ "\u001b[93m231: Guess: $219.95 Truth: $315.55 Error: $95.60 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n",
+ "\u001b[92m232: Guess: $219.00 Truth: $190.99 Error: $28.01 SLE: 0.02 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n",
+ "\u001b[92m233: Guess: $139.98 Truth: $155.00 Error: $15.02 SLE: 0.01 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n",
+ "\u001b[92m234: Guess: $322.22 Truth: $349.99 Error: $27.77 SLE: 0.01 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n",
+ "\u001b[92m235: Guess: $219.98 Truth: $249.99 Error: $30.01 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n",
+ "\u001b[92m236: Guess: $22.99 Truth: $42.99 Error: $20.00 SLE: 0.37 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n",
+ "\u001b[92m237: Guess: $10.99 Truth: $17.99 Error: $7.00 SLE: 0.21 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n",
+ "\u001b[93m238: Guess: $277.65 Truth: $425.00 Error: $147.35 SLE: 0.18 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n",
+ "\u001b[92m239: Guess: $219.98 Truth: $249.99 Error: $30.01 SLE: 0.02 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n",
+ "\u001b[92m240: Guess: $127.22 Truth: $138.23 Error: $11.01 SLE: 0.01 Item: Schmidt Spiele - Manhattan\u001b[0m\n",
+ "\u001b[91m241: Guess: $154.65 Truth: $414.99 Error: $260.34 SLE: 0.97 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n",
+ "\u001b[93m242: Guess: $221.65 Truth: $168.28 Error: $53.37 SLE: 0.08 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n",
+ "\u001b[93m243: Guess: $274.00 Truth: $199.99 Error: $74.01 SLE: 0.10 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n",
+ "\u001b[92m244: Guess: $100.69 Truth: $126.70 Error: $26.01 SLE: 0.05 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n",
+ "\u001b[92m245: Guess: $22.69 Truth: $5.91 Error: $16.78 SLE: 1.52 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n",
+ "\u001b[93m246: Guess: $127.99 Truth: $193.06 Error: $65.07 SLE: 0.17 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n",
+ "\u001b[92m247: Guess: $238.99 Truth: $249.99 Error: $11.00 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n",
+ "\u001b[93m248: Guess: $139.65 Truth: $64.12 Error: $75.53 SLE: 0.59 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n",
+ "\u001b[93m249: Guess: $43.66 Truth: $114.99 Error: $71.33 SLE: 0.91 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n",
+ "\u001b[93m250: Guess: $726.65 Truth: $926.00 Error: $199.35 SLE: 0.06 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
/Users/kanoongpt/learning/llm_engineering/week6/community-contributions/nikhil_raut/wandb/run-20251026_235310-ftjob-6XobzvLmgVD5hQn6YbkeONvY"
+ ],
+ "text/plain": [
+ "" + ], + "text/plain": [ + "
Run history:
| train_accuracy | ▁▆▆▅▅▅▅▆▅▆▅▅▆▅▆▅█▅▆▆▆▅▅▅▆▆▆▆▅▅▅▅▅▅▅▆▆▆▅▅ |
| train_loss | ▄▄▅▅▄▁█▇▅▆▃▅▂▆▆▅▃▃▃█▅▃▃▅▁▁▅▂▆▇▁▃▇▂▅▂▆▆▇▅ |
| valid_loss | ▆▂▅▄▃▆▃▇▆▆▅▁▅▂█▆▅▅▃▄ |
| valid_mean_token_accuracy | ▁▆▃▃▆▃▆▃▃▃▃█▃▃▃▃▃▃▃▃ |
Run summary:
| fine_tuned_model | ft:gpt-4o-mini-2024-... |
| status | succeeded |
| train_accuracy | 0.75 |
| train_loss | 1.14346 |
| valid_loss | 1.12701 |
| valid_mean_token_accuracy | 0.75 |
View project at: https://wandb.ai/nikhil-raut94-udemy/gpt-pricer
Synced 5 W&B file(s), 2 media file(s), 12 artifact file(s) and 0 other file(s)" + ], + "text/plain": [ + "
./wandb/run-20251026_235310-ftjob-6XobzvLmgVD5hQn6YbkeONvY/logs"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "Tester.test(gpt_fine_tuned, test)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "llm-engineering",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb b/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb
new file mode 100644
index 0000000..4befd50
--- /dev/null
+++ b/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb
@@ -0,0 +1,1013 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "41fb78a4-5aa1-4288-9cc2-6f742062f0a3",
+ "metadata": {
+ "id": "41fb78a4-5aa1-4288-9cc2-6f742062f0a3"
+ },
+ "source": [
+ "# Fine Tuning with OpenAI"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f8d0713f-0f79-460f-8acb-47afb877d24a",
+ "metadata": {
+ "jp-MarkdownHeadingCollapsed": true,
+ "id": "f8d0713f-0f79-460f-8acb-47afb877d24a"
+ },
+ "source": [
+ "## Utilities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2cdfe762-3200-4459-981e-0ded7c14b4de",
+ "metadata": {
+ "id": "2cdfe762-3200-4459-981e-0ded7c14b4de"
+ },
+ "outputs": [],
+ "source": [
+ "# Constants - used for printing to stdout in color\n",
+ "\n",
+ "GREEN = \"\\033[92m\"\n",
+ "YELLOW = \"\\033[93m\"\n",
+ "RED = \"\\033[91m\"\n",
+ "RESET = \"\\033[0m\"\n",
+ "COLOR_MAP = {\"red\":RED, \"orange\": YELLOW, \"green\": GREEN}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d9f325d5-fb67-475c-aca0-01c0f0ea5ec1",
+ "metadata": {
+ "jp-MarkdownHeadingCollapsed": true,
+ "id": "d9f325d5-fb67-475c-aca0-01c0f0ea5ec1"
+ },
+ "source": [
+ "### Item"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0832e74b-2779-4822-8e6c-4361ec165c7f",
+ "metadata": {
+ "id": "0832e74b-2779-4822-8e6c-4361ec165c7f"
+ },
+ "outputs": [],
+ "source": [
+ "from typing import Optional\n",
+ "from transformers import AutoTokenizer\n",
+ "import re\n",
+ "\n",
+ "BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B\"\n",
+ "\n",
+ "MIN_TOKENS = 150 # Any less than this, and we don't have enough useful content\n",
+ "MAX_TOKENS = 160 # Truncate after this many tokens. Then after adding in prompt text, we will get to around 180 tokens\n",
+ "\n",
+ "MIN_CHARS = 300\n",
+ "CEILING_CHARS = MAX_TOKENS * 7\n",
+ "\n",
+ "class Item:\n",
+ " \"\"\"\n",
+ " An Item is a cleaned, curated datapoint of a Product with a Price\n",
+ " \"\"\"\n",
+ "\n",
+ " tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n",
+ " PREFIX = \"Price is $\"\n",
+ " QUESTION = \"How much does this cost to the nearest dollar?\"\n",
+ " REMOVALS = ['\"Batteries Included?\": \"No\"', '\"Batteries Included?\": \"Yes\"', '\"Batteries Required?\": \"No\"', '\"Batteries Required?\": \"Yes\"', \"By Manufacturer\", \"Item\", \"Date First\", \"Package\", \":\", \"Number of\", \"Best Sellers\", \"Number\", \"Product \"]\n",
+ "\n",
+ " title: str\n",
+ " price: float\n",
+ " category: str\n",
+ " token_count: int = 0\n",
+ " details: Optional[str]\n",
+ " prompt: Optional[str] = None\n",
+ " include = False\n",
+ "\n",
+ " def __init__(self, data, price):\n",
+ " self.title = data['title']\n",
+ " self.price = price\n",
+ " self.parse(data)\n",
+ "\n",
+ " def scrub_details(self):\n",
+ " \"\"\"\n",
+ " Clean up the details string by removing common text that doesn't add value\n",
+ " \"\"\"\n",
+ " details = self.details\n",
+ " for remove in self.REMOVALS:\n",
+ " details = details.replace(remove, \"\")\n",
+ " return details\n",
+ "\n",
+ " def scrub(self, stuff):\n",
+ " \"\"\"\n",
+ " Clean up the provided text by removing unnecessary characters and whitespace\n",
+ " Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers\n",
+ " \"\"\"\n",
+ " stuff = re.sub(r'[:\\[\\]\"{}【】\\s]+', ' ', stuff).strip()\n",
+ " stuff = stuff.replace(\" ,\", \",\").replace(\",,,\",\",\").replace(\",,\",\",\")\n",
+ " words = stuff.split(' ')\n",
+ " select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]\n",
+ " return \" \".join(select)\n",
+ "\n",
+ " def parse(self, data):\n",
+ " \"\"\"\n",
+ " Parse this datapoint and if it fits within the allowed Token range,\n",
+ " then set include to True\n",
+ " \"\"\"\n",
+ " contents = '\\n'.join(data['description'])\n",
+ " if contents:\n",
+ " contents += '\\n'\n",
+ " features = '\\n'.join(data['features'])\n",
+ " if features:\n",
+ " contents += features + '\\n'\n",
+ " self.details = data['details']\n",
+ " if self.details:\n",
+ " contents += self.scrub_details() + '\\n'\n",
+ " if len(contents) > MIN_CHARS:\n",
+ " contents = contents[:CEILING_CHARS]\n",
+ " text = f\"{self.scrub(self.title)}\\n{self.scrub(contents)}\"\n",
+ " tokens = self.tokenizer.encode(text, add_special_tokens=False)\n",
+ " if len(tokens) > MIN_TOKENS:\n",
+ " tokens = tokens[:MAX_TOKENS]\n",
+ " text = self.tokenizer.decode(tokens)\n",
+ " self.make_prompt(text)\n",
+ " self.include = True\n",
+ "\n",
+ " def make_prompt(self, text):\n",
+ " \"\"\"\n",
+ " Set the prompt instance variable to be a prompt appropriate for training\n",
+ " \"\"\"\n",
+ " self.prompt = f\"{self.QUESTION}\\n\\n{text}\\n\\n\"\n",
+ " self.prompt += f\"{self.PREFIX}{str(round(self.price))}.00\"\n",
+ " self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))\n",
+ "\n",
+ " def test_prompt(self):\n",
+ " \"\"\"\n",
+ " Return a prompt suitable for testing, with the actual price removed\n",
+ " \"\"\"\n",
+ " return self.prompt.split(self.PREFIX)[0] + self.PREFIX\n",
+ "\n",
+ " def __repr__(self):\n",
+ " \"\"\"\n",
+ " Return a String version of this Item\n",
+ " \"\"\"\n",
+ " return f\"<{self.title} = ${self.price}>\"\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Tester"
+ ],
+ "metadata": {
+ "id": "LaIwYGzItsEi"
+ },
+ "id": "LaIwYGzItsEi"
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "129470d7-a5b1-4851-8800-970cccc8bcf5",
+ "metadata": {
+ "id": "129470d7-a5b1-4851-8800-970cccc8bcf5"
+ },
+ "outputs": [],
+ "source": [
+ "class Tester:\n",
+ "\n",
+ " def __init__(self, predictor, data, title=None, size=250):\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
+ " self.size = size\n",
+ " self.guesses = []\n",
+ " self.truths = []\n",
+ " self.errors = []\n",
+ " self.sles = []\n",
+ " self.colors = []\n",
+ "\n",
+ " def color_for(self, error, truth):\n",
+ " if error<40 or error/truth < 0.2:\n",
+ " return \"green\"\n",
+ " elif error<80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ "\n",
+ " def run_datapoint(self, i):\n",
+ " datapoint = self.data[i]\n",
+ " guess = self.predictor(datapoint)\n",
+ " truth = datapoint.price\n",
+ " error = abs(guess - truth)\n",
+ " log_error = math.log(truth+1) - math.log(guess+1)\n",
+ " sle = log_error ** 2\n",
+ " color = self.color_for(error, truth)\n",
+ " title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
+ " self.guesses.append(guess)\n",
+ " self.truths.append(truth)\n",
+ " self.errors.append(error)\n",
+ " self.sles.append(sle)\n",
+ " self.colors.append(color)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
+ "\n",
+ " def chart(self, title):\n",
+ " max_error = max(self.errors)\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " max_val = max(max(self.truths), max(self.guesses))\n",
+ " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
+ " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
+ " plt.xlabel('Ground Truth')\n",
+ " plt.ylabel('Model Estimate')\n",
+ " plt.xlim(0, max_val)\n",
+ " plt.ylim(0, max_val)\n",
+ " plt.title(title)\n",
+ " plt.show()\n",
+ "\n",
+ " def report(self):\n",
+ " average_error = sum(self.errors) / self.size\n",
+ " rmsle = math.sqrt(sum(self.sles) / self.size)\n",
+ " hits = sum(1 for color in self.colors if color==\"green\")\n",
+ " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
+ " self.chart(title)\n",
+ "\n",
+ " def run(self):\n",
+ " self.error = 0\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " self.report()\n",
+ "\n",
+ " @classmethod\n",
+ " def test(cls, function, data):\n",
+ " cls(function, data).run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# A utility function to extract the price from a string\n",
+ "\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r'[-+]?\\d*\\.?\\d+', s) # Simplify regex\n",
+ " return float(match.group()) if match else 0"
+ ],
+ "metadata": {
+ "id": "6XywRUiUro69"
+ },
+ "id": "6XywRUiUro69",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "10af1228-30b7-4dfc-a364-059ea099af81",
+ "metadata": {
+ "id": "10af1228-30b7-4dfc-a364-059ea099af81"
+ },
+ "source": [
+ "## Data Curation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5faa087c-bdf7-42e5-9c32-c0b0a4d4160f",
+ "metadata": {
+ "id": "5faa087c-bdf7-42e5-9c32-c0b0a4d4160f"
+ },
+ "outputs": [],
+ "source": [
+ "%pip install --upgrade --quiet jupyterlab ipython ipywidgets huggingface_hub datasets transformers\n",
+ "\n",
+ "%matplotlib notebook\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Load Dataset from Hugging Face"
+ ],
+ "metadata": {
+ "id": "3XTxVhq0xC8Z"
+ },
+ "id": "3XTxVhq0xC8Z"
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2bd6fc25-77c4-47a6-a2d2-ce80403f3c22",
+ "metadata": {
+ "id": "2bd6fc25-77c4-47a6-a2d2-ce80403f3c22"
+ },
+ "outputs": [],
+ "source": [
+ "from datasets import load_dataset, Dataset, DatasetDict\n",
+ "from transformers import AutoTokenizer\n",
+ "\n",
+ "\n",
+ "dataset = load_dataset('ranskills/Amazon-Reviews-2023-raw_meta_All_Beauty', split='full')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b66b59c2-80b2-4d47-b739-c59423cf9d7d",
+ "metadata": {
+ "id": "b66b59c2-80b2-4d47-b739-c59423cf9d7d"
+ },
+ "outputs": [],
+ "source": [
+ "from IPython.display import display, JSON\n",
+ "\n",
+ "\n",
+ "print(f'Number of datapoints: {dataset.num_rows:,}')\n",
+ "display(JSON(dataset.features.to_dict()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e9620ed3-205e-48ee-b67a-e56b30bf6b6b",
+ "metadata": {
+ "id": "e9620ed3-205e-48ee-b67a-e56b30bf6b6b"
+ },
+ "outputs": [],
+ "source": [
+ "def non_zero_price_filter(datapoint: dict):\n",
+ " try:\n",
+ " price = float(datapoint['price'])\n",
+ " return price > 0\n",
+ " except:\n",
+ " return False\n",
+ "\n",
+ "filtered_dataset = dataset.filter(non_zero_price_filter)\n",
+ "\n",
+ "print(f'Prices with non-zero prices:{filtered_dataset.num_rows:,} = {filtered_dataset.num_rows / dataset.num_rows * 100:,.2f}%')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "834a3c4b-fc9c-4bc7-b6b9-bdf7e8d6d585",
+ "metadata": {
+ "id": "834a3c4b-fc9c-4bc7-b6b9-bdf7e8d6d585"
+ },
+ "outputs": [],
+ "source": [
+ "from collections import defaultdict\n",
+ "\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "data = defaultdict(lambda: [])\n",
+ "for datapoint in filtered_dataset:\n",
+ " price = float(datapoint['price'])\n",
+ " contents = datapoint[\"title\"] + str(datapoint[\"description\"]) + str(datapoint[\"features\"]) + str(datapoint[\"details\"])\n",
+ "\n",
+ " data['price'].append(price)\n",
+ " data['characters'].append(len(contents))\n",
+ "\n",
+ "%matplotlib inline\n",
+ "\n",
+ "df = pd.DataFrame(data)\n",
+ "\n",
+ "combined_describe = pd.concat(\n",
+ " [df['price'].describe(), df['characters'].describe()],\n",
+ " axis=1\n",
+ ")\n",
+ "\n",
+ "display(combined_describe)\n",
+ "\n",
+ "prices = data['price']\n",
+ "lengths = data['characters']\n",
+ "\n",
+ "plt.figure(figsize=(15, 6))\n",
+ "plt.title(f\"Prices: Avg {df['price'].mean():,.2f} and highest {df['price'].max():,}\\n\")\n",
+ "plt.xlabel('Length (chars)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.hist(prices, rwidth=0.7, color=\"orange\", bins=range(0, 300, 10))\n",
+ "plt.show()\n",
+ "\n",
+ "plt.figure(figsize=(15, 6))\n",
+ "plt.title(f\"Characters: Avg {sum(lengths)/len(lengths):,.0f} and highest {max(lengths):,}\\n\")\n",
+ "plt.xlabel('Length (characters)')\n",
+ "plt.ylabel('Count')\n",
+ "plt.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 2500, 50))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a506f42c-81c0-4198-bc0b-1e0653620be8",
+ "metadata": {
+ "id": "a506f42c-81c0-4198-bc0b-1e0653620be8"
+ },
+ "outputs": [],
+ "source": [
+ "BASE_MODEL = 'meta-llama/Meta-Llama-3.1-8B'\n",
+ "tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL)\n",
+ "\n",
+ "tokenizer.encode('114', add_special_tokens=False)\n",
+ "\n",
+ "items = []\n",
+ "for datapoint in filtered_dataset:\n",
+ " price = float(datapoint['price'])\n",
+ " items.append(Item(datapoint, price))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5842ace6-332d-46da-a853-5ea5a2a1cf88",
+ "metadata": {
+ "id": "5842ace6-332d-46da-a853-5ea5a2a1cf88"
+ },
+ "outputs": [],
+ "source": [
+ "print(items[0].test_prompt())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "42ee0099-0d2a-4331-a01c-3462363a6987",
+ "metadata": {
+ "id": "42ee0099-0d2a-4331-a01c-3462363a6987"
+ },
+ "outputs": [],
+ "source": [
+ "# filter out items with None prompt as a result of their content being below the minimum threshold\n",
+ "valid_items = [item for item in items if item.prompt is not None]\n",
+ "\n",
+ "data_size = len(valid_items)\n",
+ "\n",
+ "\n",
+ "training_size = int(data_size * 0.9)\n",
+ "train = valid_items[:training_size]\n",
+ "test = valid_items[training_size:]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1146d5a2-f93e-4fe9-864e-4ce7e01e257b",
+ "metadata": {
+ "id": "1146d5a2-f93e-4fe9-864e-4ce7e01e257b"
+ },
+ "outputs": [],
+ "source": [
+ "train_prompts = [item.prompt for item in train]\n",
+ "train_prices = [item.price for item in train]\n",
+ "test_prompts = [item.test_prompt() for item in test]\n",
+ "test_prices = [item.price for item in test]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "31ca360d-5fc6-487a-91c6-d61758b2ff16",
+ "metadata": {
+ "id": "31ca360d-5fc6-487a-91c6-d61758b2ff16"
+ },
+ "outputs": [],
+ "source": [
+ "# Create a Dataset from the lists\n",
+ "\n",
+ "train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n",
+ "test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n",
+ "dataset = DatasetDict({\n",
+ " \"train\": train_dataset,\n",
+ " \"test\": test_dataset\n",
+ "})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05e6ca7e-bf40-49f9-bffb-a5b22e5800d8",
+ "metadata": {
+ "id": "05e6ca7e-bf40-49f9-bffb-a5b22e5800d8"
+ },
+ "source": [
+ "### Export Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b0ff2fe3-78bf-49e3-a682-6a46742d010c",
+ "metadata": {
+ "id": "b0ff2fe3-78bf-49e3-a682-6a46742d010c"
+ },
+ "outputs": [],
+ "source": [
+ "import pickle\n",
+ "\n",
+ "DATA_DIR = 'data'\n",
+ "\n",
+ "train_storage_file = lambda ext: f'{DATA_DIR}/all_beauty_train{ext}'\n",
+ "test_storage_file = lambda ext: f'{DATA_DIR}/all_beauty_test{ext}'\n",
+ "\n",
+ "with open(train_storage_file('.pkl'), 'wb') as file:\n",
+ " pickle.dump(train, file)\n",
+ "\n",
+ "with open(test_storage_file('.pkl'), 'wb') as file:\n",
+ " pickle.dump(test, file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b2164662-9bc9-4a66-9e4e-a8a955a45753",
+ "metadata": {
+ "id": "b2164662-9bc9-4a66-9e4e-a8a955a45753"
+ },
+ "outputs": [],
+ "source": [
+ "dataset['train'].to_parquet(train_storage_file('.parquet'))\n",
+ "dataset['test'].to_parquet(test_storage_file('.parquet'))\n",
+ "\n",
+ "# How to load back the data\n",
+ "# loaded_dataset = load_dataset(\"parquet\", data_files='amazon_polarity_train.parquet')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6fe428a2-41c4-4f7f-a43f-e8ba2f344013",
+ "metadata": {
+ "id": "6fe428a2-41c4-4f7f-a43f-e8ba2f344013"
+ },
+ "source": [
+ "### Predictions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### Random Pricer"
+ ],
+ "metadata": {
+ "id": "qX0c_prppnyZ"
+ },
+ "id": "qX0c_prppnyZ"
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7323252b-db50-4b8a-a7fc-8504bb3d218b",
+ "metadata": {
+ "id": "7323252b-db50-4b8a-a7fc-8504bb3d218b"
+ },
+ "outputs": [],
+ "source": [
+ "import random\n",
+ "import math\n",
+ "\n",
+ "\n",
+ "def random_pricer(item):\n",
+ " return random.randrange(1,200)\n",
+ "\n",
+ "random.seed(42)\n",
+ "\n",
+ "# Run our TestRunner\n",
+ "Tester.test(random_pricer, test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### Constant Pricer"
+ ],
+ "metadata": {
+ "id": "O0xVXRXkp9sQ"
+ },
+ "id": "O0xVXRXkp9sQ"
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6a932b0e-ba6e-45d2-8436-b740c3681272",
+ "metadata": {
+ "id": "6a932b0e-ba6e-45d2-8436-b740c3681272"
+ },
+ "outputs": [],
+ "source": [
+ "training_prices = [item.price for item in train]\n",
+ "training_average = sum(training_prices) / len(training_prices)\n",
+ "\n",
+ "def constant_pricer(item):\n",
+ " return training_average\n",
+ "\n",
+ "Tester.test(constant_pricer, test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d3410bd4-98e4-42a6-a702-4423cfd034b4",
+ "metadata": {
+ "id": "d3410bd4-98e4-42a6-a702-4423cfd034b4"
+ },
+ "outputs": [],
+ "source": [
+ "train[0].details"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "44537051-7b4e-4b8c-95a7-a989ea51e517",
+ "metadata": {
+ "id": "44537051-7b4e-4b8c-95a7-a989ea51e517"
+ },
+ "source": [
+ "### Prepare Fine-Tuning Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "47d03b0b-4a93-4f9d-80ac-10f3fc11ccec",
+ "metadata": {
+ "id": "47d03b0b-4a93-4f9d-80ac-10f3fc11ccec"
+ },
+ "outputs": [],
+ "source": [
+ "fine_tune_train = train[:100]\n",
+ "fine_tune_validation = train[100:125]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4d7b6f35-890c-4227-8990-6b62694a332d",
+ "metadata": {
+ "id": "4d7b6f35-890c-4227-8990-6b62694a332d"
+ },
+ "outputs": [],
+ "source": [
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item.price:.2f}\"}\n",
+ " ]\n",
+ "\n",
+ "messages_for(train[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1a6e06f3-614f-4687-bd43-9ac03aaface8",
+ "metadata": {
+ "id": "1a6e06f3-614f-4687-bd43-9ac03aaface8"
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "from pathlib import Path\n",
+ "DATA_DIR = 'data'\n",
+ "\n",
+ "data_path = Path(DATA_DIR)\n",
+ "\n",
+ "def make_jsonl(items):\n",
+ " result = \"\"\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " messages_str = json.dumps(messages)\n",
+ " result += '{\"messages\": ' + messages_str +'}\\n'\n",
+ " return result.strip()\n",
+ "\n",
+ "# print(make_jsonl(train[:3]))\n",
+ "data_path.absolute()\n",
+ "if not data_path.exists():\n",
+ " data_path.mkdir(parents=True)\n",
+ "\n",
+ "\n",
+ "\n",
+ "train_jsonl_path = f'{data_path}/pricer_train.jsonl'\n",
+ "validation_jsonl_path = f'{data_path}/pricer_validation.jsonl'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d8dda552-8003-4fdc-b36a-7d0afa9b0b42",
+ "metadata": {
+ "id": "d8dda552-8003-4fdc-b36a-7d0afa9b0b42"
+ },
+ "outputs": [],
+ "source": [
+ "def write_jsonl(items, filename):\n",
+ " with open(filename, \"w\") as f:\n",
+ " jsonl = make_jsonl(items)\n",
+ " f.write(jsonl)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "189e959c-d70c-4509-bff6-1cbd8e8db637",
+ "metadata": {
+ "id": "189e959c-d70c-4509-bff6-1cbd8e8db637"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "write_jsonl(fine_tune_train, train_jsonl_path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6b1480e2-ed19-4d0e-bc5d-a00086d104a2",
+ "metadata": {
+ "id": "6b1480e2-ed19-4d0e-bc5d-a00086d104a2"
+ },
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_validation, validation_jsonl_path)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Training"
+ ],
+ "metadata": {
+ "id": "ga-f4JK7sPU2"
+ },
+ "id": "ga-f4JK7sPU2"
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "de958a51-69ba-420c-84b7-d32765898fd2",
+ "metadata": {
+ "id": "de958a51-69ba-420c-84b7-d32765898fd2"
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "from openai import OpenAI\n",
+ "from dotenv import load_dotenv\n",
+ "from google.colab import userdata\n",
+ "\n",
+ "load_dotenv()\n",
+ "os.environ['OPENAI_API_KEY'] = userdata.get('OPENAI_API_KEY')\n",
+ "\n",
+ "openai = OpenAI()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "with open(train_jsonl_path, 'rb') as f:\n",
+ " train_file = openai.files.create(file=f, purpose='fine-tune')"
+ ],
+ "metadata": {
+ "id": "QFDAoNnoRCk1"
+ },
+ "id": "QFDAoNnoRCk1",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "train_file"
+ ],
+ "metadata": {
+ "id": "kBVWisusQwDq"
+ },
+ "id": "kBVWisusQwDq",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "with open(validation_jsonl_path, 'rb') as f:\n",
+ " validation_file = openai.files.create(file=f, purpose='fine-tune')\n",
+ "\n",
+ "validation_file"
+ ],
+ "metadata": {
+ "id": "wgth1KvMSEOb"
+ },
+ "id": "wgth1KvMSEOb",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}"
+ ],
+ "metadata": {
+ "id": "-ohEia37Sjtx"
+ },
+ "id": "-ohEia37Sjtx",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai.fine_tuning.jobs.create(\n",
+ " training_file=train_file.id,\n",
+ " validation_file=validation_file.id,\n",
+ " model=\"gpt-4o-mini-2024-07-18\",\n",
+ " seed=42,\n",
+ " hyperparameters={\"n_epochs\": 1},\n",
+ " integrations = [wandb_integration],\n",
+ " suffix=\"pricer\"\n",
+ ")"
+ ],
+ "metadata": {
+ "id": "g7uz8SC5S3_s"
+ },
+ "id": "g7uz8SC5S3_s",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai.fine_tuning.jobs.list(limit=1)"
+ ],
+ "metadata": {
+ "id": "_zHswJwzWCHZ"
+ },
+ "id": "_zHswJwzWCHZ",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "job_id = openai.fine_tuning.jobs.list(limit=1).data[0].id\n",
+ "job_id"
+ ],
+ "metadata": {
+ "id": "rSHYkQojWH8Q"
+ },
+ "id": "rSHYkQojWH8Q",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai.fine_tuning.jobs.retrieve(job_id)"
+ ],
+ "metadata": {
+ "id": "Yqq-jd1yWMuO"
+ },
+ "id": "Yqq-jd1yWMuO",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10).data"
+ ],
+ "metadata": {
+ "id": "37BH0u-QWOiY"
+ },
+ "id": "37BH0u-QWOiY",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import wandb\n",
+ "from wandb.integration.openai.fine_tuning import WandbLogger\n",
+ "\n",
+ "\n",
+ "wandb.login()\n",
+ "# Sync the fine-tuning job with Weights & Biases.\n",
+ "WandbLogger.sync(fine_tune_job_id=job_id, project=\"gpt-pricer\")"
+ ],
+ "metadata": {
+ "id": "2nNSE_AzWYMq"
+ },
+ "id": "2nNSE_AzWYMq",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model\n",
+ "fine_tuned_model_name"
+ ],
+ "metadata": {
+ "id": "ASiJUw-Fh8Ul"
+ },
+ "id": "ASiJUw-Fh8Ul",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def messages_for(item):\n",
+ " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
+ " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt},\n",
+ " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
+ " ]"
+ ],
+ "metadata": {
+ "id": "7jB_7gqBiH_r"
+ },
+ "id": "7jB_7gqBiH_r",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# The function for gpt-4o-mini\n",
+ "\n",
+ "def gpt_fine_tuned(item):\n",
+ " response = openai.chat.completions.create(\n",
+ " model=fine_tuned_model_name,\n",
+ " messages=messages_for(item),\n",
+ " seed=42,\n",
+ " max_tokens=7\n",
+ " )\n",
+ " reply = response.choices[0].message.content\n",
+ " return get_price(reply)"
+ ],
+ "metadata": {
+ "id": "BHfLSadhiVQE"
+ },
+ "id": "BHfLSadhiVQE",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(test[0].price)\n",
+ "print(gpt_fine_tuned(test[0]))"
+ ],
+ "metadata": {
+ "id": "C0CiTZ4jkjrI"
+ },
+ "id": "C0CiTZ4jkjrI",
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "Tester.test(gpt_fine_tuned, test)"
+ ],
+ "metadata": {
+ "id": "WInQE0ObkuBl"
+ },
+ "id": "WInQE0ObkuBl",
+ "execution_count": null,
+ "outputs": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "sagemaker-distribution:Python",
+ "language": "python",
+ "name": "conda-env-sagemaker-distribution-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ },
+ "colab": {
+ "provenance": []
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/week6/community-contributions/salah/smart_fine_tuner.py b/week6/community-contributions/salah/smart_fine_tuner.py
new file mode 100644
index 0000000..72b62fe
--- /dev/null
+++ b/week6/community-contributions/salah/smart_fine_tuner.py
@@ -0,0 +1,269 @@
+import sys
+import os
+sys.path.append("../..")
+
+import json
+import pickle
+import pandas as pd
+import numpy as np
+from openai import OpenAI
+from dotenv import load_dotenv
+from huggingface_hub import login
+from smart_pricer import SmartPricer, ConfidenceAwareTester
+import re
+from typing import List, Dict, Tuple
+import time
+
+load_dotenv(override=True)
+os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY')
+os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN')
+
+hf_token = os.environ['HF_TOKEN']
+login(hf_token, add_to_git_credential=True)
+
+class SmartFineTuner:
+
+ def __init__(self, openai_api_key: str = None):
+ self.client = OpenAI(api_key=openai_api_key or os.getenv('OPENAI_API_KEY'))
+ self.fine_tuned_model_id = None
+
+ self.training_templates = [
+ {
+ "system": "You are a product pricing expert. Respond only with the price, no explanation.",
+ "user": "Estimate the price of this product:\n\n{description}\n\nPrice: $",
+ "weight": 0.4
+ },
+ {
+ "system": "You are a retail pricing expert. Consider market positioning and consumer value.",
+ "user": "What would this product sell for in the market?\n\n{description}\n\nMarket price: $",
+ "weight": 0.3
+ },
+ {
+ "system": "You analyze product features to determine fair pricing.",
+ "user": "Based on the features and quality described, estimate the price:\n\n{description}\n\nEstimated price: $",
+ "weight": 0.3
+ }
+ ]
+
+ def prepare_enhanced_training_data(self, train_items: List, template_mix: bool = True) -> List[Dict]:
+ training_data = []
+
+ for item in train_items:
+ description = self._get_clean_description(item)
+
+ if len(description.strip()) < 20:
+ continue
+
+ if hasattr(item, 'price'):
+ price = item.price
+ else:
+ price = item.get('price', 0)
+
+ if price <= 0:
+ continue
+
+ templates_to_use = self.training_templates if template_mix else [self.training_templates[0]]
+
+ for template in templates_to_use:
+ if template_mix and np.random.random() > template['weight']:
+ continue
+
+ user_prompt = template['user'].format(description=description)
+
+ messages = [
+ {"role": "system", "content": template['system']},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": f"{price:.2f}"}
+ ]
+
+ training_data.append({"messages": messages})
+
+ return training_data
+
+ def _get_clean_description(self, item) -> str:
+ if hasattr(item, 'test_prompt'):
+ prompt = item.test_prompt()
+ clean = prompt.replace(" to the nearest dollar", "")
+ clean = clean.replace("\n\nPrice is $", "")
+ clean = re.sub(r'\$\d+\.?\d*', '', clean)
+ clean = re.sub(r'\d+\.?\d*\s*dollars?', '', clean)
+ return clean.strip()
+ else:
+ parts = []
+ if 'title' in item and item['title']:
+ parts.append(f"Title: {item['title']}")
+ if 'description' in item and item['description']:
+ parts.append(f"Description: {item['description']}")
+ if 'features' in item and item['features']:
+ parts.append(f"Features: {item['features']}")
+
+ return '\n'.join(parts)
+
+ def create_training_files(self, train_items: List, val_items: List,
+ enhanced: bool = True) -> Tuple[str, str]:
+ train_data = self.prepare_enhanced_training_data(train_items, template_mix=enhanced)
+ val_data = self.prepare_enhanced_training_data(val_items, template_mix=False)
+
+ print(f"Prepared {len(train_data)} training examples")
+ print(f"Prepared {len(val_data)} validation examples")
+
+ train_file = "smart_pricer_train.jsonl"
+ val_file = "smart_pricer_validation.jsonl"
+
+ with open(train_file, 'w') as f:
+ for example in train_data:
+ f.write(json.dumps(example) + '\n')
+
+ with open(val_file, 'w') as f:
+ for example in val_data:
+ f.write(json.dumps(example) + '\n')
+
+ return train_file, val_file
+
+ def start_fine_tuning(self, train_file: str, val_file: str,
+ model: str = "gpt-4o-mini-2024-07-18",
+ epochs: int = 1) -> str:
+ print(f"Starting fine-tuning with enhanced training data...")
+
+ with open(train_file, 'rb') as f:
+ train_file_obj = self.client.files.create(file=f, purpose="fine-tune")
+
+ with open(val_file, 'rb') as f:
+ val_file_obj = self.client.files.create(file=f, purpose="fine-tune")
+
+ print(f"Uploaded training file: {train_file_obj.id}")
+ print(f"Uploaded validation file: {val_file_obj.id}")
+
+ job = self.client.fine_tuning.jobs.create(
+ training_file=train_file_obj.id,
+ validation_file=val_file_obj.id,
+ model=model,
+ hyperparameters={"n_epochs": epochs},
+ suffix="smart_pricer"
+ )
+
+ self.fine_tuned_model_id = job.id
+ print(f"Fine-tuning job created: {job.id}")
+
+ return job.id
+
+ def check_job_status(self, job_id: str) -> Dict:
+ job = self.client.fine_tuning.jobs.retrieve(job_id)
+ return {
+ 'status': job.status,
+ 'model': job.fine_tuned_model,
+ 'created_at': job.created_at,
+ 'finished_at': job.finished_at
+ }
+
+ def evaluate_fine_tuned_model(self, test_data: List, job_id: str) -> Dict:
+ job_info = self.check_job_status(job_id)
+
+ if job_info['status'] != 'succeeded':
+ print(f"Job not completed yet. Status: {job_info['status']}")
+ return {}
+
+ fine_tuned_model = job_info['model']
+ print(f"Evaluating fine-tuned model: {fine_tuned_model}")
+
+ pricer = SmartPricer(fine_tuned_model=fine_tuned_model)
+
+ tester = ConfidenceAwareTester(
+ pricer,
+ test_data[:100],
+ title=f"Fine-tuned Smart Pricer ({fine_tuned_model})",
+ size=100
+ )
+
+ results = tester.run_enhanced_test()
+
+ if results:
+ avg_error = np.mean([r['error'] for r in results])
+ avg_confidence = np.mean([r['confidence'] for r in results])
+ high_conf_results = [r for r in results if r['confidence'] > 0.7]
+ high_conf_error = np.mean([r['error'] for r in high_conf_results]) if high_conf_results else float('inf')
+
+ summary = {
+ 'model_id': fine_tuned_model,
+ 'total_predictions': len(results),
+ 'average_error': avg_error,
+ 'average_confidence': avg_confidence,
+ 'high_confidence_count': len(high_conf_results),
+ 'high_confidence_error': high_conf_error,
+ 'job_id': job_id
+ }
+
+ print(f"\nEVALUATION SUMMARY:")
+ print(f"Average Error: ${avg_error:.2f}")
+ print(f"Average Confidence: {avg_confidence:.2f}")
+ print(f"High Confidence Predictions: {len(high_conf_results)}")
+ print(f"High Confidence Error: ${high_conf_error:.2f}")
+
+ return summary
+
+ return {}
+
+def quick_fine_tune_demo(train_size: int = 200, val_size: int = 50):
+ print("Smart Pricer Fine-Tuning Demo")
+ print("=" * 50)
+
+ try:
+ with open('train.pkl', 'rb') as file:
+ train_data = pickle.load(file)
+ with open('test.pkl', 'rb') as file:
+ test_data = pickle.load(file)
+ print(f"Loaded training data: {len(train_data)} items")
+ print(f"Loaded test data: {len(test_data)} items")
+ except FileNotFoundError:
+ print("Training data not found. Make sure train.pkl and test.pkl are in current directory.")
+ return
+
+ train_items = train_data[:train_size]
+ val_items = train_data[train_size:train_size + val_size]
+
+ print(f"Using {len(train_items)} training items, {len(val_items)} validation items")
+
+ fine_tuner = SmartFineTuner()
+
+ train_file, val_file = fine_tuner.create_training_files(
+ train_items, val_items, enhanced=True
+ )
+
+ print(f"Created training files: {train_file}, {val_file}")
+
+ print(f"\nTo start fine-tuning, uncomment the following lines:")
+ print(f"job_id = fine_tuner.start_fine_tuning('{train_file}', '{val_file}')")
+ print(f"# Wait for job to complete...")
+ print(f"# results = fine_tuner.evaluate_fine_tuned_model(test_data, job_id)")
+
+ print(f"\nDemo with base model (no fine-tuning):")
+ pricer = SmartPricer()
+ tester = ConfidenceAwareTester(pricer, test_data[:25], size=25)
+ tester.run_enhanced_test()
+
+def main():
+ import argparse
+
+ parser = argparse.ArgumentParser(description='Smart Pricer Fine-Tuning')
+ parser.add_argument('--demo', action='store_true', help='Run demo mode')
+ parser.add_argument('--train-size', type=int, default=200, help='Training set size')
+ parser.add_argument('--val-size', type=int, default=50, help='Validation set size')
+ parser.add_argument('--evaluate', type=str, help='Evaluate existing model by job ID')
+
+ args = parser.parse_args()
+
+ if args.demo:
+ quick_fine_tune_demo(args.train_size, args.val_size)
+ elif args.evaluate:
+ try:
+ with open('test.pkl', 'rb') as file:
+ test_data = pickle.load(file)
+ fine_tuner = SmartFineTuner()
+ fine_tuner.evaluate_fine_tuned_model(test_data, args.evaluate)
+ except FileNotFoundError:
+ print("Test data not found. Make sure test.pkl is in current directory.")
+ else:
+ print("Use --demo to run demo or --evaluate to evaluate existing model")
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week6/community-contributions/salah/smart_pricer.py b/week6/community-contributions/salah/smart_pricer.py
new file mode 100644
index 0000000..f158633
--- /dev/null
+++ b/week6/community-contributions/salah/smart_pricer.py
@@ -0,0 +1,384 @@
+import sys
+import os
+sys.path.append("../..")
+
+import pickle
+import json
+import re
+import numpy as np
+import pandas as pd
+from openai import OpenAI
+from dotenv import load_dotenv
+from huggingface_hub import login
+import matplotlib.pyplot as plt
+import math
+from typing import List, Tuple, Dict
+from dataclasses import dataclass
+from collections import defaultdict
+import time
+
+load_dotenv(override=True)
+os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY')
+os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN')
+
+hf_token = os.environ['HF_TOKEN']
+login(hf_token, add_to_git_credential=True)
+
+from items import Item
+from testing import Tester
+
+GREEN = "\033[92m"
+YELLOW = "\033[93m"
+RED = "\033[91m"
+BLUE = "\033[94m"
+RESET = "\033[0m"
+COLOR_MAP = {"red": RED, "orange": YELLOW, "green": GREEN, "blue": BLUE}
+
+
+@dataclass
+class ConfidentPrediction:
+ predicted_price: float
+ confidence_score: float
+ price_range: Tuple[float, float]
+ prediction_details: Dict
+ risk_level: str
+
+
+class SmartPricer:
+
+ def __init__(self, openai_api_key: str = None, fine_tuned_model: str = None):
+ self.client = OpenAI(api_key=openai_api_key or os.getenv('OPENAI_API_KEY'))
+ self.fine_tuned_model = fine_tuned_model or "gpt-4o-mini-2024-07-18"
+
+ self.prompt_strategies = {
+ "direct": self._create_direct_prompt,
+ "comparative": self._create_comparative_prompt,
+ "detailed": self._create_detailed_prompt,
+ "market_based": self._create_market_prompt
+ }
+
+ self.price_patterns = [
+ r'\$?(\d+\.?\d{0,2})',
+ r'(\d+\.?\d{0,2})\s*dollars?',
+ r'price.*?(\d+\.?\d{0,2})',
+ r'(\d+\.?\d{0,2})\s*USD'
+ ]
+
+ def _create_direct_prompt(self, item) -> str:
+ description = self._get_clean_description(item)
+ return f"""Estimate the price of this product. Respond only with the price number.
+
+Product: {description}
+
+Price: $"""
+
+ def _create_comparative_prompt(self, item) -> str:
+ description = self._get_clean_description(item)
+ return f"""You are pricing this product compared to similar items in the market.
+Consider quality, features, and typical market prices.
+
+Product: {description}
+
+Based on market comparison, the price should be: $"""
+
+ def _create_detailed_prompt(self, item) -> str:
+ description = self._get_clean_description(item)
+ return f"""Analyze this product and estimate its price by considering:
+1. Materials and build quality
+2. Brand positioning
+3. Features and functionality
+4. Target market
+
+Product: {description}
+
+Estimated price: $"""
+
+ def _create_market_prompt(self, item) -> str:
+ description = self._get_clean_description(item)
+ return f"""As a retail pricing expert, what would this product sell for?
+Consider production costs, markup, and consumer willingness to pay.
+
+Product: {description}
+
+Retail price: $"""
+
+ def _get_clean_description(self, item) -> str:
+ if hasattr(item, 'test_prompt'):
+ prompt = item.test_prompt()
+ clean = prompt.replace(" to the nearest dollar", "")
+ clean = clean.replace("\n\nPrice is $", "")
+ return clean.strip()
+ else:
+ parts = []
+ if 'title' in item:
+ parts.append(f"Title: {item['title']}")
+ if 'description' in item:
+ parts.append(f"Description: {item['description']}")
+ if 'features' in item:
+ parts.append(f"Features: {item['features']}")
+ return '\n'.join(parts)
+
+ def _extract_price(self, response: str) -> float:
+ if not response:
+ return 0.0
+
+ clean_response = response.replace('$', '').replace(',', '').strip()
+
+ try:
+ numbers = re.findall(r'\d+\.?\d{0,2}', clean_response)
+ if numbers:
+ return float(numbers[0])
+ except:
+ pass
+
+ return 0.0
+
+ def _get_single_prediction(self, item, strategy_name: str) -> float:
+ try:
+ prompt_func = self.prompt_strategies[strategy_name]
+ prompt = prompt_func(item)
+
+ response = self.client.chat.completions.create(
+ model=self.fine_tuned_model,
+ messages=[
+ {"role": "system", "content": "You are a product pricing expert. Respond only with a price number."},
+ {"role": "user", "content": prompt}
+ ],
+ max_tokens=10,
+ temperature=0.1
+ )
+
+ price = self._extract_price(response.choices[0].message.content)
+ return max(0.0, price)
+
+ except Exception as e:
+ print(f"Error in {strategy_name} prediction: {e}")
+ return 0.0
+
+ def predict_with_confidence(self, item) -> ConfidentPrediction:
+ predictions = {}
+ for strategy_name in self.prompt_strategies:
+ pred = self._get_single_prediction(item, strategy_name)
+ if pred > 0:
+ predictions[strategy_name] = pred
+
+ if not predictions:
+ return ConfidentPrediction(
+ predicted_price=50.0,
+ confidence_score=0.1,
+ price_range=(10.0, 100.0),
+ prediction_details={"fallback": 50.0},
+ risk_level="high"
+ )
+
+ prices = list(predictions.values())
+ mean_price = np.mean(prices)
+ std_price = np.std(prices)
+ min_price = min(prices)
+ max_price = max(prices)
+
+ if len(prices) == 1:
+ confidence = 0.5
+ else:
+ coefficient_of_variation = std_price / mean_price if mean_price > 0 else 1.0
+ confidence = max(0.1, min(1.0, 1.0 - coefficient_of_variation))
+
+ if confidence > 0.8:
+ range_factor = 0.1
+ elif confidence > 0.5:
+ range_factor = 0.2
+ else:
+ range_factor = 0.4
+
+ price_range = (
+ max(0.5, mean_price * (1 - range_factor)),
+ mean_price * (1 + range_factor)
+ )
+
+ if confidence > 0.7:
+ risk_level = "low"
+ elif confidence > 0.4:
+ risk_level = "medium"
+ else:
+ risk_level = "high"
+
+ return ConfidentPrediction(
+ predicted_price=mean_price,
+ confidence_score=confidence,
+ price_range=price_range,
+ prediction_details=predictions,
+ risk_level=risk_level
+ )
+
+ def simple_predict(self, item) -> float:
+ confident_pred = self.predict_with_confidence(item)
+ return confident_pred.predicted_price
+
+
+class ConfidenceAwareTester:
+
+ def __init__(self, predictor, data, title="Smart Pricer with Confidence", size=250):
+ self.predictor = predictor
+ self.data = data
+ self.title = title
+ self.size = size
+ self.results = []
+ self.confidence_stats = defaultdict(list)
+
+ def color_for_confidence(self, confidence: float) -> str:
+ if confidence > 0.7:
+ return "blue"
+ elif confidence > 0.4:
+ return "green"
+ else:
+ return "orange"
+
+ def run_enhanced_test(self):
+ print(f"\n{self.title}")
+ print("=" * 60)
+
+ for i in range(min(self.size, len(self.data))):
+ item = self.data[i]
+
+ if hasattr(self.predictor, 'predict_with_confidence'):
+ confident_pred = self.predictor.predict_with_confidence(item)
+ guess = confident_pred.predicted_price
+ confidence = confident_pred.confidence_score
+ price_range = confident_pred.price_range
+ risk_level = confident_pred.risk_level
+ else:
+ guess = self.predictor(item)
+ confidence = 0.5
+ price_range = (guess * 0.8, guess * 1.2)
+ risk_level = "medium"
+
+ if hasattr(item, 'price'):
+ truth = item.price
+ title = item.title[:40] + "..." if len(item.title) > 40 else item.title
+ else:
+ truth = item.get('price', 0)
+ title = item.get('title', 'Unknown')[:40] + "..."
+
+ error = abs(guess - truth)
+ in_range = price_range[0] <= truth <= price_range[1]
+
+ self.results.append({
+ 'guess': guess,
+ 'truth': truth,
+ 'error': error,
+ 'confidence': confidence,
+ 'in_range': in_range,
+ 'risk_level': risk_level,
+ 'title': title
+ })
+
+ self.confidence_stats[risk_level].append(error)
+
+ color = self.color_for_confidence(confidence)
+ range_indicator = "+" if in_range else "-"
+
+ print(f"{COLOR_MAP[color]}{i+1:3d}: ${guess:6.2f} ({confidence*100:4.1f}%) "
+ f"vs ${truth:6.2f} | Error: ${error:5.2f} | {range_indicator} | {title}{RESET}")
+
+ self._print_confidence_summary()
+ self._create_confidence_visualization()
+
+ def _print_confidence_summary(self):
+ if not self.results:
+ return
+
+ print(f"\nPERFORMANCE SUMMARY")
+ print("=" * 60)
+
+ total_predictions = len(self.results)
+ avg_confidence = np.mean([r['confidence'] for r in self.results])
+ avg_error = np.mean([r['error'] for r in self.results])
+ range_accuracy = np.mean([r['in_range'] for r in self.results]) * 100
+
+ print(f"Total Predictions: {total_predictions}")
+ print(f"Average Confidence: {avg_confidence:.2f}")
+ print(f"Average Error: ${avg_error:.2f}")
+ print(f"Range Accuracy: {range_accuracy:.1f}%")
+
+ print(f"\nBY RISK LEVEL:")
+ for risk_level in ['low', 'medium', 'high']:
+ if risk_level in self.confidence_stats:
+ errors = self.confidence_stats[risk_level]
+ count = len(errors)
+ avg_error = np.mean(errors)
+ print(f" {risk_level.upper():6} risk: {count:3d} predictions, ${avg_error:6.2f} avg error")
+
+ high_conf_results = [r for r in self.results if r['confidence'] > 0.7]
+ if high_conf_results:
+ high_conf_error = np.mean([r['error'] for r in high_conf_results])
+ high_conf_accuracy = np.mean([r['in_range'] for r in high_conf_results]) * 100
+ print(f"\nHIGH CONFIDENCE PREDICTIONS (>0.7):")
+ print(f" Count: {len(high_conf_results)}")
+ print(f" Average Error: ${high_conf_error:.2f}")
+ print(f" Range Accuracy: {high_conf_accuracy:.1f}%")
+
+ def _create_confidence_visualization(self):
+ if not self.results:
+ return
+
+ confidences = [r['confidence'] for r in self.results]
+ errors = [r['error'] for r in self.results]
+
+ plt.figure(figsize=(12, 5))
+
+ plt.subplot(1, 2, 1)
+ plt.scatter(confidences, errors, alpha=0.6, c=confidences, cmap='RdYlBu')
+ plt.xlabel('Confidence Score')
+ plt.ylabel('Prediction Error ($)')
+ plt.title('Confidence vs Prediction Error')
+ plt.colorbar(label='Confidence')
+
+ plt.subplot(1, 2, 2)
+ plt.hist(confidences, bins=20, alpha=0.7, color='skyblue', edgecolor='black')
+ plt.xlabel('Confidence Score')
+ plt.ylabel('Count')
+ plt.title('Distribution of Confidence Scores')
+
+ plt.tight_layout()
+ plt.show()
+
+
+def create_smart_pricer_function(fine_tuned_model_id: str = None):
+ pricer = SmartPricer(fine_tuned_model=fine_tuned_model_id)
+ return pricer.simple_predict
+
+
+def test_smart_pricer_with_confidence(test_data, fine_tuned_model_id: str = None):
+ pricer = SmartPricer(fine_tuned_model=fine_tuned_model_id)
+ tester = ConfidenceAwareTester(pricer, test_data)
+ tester.run_enhanced_test()
+ return tester.results
+
+
+def main():
+ print("Smart Product Pricer with Confidence Scoring")
+ print("=" * 60)
+
+ try:
+ with open('test.pkl', 'rb') as file:
+ test_data = pickle.load(file)
+ print(f"Loaded {len(test_data)} test items")
+ except FileNotFoundError:
+ print("Test data not found. Make sure test.pkl is in current directory.")
+ return
+
+ pricer = SmartPricer()
+
+ print(f"\nTesting with confidence analysis (50 items)...")
+ test_data_sample = test_data[:50]
+
+ tester = ConfidenceAwareTester(pricer, test_data_sample, size=50)
+ tester.run_enhanced_test()
+
+ print(f"\nComparison with traditional testing:")
+ simple_pricer = create_smart_pricer_function()
+ Tester.test(simple_pricer, test_data_sample[:25])
+
+
+if __name__ == "__main__":
+ main()
diff --git a/week6/community-contributions/solisoma/end_of_week_assesment.ipynb b/week6/community-contributions/solisoma/end_of_week_assesment.ipynb
new file mode 100644
index 0000000..ac7dcef
--- /dev/null
+++ b/week6/community-contributions/solisoma/end_of_week_assesment.ipynb
@@ -0,0 +1,577 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8153067f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "sys.path.append(\"../..\")\n",
+ "\n",
+ "import os\n",
+ "import pickle\n",
+ "import json\n",
+ "from openai import OpenAI\n",
+ "from items import Item\n",
+ "import tiktoken\n",
+ "from dotenv import load_dotenv\n",
+ "import math\n",
+ "import matplotlib.pyplot as plt\n",
+ "from huggingface_hub import login\n",
+ "from datasets import load_dataset, Dataset, DatasetDict\n",
+ "from transformers import AutoTokenizer\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import ast"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "939441c1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)\n",
+ "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY')\n",
+ "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN')\n",
+ "\n",
+ "OUTLIER_EXECUTED = False\n",
+ "BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B\"\n",
+ "\n",
+ "# This is the my fine-tuned model you can use it or decide to train your own\n",
+ "FINE_TUNED_MODEL = \"ft:gpt-4o-mini-2024-07-18:quicksearch-plus::CV6dqS5l\"\n",
+ "GREEN = \"\\033[92m\"\n",
+ "YELLOW = \"\\033[93m\"\n",
+ "RED = \"\\033[91m\"\n",
+ "RESET = \"\\033[0m\"\n",
+ "COLOR_MAP = {\"red\": RED, \"orange\": YELLOW, \"green\": GREEN}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7ce01a10",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hf_token = os.environ['HF_TOKEN']\n",
+ "login(hf_token, add_to_git_credential=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c9e57b0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset = load_dataset(\"McAuley-Lab/Amazon-Reviews-2023\", f\"raw_meta_Appliances\", split=\"full\", trust_remote_code=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "64670e7f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = pd.DataFrame(dataset,columns=[\"main_category\", \"title\", \"description\", \"features\", \"details\", \"price\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e2c34577",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data[\"title\"] = data[\"title\"].apply(str)\n",
+ "data[\"description\"] = data[\"description\"].apply(str)\n",
+ "data[\"features\"] = data[\"features\"].apply(str)\n",
+ "\n",
+ "# Replace \"None\" and [] with None \n",
+ "data[\"price\"] = data[\"price\"].replace(\"None\", None)\n",
+ "data[\"title\"] = data[\"title\"].replace(\"\", None)\n",
+ "data[\"description\"] = data[\"description\"].replace(\"[]\", None)\n",
+ "data[\"features\"] = data[\"features\"].replace(\"[]\", None)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f99208b5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = data.dropna()\n",
+ "data[\"price\"] = data[\"price\"].apply(float)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7c42b5c9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = data.drop_duplicates(subset=[\"title\", \"description\",\"price\"])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "73856ce5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Handle outliers\n",
+ "# To do that we use the interquartile range\n",
+ "# First we need to calculate the first and third quartiles\n",
+ "# Make sure to run this just once \n",
+ "\n",
+ "q1 = data[\"price\"].quantile(0.25)\n",
+ "q3 = data[\"price\"].quantile(0.75)\n",
+ "iqr = q3 - q1\n",
+ "\n",
+ "lower_bound = q1 - 1.5 * iqr\n",
+ "higher_bound = q3 + 1.5 * iqr\n",
+ "\n",
+ "if not OUTLIER_EXECUTED:\n",
+ " OUTLIER_EXECUTED = True\n",
+ " data = data[(data[\"price\"] >= lower_bound) & (data[\"price\"] <= higher_bound) & (data[\"price\"] > 0)]\n",
+ "else:\n",
+ " print(\"Outlier already executed\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "567b9e4b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Further cleansing of the data (dealing with lists and dicts)\n",
+ "def clean_list_string(field):\n",
+ " \"\"\"Convert string representation of list to clean string\"\"\"\n",
+ " try:\n",
+ " # Try to parse as literal list\n",
+ " if field.startswith('[') and field.endswith(']'):\n",
+ " parsed = ast.literal_eval(field)\n",
+ " return ' '.join(str(item) for item in parsed)\n",
+ " except:\n",
+ " pass\n",
+ " return str(field)\n",
+ "\n",
+ "def clean_dict_string(field):\n",
+ " \"\"\"Convert string representation of dict to clean string\"\"\"\n",
+ " try:\n",
+ " # Try to parse as literal dict\n",
+ " if field.startswith('{') and field.endswith('}'):\n",
+ " parsed = ast.literal_eval(field)\n",
+ " parts = []\n",
+ " for key, value in parsed.items():\n",
+ " if isinstance(value, dict):\n",
+ " value = ', '.join(f\"{k}: {v}\" for k, v in value.items())\n",
+ " parts.append(f\"{key}: {value}\")\n",
+ " return ' | '.join(parts)\n",
+ " except:\n",
+ " pass\n",
+ " return str(field)\n",
+ "\n",
+ "\n",
+ "data[\"description\"] = data[\"description\"].apply(clean_list_string)\n",
+ "data[\"features\"] = data[\"features\"].apply(clean_list_string)\n",
+ "data[\"details\"] = data[\"details\"].apply(clean_dict_string)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0011b3fa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SYSTEM_PROMPT = \"\"\"\n",
+ "You are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n",
+ "\n",
+ "Rules:\n",
+ "1. Analyze all available product information carefully\n",
+ "2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n",
+ "3. Consider product quality indicators, brand reputation, features, and typical market values\n",
+ "4. Return ONLY the numeric price (e.g., \"29.99\") \n",
+ "5. Do not include currency symbols, explanations, or additional text \n",
+ "6. Return just the raw float number\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "043cb9d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def truncate_by_tokens(text, max_tokens=300):\n",
+ " \"\"\"Truncate to max tokens\"\"\"\n",
+ " encoding = tiktoken.encoding_for_model(\"gpt-4o-mini\")\n",
+ " tokens = encoding.encode(text)\n",
+ " \n",
+ " if len(tokens) <= max_tokens:\n",
+ " return text\n",
+ " \n",
+ " truncated_tokens = tokens[:max_tokens]\n",
+ " return encoding.decode(truncated_tokens)\n",
+ "\n",
+ "def generate_prompt(data):\n",
+ " \"\"\"\n",
+ " Generate a prompt for the model to predict the price of a product\n",
+ " \"\"\"\n",
+ "\n",
+ " prompt = f\"\"\"\n",
+ " Below are the details of the product: \n",
+ " Title: {data['title']}\n",
+ " Description: {data['description']}\n",
+ " Features: {data['features']}\n",
+ " \"\"\"\n",
+ " return truncate_by_tokens(prompt)\n",
+ "\n",
+ "def generate_message(data):\n",
+ " \"\"\"\n",
+ " Generate a message for the model to predict the price of a product\n",
+ " \"\"\"\n",
+ " messages = [\n",
+ " {\"role\": \"system\", \"content\": SYSTEM_PROMPT},\n",
+ " {\"role\": \"user\", \"content\": data[\"prompt\"]},\n",
+ " {\"role\": \"assistant\", \"content\": str(data['price'])}\n",
+ " ]\n",
+ " return messages\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cdc8e3ff",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data[\"prompt\"] = data.apply(lambda x: generate_prompt(x), axis=1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2d1837c7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_data = data.sample(n=200, random_state=42)\n",
+ "train_set = train_data.sample(frac=0.8, random_state=42)\n",
+ "validation_set = train_data.drop(train_set.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7abfec95",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a jsonl file for the training set\n",
+ "\n",
+ "with open('training_data.jsonl', 'w') as f:\n",
+ " for index, row in train_set.iterrows():\n",
+ " messages = {\"messages\": generate_message(row)}\n",
+ " f.write(json.dumps(messages) + '\\n')\n",
+ "\n",
+ "with open('validation_data.jsonl', 'w') as f:\n",
+ " for index, row in validation_set.iterrows():\n",
+ " messages = {\"messages\": generate_message(row)}\n",
+ " f.write(json.dumps(messages) + '\\n')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a69291cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "client = OpenAI()\n",
+ "\n",
+ "# Uncoment the following code to train your own model\n",
+ "\n",
+ "# print(\"Uploading training file...\")\n",
+ "# training_file = client.files.create(\n",
+ "# file=open('training_data.jsonl', 'rb'),\n",
+ "# purpose='fine-tune'\n",
+ "# )\n",
+ "# print(f\"File uploaded: {training_file.id}\")\n",
+ "\n",
+ "# print(\"Uploading validation file...\")\n",
+ "# validation_file = client.files.create(\n",
+ "# file=open('validation_data.jsonl', 'rb'),\n",
+ "# purpose='fine-tune'\n",
+ "# )\n",
+ "# print(f\"Validation file uploaded: {validation_file.id}\")\n",
+ "\n",
+ "# print(\"Starting fine-tuning...\")\n",
+ "# job = client.fine_tuning.jobs.create(\n",
+ "# validation_file=validation_file.id,\n",
+ "# training_file=training_file.id,\n",
+ "# model='gpt-4o-mini-2024-07-18'\n",
+ "# )\n",
+ "# print(f\"Job created: {job.id}\")\n",
+ "\n",
+ "# status = client.fine_tuning.jobs.retrieve(job.id)\n",
+ "# print(f\"Status: {status.status}\")\n",
+ "\n",
+ "# import time\n",
+ "# while status.status not in ['succeeded', 'failed']:\n",
+ "# time.sleep(60)\n",
+ "# status = client.fine_tuning.jobs.retrieve(job.id)\n",
+ "# print(f\"Status: {status.status}\")\n",
+ "\n",
+ "# if status.status == 'succeeded':\n",
+ "# print(f\"Model ready: {status.fine_tuned_model}\")\n",
+ "# else:\n",
+ "# print(f\"Training failed: {status.error}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1c0dfc1d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class PriceTester:\n",
+ " \n",
+ " def __init__(self, predictor, data, title=\"Price Prediction Model\", size=None):\n",
+ " \"\"\"\n",
+ " predictor: function that takes a row and returns predicted price\n",
+ " data: pandas DataFrame with test data\n",
+ " \"\"\"\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title\n",
+ " self.size = size or len(data)\n",
+ " self.guesses = []\n",
+ " self.truths = []\n",
+ " self.errors = []\n",
+ " self.sles = []\n",
+ " self.colors = []\n",
+ " \n",
+ " def color_for(self, error, truth):\n",
+ " \"\"\"Determine color based on error\"\"\"\n",
+ " if error < 40 or error/truth < 0.2:\n",
+ " return \"green\"\n",
+ " elif error < 80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ " \n",
+ " def run_datapoint(self, i):\n",
+ " \"\"\"Test single datapoint\"\"\"\n",
+ " row = self.data.iloc[i]\n",
+ " predict = self.predictor(row)\n",
+ " try:\n",
+ " guess = float(predict)\n",
+ " except (ValueError, TypeError):\n",
+ " print(f\"{YELLOW}{i+1}: Skipped - Non-numeric response: {predict[:50]}...{RESET}\")\n",
+ " return \n",
+ " \n",
+ " truth = float(row['price']) \n",
+ " error = abs(guess - truth)\n",
+ " log_error = math.log(truth + 1) - math.log(guess + 1)\n",
+ " sle = log_error ** 2\n",
+ " color = self.color_for(error, truth)\n",
+ " title = row['title'] if len(row['title']) <= 40 else row['title'][:40] + \"...\"\n",
+ " \n",
+ " self.guesses.append(guess)\n",
+ " self.truths.append(truth)\n",
+ " self.errors.append(error)\n",
+ " self.sles.append(sle)\n",
+ " self.colors.append(color)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:.4f} Item: {title}{RESET}\")\n",
+ " \n",
+ " def chart(self, title):\n",
+ " \"\"\"Create scatter plot of predictions vs truth\"\"\"\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " max_val = max(max(self.truths), max(self.guesses))\n",
+ " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
+ " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
+ " plt.xlabel('Ground Truth Price ($)', fontsize=12)\n",
+ " plt.ylabel('Predicted Price ($)', fontsize=12)\n",
+ " plt.xlim(0, max_val)\n",
+ " plt.ylim(0, max_val)\n",
+ " plt.title(title, fontsize=14)\n",
+ " plt.show()\n",
+ " \n",
+ " def report(self):\n",
+ " \"\"\"Generate final report with metrics\"\"\"\n",
+ " average_error = sum(self.errors) / self.size\n",
+ " rmsle = math.sqrt(sum(self.sles) / self.size)\n",
+ " hits = sum(1 for color in self.colors if color == \"green\")\n",
+ " hit_rate = hits / self.size * 100\n",
+ " \n",
+ " # Print summary\n",
+ " print(f\"\\n{'='*60}\")\n",
+ " print(f\"FINAL REPORT: {self.title}\")\n",
+ " print(f\"{'='*60}\")\n",
+ " print(f\"Total Predictions: {self.size}\")\n",
+ " print(f\"Average Error: ${average_error:,.2f}\")\n",
+ " print(f\"RMSLE: {rmsle:.4f}\")\n",
+ " print(f\"Hit Rate (Green): {hit_rate:.1f}% ({hits}/{self.size})\")\n",
+ " print(f\"{'='*60}\\n\")\n",
+ " \n",
+ " # Create chart\n",
+ " chart_title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:.2f} Hits={hit_rate:.1f}%\"\n",
+ " self.chart(chart_title)\n",
+ " \n",
+ " # Return metrics\n",
+ " return {\n",
+ " 'average_error': average_error,\n",
+ " 'rmsle': rmsle,\n",
+ " 'hit_rate': hit_rate,\n",
+ " 'hits': hits,\n",
+ " 'guesses': self.guesses,\n",
+ " 'truths': self.truths,\n",
+ " 'errors': self.errors,\n",
+ " 'sles': self.sles,\n",
+ " 'colors': self.colors\n",
+ " }\n",
+ " \n",
+ " def run(self):\n",
+ " \"\"\"Run test on all datapoints\"\"\"\n",
+ " print(f\"Testing {self.size} predictions...\\n\")\n",
+ " \n",
+ " self.error = 0\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " \n",
+ " return self.report()\n",
+ " \n",
+ " @classmethod\n",
+ " def test(cls, predictor, data, title=\"Price Prediction Model\"):\n",
+ " \"\"\"Quick test method\"\"\"\n",
+ " return cls(predictor, data, title).run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4cc250e6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def predictor(data):\n",
+ " user_prompt = data[\"description\"] \n",
+ " if not user_prompt or user_prompt.strip() == \"\":\n",
+ " print(\"Warning: Empty prompt!\")\n",
+ " return data[\"price\"]\n",
+ "\n",
+ " user_prompt = f\"\"\"\n",
+ " Return the price of the product in USD.\n",
+ " Return just the raw float number.\n",
+ "\n",
+ " Product Description: {user_prompt}\n",
+ " Note: Numbers in this description show product specifications like:\n",
+ " - Dimensions (size measurements)\n",
+ " - Weight (ounces/pounds)\n",
+ " - Rankings (popularity/sales rank)\n",
+ " - Part/model numbers\n",
+ " \n",
+ " Price prediction:\n",
+ " \"\"\"\n",
+ "\n",
+ " test = client.chat.completions.create(\n",
+ " # uncomment this line to use your own model\n",
+ " # model=status.fine_tuned_model, \n",
+ " model=FINE_TUNED_MODEL,\n",
+ " messages=[\n",
+ " {\"role\": \"system\", \"content\": SYSTEM_PROMPT},\n",
+ " {\"role\": \"user\", \"content\": user_prompt}\n",
+ " ]\n",
+ " )\n",
+ "\n",
+ " result = test.choices[0].message.content\n",
+ " return test.choices[0].message.content\n",
+ "\n",
+ "\n",
+ "#"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8f480630",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# I prepared test set from the test_lite.pkl file\n",
+ "# I converted it from a list of objects to a pandas DataFrame\n",
+ "# I cleaned the data to remove None values and duplicates\n",
+ "\n",
+ "with open('../../test_lite.pkl', 'rb') as file:\n",
+ " test = pickle.load(file)\n",
+ "\n",
+ "test_set_in_obj_format = []\n",
+ "for t in test:\n",
+ " desc = \" \".join(t.prompt.split(\"\\n\")[2:4])\n",
+ " title = t.title\n",
+ " price = t.price\n",
+ " test_set_in_obj_format.append({\"description\": desc, \"price\": price, \"title\": title})\n",
+ "\n",
+ "test_set = pd.DataFrame(test_set_in_obj_format)\n",
+ "\n",
+ "test_set[\"title\"] = test_set[\"title\"].apply(str)\n",
+ "test_set[\"description\"] = test_set[\"description\"].apply(str)\n",
+ "\n",
+ "# Replace \"None\" and [] with None \n",
+ "test_set[\"price\"] = test_set[\"price\"].replace(\"None\", None)\n",
+ "test_set[\"title\"] = test_set[\"title\"].replace(\"\", None)\n",
+ "test_set[\"description\"] = test_set[\"description\"].replace(\"[]\", None)\n",
+ "\n",
+ "test_set = test_set.dropna()\n",
+ "test_set[\"price\"] = test_set[\"price\"].apply(float)\n",
+ "\n",
+ "test_set = test_set.drop_duplicates(subset=[\"title\", \"description\",\"price\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "297f1aed",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "result = PriceTester.test(predictor, test_set, title=\"GPT-4o-mini Fine-tuned\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week6/community-contributions/solisoma/training_data.jsonl b/week6/community-contributions/solisoma/training_data.jsonl
new file mode 100644
index 0000000..951922d
--- /dev/null
+++ b/week6/community-contributions/solisoma/training_data.jsonl
@@ -0,0 +1,160 @@
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Clip, Pilaster Ss T30-5055\n Description: Product Description Rendell HDCLP150 Pilaster Clip, Efficiency and ease-of-use are designed into the core of Rendell's commercial refrigeration products. From the Manufacturer Randell HDCLP150 Pilaster Clip , Efficiency and ease-of-use are designed into the core of Randell's commercial refrigeration products\n Features: This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance\n "}, {"role": "assistant", "content": "2.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 279834 Gas Dryer Coil Kit Replacement for Maytag Whirlpool Kenmore GE Samsung. Dryer Gas Valve Ignition Solenoid Coil Set Replace 279834VP 306105 306106 694539 12001349 14201336 14205025 14210032\n Description: 279834 is an M series new style Gas Valve Ignition Solenoid Coil Kit, used in gas dryers. Includes 2 coils, one is the primary and one is the safety.When the igniter reaches a high enough temperature, the coils work together to open the gas valve.Both coils must be operational for the valve to open. If one stops working both should be replaced as a pair.This is a safety mechanism to ensure that there are no unsafe buildups of gas inside. This component is very widely applicable. Compatible with most Gas Dryer:Whirlpool, Maytag, Kenmore, Samsung, Admiral, Amana, Crosley, Roper, Estate, etc. Replace most new style gas coils Part #:279834, 279834VP, 279834BULK, 306105, 306106, 58804B, 63-6614, 63-6615, 694539,12001349, 14201336, 14202750, 14205025, 14210032, 3479, AP3094251, EAP334310"}, {"role": "assistant", "content": "9.5"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Deli-kit\u00ae 12 inch Gas Cooktop Dual Fuel Sealed 2 Burners Stainless Steel Gas Cooktop Drop-In Gas Hob Gas DK223-A01 Cooker Gas Cooker\n Description: Our products take original line stainless steel panel,It has the characters of anti-rust,difficult deformation and easy to clean.When cleaning, please use the soft cloth with light cleanser. Even there are scratches on the panel, just use steel wool scrub along the line direction on the panel. Product Features Direction 1,Our product size and cut hole size will be show in the insert pictures. There are two type of burners: 3.3KW triple ring work burner,1.75kw Semi Rapid burner; Which make all kinds of heating power output.The cast iron support are heavy and stable, coated with enamel , make it high temperature resistance and not easy to rust. the four feet under the cooker make it can use as table-top style also, easy to cook all kinds of food as you like. 2,This products is suitable for Nature Gas source but there are convert nozzle and BS brass joint for LPG source in the package.There is adjustment valve for flame adjustment. When you think the minimum flame is not enough,it can adjust in the place of knob and We rather professional to do so .If you want to change the gas source, please invite professional. Function attention 1,Our product take 110 Voltage AC power"}, {"role": "assistant", "content": "105.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: General Electric WE3X77 Dryer Drum Bearing\n Description: Product Description This is a genuine replacement part. The model number and name for the following item is: General Electric WE3X77 Dryer Drum Bearing. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is: General Electric WE3X77 Dryer Drum Bearing\n Features: Manufacturer Model WE3X77 Genuine Replacement Part General Electric item Country of Origin: China\n "}, {"role": "assistant", "content": "63.84"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WE3X75 Genuine OEM Rear Drum Support Bearing for GE Dryers\n Description: Product Description This high quality Genuine OEM GE Appliances Rear Drum Support Bearing (WE3X75) helps the drum rotate smoothly and quietly . The Rear Drum Support Bearing has approximate measurements of L: 1\" x W: 1\" x H: 0.75\". Please be aware that it is recommended to disconnect the appliance from all utilities prior to installation of the Rear Drum Support Bearing. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is: GE WE3X375 Dryer Drum Bearing\n Features: The GE Appliances WE3X75 Rear Drum Support Bearing is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications Replacement GE Appliances Dryer Rear Drum Support Bearing helps the drum rotate smoothly and quietly GE Appliances WE3X75 Dryer Rear Drum Support Bearing has approximate measurements of L: 1\" x W: 1\" x H: 0.75\" High quality GE Appliances OEM WE3X75 Dryer Rear Drum Support Bearing is manufactured with premium materials for durability and exact fit, be sure to follow instructions in owners manual when installing this part Repair your appliance with confidence when you choose Genuine GE Appliances Parts & Accessories\n "}, {"role": "assistant", "content": "8.23"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WB48T10059 Rack Oven Gy\n Description: This is an O.E.M. Authorized part . This is an authorized aftermarket product. Fits with various WB48T10059 brand models.\n Features: This is an O.E.M. Authorized part This is an authorized aftermarket product Fits with various WB48T10059 brand models\n "}, {"role": "assistant", "content": "50.61"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Supco LP280187 Washer Drain Pump Motor Assembly\n Description: Washer Drain Pump MotorThis washing machine motor is a direct replacement for Whirlpool Duet front load washers. This high-quality part, Model No. LP280187 is designed to meet or exceed OEM specifications. Supco parts are built to last and popular among repair technicians and DIYers.Product FeaturesPart No. LP280187; Replaces 280187, AP3953640, 1200164, 280187VP, 285998, 8181684, 8182819, 8182821, AH1485610, EA1485610 and PS1485610Complete pump and motor assemblyAbout SupcoFounded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co.,Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader in the HVAC, Refrigeration and Appliance industries.\n Features: WASHER DRAIN PUMP MOTOR - This washing machine drain pump is a complete pump and motor assembly for Whirlpool Duet front load washers. PREMIUM REPLACEMENT - This Supco washer drain pump motor is an excellent replacement for Whirlpool brands include Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper,"}, {"role": "assistant", "content": "46.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Air Filter Factory Replacement for Kenmore 154120 Humidifier Wick Filter\n Description: Authentic Air Filter Factory Brand Product UPC 842477100322. This non-OEM replacement wick filter is made in the USA and designed, as well as distributed solely by Air Filter Factory. This is not a OEM product and is not covered under any manufacturer's warranty. The brand name and logos are the registered trademarks of their respective owners. Any use of the brand name or model designation for this product is made solely for purposes of demonstrating compatibility..\n Features: Part Number \u2013 154120 Humidifier Wick Filter Replacement For a Humidifier. Quality - Proudly Made In The USA Our Compatible 154120 Humidifier Wick Filter Is Made From A High Quality Paper Pulp For Maximum Wicking And Moisture Output. Our Wick Filters Are Reinforced With A Layer Of High Grade Aluminum To Extend The Life Of The Filter. Application - For Maximum Performance Using Filtered Water Is Best, Hard Water Can Lead To A Shorter Lifespan Of Your Humidifier Filter. Weather Is Also A Factor In The Life Span Of Your Filter. Running Your Furnace Higher Than 72 degrees F Can Make Your Humidifier Work Harder To Get Moisture In The Air Which Can Lead To A Dry Wick. Discoloration Of Humidifier Wick Filters Is Normal And Will Vary Depending On Water Quality. Make Sure Filter Is Fl"}, {"role": "assistant", "content": "14.97"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Camco 00903 Electric Range Knobs Top Burner (Chrome)\n Description: From the Manufacturer Electric range top burner knobs are easy to install. Four chrome knobs are included in each pack. Includes adapters, inserts and dials needed for installation.\n Features: Includes 4 chrome knobs Includes adapters inserts and dials Chrome finish Electric top burner knobs Easy to install\n "}, {"role": "assistant", "content": "36.01"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2-Pack Replacement for Hotpoint HSS25GFTHBB Refrigerator Water Filter - Compatible with Hotpoint MWF, MWFP Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for MWF Filter\n "}, {"role": "assistant", "content": "23.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: AP6008880 Lid Switch Assembly Compatible With Whirlpool Washers\n Description: Compatible with the following brands: Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper, and Kenmore brands. (Model Specific). Lid Switch AssemblyCommon Issues Fuse Fixes include: Washing machine will NOT start, washing machine will NOT drain, washing machine will NOT fill with water. 90 Day Manufacturer Warranty.\n Features: Compatible with the following brands: Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper, and Kenmore brands. (Model Specific). Lid Switch Assembly Common Issues Fuse Fixes include: Washing machine will NOT start, washing machine will NOT drain, washing machine will NOT fill with water. 90 Day Manufacturer Warranty.\n "}, {"role": "assistant", "content": "9.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Garland 1089100\n Description: Product Description 1089100, Open Burner Knob, Garland and US Range commercial kitchen equipment features products, parts and service - ovens, grills, griddles. From the Manufacturer 1089100, Open Burner Knob , Garland and US Range commercial kitchen equipment features products, parts and service - ovens, grills, griddles\n Features: This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance.\n "}, {"role": "assistant", "content": "15.67"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Gxcdizx 6 Pack Replacement Humidifier Filter HFT600 Filters T Compatible with Honeywell HFT600 HEV615 HEV615B HEV615W HEV620 HEV620B HEV620W HEV-615 HEV-615B HEV-615W HEV-620 HEV-620B HEV-620W\n Description: Great Fit: Compatible with HFT600T HFT600PDQ HEV615, HEV615B, HEV615W, HEV620, HEV620B, HEV620W; Compatible with HEV-615, HEV-615B, HEV-615W, HEV-620, HEV-620B, HEV-620W.\n Features: Fit Model: Replace for Honeywell HFT600T HFT600PDQ HEV615, HEV615B, HEV615W, HEV620, HEV620B, HEV620W, HEV-615, HEV-615B, HEV-615W, HEV-620, HEV-620B, HEV-620W.\n "}, {"role": "assistant", "content": "29.5"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2 Pack 20-40inch Stainless Steel Stove Gap Covers,Stove Gap Filler,Heat Resistant\u201cT\u201d Kitchen Stove Guards Between Stove and Counter,Used for Prevent Messy Spills and Debris,Silver\n Description: Description: Material: high quality stainless steel Size:20-40inch Color:Silver Package included:2*stove gap cover Feature: 1.The stove gap covers are made of high-quality stainless steel, ensuring durability and resistance to deformation caused by high temperature, humidity, and oxidation. 2.The stove countertop gap covers are designed with a full-length \"T\" underside, featuring a chamfer at the bottom, which effectively fixes them in place and prevents them from sliding or shifting. 3.The stainless steel stove gap cover filler is specifically designed to fit the gap between the stove and counter, providing a seamless and tight fit that prevents spills and debris from falling through. 4.By using these stove side gap guards, you can say goodbye to the hassle of pulling out the stove to clean the hard-to-reach gaps, as they effectively block any food or liquid from entering the gap. 5.Cleaning the stove gap covers is a breeze, thanks to their smooth surface. Simply wipe them with a damp cloth or even toss them in the dishwasher for a thorough clean. 6.With their sleek design, these kitchen stove counter gap cover seamlessly blend into modern kitchens, adding a"}, {"role": "assistant", "content": "23.48"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Seneca River Trading Dryer Light Bulb 3 Pack for Whirlpool, AP6006279, PS11739347 3406124, WP22002263\n Description: Brand New, Pack of 3, clothes dryer, 10 Watt, Clear Incandescent Light Bulb.\n Features: Replaces Part Numbers: AP5645645, 10C7, 11975, ER10C7, HC-H6291, LT004, S3903, PS3632384. Order Will Include Three Pieces!\n "}, {"role": "assistant", "content": "8.34"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool W11086533 Sound Shield, White\n Description: Whirlpool Sound Shield\n Features: This Is A Genuine Oem Replacement Part Country Of Origin: United States From The Brand: Whirlpool Number Of Items: 1\n "}, {"role": "assistant", "content": "25.22"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EXPWE12X10012 Dryer Idler Pulley Replaces WE12X10012, AP3777968, PS959967 For GE\n Description: Idler Pulley Wheel\n Features: WE12X10012, AP3777968, PS959967 Quality Replacement parts by XPARTCO Fits OEM Standards! Guaranteed to Exceed OEM Requirements! In stock, Ships Fast\n "}, {"role": "assistant", "content": "16.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Edgewater Parts 358237, AP6008726, PS11741866 Washer Agitator Bolt Compatible With Whirlpool Washer Fits Model# (LSQ, LSR, LSN, LLR, KAW, WTW, MTW)\n Description: Edgewater Parts 358237 Washer Agitator Bolt Compatible With Whirlpool Washer\n Features: \u2705 Replaces: WP358237, AP6008726, 285009, 357082, 357083, 357231, 358500, 359198, 97831, PS11741866, WP358237VP \u2705 1 Year Warranty \u2705 MONEY-BACK GUARANTEE - For Any Reason You're Not Completely Satisfied, You Can Ask For A Replacement Or Full Refund, No Questions Asked.\n "}, {"role": "assistant", "content": "9.25"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Forchrinse Orange Refrigerator Door Handle Covers,Non-Slip Kitchen Appliance Handle Cover Protector for Refridge Oven Dishwasher Microwave Set of 2\n Description: 41cm*13.5cm(16.1*5.3inch) Handle Covers,set of 2,can be used on handle of fridge, microwave, oven, kitchen cabinet, dish washer and other appliances.Protecting your home appliance away from smudges and food stains,water drips,fingerprints.Perfect decoration to your kitchen.\n Features: [Size]:16.1 inches in length ,5.3 inches in width. [Material]:Made of high quality polyester,which is durable,soft,comfortable. [Function]:Keep you from cold touching feeling in cold winter,protecting your home appliance away from smudges and food stains,water drips,fingerprints. [Easy to use]:This handle cover set is design with Velcro fastening for easy adjustment and remove. [Set of 2]:It can be used on handle of fridge,microwave,oven,kitchen cabinet,dish washer and other appliances.\n "}, {"role": "assistant", "content": "11.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Imperial 38049 Ir-Front top Grate, 12 X 11\n Description: Imperial 38049 Ir-Front Top Grate, 12 X 11 Genuine OEM replacement part Imperial Supplies LLC has been a national distributor of quality maintenance products since 1958 Use genuine OEM parts for safety reliability and performance\n Features: Product Type:Food Service Supply Item Package Dimensions:5.334 cm L X27.94 cm W X28.702 cm H Item Package Weight:5.897 kg Country Of Origin: United States\n "}, {"role": "assistant", "content": "100.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: YesParts W10268397 Durable Cooktop Harns Wire compatible with WPW10268397 1873883 AH2377304 EA2377304\n Description: YesParts Part Number W10268397 replaces WPW10268397 1873883 AH2377304 EA2377304 PS2377304Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer. Compatible with MGC7430WB00 MGC7430WS00 MGC7430WW00 MGC7630WB00 MGC7630WW00\n Features: YesParts Durable Cooktop Harns Wire W10268397 Comes with Full 1 Year Warranty or 90 Days No Questions Asked Money Back to Return the Product YesParts Premium Quality Harns Wire and Meets or even Exceeds OEM Specifications Quality. Made Easy to Install and Exact to Fit Most Top Brand Cooktops. Comes Brand New in Original Retail Packaging Part Number W10268397 replaces WPW10268397 1873883 AH2377304 EA2377304 PS2377304 Compatible With Most Cooktops including MGC7430WB00 MGC7430WS00"}, {"role": "assistant", "content": "95.31"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool 3392519 Dryer Thermal Fuse\n Description: This is an O.E.M authorized part. Fits various whirlpool models. Oem part number 3392519. Made in united states.\n Features: This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 3392519 This is a Whirlpool replacement part Part Number 3392519 This is an O.E.M. part\n "}, {"role": "assistant", "content": "14.49"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Electrolux 134365300 Frigidare Door Boot Spring\n Description: Product Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item: Electrolux (ELEHI) 134365300 Door Boot Spring. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item:Electrolux (ELEHI) 134365300 Door Boot Spring\n Features: Electrolux (ELEHI) Genuine Replacement Part Appliance-replacement-parts Country of Origin: China\n "}, {"role": "assistant", "content": "29.75"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EXPWE4X692 Dryer Gas Valve Solenoid 3 Terminal (Replaces WE4X692, AP2042752, PS268153) For General Electric, Hotpoint, RCA\n Description: Gas valve solenoid coil 3 terminal\n Features: WE4X692, AP2042752, PS268153 Quality Replacement parts by Express Parts Direct Fits OEM Standards! Guaranteed to Exceed OEM Requirements! In stock, Ships Fast\n "}, {"role": "assistant", "content": "8.9"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Sony SONKDL42EX440 Remote Control (RM-YD080)\n Description: REMOTE CONTROL (RM-YD080)\n Features: REMOTE CONTROL (RM-YD080)\n "}, {"role": "assistant", "content": "7.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Gas Range Oven Burner Igniter For Samsung Gas Range NX60T8711SG/AA NX60T8711SS/AA NX60T8711ST/AA NX60T8751SG/AA NX60T8751SS/AA\n Description: Package included: 1 x Gas Range Oven Burner Igniter as the picture. (Ships from the USA) Note: -This is aftermarket parts replace for Gas Range Samsung.-If you are not sure about the compatibility please contact us for advice. we will solve your problem within 24 hours-USE Ctrl + F to SEARCH your model number For model: NX58R9311SS/AA NX58T5601SB/AA NX58T5601SW/AA NX58T7511SG/AA NX58T7511SS/AA NX60T8111SG/AA NX60T8111SS/AA NX60T8311SG/AA NX60T8311SS/AA NX60T8511SG/AA NX60T8511SS/AA NX60T8511ST/AA NX60T8711SG/AA NX60T8711SS/AA NX60T8711ST/AA NX60T8751SG/AA NX60T8751SS/AA\n Features: Package included: 1 x Gas Range Oven Burner Igniter as the picture. (Ships from the USA"}, {"role": "assistant", "content": "34.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool 279769 Thermal Cutoff Kit\n Description: This is an O.E.M authorized part. Fits various whirlpool models. Oem part number 279769. Made in united states.\n Features: This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 279769 This is a Whirlpool replacement part Part Number 279769 This is an O.E.M. part\n "}, {"role": "assistant", "content": "22.63"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 5304506518 Dishwasher Filter 154252702 Genuine OEM\n Description: Important : Any use of the manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.\n Features: This filter (part number 5304506518) is for dishwashers. Filter 5304506518 removes food particles and debris from the water to prevent the drain from clogging Part # 5304506518 Replaces : 154252702 , 4456335, AP6036337, PS11770485 Substitution : The manufacturer substituted part 154252702 with this new part 5304506518 Compatible with Brands : Frigidaire, Electrolux, Gibson, Kelvinator, Westinghouse, Crosley, Kenmore, Tappan\n "}, {"role": "assistant", "content": "19.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Replacement Mini Cooler Small Fridge Cable Compatible for Cooluli/Chefman/Uber Appliance Mini Fridge\n Description: Mini Cooler Small Fridge Power Cable Compatible for Cooluli / Chefman / Uber Appliance Mini Fridge\n Features: 1, Replacement Car mini fridge power cable , please confirm your cooler socket before buy it . 2, Cigarette lighter plug is connected to the Car power socket ,and the another side is connected to the device .The cable quality is very good, safe and practical. 3, Output : 12V 5A . 4, Cable legnth : 2 m ( 6.5 ft ) , Connector shape : 7.5 * 13.3 mm . 5, Warranty : 6 months\n "}, {"role": "assistant", "content": "9.88"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: LG MHL42613229 Refrigerator Glass Shelf Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This shelf (part number MHL42613229) is for refrigerators. Follow the directions in the owner's manual to install refrigerator shelf MHL42613229 in your refrigerator. Wear work gloves to protect your hands. For Kenmore Elite, Lg, & Kenmore.\n Features: This part is compatible with models including; 79574053412,LSFXC2476S/01,79574053411,79574049410,79574053410,79574049411,LFXC24796D/00,LFX25991ST/01,LFX25991ST/00,LFXC24796S/00,LSFXC2476S/00,LSFD2491ST/00,LFXC24726D/00,79575042610,79574043411,79574049412,79579993510,79574043410,79579993511,LSFXC2496D/00,79574043412,LFXC24726S/02,LFXC24726S/03,LFXC24726S/00,79575049610,LFXC24726S/01,79575053710,79575053712,LFXC24726S/04,LFX"}, {"role": "assistant", "content": "36.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Camco 00681 2585W/250V Bake Element\n Description: From the Manufacturer Replacement bake and broil element.\n Features: 1-5/8 in length Prongs 17-5/8 in total length, 1-1/4 in spacing between Prongs Fits GE Nos. WB44x105, WB44x118, WB44x120, WB44x126, WB44x133, WB44x5061 and WB44x5099; and Chromalox No. CH44x5090\n "}, {"role": "assistant", "content": "36.13"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Nemco 55424-2\n Description: Product Description The Nemco 55424-2 3/8\" Blade And Holder Assembly is a genuine OEM (original equipment manufacturer) replacement part. Nemco provides food equipment with an outstanding reputation for quality. Use genuine OEM parts for safety, reliability, and performance. Approved by original equipment manufacturer (OEM) and intended only for designed and specified use. From the Manufacturer 55424-2, 3/8 INCH BLADE AND HOLDER ASSEMBLY. Nemco Genuine OEM replacement part. Nemco provides food equipment with an outstanding reputation for quality. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine OEM replacement part Nemco provides food equipment with an outstanding reputation for quality Genuine OEM parts provide safety, reliability, and optimal performance Approved by original equipment manufacturer (OEM) Intended only for designed and specified use\n "}, {"role": "assistant", "content": "113.21"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool WP98005318 Handle Door\n Description: This is a genuine replacement part. The model number and name for the following item is: Whirlpool WP98005318 Handle Door\n Features: Country of Origin: UNITED STATES The Package Length of the product is 3.5 inches The Package Width of the product is 4.2 inches The Package Height of the product is 4.5 inches\n "}, {"role": "assistant", "content": "88.53"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WH01X10743 Parts Retainer Knob\n Description: This is an authorized aftermarket product. Fits with various GE brand models. Oem part # WH01X10743.\n Features: This is an O.E.M. Authorized part Fits with various GE brand models Oem part # WH01X10743\n "}, {"role": "assistant", "content": "24.12"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 4-Pack W10314173 Dryer Drum Roller Replacement for Maytag MEDE300VF2 Dryer - Compatible with WPW10314173 Roller Drum Support Kit\n Description: 4-Pack UpStart Components Replacement W10314173 Dryer Drum Roller for Maytag MEDE300VF2 DryerPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10314173 Dryer Drum Roller for Maytag MEDE300VF2 Dryer. Quantity: 4 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible WPW10314173 Roller Drum Support Kit for Part Number WPW10314173, AP6019303, W10314173, W10314171, 3388342, 3389902, 3396801, 3396802, 3401846, 8536973, 8536974, PS117"}, {"role": "assistant", "content": "19.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Sahishnu Online & Marketing Stainless Steel Sev Sancha Maker, Murkul Maker, Manual Pasta Maker,Shev Maker, Gathiya Murukulu Janthikulu Maker Machine With 6 Different Steel Jali\n Description: Stainless Steel Sev Chakli Maker/Murukku Maker/Sev Maker maching/Sev Sancha with 6 Different SS Jalis.\n Features: Sev Sancha Gathiya Murkul Manual maker Material - Stainless Steel , Color- Silver Easy to make snacks,cookies by the help of it. Stainless Steel Sev Chakli Maker/Murukku Maker/Sev Maker maching/Sev Sancha with 6 Different SS Jalis Dimension: Length :2.6 x Width:2.6 x Height: 6 inches\n "}, {"role": "assistant", "content": "14.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 154445901 DISHWASHER FILL VALVE REPAIR PART FOR FRIGIDAIRE. ELECTROLUX. KENMORE AND MORE\n Description: Valve Water Fill (P)\n Features: If unsure, please provide model number of appliance to the seller to verify.\n "}, {"role": "assistant", "content": "51.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Edgewater Parts WR60X26085 Refrigerator Evaporator Fan Motor Compatible with GE Refrigerator Fits Model# (GTH, GTK, GTL, GTZ)\n Description: Edgewater Parts WR60X26085 Refrigerator Evaporator Fan Motor Compatible With GE Refrigerator\n Features: Edgewater Parts WR60X26085 Refrigerator Evaporator Fan Motor Compatible With GE Refrigerator Replaces WR60X20324, PS11737119, WR60X10244 1 Year Warranty \u2705 MONEY-BACK GUARANTEE - For Any Reason You're Not Completely Satisfied, You Can Ask For A Replacement Or Full Refund, No Questions Asked.\n "}, {"role": "assistant", "content": "28.65"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Sunniswi DD82-01112A / \u200eDD94-01013A Dishwasher Silverware Basket Competible Replacement For Samsung Dishwasher Parts\n Description: Good quality OEM FOR SAMSUNG DISHWASHER\n Features: DD82-01112A Dishwasher silverware spoon basket Part number DD82-01112A (AP5800459) replaces PS8764597. - Model : DW80K7050U* DW80F600UTB/AA DW80F600UTS/AA DW80F600UTW/AA DW80F800UWS/AA DW80F800UWS/AC DW80F600UTB/AC DW80F600UTS/AC DW80F600UTW/AC DW80J3020US/AA DW80K5050UG/AA DW80K5050US/AA DW80K7050US/AA DW80K7050UG/AA DW80K5050UW/AA DW80J3020UB/AA DW80J3020UW/AA DW80K5050UB/AA DW80J3020UB/AC DW80K5050UB/AC DW80J3020US/AC DW80J3020UW/AC DW80K5050UW/AC DW80R5060UG/AA DW80J9945US/AA DW80J9945US"}, {"role": "assistant", "content": "69.77"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 8537982 Washer Pedestal Parts By prime&swift Compatible with pedestal hardware Replaces 1179857 AP6012995 PS11746216 PS988850 AP6012995\n Description: Leg support 8537982 is for laundry appliance pedestals, it fits on the top corner of the pedestal and supports the laundry appliance leg. Fits models MHP1500SB0, MHP1500SB1, MHP1500SK1, MHP1500SQ0, MHP1500SQ1; 3XWHP1505SH0, 3XWHP1505SQ0, 3XWHP1505SU0, 3XXHP1550VW0; KAP1500SMTO, LAB2700MK3, LAB2700ML3, LAB2700MQ3, LAB2700MQ4, LAB2700MT3, LAB2700PMT3, LAB1550YW0; MHP1000SB0, MHP1000SQ0, MHP1000SQ1, WFP2715HBK0, WFP2715HC0, WFP2715HW0, WHP1000SB1, WHP1000SK1, WHP1000SL1, WHP1000SQ1, WHP1000SQ3, WHP1000ST1, WHP1000"}, {"role": "assistant", "content": "8.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Ice O Matic 9041087-03 Hi Temp Thermostat\n Description: Product Description 9041087-03, Hi Temp Thermostat, Ice-O-Mastic is the premier manufacturer, distributor and supplier of ice machines worldwide. From the Manufacturer 9041087-03, Hi Temp Thermostat, Ice-O-Matic is the premier manufacturer, distributor and supplier of ice machines worldwide\n Features: This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance.\n "}, {"role": "assistant", "content": "86.27"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Joovy Boob CleanFlow Vents, Grey, 2 Count\n Description: The 1-piece, patented CleanFlow vent is one of the most important and innovative elements of the Joovy Boob Baby Bottle. The vent ring is made from a hard PPSU plastic that is co-molded with a soft silicone vent sleeve to create a one-piece, easy to clean advanced vent. Air flows into the bottle through four evenly spaced openings ensuring proper venting regardless of how the bottle is held. Proper venting reduces air intake by your baby and prevents vacuum effects. All of this helps reduce colic. The CleanFlow vent ring has four lock notches that fit perfectly into the bottle's neck, eliminating over and under tightening that can cause leaks and/or result in inconsistent liquid flows. Parents go to great lengths sterilizing bottle components only to handle parts with unsterilized hands. The vent's unique design allows assembly while touching only the hard cent ring - but not the silicone vent sleeve that comes in contact with the feeding liquids. The Joovy Boob Baby Bottle's CleanFlow Vent assures cleaning, assembly and feeding are easy - and consistent.\n Features: Proper venting is critical in preventing vacuum effects and reduces air intake by your baby The unique design has 4 lock notches that fit perfectly into the bottle's neck, eliminating over and under tightening which can cause leaks and/or inconsistent liquid flow The vent"}, {"role": "assistant", "content": "6.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Washplate Pulsator Assembly AGZ72909711 for LG, Kenmore, Sears Washer parts\uff0cReplaces AP6800730, AGZ72909702, AGZ72909703.\n Description: 1.Washplate Pulsator Assembly AGZ72909711 for LG, Kenmore, Sears Washer parts\uff0cReplaces AP6800730, AGZ72909702, AGZ72909703.2.AGZ72909711 Replaces the Following Part Numbers: 796.29002000, 796.29002010, 796.29272000, 796.29272010, 796.29272900, 796.29278000, 796.29278010, 796.29278900, 796.29472000, 796.29478000, WT1101CW, WT1201CV, WT1201CW, WT1501CW, WT1701CV, WT1701CW, WT4870CW, WT4970CW, WT5001CW, WT5070CW, WT5101HV, WT5101HW, WT5170HV, WT5170HW, WT5270CW, WT5480CW..3. Fits Models: AGZ72909711, AP6800730, AGZ72909702, 4873462, AGZ72909703, AGZ72909706,"}, {"role": "assistant", "content": "65.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Nispira Humidifier Wick Replacement Filter Compatible with Honeywell HAC-504 HAC-504AW. Fits HCM-350 Series, HEV355, HCM-315T, HCM-300T, HEV312, HCM-710, 4 Packs\n Description: A premium humidifier wick filter designed by Nispira compared to Honeywell HAC-504 Filter A. This is not a Honeywell OEM product. The Honeywell brand names and logos are the registered trademarks of their respective owners. Any use of the Honeywell brand name or model designation for this product is made solely for purposes of demonstrating compatibility.\n Features: Premium humidifier wick filter designed by Nispira compatible with Honeywell HAC-504 Filter A. Compatible models: HCM-300T, HCM-305T, HCM-310T, HCM-315T, HCM-350, HCM-350B, HCM-350W, HCM-350B-CST,HCM-530, HCM-535, HCM-535-20, HCM-540, HCM-550, HCM-550-19, HCM-551, HCM-560,HCM-630, HCM-631, HCM-632, HCM-632TG,HCM-635, HCM-640BW, HCM-645, HCM-646"}, {"role": "assistant", "content": "14.98"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Range Oven Relay Control Board EBR74164805 Replacement for LG Range Stove Oven Replaces LRE3021ST LRE3083SW LRE3083ST\n Description: Replaces part number: for EBR74164805 Fits for the following models, including but not limited to: LRE3021ST LRE3083SW LRE3083ST LRE6321ST LRE6383BD LRE6383SB LRE6383ST LRE6383SW How it works: Oven relay control board EBR74164805 replacemnet receives signals from the main oven control board. The relay control board operates relays to regulate the oven elements Note: Please contact us if you have any questions,comments or issues, we\u2019ll get back to you within 24 hours Your satisfaction would be our greatest motivation\n Features: Fits for LG LRE3021ST, LRE3083SW,\u00a0LRE3083ST,\u00a0LRE6321ST, LRE6383BD, LRE6383SB, LRE6383ST, LRE6383SW, etc The control board replacemnent is designed to solve the oven heating issues for LG Oven relay control board EBR74164805 receives signals from the main oven control board. The relay control board operates relays to regulate the"}, {"role": "assistant", "content": "98.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: StoveGuard Stove Protectors for Greystone RV Ranges | Custom Cut | Ultra Thin Easy Clean Stove Liner | Made in the USA | 3 Burner Model\n Description: A few years back, we were looking for an effective but EASY way to keep our stove top free of grease and grime, while avoiding those toxic household cleaning chemicals. After trying several options, including those awful little squares that you have to cut yourself, we knew there had to be a better way. That\u2019s why we decided to research and create our own solution. Voil\u00e0\u2014StoveGuard was the solution to the problem! We knew we had the answer we were looking for and that would help millions of families who experience the same problem. Cleaning less meant having more time to do the things we enjoy. It made perfect sense\u2014Clean less, live more! StoveGuard\u2122\u2014A family owned and operated company \u2022 Custom cut to fit your stove! Select your specific model number from the dropdown.\u2022 Just wash under the faucet.\u2022 Save on expensive, environmentally unsafe cleaning products. \u2022 Durable and fire retardant.\u2022 30-day satisfaction guarantee.\n Features: \u2714\ufe0f CHOOSE YOUR BRAND AND NUMBER OF BURNERS - Refer to the Black and White image (Picture #2) to compare to your burner layout. Please confirm that you are choosing the correct number of burners and layout for your stove! \u2714\ufe0f Made in the USA and custom fit - "}, {"role": "assistant", "content": "29.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 240358006 FRIGIDAIRE FREEZER SHELF\n Description: Frigidaire Refrigerator Wire Shelf (24 1/2\" x 14) Genuine OEM Part # 5304530262 Part Number 5304530262 replaces \u00a0240358003, \u00a0240358009 , 240358006 Contac us to verify model.\n Features:
THIS 240358006 FRIGIDAIRE REFRIGERATOR SHELF IS COMPATIBLE WITH MANY FRIGIDAIRE, CROSLEY GIBSON, KENMORE AND ELECTROLUX REFRIGERATORS/FREEZERS.
THIS REFRIGERATOR RACK IS DESIGNED TO HELP YOU ORGANIZE AND KEEP TRACK OF THE FOOD IN YOUR REFRIGERATOR. SOME ARE DESIGNATED FOR Works with the following models: Frigidaire CRT216HLB1, Frigidaire CRT216HLQ1 Frigidaire CRT216HLS1, Frigidaire CRT216HLW1, Crosley CRTE217AB0, Frigidaire CRTE217AB2\n "}, {"role": "assistant", "content": "83.25"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Supco Series LP6440 Washer Drain Pump 436440\n Description: Supco LP6440 Washer Drain Pump Motor Assembly This high-quality part is designed to meet or exceed OEM specifications. Direct replacement for Bosch 436440, 1106007, 0436440, AP3764202, 00674704, 00703146, 674704, 703146, AH3464593, EA3464593, PS3464593, PS8714879. About Supco Founded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co.,Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader in the HVAC, Refrigeration and Appliance industries.\n Features: WASHER DRAIN PUMP MOTOR - This premium quality part is a direct replacement for Bosch 436440, 1106007, 0436440, AP3764202, 00674704, 00703146, 674704, 703146, AH3464593, EA3464593, PS3464593, PS8714879. PREMIUM REPLACEMENT - Supco LP6440 washer drain pump motor is designed to meet or exceed OEM specifications. HIGHEST-QUALITY PARTS - Supco"}, {"role": "assistant", "content": "56.17"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Nemco SC466-1 3/16 Inch Blade Assembly\n Description: Product Description SC466-1, 3/16 INCH BLADE ASSEMBLY. Nemco Genuine OEM replacement part. Nemco provides food equipment with an outstanding reputation for quality. Use genuine OEM parts for safety reliability and performance. From the Manufacturer SC466-1, 3/16 INCH BLADE ASSEMBLY. Nemco Genuine OEM replacement part. Nemco provides food equipment with an outstanding reputation for quality. Use genuine OEM parts for safety reliability and performance.\n Features: Made in United States Package length : 5.0\" Package width : 9.0\" Package height : 9.0\"\n "}, {"role": "assistant", "content": "66.67"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Dryer Heating Element Replace For Kenmore 11064982300 11063912100 11082826103 11085088400 11086992100 110.67902790 110.64982300 110.63912100 110.82826103 110.85088400 110.86992100 With Thermostat\n Description: Package included: All Dryer Heating Element and Dryer Thermal Fuse as picture. (Ships from the USA) Note: -please check your old heating element to make sure it is same as the picture or contact us when ordering to avoid confusion because yes a lot of models we can't list all-If you are not sure about the compatibility please contact us for advice. we will solve your problem within 24 hours-USE Ctrl + F to SEARCH your model number For model: 11068133414 11068722700 11068732700 11068822700 11068832700 11068837700 11068842700 11068847700 11068932790 11068932791 11068932792 11068934790 11068934791 11068934792 11068942890 11068942891 11068942892 11068944890 11068944891 11068944892 11068972890 11068972891 11068972892 110689"}, {"role": "assistant", "content": "35.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2-Pack W10314173 Dryer Drum Roller Replacement for Maytag MEDC300BW0 Dryer - Compatible with WPW10314173 Roller Drum Support Kit\n Description: 2-Pack UpStart Components Replacement W10314173 Dryer Drum Roller for Maytag MEDC300BW0 DryerPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10314173 Dryer Drum Roller for Maytag MEDC300BW0 Dryer. Quantity: 2 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible WPW10314173 Roller Drum Support Kit for Part Number WPW10314173, AP6019303, W10314173, W10314171, 3388342, 3389902, 3396801, 3396802, 3401846, 8536973, 8536974, PS117"}, {"role": "assistant", "content": "9.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Disposable Paper Filters for Small K Cup coffee Pod and Large K-Carafe Reusable Filter\n Description: To help people to purchase more Conveniently,satisfied one time of Large and small paper filters combination.Recommend Use with our reusable filters. package 1 set (50 pcs large and 50 pcs small)\n Features: Recommend Use with our reusable filters,Special paper filters combination large& small stype for use for large reusable filter and small ones,Reliable Compatibility \u2014 Paper Coffee Filters are designed to work perfectly with your Keurig 2.0 carafe filter Easy to Use - Just place the filter in a K Carafe Cup, fill with your favorite kind of coffee, close the lid and brew away! No More Grounds! - Our paper filters keep your fresh brew free of grounds or other sediment better than most other reusable systems. Great Taste--High quality papers trap all the grounds and most of the coffee's natural oils, delivering a smoother, less-bitter flavor. Satisfied one time of Large and small paper filters combination.Recommend Use with our reusable filters. "
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+ "\u001b[0;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: https://huggingface.co/api/repos/create",
+ "\nThe above exception was the direct cause of the following exception:\n",
+ "\u001b[0;31mHfHubHTTPError\u001b[0m Traceback (most recent call last)",
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+ "text/plain": [
+ " , Was $199, now $99. Use code SAVE50.
+ Comparing LLM-based Semantic Estimation vs XGBoost Machine Learning
+
+ System scans RSS feeds every 5 minutes. Use the button below to trigger a manual scan.
+
package 1 set (50 pcs large and 50 pcs small)\n "}, {"role": "assistant", "content": "8.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO 216649313 Controller Kit for Frigidaire Freezer (AP5690408) 216649318 216649313 2754574\n Description: ForeverPRO Freezer Controller Kit Part Number 5304491584 (AP5690408) replaces 216649318 216649313 2754574 PS8689570Fits Frigidaire Freezer. Compatible with Electrolux Frigidaire Gibson Kelvinator Westinghouse and others This is not a Frigidaire OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with CFC13M5AW0 CFC13M5AW1 CFU14F1AW1 CFU14M2AW0 CFU14M2AW1 CFU14M2AW2 CFU14M2AW3 CFU17F3AW2 FFC13C2AW0 FFC13C3AW0 FFC13C4AW0 FFC13C4AW1 FFC13C7AW0 FFC13C7AW1 FFC13G7AW0 FFC13G7"}, {"role": "assistant", "content": "49.31"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: LG MBE62002902 Burner, Silver\n Description: MBE62002902\n Features: Manufacturer Model #MBE62002902 Genuine Replacement Part LG Item Fits with various LG brand models Refer to you manual to ensure ordering the correct, compatible part\n "}, {"role": "assistant", "content": "43.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: General Electric WB44T10031 Range/Stove/Oven Bake Element , Black\n Description: Product Description The high quality GE Appliances Bake Element (WB44T10031 ) is at the bottom of the oven and supplies the heat for baking. The Bake Element is for electric ovens on ranges and replaces 911594, AH249302, EA249302, PS249302. Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item: General Electric (GENF0) WB44T10031 Range/stove/oven Bake Element\n Features: The GE Appliances Bake Element is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications GE Appliances Bake Element is at the bottom of the oven and supplies the heat for baking GE Appliances WB44T10031 is for electric ovens on ranges The high quality GE Appliances Bake Element replaces 911594, AH249302, EA249302, PS249302 Repair your appliance with confidence when you choose factory certified GE Appliances Parts & Accessories\n "}, {"role": "assistant", "content": "84.94"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Aftermarket Replacement for Kenmore 3387610 Clothes Dryer Belt\n Description: This is a Brand New Aftermarket Replacement Dryer Belt\n Features: This is a Brand New Aftermarket Replacement Dryer Belt Top Qualty Aftermarket Replacement Part!\n "}, {"role": "assistant", "content": "8.9"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2-Pack Replacement for Whirlpool GI0FSAXVY Refrigerator Water Filter - Compatible with Whirlpool 4396395 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for UKF8001 Filter\n "}, {"role": "assistant", "content": "21.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE Part Number WB06X10705 ROTATING RING ASM\n Description: This is an O.E.M. authorized part. Fits with various GE Brand models. OEM Part # WB06X10705. The product is manufactured in Mexico.\n Features: This is an O.E.M. authorized part Fits with various GE Brand models OEM Part # WB06X10705\n "}, {"role": "assistant", "content": "40.08"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool W10491331 Dishwasher Spray Arm (Replaces W10491331) Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This spray arm (part number WPW10491331) is for dishwashers. Spray arm WPW10491331 rotates and sprays water to clean the dishes inside the dishwasher tub. Wear work gloves to protect your hands during this repair. For Whirlpool, Amana, & Ikea.\n Features: This part is compatible with models including; WDF331PAHB1,WDT720PADB2,WDT910SSYW3,WDT720PADB1,WDT720PADB3,ADB1400AGW3,WDT720PADB0,WDT910SSYW1,WDT910SSYW2,WDT770PAYM3,WDF331PAHS1,WDF750SAYB1,WDF750SAYB3,WDF750SAYB2,WDF530PSYW6,WDF530PSYW7,WDF530PSYW3,WDF530PSYW4,WDF530PSYW5,WDT730PAHW0,WDF750SAYT3,ADB1700ADW2,ADB1700ADW1,ADB1700ADW4,ADB1700ADW3,IUD8555DX4,WDF775SAYW1,IUD8555DX3,IUD"}, {"role": "assistant", "content": "37.92"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Trion 123324-008 Air Purifier Filter, Electronic Pre-Filter for TrimTX\n Description: The Trion 123324008 is a replacement prefilter. This model is specifically designed for use with electronic cleaners. The prefilter is made of aluminum, which resists corrosion and ensures lengthier lifespan.\n Features: Trion electronic cleaner replacement pre-filter\n "}, {"role": "assistant", "content": "33.03"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WH13X10058 Water Valve\n Description: This is an authorized aftermarket product. Fits with various GE brand models. Oem part # WH13X10058.\n Features: This is an O.E.M. Authorized part Fits with various GE brand models Oem part # WH13X10058\n "}, {"role": "assistant", "content": "87.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: watchget Espresso Paper Filter 58mm, Disposable Coffee Filter Paper Unbleached Espresso Filter Puck Screen Portafilter Paper Compatible with 58mm Portafilters Baskets Espresso Coffee Maker, 100 Pieces\n Description: \u2615 \u3010BETTER ESPRESSO EXTRACTION\u3011WATCHGET coffee paper filter effectively improve the espresso extraction rate and reduce coffee splash. Prolong the life of the filter basket and the shower screen. Cleaning the coffee machine becomes more easily and convenient. One sample pack, total of 100 filters. 100pcs a pack of independent sealed packaging is cleaner and more hygienic, not easy to damp. \u2615 \u3010KEEP YOUR SHOWER CLEAN\u3011Effectively prevent coffee grounds from sticking to the espresso machine shower screen. Cleaning shower screen turns to be much easier. Directly throw away after use, save your time to clean the puck screen each time, making your extraction process more efficient. \u2615 \u3010EASY TO USE\u3011Put a filter paper on the top to disperse the water more evenly and avoid channeling, which is similar to the effect of a stainless steel puck screen to improve water distribution to some extent. You can also put a filter paper on the bottom to prevent the fine powder from blocking the basket and to improve the flow rate. In this case it's slightly larger than the diameter of the basket. \u2615 \u3010PREMIUM MATERIAL\u3011The paper filter is delicate and uniform in"}, {"role": "assistant", "content": "5.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: W10350376 Dishwasher Top Rack Adjuster Replacement for KitchenAid KUDS30FXSS9 Washer - Compatible with W10350376 Rack Adjuster Dishwasher Upper Top Adjuster with Wheels - UpStart Components Brand\n Description: UpStart Components Replacement W10350376 Dishwasher Top Rack Adjuster for KitchenAid KUDS30FXSS9 WasherPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10350376 Dishwasher Top Rack Adjuster for KitchenAid KUDS30FXSS9 Washer Premium quality materials for lasting durability. Easy at-home installation helps extend the life of your machine. An affordable solution to costly appliance repairs. Compatible W10350376 Rack Adjuster Dishwasher Upper Top Adjuster with Wheels for Part Number AP5956100, W10350376, PS10064063, W10238418, W10253546, W10712394VP\n "}, {"role": "assistant", "content": "7.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire Broan 316442300 Surface Element for 8 inch burner on the range\n Description: Product Description The high quality Frigidaire Surface Element (316442300 ) supplies the heat to a cooking area on top of the electric range. The Surface Element includes 8\" Surface Burner Element and has 4 turns and has approximate size 10 X 8 inches. Please be aware that it is recommended to use saftey equipment and to disconnect the appliance from all utilities prior to any service or repair. Please refer to your owners manual to confirm part numbers and for instructions as some repairs require a trained service professional to complete. This Part fits: Replaces Part Number 222T032P06L, Replaces Part Number 318372213, Replaces Part Number 318372203, Replaces Part Number 316265600, Replaces Part Number 5308005320, Replaces Part Number 5303325551, Replaces Part Number 5303311320, Replaces Part Number 5303207161, Replaces Part Number 5301314952, Replaces Part Number 382059, Replaces Part Number 3202348, Replaces Part Number 3051450, Replaces Part Number 3051018, Replaces Part Number 3017927, Replaces Part Number 3015715, Replaces Part Number 3015186, Re"}, {"role": "assistant", "content": "23.88"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EvertechPRO 280187 Washer Drain Pump Assembly for 285998 8181684 8182819 8182821\n Description: EvertechPRO Washer Replacement Washer Drain Pump Assembly Part Number 280187 replaces 285998 8181684 1200164 8182819 8182821 AH1485610 EA1485610 PS1485610This is not a Whirlpool OEM product. Fits Whirlpool Washer. Compatible with MFW9600SQ0 MFW9600SQ1 MFW9700SB0 MFW9700SB1 MFW9700SQ0 MFW9700SQ1 MFW9800TK0 MFW9800TQ0 MHWE300VW10 MHWE300VW11 MHWE300VW12 MHWE300VW13 MHWE400WJ00 MHWE400WJ01 MHWE400WR00 MHWE400WR01 MHWE400WW00 MHWE400WW01 MHWE450WJ00 MHWE450WJ01 MHWE450WJ02 MHWE450WR00 MHWE450WR01 MHWE450WR02 MHWE450WW00 MHWE450WW01 MHWE450WW02 MHWE500VW10 MHWE500VW11 MHWE500VW12 MHWE550WJ00 MHWE550WJ01 MHWE550WR00 MHWE550WR01 MHWE550WW00 MHWE550WW01"}, {"role": "assistant", "content": "52.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WB23K5027 Electric Range Infinite Switch\n Description: Product Description The GE Appliances WB23K5027 Surface Element Control Switch is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications. It turns the surface element on and off and controls how much heat the element produces and fits with brands including GE, Kenmore, and Hotpoint. It is recommended to disconnect the appliance from all utilities prior to installation of the Silverware Basket. From the Manufacturer General Electric WB23K5027 Electric Range Infinite Switch is commonly used on GE, Hotpoint, and other range brands. This model is for an 8\" surface burner and is a genuine GE part which comes with GE's 1 year warranty.\n Features: The GE Appliances WB23K5027 Surface Element Control Switch is a genuine OEM (Original Equipment Manufacturer) part designed and engineered to exact specifications. The Surface Element Control Switch turns the surface element on and off and controls how much heat the element produces. The GE Appliances replacement Surface Element Control Switch for Ranges fits with brands of GE, Kenmore, and Hotpoint. The High quality GE Appliances OEM WB23K5027 Surface Element Control Switch is manufactured with premium materials for durability and exact fit, be sure to refer to your appliance owners manual to confirm correspondence with this part. Experience confidence with Genuine GE Appliances Parts & Accessories when upgrading or repairing your appliance.\n "}, {"role": "assistant", "content": "74.8"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WR24X10231 Door Gasket\n Description: Product Description This door gasket provides a seal on your refrigerator. From the Manufacturer This door gasket provides a seal on your refrigerator.\n Features: White in color Easy to install Genuine GE replacement part\n "}, {"role": "assistant", "content": "67.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: (Part New) Genuine OEM GE Refrigerator Door Handle WR12X32350 + all other models in the description\n Description: Item Number WR12X32350: New genuine OEM GE Refrigerator Door Handle. Included Brands: General Electric, Hotpoint, Kenm / Sears, RCA (and more!)\n Features: Item Number WR12X32350: GE Refrigerator Door Handle. Included Brands: General Electric, Hotpoint, Kenm / Sears, RCA (and more!)\n "}, {"role": "assistant", "content": "46.12"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Broan-NuTone BPS2FA30 2-Pack Aluminum Grease Filters, 2 Count (Pack of 1)\n Description: Product Description Improve your home's air quality with Broan-NuTone's Replaceable Aluminum Filters. These aluminum grease filters assist with ventilating the air in your kitchen and help keep your range hood operating at peak performance. This filter set is constructed of high-quality materials to ensure long-lasting use. It is designed for use with Broan-NuTone's 30\" QS2 and WD2 series range hoods to ensure the best air quality and flow throughout your kitchen. Measuring 14.3475\" x 0.375\" x 11.875\" each, the Broan-NuTone Replaceable Aluminum Filters are the perfect addition to your home! Broan-NuTone leads the industry with forward-thinking residential ventilation products, customized climate, communications and home automation solutions along with award winning customer service. Broan\u2019s inspiring heritage provides the foundation for its three global brands \u2013 Broan, NuTone and BEST. From the Manufacturer The Broan BPS2FA30 is a Ducted Filter set for 30-Inch Allure II range hoods. Made of aluminum. Fits series QS2, WS2. No one provides more ways to improve indoor air quality. From the spot ventilation and heating products, to our whole-house Broan Fresh Air Systems,"}, {"role": "assistant", "content": "34.37"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 3-Pack Refrigerator Water Filter Replacement for Whirlpool Ed5ghexnt00 - Compatible with Whirlpool 4396508, 4396510 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for 4396508 Filter\n "}, {"role": "assistant", "content": "29.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool W12246610 Refrigerator Door Handle Trim Cap Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This door handle trim cap (part number WP12246610) is for refrigerators. Door handle trim cap WP12246610 attaches to the door handle and covers the handle mounting bolt. Wear work gloves to protect your hands when installing this part. For Amana, Maytag, Kenmore, Kenmore Elite, & Whirlpool.\n Features: This part is compatible with models including; MBF1958XEB4,MBF1958XEB3,ABB2524DEB,BR18V2S-P1320709WS,MBF1958XEB2,MBF1958XEB1,59672954200,59661103101,MBF1958XEB6,59661103100,MBF1958XEB5,59671273100,ARB190ZCB0,MBF1958XEB0,59672919200,59666954400,59666954401,59671273101,ABB2223DES1,MBF1958DEM00,ABB1922FEB,59673912200,ABB2524DEW,ABB1922FEW,ABB1922FEQ,IX3HHGXSS000,MBF2258HEB,ARB220ZCW"}, {"role": "assistant", "content": "12.79"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool WHIW10083957V Chopper Blade for Dishwasher\n Description: Whirlpool Chopper Blade for Dishwasher\n Features: This is a genuine OEM replacement part.\n "}, {"role": "assistant", "content": "31.53"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: FAMIROSA Washing Machine Pedestal/Storage Drawer Stand Raiser Utility Room Adjustable Height Dryer Mini Refrigerator Cabinet Stand for Utility Room Home Furniture 24.8x21.3x12.2inch\n Description: This pedestal can be used to keep your washing machine off the floor and raise it to a more suitable working height, so you won't need to bend over too much to load or remove your laundry. Made of high-quality steel, the pedestal is very sturdy and can hold a washing machine with a weight of up to 220.5 lb. Thanks to the non-slip pads, the washing machine will stand stably. The feet are also rubberized, which makes them non-slip and keeps your floors from getting scratched. The pedestal also has an enclosed drawer for extra storage space. Assembly is easy. Color: White Color: White Material: Steel Material: Steel Weight: 22.5 lb Weight: 22.5 lb Dimensions: 24.8\" x 21.3\" x 12.2\" (W x D x H) Dimensions: 24.8\" x 21.3\" x 12.2\" (W x D x H) Load capacity: 220.5 lb Load capacity: 220.5 lb Suitable for all standard washing machines Suitable for all standard washing machines With non-slip pads With non-slip pads With rubberized feet With rubberized feet"}, {"role": "assistant", "content": "112.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool 99002652 Drain Hose\n Description: Product Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item: Whirlpool (WHIRA) 99002652 Hose, Drain. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item:Whirlpool (WHIRA) 99002652 Hose, Drain\n Features: Whirlpool (WHIRA) This is a genuine replacement part Appliance-replacement-parts\n "}, {"role": "assistant", "content": "52.57"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DC97-07509B Replacement Dryer Idler Pulley Wheel only (Original Version)\n Description: Replaces the following part numbers: Part Number: DC97-07509B (AP4210071) Replaces: 2075486, DC66-00402A, B01AQHYGZQ. To search press CRTL+F and enter your model number DV306LEW/XAA DV306LGW/XAA DV203AEW/XAA-0000 DV203AGS/XAA-0000 DV203AGW/XAA-0000 DV206AES/XAA-0000 DV206AGS/XAA-0000 DV209AEW/XAA-0000 DV209AEW/XAA-0001 DV209AGW/XAA-0000 DV210AEW/XAA DV210AGW/XAA DV218AEB/XAA-0000 DV218AEB/XAA-0001 DV218AEW/XAA-0000 DV218AEW/XAA-0001 DV218AGB/XAA-0000 DV218AGW/XAA-0000 DV219AEW/XAA-0000 DV219AEW/XAA-0001 DV219AGB/XAA-0000 DV219AGW/XAA-0001 DV220AEW/XAA DV220AGW/XAA DV231AEW/XAA-0001 DV231AGW"}, {"role": "assistant", "content": "14.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: W10757851 Refrigerator Ice Level Control Board Replacement for Part Number PS10064583 Refrigerator - Compatible with 4389102 Icemaker Emitter Sensor Control Board - UpStart Components Brand\n Description: UpStart Components Replacement W10757851 Refrigerator Ice Level Control Board for Part Number PS10064583 RefrigeratorPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10757851 Refrigerator Ice Level Control Board for Part Number PS10064583 Refrigerator Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Compatible 4389102 Icemaker Emitter Sensor Control Board for Part Number W10757851, AP5956767, 4389102, 2198585, 2198586, 2220398, 2220402, 2255114, 4388635, 4389102R, PS10064583, TJ4389102R, W10193666, W10193840, W"}, {"role": "assistant", "content": "18.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Supplying Demand 242044113 241940201 Refrigerator Freezer Defrost Heater\n Description: 242044113 241940201 Refrigerator Freezer Defrost Heater Replacement Compatible Models E23CS75DSS0 E23CS75DSS1 E23CS75DSS2 E23CS75DSS3 E23CS75DSS5 FLSC238DB0 FLSC238DB1 FLSC238DS0 FLSC238DS1 FLSC238DS2 FLSC238DS3 FLSC238DW0 FLSC238DW1 FLSC23F6DB1 FLSC23F6DS1 FLSC23F6DS2 FLSC23F6DS3 FLSC23F6DS5 FLSC23F6DW0 FLSC23F6DW1 FSC23BBDSB0 FSC23BBDSB1 FSC23BBDSB2 FSC23BBDSB3 FSC23BBDSB5 FSC23F7DB0 FSC23F7DB1 FSC23F7DB2 FSC23F7DSB0 FSC23F7DSB1 FSC23F7DSB2 FSC23F7DSB3 FSC23F7DSB4 FSC23F7DSB5 FSC23F7DSB7 FSC23F7DW0 FSC23F7TDB"}, {"role": "assistant", "content": "19.69"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: General Electric WD12X10136 Dishrack Roller\n Description: Product Description This is a genuine replacement part. The model number and name for the following item is: General Electric WD12X10136 Dishrack Roller. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is: General Electric WD12X10136 Dishrack Roller\n Features: Manufacturer model # WD12X10136 Genuine Replacement Part General Electric item Manufacturer model # WD12X10136 Genuine Replacement Part Frigidair item\n "}, {"role": "assistant", "content": "12.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 8269144A Dishwasher Drain Hose Replacement for KitchenAid KUDS01DLBT7 - Compatible with 8269144A Hose\n Description: UpStart Components Replacement 8269144A Dishwasher Drain Hose for KitchenAid KUDS01DLBT7Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement 8269144A Dishwasher Drain Hose for KitchenAid KUDS01DLBT7 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible 8269144A Hose for Part Number 8269144A, AP4399659, 1489097, 8269144, AH2358130, EA2358130, PS2367048\n "}, {"role": "assistant", "content": "14.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Dundas Jafine INC34Z DUCT TO DUCT PLASTIC INCREASER\n Description: Dundas Jafine INC34Z Duct to Duct Increaser/Decrease\n Features: 3\" to 4\" together Attach 4\" ducting to 3\" exhaust collar\n "}, {"role": "assistant", "content": "7.24"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: HQRP Bearing and Seal Kit compatible with Whirlpool GHW9300PW3 GHW9300PW4 GHW9400PL0 GHW9400PL1 GHW9400PL2 GHW9400PL3 Front Load Washer Tub\n Description: Compatible with Whirlpool GHW9300PW3 GHW9300PW4 GHW9400PL0 GHW9400PL1 GHW9400PL2 GHW9400PL3. This kit includes three bearings and one seal used to fix front load washing machines with tub part numbers W10253864 AP4426951 8181666 8181912 W10772618 W10253855 8182284 W10772617 W10157909 W10250763. Disclaimer: This is not an Original Equipment Manufacturer (OEM) product, HQRP branded product is a replacement. All brand names and logos are registered trademarks of their respective owners. Any use of the brand names or model designations for this product are made solely for purposes of demonstrating compatibility.\n Features: HQRP\u00ae Replacement Bearing and Seal Kit; Kit Includes Three Bearings And One Seal; Compatible with # W10253864 AP4426951 8181666 8181912 W10772618 W10253855 8182284 W10772617 W10157909 W10250763; 200 days warranty!\n "}, {"role": "assistant", "content": "17.91"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Whirlpool Y303836 Dryer Blower Wheel Genuine Original Equipment Manufacturer (OEM) Part\n Description: OEM Factory Part. Y303836\n Features: Appliance Part Y303836\n "}, {"role": "assistant", "content": "9.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: KEURIG B40 Water Reservoir Lip Cover\n Description: WE ARE THE SPECIAL KEURIG PARTS SELLER. ALL PARTS ARE ORIGINAL. SHIP WITH BULK PACKAGE. Available color: BLACK and RED.\n Features: original keurig parts.\n "}, {"role": "assistant", "content": "29.18"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ERP 0 Exact Replacement Parts ERB44X10009 Bake Element 2585/1940 Watts, 240/208 Volts\n Description: Product Description Generic Erb44x10009 Bake Element; 2,585 watts; 240 voltage maximum, .25 make terminals; Ge Wb44x10009. From the Manufacturer Generic Erb44x10009 Bake Element; 2,585 watts; 240 voltage maximum, .25 make terminals; Ge Wb44x10009\n Features: Bake Element 2585/1940 Watts, 240/208 Volts | Bake element replaces GE WB44X10009 | 2585/1940 Watts | 240/208 Volts | This is manufactured in China 2,585 watts 240volts, .25 make terminals Ge Wb44x10009 .25\" Male Terminals\n "}, {"role": "assistant", "content": "33.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Canamax Premium W10542314 Dishwasher Door Gasket with Strike - Exact Fit for Whirlpool Kenmore Maytag Amana Dishwashers - Replaces AP5650274, 2409202, W10542314, 8268888, W10284090\n Description: SPECIFICATIONS W10542314 Dishwasher Door Gasket with Strike - Black This one-piece door gasket provides a water-tight seal between the tub and the door, to keep water from leaking out of your dishwasher. If your dishwasher is leaking, tears or there are gaps in your gasket, you may need to replace the door gasket. This black door gasket is made of rubber, includes a new latch strike plate for the door latch, and is a genuine OEM part. Replaces part numbers : AP5650274, 2409202, W10542314, 8268888, W10284090, W10300589, W10350162, W10542314VP Works with most top name brands : Whirlpool, Kenmore, Maytag, Amana. Fixes the following symptoms : Leaking Not cleaning dishes properly Door latch failure Count on our W10542314 Dishwasher Door Gasket with Strike for an unrivaled mix of durability, convenient functionality, and great value for money. Click \u2018Add to Cart' now! The Whirlpool's brand names and logos are the registered trademarks of their respective owners. Any"}, {"role": "assistant", "content": "10.49"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO W10117655 Pust To Start Switch for Whirlpool Dryer 1448106 AH1491565 EA1491565 PS1491565\n Description: ForeverPRO Dryer Pust To Start Switch Part Number W10117655 replaces 1448106 AH1491565 EA1491565 PS1491565Fits Whirlpool Dryer. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with 7MMEDC300DW0 7MMEDC300DW1 7MMGDC300DW0 7MMGDC300DW1 7MMGDC300DW2 7MMGDC300DW3 7MMGDC300YW0 7MMGDC300YW1 7MMGDC300YW3 7MMGDC410AW0 7MMGDC410AW2 7MWGD1602AW0 7MWGD1730YW1 7MWGD1730YW3 CED137SBW0 C"}, {"role": "assistant", "content": "29.2"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EvertechPRO WD35X21038 Lower Rack Wheel Kit Replacement for GE Appliance\n Description: EvertechPRO Appliance Replacement Lower Rack Wheel Kit This is not a GE OEM product. Fits GE Appliance. Compatible with 4071120 4071520 4071620 ADW1000K00BB ADW1000K00WW ADW1100N00BB ADW1100N00BB ADW1100N00WW ADW1100N00WW ADW1100N10BB ADW1100N10BB ADW1100N10WW ADW1100N10WW ADW1100N15BB ADW1100N15WW ADW1100N20BB ADW1100N20WW ADW1100N30BB ADW1100N30WW ADW1100N35BB ADW1100N35WW EDW2050F02CC EDW3000G01BB EDW3000G01CC EDW3000G01WW EDW3000G02BB EDW3000G02CC EDW3000G02WW EDW3000G03BB EDW3000G03CC EDW3000G03WW EDW3060G02SS EDW3060G03SS EDW4000G00BB EDW4000G00CC EDW4000G00WW"}, {"role": "assistant", "content": "7.59"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: French Press Replacement Cafetiere Filter Mesh Screen Coffee French Press Filters 4 Inch Stainless Steel Reusable Mesh Filter for 8 Cup/ 34 OZ/ 1000 ml Coffee Tea Makers (6 Packs)\n Description: Features: They could fit well in most 8-cup coffee press machines. Woven stainless steel material, doubled over edges and sturdy twill mesh designed for a nice filtration experience. Sufficient quantity provides your with filters for tea and coffee separatedly. No more mixed terrible taste. Specifications: Material: stainless steel Size (approx.): French press filter's diameter: 3.95 inches Hole: 0.32 inches Package includes: 6 x French press replacement filter screen\n Features: Good filtration quality: the filter uses a 100-count fine mesh screen, easily filtering out coffee grounds or loose tea, leaving you with a cup of pure and tasty coffee/ tea Highly compatible: with exquisite workmanship and proper size, the coffee press filters fit most 8-cup (34 oz) coffee press machines, sparing your efforts to look around for the right mesh Package content: 6 packs french press replacement filters, each measures approximately 4 inches in diameter with tightly folded edges, it's recommended to frequent replace your coffee filter parts for the freshest tasting beverages Durable material: the fine mesh screen is made of quality stainless steel, which is anti-rust and washable, and the double layered"}, {"role": "assistant", "content": "6.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Mountain Plumbing 953BRS Waste Disposer Air Switch, Brushed Stainless\n Description: From the Manufacturer Mountain Plumbing Products was founded in 1997 in partnership with Scotland-based McAlpine and Company Ltd., the well-known and well-respected leader in high-quality plumbing products manufacture, serving the United Kingdom and European markets. Our first year\u2019s offering included kitchen accessories, decorative sink strainers and disposer flanges. Since this modest start, Mountain Plumbing has consistently expanded its product offerings and finish selections to offer our customers the finest selection of quality designer kitchen and bath accessories. The hallmark of Mountain Plumbing\u2019s success: combining quality with innovative products that add beauty and value to your home\n Features: Safer than electric switch UL listed Other finishes available Works with any plug-in disposer Brushed stainless\n "}, {"role": "assistant", "content": "94.4"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Dundas Jafine EXWTZW Bathroom Fan Vent Kit with, Wall Style, 4 inch x 5' Vinyl Duct\n Description: Pro Vent bathroom fan and utility wall vent kit. Complete kit for through-the-wall vent installation. Ideal for use with either a 3\" or 4\" fan outlet. Kit includes: (1) 4\" white Pro Vent louvered vent hood (paintable), with an 11\" metal tailpiece, (1) 4\" x 5' white flexible vinyl duct, 2 plastic clamps, and 1-piece of 1\" thick adapter foam for 3\" to 4\" installations. Not recommended for dryer use. Retail box.\n Features: Braided Stainless Steel Wrapped Around Reinforced Braided Pvc With Brass Hex Connector Nuts Package length: 5.0\" Package Width: 10.0\" Package Height: 4.0\"\n "}, {"role": "assistant", "content": "22.83"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: SGF-MSWF Rx Pharmaceutical Replacement water filter for GE MSWF, MSWF3PK, MSWFDS,EFF-6022A,101820A by Swift Green Filters (1pack)\n Description: The GE MSWF, 101820A and EFF-6022A most compatible best in class and technology replacement refrigerator water filter by Internationally Certified Swift Green Filter SGF-MSWF Rx.Swift Rx will deliver fresh, clean, and great tasting water and ice cubes. Designed with technology using recycled coconut shells that create an internal carbon filter with up to 50% more filtering pores. The result is safe and clean drinking water that has eliminated contaminants and impurities that may have been present.\n Features: Industry certificated to meet NSF / ANSI 42 or 401 standard, Swift Green Rx using advance scientific purification process reduces chemicals, including pharmaceuticals, Volatile organic compounds (VOC), Chlorine Taste & Odor (CTO), pesticides, waterborne parasites, lead, Cyst mercury, asbestos, chlorlne and other industrial chemicals Made in the U.S.A using ONLY certified NSF/ ANSI lab tested raw material for its quality & performance. \u201c100% Guarantee for Highest Preformance in its class and Capacity in the Industry\u201d. Buy with confidence. Our Raw Material are BPA, Lead, Arsenic free Our mission is to Save Health !! Great alternative to expensive refrigerator branded filters. Does"}, {"role": "assistant", "content": "25.76"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Gas Range Oven Stove Ignitor Igniter Fits Kenmore K1321263\n Description: This is a Brand New Oven/Stove Replacement Ignitor\n Features: This is a Brand New Oven/Stove Replacement Ignitor Univeral Design and Easy Installation Make this a Top Qualty Replacement Part!\n "}, {"role": "assistant", "content": "36.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Cotton Flower Magnet Cover Dishwasher Stickers White Cotton Vase Panel Decal Dragonflies Cross Dishwasher Magnetic Refrigerator Decal Fridge Door Kitchen Home Appliance Decor Vinyl 23Wx26H INCH\n Description: The Cotton Vases Dragonflies Trust In The Love With All Your Heart Desiging Dishwasher Magnet Cover Sticker adds a touch of real beauty to your plain looking dishwasher,it\u2019s a Magnet Art, adds style with a cozy feeling. It would be pretty on anything you placed it on, absolutely love it. It Made of High Quality Self-Adhesive PVC and PET Film and Magnet. Multi-functional Features,such as Heat resistant, Waterproof, Scratch, and Tear Resistant.These Stickers hide scratches, dents, or other unsightly marks.With a smooth surface that is environmentally\u00a0safe,easy to remove with no sticky residue.The cover can be used on dishwasher door,fridge door and any metal home Appliance surface with magnetism. Two Sizes for select: S: 23x17inch (58.5x43cm) M: 23X26inch (58.5x66cm) Warm tips: 1.The sticker is a magnetic sticker, pls make sure your dishwasher door is magnetic. 2. Please confirm the size of the dishwasher before buying and whether it is magnetic. 3. Due to the inconsistent calibration of the monitor, the colors on the computer monitor may be slightly different.\n Features: Material:High"}, {"role": "assistant", "content": "39.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Universal Dishwasher Silverware Basket Replacement WD28X10128 Dishwasher Utensil Silverware Basket, Compatible with Part No. AH959351, EA959351, PS959351, WD28X10127, WD28X10132\n Description: WD28X10128 Dishwasher Silverware Basket. Pls note this is not an OEM product. The brand names are used to indicate compatibility.\n Features: Replaces Part Numbers: WD28X10128, AP3772889, 1088673, AH959351, EA959351, PS959351, WD28X10127, WD28X10132, B00MOCCSFW. With three center square pockets and two corner pockets, this dishwasher under rack silverware basket has plenty of room for smaller silverware. Make sure fit for yours before ordering.\n "}, {"role": "assistant", "content": "20.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Kenmore Elite Lg MJU62070602 Refrigerator Water Tubing Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! Water tubing MJU62070602 is an original equipment manufacturer (OEM) part that fits some Kenmore, Kenmore Elite and LG refrigerators. Water tubing MJU62070602 supplies water to refrigerator components that require water such as the ice maker and water dispenser. Replaces original refrigerator water tubing part numbers 5210JA3004U, 5210JA3029U, MJU62070601 and MJU62070606. Fits some Kenmore and Kenmore Elite 795-series refrigerators. Also fits some LG refrigerators in these series: LFD, LFX, LMX, LRFD, LRSC and LSC. For Kenmore Elite, Lg, & Kenmore.\n Features: This part is compatible with models including; 79578743800,79578743801,LMX25984SB/00,79571016012,79578502802,79571016011,79578502800,79571016010,79578502803,LFX31935ST/02,79578502804,LFX31935ST/01,79571039011,79572069313,79578743802,79571039010,79572022110,79572069315,795"}, {"role": "assistant", "content": "13.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: American Metal Filter AMRHF0610 Washable OEM Grease Filter for Broan, Jenn Air and Whirlpool\n Description: Product Description RHF0610 - Aluminum mesh grease filter for range hoods and microwave ovens, 6-7/8\" x 15-9/16\", made in USA, wash and reuse, replace every 12 months, Replaces many OEM brands. From the Manufacturer The American Metal Filter AMRHF0610 Grease Filter contains an aluminum foil pad between (2) pieces of expanded aluminum. Length and width +- 1/16-inch and thickness +- 1/8-inch. This washable aluminum filter is used in ducted range hoods and microwave ovens to help remove grease particulate from the air. Wash the filter as often as required to prevent grease build up\u00a0and a resultant decrease in air flow. Soak in a solution of hot water and degreaser for 10-20 minutes. Agitate gently to remove loosened grease. A\u00a0residue of grease on the filter after washing is acceptable as this helps retain grease. Replace approximately every 6-months to improve air circulation and quality. This OEM part replaces Broan 99010242, Jenn Air 715290 and Whirlpool 71002111.\n Features: Aluminum grease filter for use in ducted range hoods and microwave ovens Length and width +- 1/16-inch and thickness +- "}, {"role": "assistant", "content": "8.97"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Edgewater Parts WR23X21444, W11396033, AP6026776 Light Switch Compatible With Whirlpool, GE Refrigerator (Fits Models: GSE, GSF, GSH, GSL, GSS)\n Description: \u2705 Fits Models: GSE22ESHB SS , GSE22ESHC SS , GSE22ESHD SS , GSE22ETHB BB , GSE22ETHB CC , GSE22ETHB WW , GSE22ETHC BB , GSE22ETHC CC , GSE22ETHC WW , GSE22ETHD BB , GSE22ETHD CC , GSE22ETHD WW , GSE25ESHB SS , GSE25ESHC SS , GSE25ESHD SS , GSE25ETHB BB , GSE25ETHB CC , GSE25ETHB WW , GSE25ETHC BB , GSE25ETHC CC , GSE25ETHC WW , GSE25ETHD BB , GSE25ETHD CC , GSE25ETHD WW , GSF25JGDCBB , GSF25JGDCWW , GSF25JGDD BB , GSF25JGDD WW , GSF25JGDE BB , GSF25JGDE WW , GSF25JGDF WW , GSF25JGDS WW , GSH22JGDCBB , GSH22"}, {"role": "assistant", "content": "8.65"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Replacement for KitchenAid KFCP22EXMP4 Refrigerator Water Filter - Compatible with KitchenAid 4396395 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for UKF8001 Filter\n "}, {"role": "assistant", "content": "10.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO W10240947 Valve for Whirlpool Range PS11750890 W10240947\n Description: ForeverPRO Range Valve Part Number WPW10240947 replaces PS11750890 W10240947Fits Whirlpool Range. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with MVWX600BW0 WTW5840BC0 WTW5840BW0\n Features: \u2705 Easy to Install - Made Exactly to Fit For Most Top Brand Ranges \u2705 No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns \u2705 PRO Grade Premium Valve - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging \u2705 ForeverPRO Range Valve Part Number WPW10240947 replaces PS11750890 W10240947 \u2705 Check Description for Model Compatibility. Compatible With Most Whirlpool Ranges including MVWX600BW0 WTW5840BC0 WTW5840BW0 Compatible with Whirlpool Maytag KitchenAid Jenn-Air"}, {"role": "assistant", "content": "24.98"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WB2X3468 Neon Lamp\n Description: This is an O.E.M. Authorized part . This is an authorized aftermarket product. Fits with various WB2X3468 brand models.\n Features: This is an O.E.M. Authorized part This is an authorized aftermarket product Fits with various WB2X3468 brand models\n "}, {"role": "assistant", "content": "15.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 4391960 Heating Element Replacement for Whirlpool LE5650XMW0 - Compatible with WP4391960 696579 Dryer Element\n Description: UpStart Components Replacement 4391960 Heating Element for Whirlpool LE5650XMW0Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement 4391960 Heating Element for Whirlpool LE5650XMW0 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible WP4391960 696579 Dryer Element for Part Number WP4391960, AP6009347, 4391960, 2013, 279218, 279247, 279248, 279410, 279411, 279455, 279598, 279698, 337378, 337430, 339655, 340468, 348775, 349542,"}, {"role": "assistant", "content": "26.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DD62-00084A Dishwasher Water Inlet Valve Replacement for Samsung DW80J3020US/AA (0000) - Compatible with DD62-00084A Inlet Valve\n Description: UpStart Components Replacement DD62-00084A Dishwasher Water Inlet Valve for Samsung DW80J3020US/AA (0000)Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement DD62-00084A Dishwasher Water Inlet Valve for Samsung DW80J3020US/AA (0000) Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible DD62-00084A Inlet Valve for Part Number DD62-00084A, AP5178218, 2692215, PS4222448\n "}, {"role": "assistant", "content": "26.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO Certified DA29-00003G Refrigerator Water Filter Pack of 3 for Samsung DA29-00003G, Aqua-Pure Plus DA29-00003B, HAFCU1, DA29-00003A, HAFCU1 Filter, RSG257AARS\n Description: ForeverPRO Refrigerator Water Filter Part Number DA29-00003G replaces HAFCU1/XAA DA29-00003G DA29-00003B RSG257AARS RFG237AARS DA29-00003F HAFCU1 RFG297AARS RS22HDHPNSR WSS-1 WFC2201 DA97-06317A RF267AERS HAFIN2 DA29-00003A RF268ABRS DA61-00159 DA29-00003D HAFCU1/XAA HAFIN2/EXP DA29-00003 DA29-00003A-B DA61-00159A DA61-00159A-B DA61-159 AP4444333 Aqua Fresh WF289 Clear Choice CLCH103 Crystala Filters CF6 Dista DWF-11 HDX FMS-1Fits Samsung Refrigerator. This is not a Samsung OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product"}, {"role": "assistant", "content": "14.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: General Electric WX09X10012 3 Wire 50amp Range Cord, 6-Feet\n Description: Product Description 3-wire, 6-ft., 50-amp cord. Works with most electric ranges with a 3-prong outlet box. Molded-on, right angle plug keeps cord close to wall. Ring terminals allow for easy hook-up. Includes cord clamp to relieve strain on terminals. From the Manufacturer 3-wire, 6-ft., 50-amp cord. Works with most electric ranges with a 3-prong outlet box. Molded-on, right angle plug keeps cord close to wall. Ring terminals allow for easy hook-up. Includes cord clamp to relieve strain on terminals.\n Features: 3-wire, 6-ft., 50-amp cord Works with most electric ranges with a 3-prong outlet box Molded-on, right angle plug keeps cord close to wall Ring terminals allow for easy hook-up Includes cord clamp to relieve strain on terminals\n "}, {"role": "assistant", "content": "27.13"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 242253002 Frigidare Water Valve\n Description: Product Description Is your refrigerator not keeping your food as cool as you need? The issue may be with the water inlet valve. This new valve for the refrigerator is a genuine replacement part that is perfect to replace the faulty inlet valve in a variety of fridges. The valve will help you keep the ideal amount of water running through your fridge to make sure that it functions ideally. From the Manufacturer This is a genuine replacement part. The model number and name for the following item is: Frigidaire 242253002 Water Valve\n Features: RECOMMENDED USE: Replacement water inlet valve for a fridge GENUINE REPLACEMENT PART: Made specifically to be compatible with Frigidaire and Electrolux refrigerators PART #: 242253002; made to replace 242102201 COMPATIBILITY: Ensure replacement part is compatible with your kitchen appliance before purchasing INSTALLATION: Follow installation instructions to ensure proper fit and function of this appliance part; do not force fit into appliance\n "}, {"role": "assistant", "content": "135.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ApplianPar Oven Range Burner Control Knob Assembly AEZ73453509 for LG Kenmore Stove Switch Replaces AEZ72909008 AP5669773 2347547 PS7321756 5Pcs\n Description: Package includes: 5 x Oven Range Stove Knob Assembly\n Features: Fit for LG LDG3011ST, LDG3031ST, LDG3035ST, LDG3036ST, LDG3036ST (01), LDG3037ST, LRG3091ST, LRG3093ST, LRG3095ST, LRG3097ST, LDG3036ST/00, LDG3036ST/01, LDG3037ST/00, LRG3083ST/00, LRG3085ST/00, LRG3091ST/00, LRG3093ST/00, LRG3093ST/02, LRG3095ST/00, LRG3095ST/01, LRG3095ST/02 GAS RANGE. Fit for LG LDG3015ST, LDG3016ST, LDG3016ST/00, LDG3017ST/00, LRG3097ST/00 GAS RANGE DOUBLE OVEN. Replace part numbers: AEZ73453509, AP5669773, AEZ73453508, AE"}, {"role": "assistant", "content": "23.55"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 8066184 Dryer Motor Pulley for Maytag, Whirlpool, 3394341 AP6011686 1200324 PS11744884 WP8066184 EAP11744884\n Description: Fitment: Replaces Whirlpool, Maytag, KitchenAid, Jenn-Air, Amana, Magic Chef, Admiral, Norge, Roper, and othersReplace Part number: AP6011686, PS11744884, 8066184, 8578565, 3389627, 3394341, 3401143, 694871, W10290531, W10299847, W10402909The Compatibility Is Just For Reference. Please Compare The Part Number With Your Original One Before Purchasing!Note:1.We provide clear pictures, measurements where possible. Please check as much as possible to make sure the item is the one that you need.2.Please allow 0.5-1 inch difference due to manual measurement.(1inch=2.54cm)3.There Are No Instructions Included In This Kit.Professional Installation Is Highly Recommended!4.The color of the actual items may slightly different from the listing images due to different computer screen, thanks for your understanding.\n Features: Brand new dryer motor pulley [Ideal Replacement]: Want new 8066184 Motor Pulley that matches the original. This replacement motor pulley was specifically designed to look and function the same as the"}, {"role": "assistant", "content": "15.5"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 240338001 Door Bin for Refrigerator\n Description: Product Description This is a genuine replacement part. The model number and name for the following item is: Frigidaire 240338001 Door Bin for Refrigerator From the Manufacturer Frigidaire 240338001 Door Bin for Refrigerator. Works with the following model: Frigidaire 57-2707-10-02, Frigidaire 30-2251-00-01, Frigidaire 30-2251-23-01, Frigidaire 57-2707-10-01. Genuine replacement part.\n Features: Works with the following model: Frigidaire 57-2707-10-02 Works with the following model: Frigidaire 30-2251-00-01 Works with the following model: Frigidaire 30-2251-23-01 Works with the following model: Frigidaire 57-2707-10-01 Genuine replacement part\n "}, {"role": "assistant", "content": "39.1"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Refrigerator Capacitor for Frigidaire, Electrolux AP4315853 PS2333670 5304464438\n Description: Brand new refrigerator capacitor, replaces Frigidaire and other Electrolux brands, 5304464438.\n Features: Replaces part numbers: AP4315853, 218909913, 1381223, 216236200, 216236300, 216985003, 218719201, 218909901, 3015552, 3017761, 3091424, 5303289028, 5303310070, AH2333670, EA2333670, F000300399, F300399, PS2333670 Non-OEM replacement part\n "}, {"role": "assistant", "content": "17.02"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 811195 805328 Hood Knob Ventilation Hood Knob 805328 KIP5D44 5D44 compatible with Sub-Zero Wolf\n Description: \u2705 Edgewater Parts 811195, 805328 Ventilation Hood Knob P1363418 P1423418 PL342212 PL402212 PL462212 PL522212 PL582212 W482718 1543418 1663418 l282212I PW302210 PW362210 PW422210 PW482210 PW302418 PW3642418 PW422418 PW302718 PW362718 PW422718 PW482418 PW542418 PW602418 PW662418 PW482718 PW542718 PW602718 PW662718 PWC362418 PWC422418 PWC482418 PWC542418 W302210I W362210I W362210 W422210 W482210 W302418 W302718 W362418 W422418 W362718 W422718 W482418 W542418 W602418 W662418 W542718 W602718 W662718 L342212 W402212 L462212 L522212 L582212\n Features: \u2705 Edgewater Parts 811195, 805328 Ventilation Hood Knob Compatible With Sub Zero Range \u2705 1 Year Warranty \u2705 MONEY-BACK GUARANTEE - For Any Reason You're Not Completely Satisfied, You Can Ask For A Replacement Or Full"}, {"role": "assistant", "content": "6.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: RDEXP 10.03x2.55inch 2206670B Plastic Original Refrigerator Overflow Grille for 2206670B WP2206670B AP6006547\n Description: Specifications: Material: Plastic Color: Black Brand name: RDEXP Size: 25.5x6.5cm/10.03x2.55inch(LxW) Weight: 57 g Features: 1.Replaces part numbers 2206670B, WP2206670B, AP6006547, W10171993, PS11739623, W10189532, W10323446, WP2206670BVP. 2.Model number is 2206670B, please confirm whether the machine model matches before purchase. 3.Perfect replacement part,pull the existing dispenser overflow grille out and drop the new into place.4.Applicable brand:replacement for Whirlpool,replacement for KitchenAid,replacement for Kenmore,replacement for Maytag,replacement for Amana,replacement for Amana,replacement for Inglis,replacement for Roper. Package include: 1 x Refrigerator Overflow Grilles Each item with a unique Manufacturing Part Number label on the inner package to confirm it is the qualify checked and genuine item sold from our store,when you have any questions,please provide us the MPN label first.\n Features: Replaces part numbers"}, {"role": "assistant", "content": "7.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Samsung DC61-01215B Tension Spring\n Description: This is an O.E.M. Authorized part. Fits with various Samsung brand models. OEM part # DC61-01215B. This product is manufactured in south Korea.\n Features: This is an O.E.M. Authorized part Fits with various Samsung brand models OEM part # DC61-01215B This is a Samsung replacement part Part Number DC61-01215B This is an O.E.M. part\n "}, {"role": "assistant", "content": "7.36"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO 318242221 Knob for Electrolux Cooktop (AP3960421) 1197681 AH1529034 EA1529034\n Description: ForeverPRO Cooktop Knob Part Number 318242221 (AP3960421) replaces 1197681 AH1529034 EA1529034 PS1529034Fits Electrolux Cooktop. Compatible with Electrolux Frigidaire Gibson Kelvinator Westinghouse and others This is not a Electrolux OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with E36GC70FSS1 E36GC70FSS2\n Features: \u2705 Easy to Install - Made Exactly to Fit For Most Top Brand Cooktops \u2705 No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns \u2705 PRO Grade Premium Knob - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging \u2705 ForeverPRO Cooktop Knob Part Number 318242221 (AP3960421) replaces 1197681 AH1529034 EA1529034"}, {"role": "assistant", "content": "81.4"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Samsung DA97-15560A Assy Guard-REF Right\n Description: Samsung DA97-15560A assy guard-ref right\n Features: This Is An O.E.M. Authorized Part Fits With Various Samsung Brand Models Oem Part # Da97-15560A Country Of Origin: Korea, Republic Of (South)\n "}, {"role": "assistant", "content": "80.97"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: SAMSUNG DA63-02183A Refrigerator Ice Maker Thermostat Cover Genuine Original Equipment Manufacturer (OEM) Part White\n Description: Samsung DA63-02183A Refrigerator Ice Maker Thermostat Cover\n Features: Ice maker thermostat cover DA63-02183A shields the ice maker thermostat Genuine Original Equipment Manufacturer (OEM) part. Compatible Brands: Samsung This ice maker thermostat cover (part number DA63-02183A) is for refrigerators Safely store any food that could deteriorate while the power is off and unplug the refrigerator before installing this part\n "}, {"role": "assistant", "content": "8.1"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Pack of 16 Compatible with GE WB2K101 Gas Range Burner Grate Feet, Rubber, Foot for General Electric WB02T10461 AP2622260 PS241358 By Wadoy\n Description: 16 pack of Replacement Gas Range Rubber Feet Compatible with GE WB2K101 FEATURES: - Compatible with following: General Electric, Kenmore. Replace WB2K101 AP2622260 PS241358 WB02T10461 - Direct replacement for a proper fit, easy to install. Our grate rubber is a direct replacement for the Cooktop on your Kitchen - Fits in a 3/16\" hole - Made entirely of rubber WHERE IS IT INSTALL? - The grate foot pad attaches to the bottom of the burner grate to prevent the cooktop from being scratched. WHY DO YOU NEED TO REPLACE GAS RANGE RUBBER FEET? - It protects the stove top by cushioning the grate on your gas range. Over time, these feet may crack or deteriorate, and you will need to replace them. WARM TIPS: - Before beginning this repair, ensure that the surface is cool to the touch. REFUND POLICY: Generic Aftermarket Parts - 30 Day Money Back Guarantee.\u00a0If the products are damaged in transit, or defect products, we will provide free return policy. The product is not sponsored or endorsed by ,or affiliated with the brands it fit ,including GE, General Electric,"}, {"role": "assistant", "content": "8.56"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Tower Manufacturing 30438003-01 15' In-Line GFCI w/Flying Leads\n Description: Tower's 15 ft. In-line GFCI with flying leads Model 30438003 is a GFCI with 15 feet 14/3 flying leads. Ideal for adding or replacing GFCI protection to electrical applications that are used outdoors or wet locations. This light weight, portable GFCI is ready to be wired to your device. The bright \"Red\" light indicates when the power is \"ON\". The TEST and RESET buttons allow for periodic testing. Specifications: - Class \u201cA\u201d people protection GFCI - Rated for 125 volt, 15 amp use - 1875 watts, 60 Hz - LED Power \u201cON\u201d indicator - Open neutral and ground neutral protection - Operating temperature range: -35\u00b0 C to 66\u00b0 C - Impact-resistant case Popular Applications: - Hot tub replacement cord - Spa replacement cord\n Features: 14/3 AWG SJTW cord Trip level 4-6 Ma. Trip response time: less than 25mS UL listed & UL listed to Canadian Safety Standards Automatic reset UL rainproof rated for outdoor use\n "}, {"role": "assistant", "content": "49.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Silverware Basket WPW10473836 PS8759368 W10473836 for Whirlpool Dishwasher\n Description: Replaces the following part numbers:W10473836, W10195723, 3020617, PS8759368, W10195722\n Features: Silverware Basket WPW10473836 PS8759368 W10473836 for Whirlpool Dishwasher\n "}, {"role": "assistant", "content": "72.98"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Delonghi 5532110300 Water Test Strip\n Description: This is an authorized aftermarket product. Fits with various delonghi brand models. It has a oem part # 5532110300.\n Features: This Is An O.E.M. Authorized Part Fits With Various Delonghi Brand Models Oem Part # 5532110300 Brand Name: Delonghi\n "}, {"role": "assistant", "content": "6.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GENUINE Whirlpool 4393849 Support Cap\n Description: Product Description This is a Genuine Replacement Part, The Model Number and Name for The Following Item: Whirlpool (WHIRA) 4393849 Support Cap. From the Manufacturer This is a Genuine Replacement Part,The Model Number and Name for The Following Item:Whirlpool (WHIRA) 4393849 Support Cap\n Features: Whirlpool (WHIRA) Genuine Replacement Part Refrigerator-replacement-parts\n "}, {"role": "assistant", "content": "6.25"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EXPW10536347 Drain Pump (Replaces W10536347 AP5650269 2392433 8542672 PS5136124 W10049390 W10155921 W10217134 ) For Whirlpool, Maytag\n Description: Washer Drain Pump Replaces W10536347, 2392433, 8542672, W10049390, W10155921, W10217134, W10281682, AP5650269, PS5136124\n Features: Washer Drain Pump Replaces W10536347, 2392433, 8542672, W10049390, W10155921, W10217134, W10281682, AP5650269, PS5136124 Quality Replacement parts by XPARTCO Fits OEM Standards! Guaranteed to Exceed OEM Requirements! In stock, Ships Fast\n "}, {"role": "assistant", "content": "56.9"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Beitiny Egg Holder for Refrigerator, Egg Storage Container Clear Plastic Fridge Egg Organizer with 2 Drawers, 40 Grid\n Description: Specification : - Material: plastic - Color: clear - Product Size: 10.43 x 8.46 x 6.49 inch Package Included : 1 x Beitiny Egg Container for Refrigerator(Not Include Eggs)\n Features: Egg Organizer for Refrigerator: made of food-grade plastic, dustproof and eco-friendly; easy to clean with a sponge or wet cloth, not suitable for dishwasher. Egg Holder with 2 Drawers: measures 10.43 x 8.46 x 6.49 inch, holds up to 40 eggs, each layer holds 20 eggs, Egg Groove Design well protects your eggs against getting crushed or smashed. Clear Egg Holder for Fridge: clear design offers you an open view of the displayed eggs, perfect for fridge, freezer, pantry, refrigerator, kitchen cabinets, and countertop. Plastic Egg Holder: the drawers are easy to open and close with the smooth glide track design, easy for you to neatly organize your refrigerator without any loose eggs or flimsy egg cartons. Customer Service: simply ask us for the online service if there are any questions about our egg storage container, we will solve your problem within 24 hours.\n "}, {"role": "assistant", "content": "18.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: American Range R14020 Bake Oven Arrob/Arrsb Burner\n Description: Product Description R14020, BURNER, BAKE OVEN ARROB/ARRSB. American Range Genuine OEM replacement part. American Range provides high quality restaurant and hotel ranges and other professional kitchen products. Use genuine OEM parts for safety reliability and performance. From the Manufacturer R14020, BURNER, BAKE OVEN ARROB/ARRSB. American Range Genuine OEM replacement part. American Range provides high quality restaurant and hotel ranges and other professional kitchen products. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine OEM replacement part American Range provides high quality restaurant and hotel ranges and other professional kitchen products Use genuine OEM parts for safety reliability and performance Country of Origin: UNITED STATES\n "}, {"role": "assistant", "content": "44.43"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Smooth Top Range Stove Burner for General Electric GE Hotpoint WB30T10047\n Description: Part Number WB30T10047 (AP2027789) replaces 770141, AH243905, EA243905, PS243905, WB30K5033, WB30T10006.\n Features: Part Number WB30T10047 (AP2027789) replaces 770141, AH243905, EA243905, PS243905, WB30K5033, WB30T10006.\n "}, {"role": "assistant", "content": "93.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Prtst 502-111A BEVERAGE AIR 502-111A Control - Temperature\n Description: Product Description 502-111A, CONTROL - TEMPERATURE. Beverage Air Genuine OEM replacement part. Beverage Air offers industry leading quality in commercial refrigeration equipment designed for the food service industry. Use genuine OEM parts for safety reliability and performance. From the Manufacturer 502-111A, CONTROL - TEMPERATURE. Beverage Air Genuine OEM replacement part. Beverage Air offers industry leading quality in commercial refrigeration equipment designed for the food service industry. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine Oem Replacement Part Beverage Air Offers Industry Leading Quality In Commercial Refrigeration Equipment Designed For The Food Service Industry Use Genuine Oem Parts For Safety Reliability And Performance From The Brand Name: Beverage Air\n "}, {"role": "assistant", "content": "74.78"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE MWF SmartWater Compatible By Best Choice Water Filters Certified Refrigerator Replacement Cartridge Fits MWFA, MWFP, GWF, GWFA, Kenmore 9991, 46-9991, 469991 (2-Pack)\n Description: Best Choice Water Filters will provide you with high quality drinking water and Ice for up to 6 months. Coconut carbon media reduces the many contaminants found in tap water. Reduces Class 1 particulates down to .52 microns. Designed to meet or exceed original equipment filtration standards. Filters have been tested to comply with NSF/ANSI standard 42 for the reduction of chlorine tastes and odors. Best Choice Filters offer Premium Certified and Tested Quality at a discounted price. Quality water you can count on for 6 months. Compatible with: GE MWF MWFA WSG-1 MWF-INT PL-100 EG-1 PG-MWF MWFP\n Features: Best Choice Water Filters Are A Healthier Choice For Less Money \u2014 OR YOUR MONEY BACK! Unconditional 100 percent money back guaranty! Easy installation and operation that has a 6 month and 300 Gallon Capacity REMOVES MORE DANGEROUS CONTAMINANTS \u2013 like lead, cysts, mercury, turbidity, benzene, rust & corrosion, dirt, sediment, chlorine taste and odor, silt, and turbidity PREMIUM BRAND THAT COST LESS \u2013 Designed to meet or exceed"}, {"role": "assistant", "content": "20.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Manitowoc Ice 000002106 Sump Trough\n Description: Product Description 000002106, Sump Trough, Manitowoc Beverage provides state of the art ice machines for the foodservice and beverage industry From the Manufacturer 000002106, Sump Trough, Manitowoc Beverage provides state of the art ice machines for the foodservice and beverage industry\n Features: Genuine OEM replacement part Manitowoc Beverage provides state of the art ice machines for the foodservice and beverage industry Use genuine OEM parts for safety reliability and performance\n "}, {"role": "assistant", "content": "113.36"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: HASMX 2 Pack Replacement Humidifier Filter Wick Filters for Bemis 1041 Aircare Essick Air Bemis CB41 Replacement Parts- 16-5/8\u201d x 9-7/8\u201d x 5\u201d\n Description: High Quality Humidifier Wick Filters for Bemis 1041 High Output Interwoven Filter Design Traps and Retains Mineral Deposits Natural and Clean Humidification - No White Dust Approximate Measurements: 16-5/8\u201d x 9-7/8\u201d x 5\u201d Package Includes: 2 X Humidifier Filter Wick for Bemis 1041 Replacement Every product from HASMX will enjoy 30 days Money-back and 18-Months worry-free warranty;\n Features: High Quality Humidifier Wick Filters for Bemis 1041 - High Output Interwoven Filter Design Natural and Clean Humidification - No White Dust Approximate Measurements: 16-5/8\u201d x 9-7/8\u201d x 5\u201d Package Includes: 2 X Humidifier Filter Wick for Bemis 1041 Replacement Every product from HASMX will enjoy 30 days Money-back and 18-Months worry-free warranty;\n "}, {"role": "assistant", "content": "62.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Waterfall Filter - Refrigerator Water Filter Compatible with GE MWF SmartWater Water Filter Cartridge\n Description: Waterfall Filter - Refrigerator Water Filter Compatible with GE MWF SmartWater Water Filter Cartridge\n Features: Refrigerator Water Filter Compatible with GE MWF SmartWater Water Filter Cartridge Compatible with GE MWF, GWF, GWFA, GWF01, GWF06, MWFA. Very easy to install with clear instructions. Works with a wide-range of GE models High Quality Waterfall Filter Brand Product\n "}, {"role": "assistant", "content": "24.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WB04T10086 Range Oven Door Gasket\n Description: The GE WB04T10086 is a genuine OEM Oven Door Gasket for Ranges that creates a seal between the oven door and the opening of the oven to prevent heat from escaping when the oven is closed. The WB04T10086 replaces the following part numbers: WB04T10001, WB4T10001. It is recommended that either the manufacturer of your appliance or the service manual for your appliance be referenced prior to selecting a part for replacment to insure that the correct part is purchased.\n Features: The GE WB04T10086 is a genuine OEM Oven Door Gasket for Ranges This GE Oven Door Gasket creates a seal between the oven door and the opening of the oven to prevent heat from escaping when the oven is closed The GE WB04T10086 can be applied to some Ranges of the following brands: GE, Kenmore, Kenmore Elite The WB04T10086 replaces the following part numbers: WB04T10001, WB4T10001 Have confidence when making repairs or servicing your appliances with genuine GE parts\n "}, {"role": "assistant", "content": "41.68"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: W10120998 Dryer Lint Screen Replacement for Whirlpool WED9150WW1 - Compatible with 8066170 Lint Screen Filter Catcher\n Description: UpStart Components Replacement W10120998 Dryer Lint Screen for Whirlpool WED9150WW1Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10120998 Dryer Lint Screen for Whirlpool WED9150WW1 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible 8066170 Lint Screen Filter Catcher for Part Number W10120998, AP3967919, 1206293, 3390721, 8066170, 8572268, AH1491676, EA1491676, PS1491676, W10049370, W10120998VP, W10178353, W10596627\n "}, {"role": "assistant", "content": "9.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Basket-Style Gold Tone Coffee Filters designed for Mr. Coffee 10-12 cup basket-style coffeemakers, 2 Pieces\n Description: Generic Basket-style gold tone permanent filter is compatible with most Mr Coffee 10-12 cup basket-style coffeemakers. No Retail Box. Bulk packaging.\n Features: High quality permanent coffee filters with solid bottom which fit Mr Coffee 10-12 cup basket-style coffeemakers Cleans easily under running water Reusable stainless-steel, golden-mesh filter helps conserve natural resources and protect environment. Dishwasher-safe\n "}, {"role": "assistant", "content": "7.9"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: shyness 51mm 2/4 Cups Filter Replacement Filter Basket for Coffee Bottomless Portafilter for Espresso Machine Parts\n Description: shyness :1. Pour hot water into the cup, and do not the relief valve.2. Pour coffee (recommended grinding) into the cup. the chopsticks or beans spoon to the .3. Slightly filter the filter paper, affixed to the filter and screw up the .4. Spin on the (to tighten the pressure will not leak out). Do not rotate the handle of the pot, then it is easy to spin.5. with a lamp or an alcohol stove. It is easy to the hot if you hot water.6. When coffee out, turn it into a small fire ('t let it rush out quickly).7. Then slowly boil the coffee.Colour:SilverMaterial:stainless steelSize:51mm Contents:1 x 2 Cup Filter Basket1 x 4 Cup Filter BasketMaintenance:1. first , wash and dry the funnel with white vinegar and water.2.When using, avoid collision with sharp objects, so as to avoid scratches.3. After using, wash with a little neutral or alkaline detergent, dry with a cloth, keep dry and clean.4.Avoid dry burning.Only the above content, other are not included.Note: Light and different displays may the color of the item in the a little different from"}, {"role": "assistant", "content": "7.58"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 241509402 Evaporator Fan Motor Replacement for Frigidaire EI23BC30KS3 Refrigerator - Compatible with 241509402 Evaporator Motor - UpStart Components Brand\n Description: UpStart Components Replacement 241509402 Evaporator Fan Motor for Frigidaire EI23BC30KS3 RefrigeratorPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement 241509402 Evaporator Fan Motor for Frigidaire EI23BC30KS3 Refrigerator Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Compatible 241509402 Evaporator Motor for Part Number 241509402, AP3958808, 1196443, 241509401, 7241509402, AH1526073, EA1526073, PS1526073\n "}, {"role": "assistant", "content": "15.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Delfield 1702474\n Description: Product Description 1702474, 27\" DOOR GASKET (4400 SERIES) 25.34 X 25.57 (TRIPLE DART). Delfield Genuine OEM replacement part. Delfield has over 50-years of industry experience and provides commercial foodservice equipment. Use genuine OEM parts for safety reliability and performance. From the Manufacturer 1702474, 27\" DOOR GASKET (4400 SERIES) 25.34 X 25.57 (TRIPLE DART). Delfield Genuine OEM replacement part. Delfield has over 50-years of industry experience and provides commercial foodservice equipment. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine OEM replacement part Delfield has over 50-years of industry experience and provides commercial foodservice equipment Use genuine OEM parts for safety reliability and performance\n "}, {"role": "assistant", "content": "40.49"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE Part Number WR30X10104 ASM ICE MAKER\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This ice maker assembly (part number WR30X10104) is for refrigerators. Ice maker assembly WR30X10104 contains the complete ice maker and housing. The assembly may include multiple parts; refer to your parts diagram for a complete list of parts included. Safely store any food that could deteriorate while the power is off and unplug the refrigerator when installing this part. Wear work gloves to protect your hands.\n Features: This part is compatible with models including; GFSF6KEXABB,GFSF6KEXACC,GFSF6KEXAWW,GFSL6KEXBLS,GFSL6KEXALS,GFSM6KEXBBG,GFSM6KEXABG,GFSF6KEXBBB,GFSF6KEXBCC,GFSF6KEXBWW,GFSS6KEXBSS,GFSS6KEXASS,GFSS6KIXBSS,GFSS6KIXASS Ice maker assembly WR30X10104 contains the complete ice maker and housing Genuine Original Equipment Manufacturer (OEM) part. Compatible Brands: Ge This ice maker assembly (part number WR30X10104) is for refrigerators The assembly may include multiple parts; refer to your parts diagram for a complete list of"}, {"role": "assistant", "content": "96.88"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GOLDTONE #2 Cone Style Pour Over Coffee Dripper, Portable Pour Over Coffee Filter BPA-Free (1-6 Cups) And Scoop\n Description: Introducing GOLDTONE\u2019s sturdy portable pour over coffee filter cone for all your manual coffee brewing desires! Our non breakable, solid pour over coffee filter is ideal for your kitchen, office, or camping and hiking adventures; Sporting a wide base with a flat bottom which allows maximum filter capacity, thus, brewing you a delicious gourmet cup of coffee! Made from BPA Free plastic, our coffee dripper is durable, easy to clean and will last a lifetime with proper care.\n Features: EASY TO USE: Set on top of you cup or mug, load the top with a #2 compatible filter, put in your coffee grounds and slowly pour hot or boiling water into the top - coffee will slowly drip through the three holes in the bottom until complete and ready to drink. PRACTICAL: Once you\u2019re done brewing your coffee, discard the coffee grounds, rinse your dripper, and allow it to dry. Our coffee dripper has a strong frame and a useful handle simulating a regular cup or mug, making an easy process for an intricate cup of coffee. SAFETY FIRST: Our BPA Free plastic does not absorb coffee odors or taste and will not transfer a plastic or chemical taste to your brew. CONVENIENT: Features a non-breakable and portable design for"}, {"role": "assistant", "content": "8.89"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: LG ADQ73233901 Filter Assembly, Air Cleaner\n Description: This is an authorized aftermarket product. Fits with various LG brand models. It has a oem part # ADQ73233901.\n Features: This Is An O.E.M. Authorized Part Fits With Various Lg Brand Models Oem Part Adq73233901 From The Brand Name: Lg\n "}, {"role": "assistant", "content": "24.53"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: EAGLEGGO Compatible Drum Belt for Maytag MDE5500AYW, Maytag MDE7057AYW, Maytag MDG9206AWW, Maytag MLE23MNFYW Dryer\n Description: How to install the drum belt Remove top panel. Remove the screws, push and lift the top off. Then see if you can correctly place the belt around the drum where it has wear marks as ridden there before. Then transfer the slack to the bottom motor area. Lift and route the belt around the tensioner and the grooved belt switch area. While holding back tension on the pulley, place the belt into the motor pulley . Release tensioner and rotate the drum slowly to the left so it will align belt routing and not jump track. Warming tips: Please make sure to check your original part to confirm that you are buying the correct product. Compatibility: Compatible with Samsung, Whirl-pool, May-tag, Crosley dryer. Replaces Part Number: 33002535, WP33002535, 33001777, 63700300, AP6007983, ER33002535, PS11741110, WP33002535VP, 341241, 8066065, 53-2910, 3394651, 695055, 31531589, 53-2671, 349533, 694088. Fit"}, {"role": "assistant", "content": "11.39"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Gxcdizx 1 Pc Refrigerator Compressor Start Relay and Capacitor W10613606 - Exact Fit for Whirlpool KitchenAid Kenmore fridges - Repl. W10416065, PS8746522, 67003186\n Description: Gxcdizx is a Brand of Aftermarket Automotive Part. As a Professional Provider of Auto Parts. We Maintain High Standards of Excellence and Strive for 100% Customer Satisfaction. W10613606 Compressor start relay and capacitor includes both the run capacitor and the start relay. The capacitor helps the compressor kick on and off while maintaining a constant temperature to keep things frozen in your freezer. The start relay boosts the compressor, and then shuts off as soon as the motor gets up to speed and the overload provides extra protection against excessive temperatures. Works with the following models: for Kenmore 59653463301, 59653463302, 59653464300, 59653464301, 59653464302 for Whirlpool EB9FVBLVS00, EB9FVBRVS00, EB9FVBXVB00, EB9FVBXVQ00 Replaces part numbers: 14217273, 67003186, 67003764, 67005560, 67005561, 67005562, 8171210, 8208290, 8208368, C8931605, W104160"}, {"role": "assistant", "content": "12.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 4 Pack 154174501 Dishwasher Wheels Bracket Assembly Replacement for Frigidaire Kenmore Tappan Gibson Westinghouse Dishwasher 154174401 5300809640 154294801 AP2135554 PS452448\n Description: 4 Pack 154174501 Dishwasher Wheels Bracket Assembly Replacement for Frigidaire Kenmore Tappan Gibson Westinghouse Dishwasher 154174401 5300809640 154294801 AP2135554 PS452448\n Features: Non-OEM Replacement Part Fits for most top name brands Frigidaire, Kenmore/Sears,Electrolux, manufactured dishwasher models, also including Gibson Kelvinator Tappan White Westinghouse . Replaces Part Numbers: 5300809640, 154174501, 154174502, 154294801, 3202777, 612977, AH452448, AP2135554, EA452448, PS452448. Package includes: 4 Pack Dishwasher Wheels & Bracket Assembly 154174501 RISK FREE - If you are not satisfied with the 154174501 Dishwasher Wheels Bracket Assembly for any reason,please contact us for a replacement or refund in the limited time.\n "}, {"role": "assistant", "content": "9.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Replacement Dryer Timer Knob WE1M964 for General Electric GTDP350GM1WS Dryer\n Description: Replacement Dryer Timer Knob WE1M964 for General Electric GTDP350GM1WS Dryer Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners.\n Features: Replacement part for 1811122, AP4980845, WE1M964 Replacement knob engineered to fit name brand appliances. Design features high-quality materials for superior durability and extended life. Simple installation lets you get back to your job in a flash. A cost-efficient solution to extend the life of your appliances in just a few easy steps. UpStart Components Brand. One Year Warranty\n "}, {"role": "assistant", "content": "5.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Melitta Cone Coffee Filters White No. 6 40 Count\n Description: Grocery\n Features: Melitta Super Premium Coffee Filters number 6 40 CT. 40 cone filters. Brews better tasting coffee. Fits all 10 cup non-electric coffee makers. Recyclable.\n "}, {"role": "assistant", "content": "20.24"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Refrigerator Evap Motor 4681JB1027N\n Description: 4681JB1027N fits 300+ Kenmore models including: 79568,79569,79571,79575,79576,79577,79578,79579; and these LG models: LBC20514TT LBC22518ST LBC22518WW LBC22520SB LBC22520ST LBC22520SW LBC22520TT LBN22515SB LBN22515ST LBN22515WW LDC22720ST LDC22720SW LDC22720TT LDN22735SB LDN22735ST LDN22735SW LFC20740ST LFC20740SW LFC20760SB LFC20760ST LFC20760SW LFC20770SB LFC20770ST LFC20770SW LFC22760ST LFC22760SW LFC22760TT LFC23760SB LFC23760ST LFC23760SW LFD22860SB LFD22860ST LFD22860SW LFD22860TT LRBC22544SB LRBC22544ST LRBC22544WW LRDC20731ST LRDC20731SW LRDC20731WW LRDN22734SB LRDN22734ST LRDN22734TT LRDN22734WW LRFC22750ST"}, {"role": "assistant", "content": "28.5"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Refrigerator Compressor Start Relay Overload Capacitor fits Whirlpool W10613606\n Description: Description: ---Aftermarket refrigerator compressor start device and capacitor replaces for Whirlpool, Sears, Kenmore, Estate, Roper, KitchenAid,W10613606. ---This includes both the run capacitor and the start relay. Feature: ---The capacitor helps the compressor kick on and off while maintaining a constant temperature to keep things frozen in your freezer. ---The start relay boosts the compressor, and then shuts off as soon as the motor gets up to speed and the overload provides extra protection against excessive temperatures. Replaces part numbers: W10613606, AP5787784, 67005560 ,3023300 ,67003186 ,67003764, 67005561 ,67005562 ,8171210 ,8208290 ,8208368 ,C8931605 ,PS8746522 ,W10416065, W10613606 Fitment: For Whirlpool, Sears, Kenmore, Estate, Roper, KitchenAid and some other refrigerator brands. Package Include: 1x Capacitor 1x Relay\n Features: Description: ---Aftermarket refrigerator compressor start device and capacitor replaces for Whirlpool, Sears, Kenmore, Estate, Roper, KitchenAid,W10613606. ---This includes both the run capacitor and the start relay. Feature: ---The capacitor helps the compressor kick on and off"}, {"role": "assistant", "content": "11.98"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Refresh Replacement for Samsung Aqua-Pure Plus DA29-00003G, DA29-00003A, DA2900002B, DA2900003, DA2900003F, DA290002, HAFCU1, HAFIN2 and Waterdrop WD-DA-29-00003G Refrigerator Water Filter (4 Pack)\n Description: Why Refresh? Because quality and value are our top priorities. Buy with confidence from Refresh and refresh your water today! Refresh your family's water with a premium Refresh brand refrigerator water filter. Save big by purchasing a Refresh filter at up to 50% less than the manufacturer part, and save more by purchasing a 2 pack, 3 pack, or 4 pack! This Refresh Filter is compatible with Samsung Water Filter Models: DA29-00003G, DA29-00003A, DA29-00003A-B, DA29-00003B, DA29-0003B, DA2900003A, DA2900003B, DA61-00159, DA61-00159A, DA61-00159A-B, DA61-159, DA97-06317A, TADA29-00003A, TADA29-00003B This Refresh Filter is also compatible with these Filter Models: Purity Pro PF04, AP4444333, Aquafresh WF289, Clear Choice CL"}, {"role": "assistant", "content": "49.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 3395382 - OEM Upgraded Replacement for Kenmore Dryer Start Switch\n Description: This is a Brand New OEM Dryer Start Switch\n Features: This is a Brand New OEM Dryer Start Switch Top Quality OEM Replacement Part!\n "}, {"role": "assistant", "content": "40.65"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Replacement for Samsung RS267LASH Refrigerator Water Filter - Compatible with Samsung DA29-00003G, Samsung DA29-00003B, Samsung DA29-00003A Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for DA29-00003G Filter\n "}, {"role": "assistant", "content": "13.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 241872505 Freezer Door Gasket for Refrigerator\n Description: From the Manufacturer Frigidaire 241872505 for Freezer Door Gasket for Refrigerator, White. This part works with the following models: Frigidaire CRT216HLQ1, Frigidaire CRT216HLW1, Frigidaire CRTE217AQ2, Frigidaire CRTE217AQ3, Frigidaire CRTE217AW2, Frigidaire CRTE217AW3. Genuine Replacement Part.\n Features: This part works with the following models: Frigidaire CRT216HLQ1, Frigidaire CRT216HLW1 Frigidaire CRTE217AQ2, Frigidaire CRTE217AQ3 Frigidaire CRTE217AW2 Frigidaire CRTE217AW3 Genuine Replacement Part\n "}, {"role": "assistant", "content": "122.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Southbend Range 1034900 Left Door Hook\n Description: Product Description South bend Range 1034900 Left Door Hook, For over one hundred years, South bend has produced the finest in heavy-duty ovens, ranges and steamers. From the Manufacturer Southbend Range 1034900 Left Door Hook , For over one hundred years, Southbend has produced the finest in heavy-duty ovens, ranges, and steamers\n Features: Genuine OEM Replacement part For over one hundred years, South bend has produced the finest in heavy-duty ovens, ranges and steamers Use genuine OEM parts for safety reliability and performance Model number: 1034900\n "}, {"role": "assistant", "content": "13.11"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: LG AAP74471301 Dishwasher Silverware Basket Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This silverware basket (part number AAP74471301) is for dishwashers. Silverware basket AAP74471301 rests in the lower dishrack and holds small utensils such as forks and knives during the dishwashing cycle. Follow the instructions in your owner's manual when installing this part.\n Features: This part is compatible with models including; 72213383910,72214305910,LDF5545WW/00,LDP6797ST/00,72214307910,LDP6797BB/00,LDT5665ST/00,LDT5678BD/00,LDP6797BD/00,LDF5545BD/00,LDT7797ST/00,LDF5545ST/00,LDP7708ST/00,LDT7797BD/00,72214673710,LDF5678ST/00,72214677710,LDT5678ST/00,LDF5545BB/00,LDT5665BB/00,LDT5665BD/00,LDP6797WW/00,LDT7808ST/00,72213387910,72214357910,72214355910 Silverware basket AAP74471301 rests in the lower dishrack and holds"}, {"role": "assistant", "content": "64.9"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Edgewater Parts W10290350 8-inch Drip Pan Compatible with Whirlpool\n Description: NON-OEM Replacement W10290350: DRIP PAN BLACK FOR Whirlpool RANGE\n Features: NON-OEM Replacement\n "}, {"role": "assistant", "content": "8.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DD81-02132A DD81-01629A Dishwasher Door Switch Replacement for Samsung Dishwasher Parts, Samsung Dishwasher Door Lock, Fit DW80K5050, DW80K5050UB\uff0cDW80R5060US DW80R5061UG DW80F600UTW DW80K7050UG\n Description: DD81-01629A DD81-02132A compatible samsung Dishwasher Door Switch Latch: Compatible with: For samsung Dishwasher Door Lock DW80K5050UB\uff0cDW80R5060US DW80R5061UG DW80F600UTW DW80K7050UG DW80J3020US DW80K5050 etc... Fit Models: DW80J3020UB/AA-00, DW80K5050US/AA-00, DW80J3020UW/AA-00, DW80K7050US/AA-00 ,DW80R5061UT, DW80K5050UB/AA-00, DW80F600UTW/AA-00, DW80F600UTW/AA-01, DW80K7050UG/AA-00, DW80F600UTB/AA-00, DW80F600UTB/AA-01, DW80J3020US/AA-00, DW80F800UWS/AA-01, DW80F800"}, {"role": "assistant", "content": "25.49"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Bosch 00263096 Seal-Door\n Description: This is an authorized aftermarket product. Fits with various Bosch brand models. Oem part # 00263096.\n Features: This is an O.E.M. Authorized part Fits with various Bosch brand models Oem part # 00263096\n "}, {"role": "assistant", "content": "48.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: MORE Pure MPF15020 Replacement Refrigerator Water Filter Compatible with GE MWF SmartWater\n Description: MORE Pure MPF15020 Premium Water Filter: When it comes to water and ice dispensing from refrigerators, strange flavors or contaminants are troubling to many people. With a MORE Pure water filter for GE refrigerator appliances, these concerns are neutralized. Buy with confidence! Each filter is NSF/ANSI 42 certified to reduce the flavor of chlorine in the water. Additionally, these filters have been independently tested and proven to reduce lead, mercury, cadmium, and thallium levels by up to 99.9%, giving you cleaner, purer water and ice with a crisp, refreshing flavor. MORE Pure water filters for GE refrigerators deliver top-quality results for less. Unlike other comparable filters on the market, MORE Pure filters don\u2019t require you to break the bank for clean water. Recipient of the Water Quality Association (WQA) Gold Seal for product quality and excellence. These versatile filters are designed to work well with a number of GE refrigerators, including the following part numbers: MWF MWF3PK MWFA MWFAP MWFDS MWFINT 469991 469996 AP3859302 AP3967843 EFF-6013A EG-1 FMG-1 GERF-100 GWF GWF01 GWF06 GWFA GWFDS HWF HWFA RFC0600A"}, {"role": "assistant", "content": "21.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 49572A LP Propane Gas Dryer Conversion Kit compatible with Whirlpool\n Description: DESCRIPTION This Gas Dryer Conversion Kit can be used to convert your natural gas dyer to use liquid propane. This kit includes (2) burner orifices, (1) regulator vent cap and (1) LPG conversion decal. This is a universal accessory that can be used across several brands; check to see if your model number is compatible. Installing this accessory will require basic hand tools, complicated disassembly of the dryer and prior repair experience. Consider hiring a qualified technician to install this conversion kit.\n Features: \u3010Perfect Replacement\u3011For Whirlpool 49572A Gas Conversion Kit,OEM Part #49572A \u3010Widely Applicable\u3011It is compatible with Whirlpool, Maytag, KitchenAid and other Whirlpool brands. \u3010Function\u3011This LP Gas Dryer Conversion Kit can be used to convert your natural gas dyer to use liquid propane. \u3010Buy With Confidence\u3011We offer 30-day returns for any reason. To initiate a return, please navigate to your orders page. \u3010IMPORTANT NOTE\u3011 Please check the compatibility with your previous part and appliance's model before ordering the replacement.\n "}, {"role": "assistant", "content": "13.75"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DPD 137221600 Washer Drain Pump Replacement for Frigidaire, Westinghouse, Kenmore, Gibson - Replaces 137108100 134051200 137151800,131724000,134740500,PS7783938,PS2342445,AP5684706, 2754548\n Description: Replaces the following part numbers: AP5684706, 2754548, 137221600, 131724000, 134051200, 134740500, 137108100, 137151800, 137151800KITK,PS7783938,PS2342445. Works for brands: Frigidaire, Westinghouse, Kenmore, Gibson, Crosley, Uni, Electrolux This part fixes the following symptoms: Will not drain Noisy Leaking Pumps but will not spin Contact Us If you are not sure if part is correct, ask us in Customer questions & answers section or contact us by visiting the Discount Parts Direct storefront. Business Wholesale We are a small local company from Houston, Texas offer discount parts for retail and wholesale. If you need to purchase parts for business , please contact us for lower rates.\n Features: Parts Number: 137221600, Replaces: AP5684706, 2754548, 137221600, 131724000, 134051200, 134"}, {"role": "assistant", "content": "20.47"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Mintu Upper Rack Adjuster Replacement For KitchenAid KDTM354DSS4 KDTE104DSS0 KUDE60HXSS1 KDTM354DSS5 KDTE104DWH0 KUDE60HXSS6 DishWasher\n Description: Package Included: 2 x Dishwasher rack adjuster 2 x adjuster positioner 2 x Rack Adjusters 2 x adjuster arm clip lock. W10082853 Dishwasher Tine Pivot Clip Use Ctrl + F to SEARCH for your model number Replaces For KitchenAid KDTM354DSS4 KDTE104DSS0 KUDE60HXSS1 KDTM354DSS5 KDTM354EBS1 KDTM354EBS2 KDTM354EBS3 KDTM354ESS0 KDTM354ESS1 KDTM354ESS2 KDTM354ESS3 KDTM384EBS0 KDTM384EBS1 KDTM384EBS2 KDTM384EBS3 KDTM384ESS0 KDTM384ESS1 KDTM384ESS2 KDTE104DBL1 KDTE104DSS1 KDTE104DWH0 KDTE104DWH1 KDTE104EBL0 KDTE104EBL1 KDTE104EBL2 KDTE104EBL3 KDTE104EBL4 KDTE104E"}, {"role": "assistant", "content": "33.49"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Dinosaur Electronics 61716822 Replacement Board for Norcold Refrigerator\n Description: The Norcold part number is usually located on the board. Match the model number along with the board number. (Dinosaur numbers are the same as Norcold except where noted.) Three year warranty registration card included with each board. Model #: 838EG2,8310EG2 DE Board#: 61716822 DE\n Features: Country Of Origin: China Model Number: 61716822 Item Package Dimension: 10.98\" L x 7.32\" W x 3.99\" H Item Package Weight: 4.08 lb\n "}, {"role": "assistant", "content": "100.06"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: (Pack of 18) 7\" x 8-1/4\" Replacement Polyester Filters for The BetterVent Indoor Dryer Vent Made by Airstar, 18 Pack\n Description: Indoor Dryer Vent Replacement Filters for BetterVent 7\" x 8-1/4\" x 1\" Blue & White Polyester Filter Pads 7\" x 8-1/4\" x 1\" Blue & White Polyester Filter Pads Pack of 3 Pack of 3 Capturess Dryer Lint without Restricting Air Flow Capturess Dryer Lint without Restricting Air Flow Made in the U.S.A. Made in the U.S.A. Directions for Use: Step 1: Open and Remove Old Indoor Dryer Vent Filter Step 1: Open and Remove Old Indoor Dryer Vent Filter Step 2: Replace Filter with NEW Airstar Filter with the Blue Side Facing in Toward the BetterVent Indoor Dryer Vent Step 2: Replace Filter with NEW Airstar Filter with the Blue Side Facing in Toward the BetterVent Indoor Dryer Vent Step 3: Close and Latch the Indoor Dryer Vent System Step 3: Close and Latch the Indoor Dryer Vent System Changing this filter pad often will increase the efficiency of your dryer!! Note : Images are for illustration only! All pads are cut within 1/4\" of the listed size. *** Items may be compressed or folded for"}, {"role": "assistant", "content": "20.95"}]}
diff --git a/week6/community-contributions/solisoma/validation_data.jsonl b/week6/community-contributions/solisoma/validation_data.jsonl
new file mode 100644
index 0000000..b715b95
--- /dev/null
+++ b/week6/community-contributions/solisoma/validation_data.jsonl
@@ -0,0 +1,40 @@
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: AZH Dishwasher Door Latch Handle Assembly Replacement For Maytag Quiet Series 100 Series 200 series 300 Dishwasher,Maytag PDBL390AWB MDBS561AWW1 PDBL390AWZ MDBH955AWW MDBF550AWB MDB5601AWS Dishwasher\n Description: Replacement For Crosley Models: CDU650AWW Maytag Models: MDB4650AWW, MDB4651AWW, MDB5600AWW, MDB5601AWW, MDB5651AWW, MDB6600AWW, MDB6601AWW, MDB7600AWW, MDB7601AWW, MDB7650AWW, MDB7750AWW, MDB7751AWW, MDB7755AWW, MDB8600AWW, MDB8750AWW, MDB8751AWW, MDB8751BWW, MDB9600AWW, MDB9601AWW, MDB9750AWW, MDBF550AWW, MDBF750AWW, MDBH750AWW, MDBH940AWW, MDBH945AWW, MDBH950AWW, MDBH955AWW, MDBH965AWW, MDBH970AWW, MDBH975AWW, MDBM601AWW, MDBM755AWW, MDBS561AWW, MDBS661AWW, MDBTT50AWW"}, {"role": "assistant", "content": "46.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE WD22X10089 Dishwasher Middle Spray Arm Genuine Original Equipment Manufacturer (OEM) Part\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This spray arm (part number WD22X10089) is for dishwashers. Spray arm WD22X10089 rotates and sprays water to clean the dishes inside the dishwasher tub. Wear work gloves to protect your hands during this repair.\n Features: This part is compatible with models including; ADT521PGF0BS,GDT535PGJ2WW,GDF540HGD2WW,ADT521PGJ0WS,DDT575SMF5ES,GDF650SMJ4ES,GDF510PMD4SA,GDT695SBL4TS,GDT695SMJ2ES,GDF570SGF7BB,GDF640HGM0BB,DDT575SGF0BB,GDF520PGJ6BB,GDT655SMJ2ES,GDF511PGM0BB,DDT595SBL5TS,GDT635HGJ0WW,GDT655SFL4DS,GDT680SGH7BB,GDF510PGJ2BB,GDF650SGJ0BB,GDT695SFL4DS,GDF620HSJ2SS,DDT595SFL5DS,GDT535PSJ5SS,GDT655SBL5TS,GDT580SSF7SS,DDT"}, {"role": "assistant", "content": "17.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: prime&swift Replacement fit for GE WR57X10051 Water Inlet Valve with Dual Inlet riv-12ae21 WR57X10032 AP3672839 WR57X98 PS901314 WR57X111 ZIS42NYA CST25GRBCWW\n Description: This replacement fridge icemaker water valve comes with 1/4\" compression inlet.This part comes with new quick connections.To install - cut retaining nuts off of existing plastic water lines and gently push them into new valve.To remove - depress ring that the tube slides into; Works With Models: 39330,39338,39571,39671,BCS42ELB,BCS42ELC,BCS42ELD,BCS42ELE, BISB42EKB,BISB42EKC,BISB42ELB,BISB42ELC,BISB42ELD,BISB42ELE, BISW42EKB,BISW42EKC,BISW42ELB,BISW42ELC etc.; 36358072893,36358075893,36358077893,36358475893,36350221000,36350222000, 36350227000,36357552790,36357552791,36357557790,36357557791,36358042893, 36358042894,36358042896,363"}, {"role": "assistant", "content": "22.39"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Funny Pet Cat Carrying A Mouse Decorative Dishwasher Door Cover Sticker Clear Pattern Panel Decal 23\" W x 26\" H\n Description: This beautiful magnet affixes instantly to the front of your metal dishwasher giving it a custom decorator look. Wipes clean with a dry cloth. Not for use on stainless steel. Paper and magnet. Heat resistant Heat resistant Waterproof Waterproof With a smooth surface that is environmentally safe Size 23\"W x 17\"H;58.5cm W x 43cm H. 23\"W x 26\"H;58.5cm W x 66cm H.\n Features: Material - This cat carrying a mouse funny magnetic panel decal is made of PET vinyl film applied to industrial grade.Water and heat resistant as well as easy to clean and maintain 23 W x 26 H inches magnetic sticker.Easily trimmable to fit your dishwashers This magnetic dishwasher covers hide scratches, dents or other unsightly marks on your dishwasher. Hassle free to install and remove; simply stick/remove It's a great gift to your mother girlfriends sisters chef on Birthday Christmas Holiday\n "}, {"role": "assistant", "content": "34.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Swift Green Filters SGF-LB60 Replacement Refrigerator Water Filter for 5231JA2006B, LT 600P, 5231JA2006A, EFF-6004A, 46-9990, WF300, RWF1051 (1 Pack) Made in USA\n Description: Product Description Swift Green Filters is committed to providing you with the cleanest and healthiest water filtration products for your home and business. The unique carbonization process of the SGF-LB60 Water Filter (Replacement for LG 5231JA2006B, LT 600P and 5231JA2005A) reduces harmful impurities and enhances the quality of your drinking water. All the materials are environmentally friendly, and all filter components are 100% recyclable. From the Manufacturer Swift Green Filters is the green alternative in water filtration. We think that sustainability should be at the forefront of every business model. Our unique carbonization process reduces harmful impurities while improving the quality of your drinking water. We offer a variety of refrigerator and food service filter replacements. Our products are 100% recyclable and all materials used in our products are UL and Gold Seal certified. You can recycle your used filter by shipping it back to us! We are proud to say all our products are made within North America.\n Features: Industry certified to meet NSF & ANSI 42 or 53 standards , This Filters reduces Volatile organic"}, {"role": "assistant", "content": "22.11"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Covered Egg Holder for Refrigerator: Reusable Plastic Egg Carton 18 Egg Storage Carrier Stackable Fridge Egg Tray with Lid Pink\n Description: Description Are you looking for a practical and convenient egg storage box for home? If yes, then you can not miss this product! The egg holder can hold up to large quantities eggs, enough for shop, business and home use. Come and take it home! Features - Material: PP;- Made of food- grade shatter- resistant PP, with lid design, and durable.- The clear egg trays in multi groove design well protects your eggs against getting crushed.- With the lid design makes this box can your egg be broken external.- The slim, compact design effortlessly fits into any refrigerator and place.- Suitable for refrigerator, kitchen countertop, freezer, fridge, kitchen cabinets.- Color: Pink;- Size: 30X15X6.5CM; Package Including 1 x Egg Holder\n Features: pp The clear egg trays in multi groove design well protects your eggs against getting crushed. With the lid design makes this box can your egg be broken external. The slim, compact design effortlessly fits into any refrigerator and place. Suitable for refrigerator, kitchen countertop, freezer, fridge, kitchen cabinets. Made of food- grade shatter- resistant PP, with lid design, and durable.\n "}, {"role": "assistant", "content": "14.69"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Drip Pans 2 WB31M20 6\" and 2 WB31M19 8\" & 2 8-In WB30M2 and 2 6-In WB30M1 Range Stove Burner & WB17T10006 Terminal Block Kit Replacement\n Description: What\u2019s This: Drip Pans 2 WB31M20 6\" and 2 WB31M19 8\" & 2 8-In WB30M2 and 2 6-In WB30M1 Range Stove Burner & WB17T10006 Terminal Block Kit Replacement Replaced Model: WB31M20 Drip Pans replaces: WB31M0020, WB31M20-100PK, WB32X5070, PS244375, AP2028044, EAP244375 WB31M19 Drip Pans replaces: WB31M0019, WB31M19-100PK, WB32X5069, AP2028043, PS244373, EAP244373 ERS30M1 5 turn 6\", 208/240 volts, 1350 watts. Replaces: 2912, AP2634727, PS243867, EAP243867, 340523 CH30M1, WB30M0001, WB30X5071, WB30X5109, WB30X5119, WB"}, {"role": "assistant", "content": "56.43"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 279457 Dryer Heating Element Connecting Wire Kit Replacement Compatible with Whirlpool Replace AP3134638 PS334206 279457\n Description: Hi-temp wire adapting kit. This kit is designed to help an installer with hooking up heating elements properly in case there is a burnt wire, different spade connections, or frayed wire. Features: - Model Name: 279457 Dryer Heating Element Connecting Wire Kit compatible with Whirlpool. - Work with: Compatible with Whirlpool, May-tag, Amana, Admiral, Jenn-Air, Part numbers AP3134638, 279457VP, 3140, PS334206, T2502 - Perfectly to Fix: Designed to adapt new style 4391960 to old style that does not have push on connectors. - Package List: Female spade on this kit is 5/16\". Comes with 2 wires and 2 wire connectors. Please note: This is not a Whirlpool product and is not covered under any Whirlpool manufacturer's promise. The Whirlpool brand names and logos are the registered trademarks of their respective owners. Any use of the Whirlpool brand name or model designation for this product is made solely for purposes of demonstrating compatibility. The product is not sponsored or endorsed by, or affiliated with the brands it fit, including Whirlpool,May-tag, Amana, Admiral, and Jenn-Air.\n Features: \u2665 [ Model Name ] - 279457 Dryer Heating Element Connecting Wire Kit"}, {"role": "assistant", "content": "7.89"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: MTQY 6pcs French Press Replacement Filter Screen 3.8 inch 0.35 inch Hole Stainless Steel Coffee Filter Mesh for French Press Coffee Makers\n Description: Specification: Product: French Press Replacement Filter Screen Diameter: 3.8 inch Hole: 0.35 inch Material: Stainless Steel Package includes: 6 x French Press Replacement Filter Screen Made of high-quality stainless steel, easy to store, use, and clean. It will not rust and the outer edge of the double layer will not wear. Easy to clean, rinse your filter under the tap for a few seconds. Compatibility: our filter press replacement is suitable for most 8-cup coffee press designs.\n Features: Package content: you will receive a total of 6 pieces of filter screens, enough to meet your daily filter replacement needs. You can share them with your good friends and use them in your daily life High-quality materials: our ultra-fine screen is made of high-quality stainless steel, which will not rust and is more durable than ordinary tea and coffee filters. Size compatibility: the size of the replacement filter screen of the French filter press is about. The diameter is 9.7cm / 3.8 inches and the hole is 0.9cm / 0.35 inches. The appropriate size can fit most coffee machines. Please check carefully before selecting. Easy to clean: just wash the French filter"}, {"role": "assistant", "content": "7.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DC32-00007A Dryer Thermistor Replacement for Samsung DV431AEW/XAA-01 - Compatible with AP4201716 Thermistor Assembly\n Description: UpStart Components Replacement DC32-00007A Dryer Thermistor for Samsung DV431AEW/XAA-01Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement DC32-00007A Dryer Thermistor for Samsung DV431AEW/XAA-01 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible AP4201716 Thermistor Assembly for Part Number DC32-00007A, AP4201716, 2068429, PS4204984\n "}, {"role": "assistant", "content": "4.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Fette Filter 2 Pack Dryer Lint Screen Catcher | Compatible with Whirlpool W10120998, Kenmore, Maytag Dryers | Premium Quality Lint Screens Part # AP3967919\n Description: ENSURES OPTIMUM PERFORMANCE FROM YOUR CLOTHES DRYER Are you looking for a quality replacement lint catcher for your clothes dryer? Fette Filter pack of 2 lint screens delivers value for your money. They feature an improved design and are built to keep your dryer operating at maximum capacity. Click \u2018Add to Cart\u2019 now to get yours today. The lint catcher screens feature a support strip that reducing the amount of strain on the screen material thus increases its durability and performance. The screens are made from premium quality materials, are easy to clean, and will last a long time. Compatible with many dryer brands Our filter screens are compatible with brands like Kenmore, Whirlpool, Maytag, KitchenAid, Amana, Inglis, Crosley, Admiral, and more. They are made for a perfect fit, and are very easy to replace too. They are replacements for part number W10120998, 3390721, 8066170, 8572268, W10049360, W10049370, W10120998VP, W10178353, W10596627, 1206293, AP3967919, PS1491676, EAP149167"}, {"role": "assistant", "content": "19.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO 3195546 Front Drawer Glide for Whirlpool Range 504563 AH340079 EA340079 PS340079\n Description: ForeverPRO Range Front Drawer Glide Part Number 3195546 replaces 504563 AH340079 EA340079 PS340079Fits Whirlpool Range. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with 4RF302BXEQ1 4RF302BXGQ0 4RF302BXGQ1 4RF302BXKQ0 4RF302BXKQ1 4RF315PXEQ0 4RF315PXGQ0 4RF315PXKQ0 4RF315PXMQ0 CES365HQ0 CES365HQ1 CES365HZ0 CES365HZ1 CES366HQ0 CES366HQ1 CES366HZ0 CES366HZ1 CGS365HQ0 CGS365HQ5 CGS365HQ6 CGS365HQ7 CGS365HQ8 CGS365HZ0"}, {"role": "assistant", "content": "14.48"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 5304486361 Refrigerator Door Handle New\n Description: Genuine Original Equipment Manufacturer (OEM) parts! This manufacturer-approved black door handle set (part number 5304486361) is for refrigerators, including Frigidaire refrigerator model CFTR1826LM0. Follow the instructions in your owner's manual or installation guide for removing door handle 5304486361 from the refrigerator. Wear work gloves to protect your hands when replacing the door handle. For Frigidaire & Kenmore.\n Features: This part is compatible with models including; FFHT1814QB2,FFHT1814QB1,FFHT1814QB0,NFTR18X4LW1,FFHT1826LWA,NFTR18X4LW0,NFTR18X4QB4A,FFHT1814QB3,NFTR18X4LW2,FFHT1826LW4,FFHT1826LW5,FFHT1826LW2,FFHT1826LW3,FFHT1826LW8,FFHT1826LW9,FFHT1826LW6,FFHT1826LW7,LFHT1817LW7,LFHT1817LW6,LFHT1817LW9,LFHT1817LW8,FFHT1816LS7,FFHT1826LW0,NFTR18X4LWA"}, {"role": "assistant", "content": "49.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: W10247710 Washer Suspension Rod Kit for Whirlpool Kenmore Maytag - Replaces PS2355518\n Description: Parts Number: W10247710, Replaces: PS2355518, W10237427, W10256514, W10277357, AP4411122\n Features: Parts Number: W10247710, Replaces: PS2355518, W10237427, W10256514, W10277357 Product Description: Washer Suspension (27 inch long) Rod Kit SAVE TIME AND MONEY - Inexpensive way to fix or repair a washer PREMIUM QUALITY - The replacement part is made from durable high quality material and well-tested by the manufacturer GUARANTEE: Discount Parts Direct is a US based company, from molding, stamping to assembly, inspection of each process has strict quality requirements and hand check. We offer customer 100% Money Back Guarantee. We appreciate your business.\n "}, {"role": "assistant", "content": "39.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2-Pack Replacement for MSD2651HEB Refrigerator Water Filter - Compatible with Maytag UKF8001 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for UKF8001 Filter\n "}, {"role": "assistant", "content": "21.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: HQRP 2-Pack Wick Filter Compatible with Vornado EVAP1, EVAP2, EVAP3, Model 30 /Model 40 / Model 50 Humidifier\n Description: HQRP 2-pack Humidifier Wick Filter Replacement. Compatible with Vornado MD1-0002 / MD1-0001 Filter Replacement and All Vornado Humidifiers EVAP1, EVAP2, EVAP3, Model 30, Model 40, Model 50. For replacing the filter turn off and unplug the humidifier, remove the water tank, remove and discard used filter. Install the new filter. Make sure the filter fits flush against the bottom of the unit and snugs adainst the inlet grill. On the EVAP2 you may need to slightly bend the filter to match the curve of the unit. Replace the water tank.\n Features: HQRP\u00ae 2-pack Humidifier Wick Filter Replacement; Compatible with Vornado MD1-0002 / MD1-0001 Filter Replacement and All Vornado Evaporative Humidifiers; Absorbs hard water minerals and reduces scale build-up inside the humidifier; Replace at recommended intervals for best performance; 2 weeks DOA replacement warranty!\n "}, {"role": "assistant", "content": "11.91"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ForeverPRO W10838313 Shelf-Wire for Whirlpool Appliance W10581579 W10837264\n Description: ForeverPRO Appliance Shelf-Wire Part Number W10838313 replaces W10581579 W10837264Fits Whirlpool Appliance. Compatible with Whirlpool Maytag KitchenAid Jenn-Air Amana Magic Chef Admiral Norge Roper and others This is not a Whirlpool OEM product. Use of the Manufacturers trade names and logos are the registered trademarks of their respective owners. Any use of the Manufacturers brand name, part numbers or model designation for this product is made solely for purposes of demonstrating and for identification compatibility and are displayed for descriptive purposes only. Use of them does not associated with, imply any affiliation or endorsement by any manufacturer.Compatible with GAFZ30FDGB00 GAFZ30FDGB01 WZF34X16DW00 WZF34X16DW02 WZF34X16DW04 WZF34X18DW00 WZF34X18DW01 WZF34X18DW02 WZF34X18DW03\n Features: \u2705 Easy to Install - Made Exactly to Fit For Most Top Brand Appliances \u2705 No Questions Asked Money Back Guarantee. Proud USA Based Company. Comes with 1 Year Warranty or 90 Day Returns \u2705 PRO Grade Premium Shelf-Wire - Meets or Exceeds OEM Specifications Quality. Comes Brand New in Original Retail Packaging \u2705 ForeverPRO Appliance Shelf-Wire Part Number W108"}, {"role": "assistant", "content": "80.87"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: NORLAKE 037453 Gasket Left Hand Door 26x78\n Description: Product Description 037453, GASKET LEFT HAND DOOR 26X78. Norlake Genuine OEM replacement part. Norlake has become a leader in high-quality refrigeration for the commercial foodservice operating. Use genuine OEM parts for safety reliability and performance. From the Manufacturer 037453, GASKET LEFT HAND DOOR 26X78. Norlake Genuine OEM replacement part. Norlake has become a leader in high-quality refrigeration for the commercial foodservice operating. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine Oem Replacement Part Norlake Has Become A Leader In High-Quality Refrigeration For The Commercial Foodservice Operating Use Genuine Oem Parts For Safety Reliability And Performance From The Brand Name: Norlake\n "}, {"role": "assistant", "content": "71.74"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: UpStart Components Replacement for General Electric JBP72SK2SS Bake Element - Compatible with General Electric WB44T10011 Oven Heating Element\n Description: Please note: This is an UpStart Components brand replacement part, not an OEM product. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Upstart Components. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners.\n Features: Replacement General Electric JBP72SK2SS Oven Bake Element Replaces General Electric WB44T10011 Oven Heating Element Quick and easy installation. Restore your old range and make it perform like brand new with this replacement heating element. Replace your heating element if you experience: little or no heat, slow to heat up, uneven heat, inaccurate temperature.\n "}, {"role": "assistant", "content": "28.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 2-Pack W10321304 Refrigerator Door Bin Replacement for Kenmore/Sears 106.54546400 Refrigerator - Compatible with WPW10321304 Door Bin\n Description: 2-Pack UpStart Components Replacement W10321304 Refrigerator Door Bin for Kenmore / Sears 106.54546400 RefrigeratorPlease note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement W10321304 Refrigerator Door Bin for Kenmore / Sears 106.54546400 Refrigerator. Quantity: 2 Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible WPW10321304 Door Bin for Part Number WPW10321304, AP6019471, W10321304, 2171046, 2171047, 2179574, 2179575, 2179607, 2179607K, 2198449, "}, {"role": "assistant", "content": "36.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: LAMBRO INDUSTRIES 301 3\" Aluminum Flexible Duct\n Description: 301 3\" Aluminum Flexible Duct. The duct is totally non-combustible with a maximum operating temperature of 400 Degrees Fahrenheit.\n Features: Item Weight: 0.35 lb Country of Origin: United States Brand name: Lambro Item Dimensions: 23.2\"L x 3.4\"W x 3.4\"H\n "}, {"role": "assistant", "content": "11.35"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: [Upgraded] WB29K10023 Range Medium Burner Cap Replacement Part, Fit for GE Gas Range/Stove/Oven/Cooktop, 3.2 Inch Diameter (1Pcs)\n Description: This Gas Range Surface Burner Cap WB29K10023 for GE Gas Ranges/Stoves/Ovens is a cover for the medium sized burner head and is 3.2\" in diameter and black in color. The burner cap protects the burner head from spills and helps spread out the burner flame for even heating. If your burner caps for gas stove is old or worn, buying KOZHOM WB29K10023 Burner Cap is a good choice. Replaces Part Numbers: WB29K10023, AP3793089, 1086622, AH954202, EA954202, PS954202, GHPWB29K10023, etc. Compatible with various GE (General Electric) Gas Range/Stove/Oven/Cooktop, Models (Begin with AGB, C2S, CGB, CGP, CGS, EGR, J2B, JGA, JGB, JGP, JGS, P2B, P2S, PGB): AGBS45DEF1BS, AGBS45DEF1WS, AGBS45DEF2BS, AGBS45DEF2WS, C2S900P3M1D"}, {"role": "assistant", "content": "13.94"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: DC97-16742A Dryer Lint Filter Replacement for Samsung DV48J7700EW/A2 (0000) - Compatible with DC97-16742A Lint Screen Trap Catcher\n Description: UpStart Components Replacement DC97-16742A Dryer Lint Filter for Samsung DV48J7700EW/A2 (0000)Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components.\n Features: UpStart Components Replacement DC97-16742A Dryer Lint Filter for Samsung DV48J7700EW/A2 (0000) Ultra durable, high quality material resists wear and tear over time. Easy at-home installation. An affordable way to extend the life of your machine. Please make sure to check your original part to confirm that you are buying the correct product. Compatible DC97-16742A Lint Screen Trap Catcher for Part Number DC97-16742A, AP5306681, PS4221839\n "}, {"role": "assistant", "content": "10.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Edgewater Parts WB30T10136, AP4363599, PS2339867 8\" Haliant Surface Element for Ranges and Cooktops, Compatible with GE, Replaces 1474221 (Fits Models: ABS, JB6, JCP, JP3, PCP)\n Description: The haliant surface element supplies the heat needed to the top of the cooktop. If your burner is not lighting up when it is turned on, you may have an issue with the haliant surface element. Be sure to disconnect power to the range before you begin this repair.\n Features: Edgewater Parts WB30T10136, AP4363599, PS2339867 8\" Haliant Surface Element for Ranges and Cooktops, Compatible with GE, Replaces 1474221 AP4363599, 474221, AH2339867, EA2339867, PS2339867, This product is covered under a 1 Year Warranty\n "}, {"role": "assistant", "content": "69.5"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 3-Pack Replacement for Whirlpool GI7FVCXWA01 Refrigerator Water Filter - Compatible with Whirlpool 4396395 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for UKF8001 Filter\n "}, {"role": "assistant", "content": "28.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: HNYWELL WICK FILTR HW500\n Description: Extended Life Wick Filter, Fits Honeywell HCM1000, HCM2000, KAZ3020, Vicks V3500, Robitussin DH835, HAC504.\n Features: RPS #HW500 Extention Life Wick Filter RPS PRODUCTS INC\n "}, {"role": "assistant", "content": "11.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Repairwares Clothes Dryer Belt W10198086 WPW10198086 AP4369191 PS11750135 for Select Whirlpool and Maytag Models\n Description: A clothes dryer belt transfers power from the motor to the tumbler drum. When this part fails or begins to fail, the dryer may become noisy, fail to tumble, or fail to start. Product is universal and may differ from original. Always take appropriate safety precautions when performing troubleshooting or repairs.\n Features: \u272b Model Number W10198086 WPW10198086 AP4369191 PS11750135 clothes dryer belt for many dryer and washer/dryer combo models from top brands such as Whirlpool, Maytag, and others \u272b Model Number W10198086 WPW10198086 AP4369191 PS11750135 clothes dryer belt for many dryer and washer/dryer combo models from top brands such as Whirlpool, Maytag, and others \u272b May be needed to address issues with dryer being noisy, failing to tumble, or failing to start \u272b Extends the service life of your dryer\n "}, {"role": "assistant", "content": "14.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Stove Counter Gap Cover - Flexible Easy Clean Heat Resistant Wide & Long Range Gap Filler, Seals Spills Between Appliances, Furniture, Stovetop, Oven, Washer & Dryer, Set of 2 (White, 25 Inches)\n Description: What is our stove counter gap seal strip? \u2605 Our stove gap seal or stove gap cap is a T-shaped strip of silicone made to cover the gap between your stove and countertop, also for oven, appliances, furniture and desktop, etc. It can prevent gunk, crumbs, and liquid from falling into that hard-to-clean abyss. It also seals the gap between even and uneven surfaces. \u2605 These are easy to install and easy to clean. Easily clean the spills with a damp cloth. \u2605 Having our gap seal strips will ensure that your kitchen stays cleaner. You can save your cleaning time! \u2605 Avoid food crumbs and spills go down the gap. No more hassle to move the stove forward and clean the mess on the sides. \u2605 Our stovetop gap covers can be safely used in dishwashers. They are flexible, durable, reusable and can be easily removed and tossed in the dishwasher. Premium quality heat resistant silicone withstands heat dry cycles in the dishwasher without any degradation. \u2605 The Stove Counter Gap Covers can be also cleaned with a damp cloth or handwashed in the sink. Package: One pair (2 units ) 25'' White Silicone Stove Counter Gap Covers with"}, {"role": "assistant", "content": "11.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Frigidaire 218976901 Frigidare Refrigerator Water Line, Green\n Description: This is a Genuine Replacement Part,The Model Number and Name for The Following Item: Frigidaire (FRIGB) 218976901 Water Line\n Features: Frigidaire (FRIGB) This is a genuine replacement part. refrigerator-replacement-parts Country of Origin: United States\n "}, {"role": "assistant", "content": "45.89"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Universal 3/4 in. x 6 ft. Stainless Steel High Efficiency Washing Machine Hose (2-Pack)\n Description: The Fluidmaster High Efficiency Washing Machine Hose includes two 72 in. stainless steel supply lines for your washing machine. The Fluidmaster High Efficiency hose has a larger inner diameter (ID) than standard WM hoses which allows for roughly a 50% greater flow rate (water comes out faster) than standard hoses. The greater flow rate helps optimize energy savings on both High Efficiency Washing Machines as well as traditional Washing Machines by filling the drum faster. In many cases newer High Efficiency Washing Machines will not operate as well as they should due to a restricted flow rate, the Fluidmaster High Efficiency Washing Machine Hose solves that problem.\n Features: Improves washing machine performance and saves energy Universal for both high efficiency and traditional washing machines Stainless steel supply line for added durability Large 1/2 in. ID hose for great flow rate\n "}, {"role": "assistant", "content": "18.75"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Star GE-Z9359 500 Ohm with Qc TRM Speed Cntl\n Description: Product Description GE-Z9359, SPEED CONTROL, 500 OHM WITH QC TRM. Star Genuine OEM replacement part. Since 1921, the Star Manufacturing Company has been making reliable, innovative commercial machines for cooking, serving and preparing food. Use genuine OEM parts for safety reliability and performance. From the Manufacturer GE-Z9359, SPEED CONTROL, 500 OHM WITH QC TRM. Star Genuine OEM replacement part. Since 1921, the Star Manufacturing Company has been making reliable, innovative commercial machines for cooking, serving and preparing food. Use genuine OEM parts for safety reliability and performance.\n Features: Made in United States Package length : 4.0\" Package width : 4.0\" Package height : 6.0\"\n "}, {"role": "assistant", "content": "15.77"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Supco 8 Cube Ice Maker Replacement Kit for Whirlpool, Kenmore, KitchenAid, Part No. RIM597\n Description: Product Description Replacement Ice Maker Unit This modular style ice maker is a direct replacement for thousands of Kenmore, Whirlpool, and KitchenAid in the door ice makers. This high quality ice maker, Model No. RIM597, is designed to meet or exceed OEM specifications and has wide application across many refrigerator models. Product Features Part No. RIM597; Replaces 626663, 2198678, 2198597, and more Part No. RIM597; Replaces 626663, 2198678, 2198597, and more Meets or Exceeds OEM Specifications Meets or Exceeds OEM Specifications Compatible with Kenmore, Whirlpool, KitchenAid brands Compatible with Kenmore, Whirlpool, KitchenAid brands About Supco Founded in 1945 in the Bronx, NY by two naval engineers, Sealed Unit Parts Co.,Inc (SUPCO) originated as a service company for refrigeration systems. We bring continued product line expansion through in-house development, master distributor relationships, and acquisition. This strengthens our position as a leader in the HVAC, Refrigeration and Appliance industries. From the Manufacturer Installs using existing wiring and plumbing.\n Features: MODULAR ICE MAKER - This Supco modular ice maker unit is an excellent replacement for in the door ice makers including units"}, {"role": "assistant", "content": "51.23"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Samsung DD82-01118A Dishwasher Sensor\n Description: This is an authorized aftermarket product. Fits with various Samsung brand models. It has a oem part # DD82-01118A.\n Features: This is an O.E.M. Authorized part Fits with various Samsung brand models OEM part # DD82-01118A Package dimensions: 1.0\" L x 1.0\" W x 1.0\" H\n "}, {"role": "assistant", "content": "71.95"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: ANETS P8903-22, Thermopile With Nut Anets Replacement Part\n Description: Product Description P8903-22, T-PILE, MILLIVOLT 36IN. Anets Genuine OEM replacement part. Anets stands behind their line of high quality fryers, griddles and other kitchen equipment. Use genuine OEM parts for safety reliability and performance. From the Manufacturer P8903-22, T-PILE, MILLIVOLT 36IN. Anets Genuine OEM replacement part. Anets stands behind their line of high quality fryers, griddles and other kitchen equipment. Use genuine OEM parts for safety reliability and performance.\n Features: Genuine OEM replacement part Anets stands behind their line of high quality fryers, griddles and other kitchen equipment Use genuine OEM parts for safety reliability and performance Package dimensions: 4.0\" L x 4.0\" W x 6.0\" H\n "}, {"role": "assistant", "content": "25.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: 3-Pack Replacement for Sears/Kenmore 10654619300 Refrigerator Water Filter - Compatible with Sears/Kenmore 46-9010, 46-9902, 46-9908 Fridge Water Filter Cartridge\n Description: This is a Denali Pure Brand replacement part, NOT an OEM product. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by Denali Pure.\n Features: Replacement for 4396508 Filter\n "}, {"role": "assistant", "content": "29.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: TRUE PARTS 908759 SHELF GDM-26 IDL WHT WIRE (908759)\n Description: Shelf for True GDM26\n Features: SHELF FOR GDM26 COMES WITH CLIPS WHITE\n "}, {"role": "assistant", "content": "75.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: GE Cafe Range Burner Control Knob Replacement Part WB03X25889 for CGP350 & CGP350 Series, Replace WB03T10329, WB03X25889, 4920893, GEHWB03X25889, WB03X32194\n Description: The 74010839 Surface Burner Knob is a direct replacement for the cooktops on your Kitchen. It lets you control the heat of the surface burner on the cooktop. No tools are required to complete this repair, simply pull on the knob until it pops off, and fit the new knob onto the shaft. NOTE: The length of the stem is approximately 1/2 inch. If your stem is 7/8\" inch, then you need W10818230 instead and this knob won't fit. If your knob has \"Off\", \"Ignite\", etc. you will need W10766544 instead. Fixes the following symptoms: * Cooktop will not set * Will not turn * Will not stay on Replaces the following parts : WB03X25889, AP5985157, WB03T10329, WB03T10320, LP16392, WB03X32194, 4920893, AP6837585, PS12709871, EAP12709871, etc. Compatible models include but are not limited to: CGP350SET1SS, CGP"}, {"role": "assistant", "content": "11.98"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Washer Door Handle (Light Grey) Duet for Whirlpool GHW9100LW2 GHW9200LW GHW9300PW4\n Description: Washer Door Handle (Light Grey) Duet for Whirlpool GHW9100LW2 GHW9200LW GHW9300PW4 Fits front load Whirlpool/Kenmore made washers. Whirlpool Duet and some Kenmore models with a dimension 4.90\" x 2.57\" x 1.15 Color: Light Grey\n Features: Washer Door Handle (Light Grey) Duet for Whirlpool GHW9100LW2 GHW9200LW GHW9300PW4\n "}, {"role": "assistant", "content": "11.0"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: UpStart Components 2 Pack Replacement Control Knob Assembly WB03K10265 Stainless Steel for General Electric CGS980SEM6SS Range\n Description: 2 Pack Replacement Control Knob Assembly WB03K10265 Stainless Steel for General Electric CGS980SEM6SS Range Please note: This is an UpStart Components Brand replacement part, NOT an OEM product. This product is not affiliated with any OEM brands and is not covered under any warranties offered by the original manufacturers. Any warranties for this product are offered solely by UpStart Components. All mentions of brand names or model descriptions are made strictly to illustrate compatibility. All brand names and logos are registered trademarks of their respective owners.\n Features: Replacement part for 1473247, AP4363671, WB03K10242, WB03K10265 Replacement knob engineered to fit name brand appliances. Design features high-quality materials for superior durability and extended life. Simple installation lets you get back to your job in a flash. A cost-efficient solution to extend the life of your appliances in just a few easy steps. UpStart Components Brand. One Year Warranty\n "}, {"role": "assistant", "content": "19.99"}]}
+{"messages": [{"role": "system", "content": "\nYou are a price prediction expert. Given a product's title, description, features, or details, predict its price in USD.\n\nRules:\n1. Analyze all available product information carefully\n2. If information is incomplete or truncated, use your knowledge of similar products and market pricing to make informed predictions\n3. Consider product quality indicators, brand reputation, features, and typical market values\n4. Return ONLY the numeric price (e.g., \"29.99\") \n5. Do not include currency symbols, explanations, or additional text\n"}, {"role": "user", "content": "\n Below are the details of the product: \n Title: Yinkin 4 Pcs Door Knob Covers Floral Door Knob Protector Soft Baby Door Knob Safety Cover with Cotton and Sponge, Reusable and Washable, Decorate Your Round Door Handle (Black, White)\n Description: Features: Thoughtful gifts: The door knob protector cover is an ideal gift choice for family and buddies who like to spruce up small home corners with little things and do not like the banging of doorknobs. Widely applied: The safety covers for door knobs can nicely decorate the little details in life, suitable for door knobs of houses, hotels, offices, children's rooms, shops, clubs, classrooms and more. Specifications: Material: cotton, sponge Color: black and white Size: 8 cm/ 3 inches in diameter Package includes: 4 x Door knob covers Notes: Manual measurement, please allow slight errors on size. The color may exist a slight difference due to different screen displays.\n Features: Pack of 4: there are a total of 4 pieces of baby proof door knob covers in the package, featuring a beautiful and elegant floral design, which will be a magnet for you when opening the package, rich numbers to meet your diverse needs for daily use and replacements; Nice Handcraft: the floral safety knob covers are composed of cotton and sponge, and the interior is filled with a 10 mm thick high density foam pad, which is"}, {"role": "assistant", "content": "11.49"}]}
diff --git a/week6/community-contributions/tochi/product_pricer_finetuning.ipynb b/week6/community-contributions/tochi/product_pricer_finetuning.ipynb
new file mode 100644
index 0000000..444f827
--- /dev/null
+++ b/week6/community-contributions/tochi/product_pricer_finetuning.ipynb
@@ -0,0 +1,1758 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3plmEok3ExZR"
+ },
+ "source": [
+ "# Product Price Prediction: Fine-Tuning GPT-4o-mini to Beat $76 Baseline Error\n",
+ "\n",
+ "## Project Description\n",
+ "\n",
+ "This project fine-tunes OpenAI's GPT-4o-mini model to predict product prices based solely on product descriptions. The goal is to improve upon the baseline mean absolute error of $76 by training the model to estimate prices from textual product information including specifications, features, and descriptions.\n",
+ "\n",
+ "** What I did Differently ** \n",
+ "- I used a specially curated open source subset of the Amazon Review Dataset to train the model\n",
+ "\n",
+ "The dataset used for this project is the **Amazon Product Price Prediction Dataset** curated specifically for LLM fine-tuning by Jai Keshav Sharma (2024). This dataset contains 400,000 Amazon product listings with detailed descriptions and corresponding prices, making it ideal for training language models on price estimation tasks.\n",
+ "\n",
+ "### Dataset Citation\n",
+ "```\n",
+ "@dataset{sharma2024amazon_price_prediction,\n",
+ " title={Amazon Product Price Prediction Dataset: Curated for LLM Fine-tuning},\n",
+ " author={Jai Keshav Sharma},\n",
+ " year={2024},\n",
+ " publisher={Hugging Face},\n",
+ " url={https://huggingface.co/datasets/ksharma9719/Amazon-Reviews-2023-curated_for_price_prediction}\n",
+ "}\n",
+ "```\n",
+ "\n",
+ "The model is trained to output price estimates in a standardized format, enabling e-commerce applications such as automated pricing, market analysis, and competitive intelligence.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Hst-keo-WWlf"
+ },
+ "source": [
+ "Project Description:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "D9gjGvJX8oze"
+ },
+ "outputs": [],
+ "source": [
+ "# imports\n",
+ "\n",
+ "import os\n",
+ "import re\n",
+ "from google.colab import userdata\n",
+ "import json\n",
+ "from dotenv import load_dotenv\n",
+ "from huggingface_hub import login\n",
+ "from datasets import load_dataset\n",
+ "import matplotlib.pyplot as plt\n",
+ "from collections import Counter, defaultdict\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from openai import OpenAI\n",
+ "from typing import Optional\n",
+ "import re\n",
+ "from datasets import load_dataset\n",
+ "import random\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "PMh_o7wRF9BK"
+ },
+ "outputs": [],
+ "source": [
+ "hf_token = userdata.get('HF_TOKEN')\n",
+ "openai_api_key = userdata.get('OPENAI_API_KEY')\n",
+ "\n",
+ "login(hf_token, add_to_git_credential=True)\n",
+ "openai = OpenAI(api_key=openai_api_key)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 113,
+ "referenced_widgets": [
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+ "e11a725a01ca4092a30e93a9be5d8237",
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+ "5c846b08710b47a6bb290952faff7beb",
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+ "b4fd2590613542dfa4094a7a0641f939",
+ "8ede9aef6a6a4f5d837bf205f3cba707",
+ "28dd05003dcf42c5b2bae63f8cdeb709",
+ "8a26d6ea6e90444ab201ce610c6f6375",
+ "17501e8dcca847dc9a741c79363423a3",
+ "bc6d06024ffd4d359ac58786ef7567d1",
+ "6907060854534820ab8c58653c9995f5",
+ "ca274208b30846d6b7938c0124fcdfa3",
+ "c447f3a3f833421499aba5b8c6e1c3d0",
+ "c91a04c8314f4850abbaa051eabfb529",
+ "a9b37dc49c39414897b8472b4da8d384",
+ "38516c43b95f423a8b16dd98f60201b1",
+ "ba214b2fd4f647669cfbe5086fb60d63",
+ "6b376c825b664e248b9b52aaa022afbb"
+ ]
+ },
+ "id": "6jM-39pw81ub",
+ "outputId": "a931e235-2b02-42f1-a93d-18f215742957"
+ },
+ "outputs": [],
+ "source": [
+ "# This is the specially curated dataset from ksharrma\n",
+ "dataset = load_dataset(\n",
+ " \"ksharma9719/Amazon-Reviews-2023-curated_for_price_prediction\",\n",
+ " data_files=\"data/train-00000-of-00001.parquet\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "rcvgtV1w_XQ3"
+ },
+ "outputs": [],
+ "source": [
+ "# Access the training data, and dividing it into train and test data\n",
+ "total_length = len(dataset[\"train\"])\n",
+ "\n",
+ "# Shuffle indices\n",
+ "all_indices = list(range(total_length))\n",
+ "random.seed(42)\n",
+ "random.shuffle(all_indices)\n",
+ "\n",
+ "train_indices = all_indices[:-2000]\n",
+ "test_indices = all_indices[-2000:]\n",
+ "\n",
+ "train_data = dataset[\"train\"].select(train_indices)\n",
+ "test_data = dataset[\"train\"].select(test_indices)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "cIsBDDewCW5T",
+ "outputId": "3349341e-9d61-4033-f15a-4760f513c9c3"
+ },
+ "outputs": [],
+ "source": [
+ "print(f\"Total entries: {total_length}\")\n",
+ "print(f\"Training entries: {len(train_data)}\")\n",
+ "print(f\"Test entries: {len(test_data)}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "UlssOY6oPYwj"
+ },
+ "outputs": [],
+ "source": [
+ "# OpenAI recommends fine-tuning with populations of 50-100 examples\n",
+ "# But as our examples are very small, I'm suggesting we go with 200 examples (and 1 epoch)\n",
+ "\n",
+ "fine_tune_train = train_data.select(range(200))\n",
+ "fine_tune_validation = train_data.select(range(200,250))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "NALlYuKMPgxs"
+ },
+ "source": [
+ "## Preparing the data for Fine Tuning Using JSONL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "Nlhgv_nwPe4h"
+ },
+ "outputs": [],
+ "source": [
+ "# This function thoroughly formats the price data to make sure that there is no data leak into the training model\n",
+ "def messages_for(item):\n",
+ " system_message = \"You are a price estimation assistant. Respond only with the estimated price in the format: Price is $X.XX\"\n",
+ " \n",
+ " user_prompt = item[\"text\"]\n",
+ " price = item[\"price\"]\n",
+ "\n",
+ " user_prompt = user_prompt.replace(\" to the nearest dollar\", \"\")\n",
+ " user_prompt = user_prompt.replace(\"\\n\\nPrice is $\", \"\")\n",
+ " \n",
+ " price_formats = [\n",
+ " f\"{price:.2f}\", \n",
+ " f\"{price:.0f}\", \n",
+ " f\"{price}\", \n",
+ " f\"{int(price)}\", \n",
+ " f\"{price:.2f}\".replace('.', ''), \n",
+ " ]\n",
+ " \n",
+ " for price_str in price_formats:\n",
+ " if user_prompt.endswith(price_str):\n",
+ " user_prompt = user_prompt[:-len(price_str)].strip()\n",
+ " break\n",
+ " if f\"${price_str}\" in user_prompt:\n",
+ " user_prompt = user_prompt.replace(f\"${price_str}\", \"\").strip()\n",
+ " if user_prompt.rstrip().endswith(price_str):\n",
+ " user_prompt = user_prompt.rstrip()[:-len(price_str)].strip()\n",
+ "\n",
+ " user_prompt = re.sub(r'(\\d+\\.?\\d{0,2})$', '', user_prompt).strip()\n",
+ " \n",
+ " user_prompt = re.sub(r'\\$\\s*[\\d,]+\\.?\\d{0,2}', '', user_prompt)\n",
+ "\n",
+ " if re.search(rf'\\b{int(price)}\\b\\s*$', user_prompt):\n",
+ " user_prompt = re.sub(rf'\\b{int(price)}\\b\\s*$', '', user_prompt).strip()\n",
+ " \n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt.strip()},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item['price']:.2f}\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "vwZgVsTHP1Kl",
+ "outputId": "97bc2bfe-ed65-4465-ffc4-c269eed96108"
+ },
+ "outputs": [],
+ "source": [
+ "messages_for(train_data[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "V4wuKvLZQxDx"
+ },
+ "outputs": [],
+ "source": [
+ "# Convert the items into a list of json objects - a \"jsonl\" string\n",
+ "# Each row represents a message in the form:\n",
+ "# {\"messages\" : [{\"role\": \"system\", \"content\": \"You estimate prices...\n",
+ "\n",
+ "def make_jsonl(items):\n",
+ " lines = []\n",
+ " for item in items:\n",
+ " messages = messages_for(item)\n",
+ " json_obj = {\"messages\": messages}\n",
+ " lines.append(json.dumps(json_obj))\n",
+ " return '\\n'.join(lines)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "0xP5tMiyQ2le",
+ "outputId": "1cf0b37f-001a-4487-b8c0-e4ce291d63c8"
+ },
+ "outputs": [],
+ "source": [
+ "print(make_jsonl(train_data.select(range(3))))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "t2_q5hiNStKX"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "def write_jsonl(items, filename):\n",
+ " with open(filename, \"w\") as f:\n",
+ " jsonl = make_jsonl(items)\n",
+ " f.write(jsonl)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "kqhKyb9fS4ny"
+ },
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_train, \"fine_tune_train.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "ZKpVJrlwUO3Z"
+ },
+ "outputs": [],
+ "source": [
+ "write_jsonl(fine_tune_validation, \"fine_tune_validation.jsonl\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "ES82SYR1Ug9e"
+ },
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_train.jsonl\", \"rb\") as f:\n",
+ " train_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "-oygMJ7GV_cu",
+ "outputId": "be56458b-938c-488b-abb6-d48cca56b466"
+ },
+ "outputs": [],
+ "source": [
+ "train_file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "owDVG0HtWCP-"
+ },
+ "outputs": [],
+ "source": [
+ "with open(\"fine_tune_validation.jsonl\", \"rb\") as f:\n",
+ " validation_file = openai.files.create(file=f, purpose=\"fine-tune\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "gt4BtFEiWEcx",
+ "outputId": "2dd875e6-106c-4fe7-a33a-55ce55320ab7"
+ },
+ "outputs": [],
+ "source": [
+ "validation_file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "j5U9HVFFXSgF"
+ },
+ "outputs": [],
+ "source": [
+ "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "PZvKoAydXWOk",
+ "outputId": "5c2c9df0-b63c-45ed-d33c-5e311292d9b2"
+ },
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.create(\n",
+ " training_file=train_file.id,\n",
+ " validation_file=validation_file.id,\n",
+ " model=\"gpt-4o-mini-2024-07-18\",\n",
+ " seed=42,\n",
+ " hyperparameters={\"n_epochs\": 1},\n",
+ " integrations = [wandb_integration],\n",
+ " suffix=\"pricer\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "GgQXC6q5Xx4a",
+ "outputId": "1c2f7a6e-daeb-4633-c747-8385fe124709"
+ },
+ "outputs": [],
+ "source": [
+ "# job_id = openai.fine_tuning.jobs.list(limit=1).data[0].id\n",
+ "job_id=\"ftjob-kMWRKdN9t8H0lDAxzHT5kmeB\"\n",
+ "print(job_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "jZskxChzXtO8",
+ "outputId": "b982bc19-2b68-4838-ae1d-9133065d721f"
+ },
+ "outputs": [],
+ "source": [
+ "openai.fine_tuning.jobs.retrieve(job_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "yqwIWxmiYRs3",
+ "outputId": "f0e02411-06f5-496e-fb0c-6c8bfffa918f"
+ },
+ "outputs": [],
+ "source": [
+ "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model\n",
+ "print(fine_tuned_model_name)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "d2dkrZlKYWCI"
+ },
+ "outputs": [],
+ "source": [
+ "# Try this out\n",
+ "\n",
+ "\n",
+ "def messages_for(item):\n",
+ " system_message = \"You are a price estimation assistant. Respond only with the estimated price in the format: Price is $X.XX\"\n",
+ " \n",
+ " user_prompt = item[\"text\"]\n",
+ " price = item[\"price\"]\n",
+ " \n",
+ " # Remove common price-related phrases\n",
+ " user_prompt = user_prompt.replace(\" to the nearest dollar\", \"\")\n",
+ " user_prompt = user_prompt.replace(\"\\n\\nPrice is $\", \"\")\n",
+ " \n",
+ " # Create multiple price format variations to remove\n",
+ " price_formats = [\n",
+ " f\"{price:.2f}\", # 329.00\n",
+ " f\"{price:.0f}\", # 329\n",
+ " f\"{price}\", # 329.0\n",
+ " f\"{int(price)}\", # 329\n",
+ " f\"{price:.2f}\".replace('.', ''), # 32900\n",
+ " ]\n",
+ " \n",
+ " # Try to remove each format from the end of the string\n",
+ " for price_str in price_formats:\n",
+ " # Remove from end (most common)\n",
+ " if user_prompt.endswith(price_str):\n",
+ " user_prompt = user_prompt[:-len(price_str)].strip()\n",
+ " break\n",
+ " # Remove with $ prefix\n",
+ " if f\"${price_str}\" in user_prompt:\n",
+ " user_prompt = user_prompt.replace(f\"${price_str}\", \"\").strip()\n",
+ " # Remove standalone number at the end\n",
+ " if user_prompt.rstrip().endswith(price_str):\n",
+ " user_prompt = user_prompt.rstrip()[:-len(price_str)].strip()\n",
+ " \n",
+ " # Additional regex cleanup - remove any trailing number that might be a price\n",
+ " # This catches cases where the price is stuck to the end of a word\n",
+ " user_prompt = re.sub(r'(\\d+\\.?\\d{0,2})$', '', user_prompt).strip()\n",
+ " \n",
+ " # Remove $ signs followed by numbers anywhere in the text\n",
+ " user_prompt = re.sub(r'\\$\\s*[\\d,]+\\.?\\d{0,2}', '', user_prompt)\n",
+ " \n",
+ " # Final safety check - if the price (as int) appears at the very end, remove it\n",
+ " if re.search(rf'\\b{int(price)}\\b\\s*$', user_prompt):\n",
+ " user_prompt = re.sub(rf'\\b{int(price)}\\b\\s*$', '', user_prompt).strip()\n",
+ " \n",
+ " return [\n",
+ " {\"role\": \"system\", \"content\": system_message},\n",
+ " {\"role\": \"user\", \"content\": user_prompt.strip()},\n",
+ " {\"role\": \"assistant\", \"content\": f\"Price is ${item['price']:.2f}\"}\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "lwoQbNSeYY1S"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "def get_price(s):\n",
+ " s = s.replace('$','').replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
+ " return float(match.group()) if match else 0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "GN59aWE2YmD6",
+ "outputId": "109afd7f-1b91-4a59-fce3-0fdaed14ea39"
+ },
+ "outputs": [],
+ "source": [
+ "get_price(\"The price is roughly $99.99 because blah blah\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "FDm8z8LXYquQ"
+ },
+ "outputs": [],
+ "source": [
+ "# The function for gpt-4o-mini\n",
+ "\n",
+ "def gpt_fine_tuned(item):\n",
+ " response = openai.chat.completions.create(\n",
+ " model=fine_tuned_model_name,\n",
+ " messages=messages_for(item),\n",
+ " seed=42,\n",
+ " max_tokens=7\n",
+ " )\n",
+ " reply = response.choices[0].message.content\n",
+ " return get_price(reply)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "OWGEt6ZUYsop",
+ "outputId": "56a4dade-eafa-4128-fa16-52ef0252bad6"
+ },
+ "outputs": [],
+ "source": [
+ "item = test_data.select([0])[0] # Select returns a dataset, so index [0] to get the item\n",
+ "print(item[\"price\"])\n",
+ "print(gpt_fine_tuned(item))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "2Hiov1XUMVB3"
+ },
+ "outputs": [],
+ "source": [
+ "import math\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "GREEN = \"\\033[92m\"\n",
+ "BLUE = \"\\033[94m\"\n",
+ "YELLOW = \"\\033[93m\"\n",
+ "RED = \"\\033[91m\"\n",
+ "RESET = \"\\033[0m\"\n",
+ "COLOR_MAP = {\"red\":RED, \"orange\": YELLOW, \"green\": GREEN, \"blue\":BLUE}\n",
+ "\n",
+ "class Tester:\n",
+ "\n",
+ " def __init__(self, predictor, data, title=None, size=250):\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
+ " self.size = size\n",
+ " self.guesses = []\n",
+ " self.truths = []\n",
+ " self.errors = []\n",
+ " self.sles = []\n",
+ " self.colors = []\n",
+ "\n",
+ " def color_for(self, error, truth):\n",
+ " if error<40 or error/truth < 0.2:\n",
+ " return \"blue\"\n",
+ " elif error<80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ "\n",
+ " def run_datapoint(self, i):\n",
+ " datapoint = self.data[i]\n",
+ " guess = self.predictor(datapoint)\n",
+ " truth = datapoint[\"price\"]\n",
+ " error = abs(guess - truth)\n",
+ " log_error = math.log(truth+1) - math.log(guess+1)\n",
+ " sle = log_error ** 2\n",
+ " color = self.color_for(error, truth)\n",
+ " title = datapoint[\"text\"] if len(datapoint[\"text\"]) <= 40 else datapoint[\"text\"][:40]+\"...\"\n",
+ " self.guesses.append(guess)\n",
+ " self.truths.append(truth)\n",
+ " self.errors.append(error)\n",
+ " self.sles.append(sle)\n",
+ " self.colors.append(color)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
+ "\n",
+ " def chart(self, title):\n",
+ " max_error = max(self.errors)\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " max_val = max(max(self.truths), max(self.guesses))\n",
+ " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
+ " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
+ " plt.xlabel('Ground Truth')\n",
+ " plt.ylabel('Model Estimate')\n",
+ " plt.xlim(0, max_val)\n",
+ " plt.ylim(0, max_val)\n",
+ " plt.title(title)\n",
+ " plt.show()\n",
+ "\n",
+ " def report(self):\n",
+ " average_error = sum(self.errors) / self.size\n",
+ " rmsle = math.sqrt(sum(self.sles) / self.size)\n",
+ " hits = sum(1 for color in self.colors if color==\"blue\")\n",
+ " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
+ " self.chart(title)\n",
+ "\n",
+ " def run(self):\n",
+ " self.error = 0\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " self.report()\n",
+ "\n",
+ " @classmethod\n",
+ " def test(cls, function, data):\n",
+ " cls(function, data).run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "JGUWcFLrMcKX",
+ "outputId": "0abdfee8-f379-4508-af0d-d27a6410f2f1"
+ },
+ "outputs": [],
+ "source": [
+ "Tester.test(gpt_fine_tuned, test_data)"
+ ]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "gpuType": "T4",
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "base",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.12.4"
+ },
+ "widgets": {
+ "application/vnd.jupyter.widget-state+json": {
+ "02cbae7ae9674de08b58989185c31678": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
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+ "state": {
+ "_model_module": "@jupyter-widgets/base",
+ "_model_module_version": "1.2.0",
+ "_model_name": "LayoutModel",
+ "_view_count": null,
+ "_view_module": "@jupyter-widgets/base",
+ "_view_module_version": "1.2.0",
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+ "align_self": null,
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+ "bottom": null,
+ "display": null,
+ "flex": null,
+ "flex_flow": null,
+ "grid_area": null,
+ "grid_auto_columns": null,
+ "grid_auto_flow": null,
+ "grid_auto_rows": null,
+ "grid_column": null,
+ "grid_gap": null,
+ "grid_row": null,
+ "grid_template_areas": null,
+ "grid_template_columns": null,
+ "grid_template_rows": null,
+ "height": null,
+ "justify_content": null,
+ "justify_items": null,
+ "left": null,
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diff --git a/week6/community-contributions/w6d5/w6d5.py b/week6/community-contributions/w6d5/w6d5.py
new file mode 100644
index 0000000..0e0e14d
--- /dev/null
+++ b/week6/community-contributions/w6d5/w6d5.py
@@ -0,0 +1,459 @@
+#!/usr/bin/env python3
+
+import os
+import json
+import random
+import math
+import re
+import pickle
+from typing import List, Dict, Any, Optional
+from dotenv import load_dotenv
+from openai import OpenAI
+from huggingface_hub import login
+from datasets import load_dataset
+import matplotlib.pyplot as plt
+import numpy as np
+from collections import Counter
+import sys
+import warnings
+warnings.filterwarnings('ignore')
+
+sys.path.append(os.path.join(os.path.dirname(__file__), '..', '..'))
+
+load_dotenv()
+
+os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')
+
+hf_token = os.environ['HF_TOKEN']
+if hf_token and hf_token != 'your-key-if-not-using-env':
+ login(hf_token, add_to_git_credential=True)
+ print("Logged in to Hugging Face")
+
+client = OpenAI(api_key=os.getenv('OPENAI_API_KEY'))
+
+from items import Item
+from testing import Tester
+print("Successfully imported Item and Tester classes")
+
+class PricePredictionFineTuner:
+
+ def __init__(self, api_key: str):
+ self.client = OpenAI(api_key=api_key)
+ self.train = []
+ self.test = []
+ self.fine_tune_train = []
+ self.fine_tune_validation = []
+ self.fine_tuned_model_name = None
+ self.wandb_integration = {"type": "wandb", "wandb": {"project": "gpt-pricer"}}
+
+ def load_amazon_data(self, category: str = "Appliances") -> None:
+ print(f"Loading Amazon Reviews 2023 dataset - {category} category...")
+
+ train_pkl = os.path.join('..', '..', 'train.pkl')
+ test_pkl = os.path.join('..', '..', 'test.pkl')
+
+ if os.path.exists(train_pkl) and os.path.exists(test_pkl):
+ print("Found existing pickle files, loading...")
+ with open(train_pkl, 'rb') as file:
+ self.train = pickle.load(file)
+
+ with open(test_pkl, 'rb') as file:
+ self.test = pickle.load(file)
+
+ print(f"Loaded {len(self.train)} training items and {len(self.test)} test items from pickle files")
+ else:
+ print("Pickle files not found. Loading from Hugging Face...")
+ self._load_from_huggingface(category)
+
+ self.fine_tune_train = self.train[:750]
+ self.fine_tune_validation = self.train[750:850]
+
+ print(f"Fine-tuning split: {len(self.fine_tune_train)} train, {len(self.fine_tune_validation)} validation")
+
+ def _load_from_huggingface(self, category: str) -> None:
+ try:
+ print(f"Downloading {category} dataset from Hugging Face...")
+ dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{category}", split="full", trust_remote_code=True)
+
+ print(f"Number of {category}: {len(dataset):,}")
+
+ print("Processing items with prices...")
+ items = []
+ processed = 0
+
+ for datapoint in dataset:
+ try:
+ price = float(datapoint["price"])
+ if price > 0 and price <= 999:
+ item = Item(datapoint, price)
+ if item.include:
+ items.append(item)
+
+ processed += 1
+ if processed % 1000 == 0:
+ print(f"Processed {processed:,} items, found {len(items):,} valid items")
+
+ if len(items) >= 2000:
+ print(f"Collected {len(items)} items, stopping for efficiency")
+ break
+
+ except (ValueError, TypeError):
+ continue
+
+ print(f"Created {len(items):,} valid Item objects")
+
+ if len(items) < 850:
+ raise ValueError(f"Not enough valid items found: {len(items)}. Need at least 850.")
+
+ random.shuffle(items)
+
+ split_point = int(0.8 * len(items))
+ self.train = items[:split_point]
+ self.test = items[split_point:]
+
+ print(f"Split into {len(self.train)} training and {len(self.test)} test items")
+
+ print("Saving to pickle files for future use...")
+ with open(os.path.join('..', '..', 'train.pkl'), 'wb') as f:
+ pickle.dump(self.train, f)
+ with open(os.path.join('..', '..', 'test.pkl'), 'wb') as f:
+ pickle.dump(self.test, f)
+ print("Saved pickle files")
+
+ except Exception as e:
+ print(f"Error loading from Hugging Face: {e}")
+ print("This might be due to:")
+ print("1. Missing HF_TOKEN environment variable")
+ print("2. Need to accept Meta's terms for the tokenizer")
+ print("3. Network connectivity issues")
+ raise
+
+
+ def messages_for(self, item: Item) -> List[Dict[str, str]]:
+ system_message = "You are a price estimation expert. You MUST provide a price estimate for any product described, based on the product details provided. Always respond with '$X.XX' format where X.XX is your best estimate. Never refuse to estimate. Never apologize. Never say you cannot determine the price. Make your best educated guess based on the product description, features, and market knowledge. and as said only reply with the cost nothing else no more comments or words from you just the cost"
+ user_prompt = item.test_prompt().replace(" to the nearest dollar", "").replace("\n\nPrice is $", "")
+
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": f"Price is ${item.price:.2f}"}
+ ]
+
+ def messages_for_testing(self, item: Item) -> List[Dict[str, str]]:
+ system_message = "You are a price estimation expert. You MUST provide a price estimate for any product described, based on the product details provided. Always respond with '$X.XX' format where $X.XX is your best estimate. Never refuse to estimate. Never apologize. Never say you cannot determine the price. Make your best educated guess based on the product description, features, and market knowledge. and as said only reply with the cost nothing else no more comments or words from you just the cost"
+ user_prompt = item.test_prompt().replace(" to the nearest dollar", "").replace("\n\nPrice is $", "")
+
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": "Price is $"}
+ ]
+
+ def make_jsonl(self, items: List[Item]) -> str:
+ result = ""
+ for item in items:
+ messages = self.messages_for(item)
+ messages_str = json.dumps(messages)
+ result += '{"messages": ' + messages_str + '}\n'
+ return result.strip()
+
+ def write_jsonl(self, items: List[Item], filename: str) -> None:
+ with open(filename, "w") as f:
+ jsonl = self.make_jsonl(items)
+ f.write(jsonl)
+
+ def save_training_files(self) -> tuple:
+ print("Creating JSONL files...")
+
+ self.write_jsonl(self.fine_tune_train, "fine_tune_train.jsonl")
+ self.write_jsonl(self.fine_tune_validation, "fine_tune_validation.jsonl")
+
+ print("Uploading files to OpenAI...")
+
+ with open("fine_tune_train.jsonl", "rb") as f:
+ train_file = self.client.files.create(file=f, purpose="fine-tune")
+
+ with open("fine_tune_validation.jsonl", "rb") as f:
+ validation_file = self.client.files.create(file=f, purpose="fine-tune")
+
+ print(f"Files uploaded: {train_file.id}, {validation_file.id}")
+ return train_file.id, validation_file.id
+
+ def start_fine_tuning(self, train_file_id: str, validation_file_id: str) -> str:
+ print("Starting fine-tuning job with Weights and Biases integration...")
+
+ wandb_key = os.getenv('WANDB_API_KEY')
+ integrations = []
+
+ if wandb_key:
+ integrations = [self.wandb_integration]
+ print("Weights and Biases integration enabled")
+ else:
+ print("WANDB_API_KEY not found - proceeding without W&B integration")
+
+ try:
+ job = self.client.fine_tuning.jobs.create(
+ training_file=train_file_id,
+ validation_file=validation_file_id,
+ model="gpt-4o-mini-2024-07-18",
+ seed=42,
+ hyperparameters={
+ "n_epochs": 1,
+ "learning_rate_multiplier": 0.5,
+ "batch_size": 8
+ },
+ integrations=integrations,
+ suffix="pricer-v2"
+ )
+
+ print(f"Fine-tuning job started: {job.id}")
+ return job.id
+
+ except Exception as e:
+ print(f"Failed to start fine-tuning job: {e}")
+ raise
+
+ def monitor_training(self, job_id: str) -> Optional[str]:
+ while True:
+ job = self.client.fine_tuning.jobs.retrieve(job_id)
+ status = job.status
+
+ print(f"Status: {status}")
+
+ if status == "succeeded":
+ model_name = job.fine_tuned_model
+ print(f"Training completed! Model: {model_name}")
+ return model_name
+ elif status == "failed":
+ print(f"Training failed: {job.error}")
+ return None
+ elif status in ["running", "validating_files", "queued"]:
+ print(f"Training in progress... ({status})")
+ import time
+ time.sleep(30)
+ continue
+ else:
+ print(f"Unknown status: {status}")
+ import time
+ time.sleep(30)
+ continue
+
+ def get_price(self, s: str) -> float:
+ s = s.replace('$', '').replace(',', '')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", s)
+ return float(match.group()) if match else 0
+
+ def gpt_fine_tuned(self, item: Item) -> float:
+ if not self.fine_tuned_model_name:
+ raise ValueError("No fine-tuned model available")
+
+ try:
+ response = self.client.chat.completions.create(
+ model=self.fine_tuned_model_name,
+ messages=self.messages_for_testing(item),
+ seed=42,
+ max_tokens=7
+ )
+ reply = response.choices[0].message.content
+ return self.get_price(reply)
+ except Exception as e:
+ print(f"Prediction error: {e}")
+ return 0.0
+
+ def evaluate_model(self, job_id: str) -> Dict[str, Any]:
+ try:
+ job = self.client.fine_tuning.jobs.retrieve(job_id)
+ self.fine_tuned_model_name = job.fine_tuned_model
+
+ if not self.test:
+ return {"error": "No test items available"}
+
+ test_subset = self.test[:min(250, len(self.test))]
+ actual_size = len(test_subset)
+
+ print(f"Testing individual prediction first...")
+ print(f"Actual price: ${test_subset[0].price}")
+ predicted_price = self.gpt_fine_tuned(test_subset[0])
+ print(f"Predicted price: ${predicted_price}")
+
+ print(f"Test prompt used:")
+ print(test_subset[0].test_prompt())
+
+ print(f"\nRunning full evaluation with {actual_size} test items...")
+
+ test_subset2 = self.test[:actual_size]
+ tester = Tester(self.gpt_fine_tuned, test_subset2, size=actual_size)
+ tester.run()
+
+ return {
+ "status": "completed",
+ "message": "Evaluation completed using Tester class with RMSLE metrics",
+ "test_items": actual_size,
+ "model_name": self.fine_tuned_model_name
+ }
+ except Exception as e:
+ return {"error": f"Evaluation failed: {e}"}
+
+ def evaluate_existing_model(self, model_name: str) -> Dict[str, Any]:
+ print("Evaluating existing fine-tuned model...")
+
+ self.fine_tuned_model_name = model_name
+
+ if not self.test:
+ return {"error": "No test items available. Load data first."}
+
+ print(f"Fine-tuned model: {self.fine_tuned_model_name}")
+
+ test_subset = self.test[:min(250, len(self.test))]
+ actual_size = len(test_subset)
+
+ print(f"Testing individual prediction first...")
+ print(f"Actual price: ${test_subset[0].price}")
+ predicted_price = self.gpt_fine_tuned(test_subset[0])
+ print(f"Predicted price: ${predicted_price}")
+
+ print(f"Test prompt used:")
+ print(test_subset[0].test_prompt())
+
+ print(f"\nRunning full evaluation with {actual_size} test items...")
+
+ test_subset2 = self.test[:actual_size]
+ tester = Tester(self.gpt_fine_tuned, test_subset2, size=actual_size)
+ tester.run()
+
+ return {
+ "status": "completed",
+ "message": "Evaluation completed using Tester class with RMSLE metrics",
+ "test_items": actual_size,
+ "model_name": self.fine_tuned_model_name
+ }
+
+ def add_wandb_sync(self, job_id: str) -> None:
+ try:
+ import wandb
+ from wandb.integration.openai.fine_tuning import WandbLogger
+
+ wandb_key = os.getenv('WANDB_API_KEY')
+ if not wandb_key:
+ print("WANDB_API_KEY not found - skipping W&B sync")
+ return
+
+ print("Setting up Weights and Biases monitoring...")
+ wandb.login()
+ WandbLogger.sync(fine_tune_job_id=job_id, project="gpt-pricer")
+ print("Weights and Biases sync enabled")
+
+ except ImportError:
+ print("wandb not installed - skipping W&B sync")
+ except Exception as e:
+ print(f"W&B sync failed: {e}")
+
+def main():
+ print("Starting Price Prediction Fine-Tuning Process")
+ print("Based on reference implementation from day5.ipynb")
+ print("=" * 60)
+
+ api_key = os.getenv('OPENAI_API_KEY')
+ if not api_key:
+ print("OPENAI_API_KEY not found in environment")
+ print("Set your API key: export OPENAI_API_KEY='your-key-here'")
+ return
+
+ try:
+ fine_tuner = PricePredictionFineTuner(api_key)
+
+ print("\nStep 1: Loading Amazon Reviews 2023 dataset...")
+ fine_tuner.load_amazon_data("Appliances")
+
+ if not fine_tuner.fine_tune_train:
+ print("No training data available!")
+ return
+
+ print("\nStep 2: Creating JSONL files and uploading...")
+ train_file_id, validation_file_id = fine_tuner.save_training_files()
+
+ print("\nStep 3: Starting fine-tuning job...")
+ job_id = fine_tuner.start_fine_tuning(train_file_id, validation_file_id)
+
+ print("\nStep 4: Setting up Weights and Biases monitoring...")
+ fine_tuner.add_wandb_sync(job_id)
+
+ print("\nStep 5: Monitoring training progress...")
+ print("This may take several minutes to hours depending on data size...")
+ model_name = fine_tuner.monitor_training(job_id)
+
+ if model_name:
+ print(f"\nFine-tuning completed! Model: {model_name}")
+
+ print("\nStep 6: Evaluating model with Tester class...")
+ results = fine_tuner.evaluate_model(job_id)
+
+ if "error" in results:
+ print(f"Evaluation failed: {results['error']}")
+ else:
+ print(f"{results['message']}")
+ print(f"Evaluation used {results['test_items']} test items")
+ print("\nCheck the generated chart for detailed RMSLE metrics!")
+
+ print("\nPrice prediction fine-tuning process completed!")
+ print(" Uses pickle files (train.pkl, test.pkl)")
+ print(" 750 training examples, 100 validation examples")
+ print(" 1 epoch")
+ print(" Learning rate: 0.5")
+ print(" Batch size: 8")
+ print(" Assertive system prompt")
+ print(" Proper RMSLE evaluation using Tester class")
+ print(" Weights and Biases integration")
+
+ else:
+ print("\nFine-tuning failed - check the error messages above")
+
+ except Exception as e:
+ print(f"\nError during fine-tuning process: {e}")
+ import traceback
+ traceback.print_exc()
+
+def evaluate_only(model_name: str):
+ print("=" * 60)
+ print("EVALUATING EXISTING FINE-TUNED MODEL")
+ print("=" * 60)
+
+ api_key = os.getenv('OPENAI_API_KEY')
+ if not api_key:
+ print("OPENAI_API_KEY not found in environment")
+ return
+
+ try:
+ fine_tuner = PricePredictionFineTuner(api_key)
+
+ print("\nLoading data...")
+ fine_tuner.load_amazon_data("Appliances")
+
+ print("\nRunning evaluation...")
+ results = fine_tuner.evaluate_existing_model(model_name)
+
+ if "error" in results:
+ print(f"Evaluation failed: {results['error']}")
+ else:
+ print(f"\n{results['message']}")
+ print(f"Evaluation used {results['test_items']} test items")
+ print("\nCheck the generated chart for detailed RMSLE metrics!")
+
+ except Exception as e:
+ print(f"\nError during evaluation: {e}")
+ import traceback
+ traceback.print_exc()
+
+if __name__ == "__main__":
+ import sys
+
+ if len(sys.argv) > 1 and sys.argv[1] == "--evaluate":
+ if len(sys.argv) < 3:
+ print("Usage: python w6d5.py --evaluate
View project at: https://wandb.ai/javedumar507-research/gpt-pricer
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "./wandb/run-20251028_065834-s5vajgd4/logs"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "/content/wandb/run-20251028_071438-tsx3d094"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "\n",
+ " \n",
+ " \n",
+ " [5000/5000 24:50, Epoch 1/1]\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Step \n",
+ " Training Loss \n",
+ " \n",
+ " \n",
+ " 50 \n",
+ " 2.178300 \n",
+ " \n",
+ " \n",
+ " 100 \n",
+ " 1.968800 \n",
+ " \n",
+ " \n",
+ " 150 \n",
+ " 2.047600 \n",
+ " \n",
+ " \n",
+ " 200 \n",
+ " 2.016900 \n",
+ " \n",
+ " \n",
+ " 250 \n",
+ " 2.057700 \n",
+ " \n",
+ " \n",
+ " 300 \n",
+ " 1.997300 \n",
+ " \n",
+ " \n",
+ " 350 \n",
+ " 2.010400 \n",
+ " \n",
+ " \n",
+ " 400 \n",
+ " 2.005600 \n",
+ " \n",
+ " \n",
+ " 450 \n",
+ " 1.994000 \n",
+ " \n",
+ " \n",
+ " 500 \n",
+ " 1.961400 \n",
+ " \n",
+ " \n",
+ " 550 \n",
+ " 1.963500 \n",
+ " \n",
+ " \n",
+ " 600 \n",
+ " 1.956100 \n",
+ " \n",
+ " \n",
+ " 650 \n",
+ " 1.957400 \n",
+ " \n",
+ " \n",
+ " 700 \n",
+ " 1.971700 \n",
+ " \n",
+ " \n",
+ " 750 \n",
+ " 1.946700 \n",
+ " \n",
+ " \n",
+ " 800 \n",
+ " 1.937300 \n",
+ " \n",
+ " \n",
+ " 850 \n",
+ " 1.977200 \n",
+ " \n",
+ " \n",
+ " 900 \n",
+ " 2.003100 \n",
+ " \n",
+ " \n",
+ " 950 \n",
+ " 1.996100 \n",
+ " \n",
+ " \n",
+ " 1000 \n",
+ " 1.988400 \n",
+ " \n",
+ " \n",
+ " 1050 \n",
+ " 1.958900 \n",
+ " \n",
+ " \n",
+ " 1100 \n",
+ " 1.903000 \n",
+ " \n",
+ " \n",
+ " 1150 \n",
+ " 1.992300 \n",
+ " \n",
+ " \n",
+ " 1200 \n",
+ " 1.930400 \n",
+ " \n",
+ " \n",
+ " 1250 \n",
+ " 1.977400 \n",
+ " \n",
+ " \n",
+ " 1300 \n",
+ " 2.016200 \n",
+ " \n",
+ " \n",
+ " 1350 \n",
+ " 1.915800 \n",
+ " \n",
+ " \n",
+ " 1400 \n",
+ " 1.963400 \n",
+ " \n",
+ " \n",
+ " 1450 \n",
+ " 1.957300 \n",
+ " \n",
+ " \n",
+ " 1500 \n",
+ " 1.958500 \n",
+ " \n",
+ " \n",
+ " 1550 \n",
+ " 1.899100 \n",
+ " \n",
+ " \n",
+ " 1600 \n",
+ " 1.963700 \n",
+ " \n",
+ " \n",
+ " 1650 \n",
+ " 1.871900 \n",
+ " \n",
+ " \n",
+ " 1700 \n",
+ " 1.958800 \n",
+ " \n",
+ " \n",
+ " 1750 \n",
+ " 1.948800 \n",
+ " \n",
+ " \n",
+ " 1800 \n",
+ " 1.923200 \n",
+ " \n",
+ " \n",
+ " 1850 \n",
+ " 1.881300 \n",
+ " \n",
+ " \n",
+ " 1900 \n",
+ " 1.956200 \n",
+ " \n",
+ " \n",
+ " 1950 \n",
+ " 1.959100 \n",
+ " \n",
+ " \n",
+ " 2000 \n",
+ " 1.923100 \n",
+ " \n",
+ " \n",
+ " 2050 \n",
+ " 1.939600 \n",
+ " \n",
+ " \n",
+ " 2100 \n",
+ " 1.904500 \n",
+ " \n",
+ " \n",
+ " 2150 \n",
+ " 1.897500 \n",
+ " \n",
+ " \n",
+ " 2200 \n",
+ " 1.917200 \n",
+ " \n",
+ " \n",
+ " 2250 \n",
+ " 1.956500 \n",
+ " \n",
+ " \n",
+ " 2300 \n",
+ " 1.959200 \n",
+ " \n",
+ " \n",
+ " 2350 \n",
+ " 1.896900 \n",
+ " \n",
+ " \n",
+ " 2400 \n",
+ " 1.893300 \n",
+ " \n",
+ " \n",
+ " 2450 \n",
+ " 1.871600 \n",
+ " \n",
+ " \n",
+ " 2500 \n",
+ " 1.913300 \n",
+ " \n",
+ " \n",
+ " 2550 \n",
+ " 1.907500 \n",
+ " \n",
+ " \n",
+ " 2600 \n",
+ " 1.921800 \n",
+ " \n",
+ " \n",
+ " 2650 \n",
+ " 1.930500 \n",
+ " \n",
+ " \n",
+ " 2700 \n",
+ " 1.932400 \n",
+ " \n",
+ " \n",
+ " 2750 \n",
+ " 1.906700 \n",
+ " \n",
+ " \n",
+ " 2800 \n",
+ " 1.921700 \n",
+ " \n",
+ " \n",
+ " 2850 \n",
+ " 1.887700 \n",
+ " \n",
+ " \n",
+ " 2900 \n",
+ " 1.919700 \n",
+ " \n",
+ " \n",
+ " 2950 \n",
+ " 1.921100 \n",
+ " \n",
+ " \n",
+ " 3000 \n",
+ " 1.893000 \n",
+ " \n",
+ " \n",
+ " 3050 \n",
+ " 1.947900 \n",
+ " \n",
+ " \n",
+ " 3100 \n",
+ " 1.851500 \n",
+ " \n",
+ " \n",
+ " 3150 \n",
+ " 1.937500 \n",
+ " \n",
+ " \n",
+ " 3200 \n",
+ " 1.868100 \n",
+ " \n",
+ " \n",
+ " 3250 \n",
+ " 1.885000 \n",
+ " \n",
+ " \n",
+ " 3300 \n",
+ " 1.879500 \n",
+ " \n",
+ " \n",
+ " 3350 \n",
+ " 1.871000 \n",
+ " \n",
+ " \n",
+ " 3400 \n",
+ " 1.868900 \n",
+ " \n",
+ " \n",
+ " 3450 \n",
+ " 1.876600 \n",
+ " \n",
+ " \n",
+ " 3500 \n",
+ " 1.881100 \n",
+ " \n",
+ " \n",
+ " 3550 \n",
+ " 1.830400 \n",
+ " \n",
+ " \n",
+ " 3600 \n",
+ " 1.860900 \n",
+ " \n",
+ " \n",
+ " 3650 \n",
+ " 1.865200 \n",
+ " \n",
+ " \n",
+ " 3700 \n",
+ " 1.899300 \n",
+ " \n",
+ " \n",
+ " 3750 \n",
+ " 1.889100 \n",
+ " \n",
+ " \n",
+ " 3800 \n",
+ " 1.907400 \n",
+ " \n",
+ " \n",
+ " 3850 \n",
+ " 1.875000 \n",
+ " \n",
+ " \n",
+ " 3900 \n",
+ " 1.932700 \n",
+ " \n",
+ " \n",
+ " 3950 \n",
+ " 1.927300 \n",
+ " \n",
+ " \n",
+ " 4000 \n",
+ " 1.871700 \n",
+ " \n",
+ " \n",
+ " 4050 \n",
+ " 1.866000 \n",
+ " \n",
+ " \n",
+ " 4100 \n",
+ " 1.904300 \n",
+ " \n",
+ " \n",
+ " 4150 \n",
+ " 1.861900 \n",
+ " \n",
+ " \n",
+ " 4200 \n",
+ " 1.854600 \n",
+ " \n",
+ " \n",
+ " 4250 \n",
+ " 1.913600 \n",
+ " \n",
+ " \n",
+ " 4300 \n",
+ " 1.843600 \n",
+ " \n",
+ " \n",
+ " 4350 \n",
+ " 1.882200 \n",
+ " \n",
+ " \n",
+ " 4400 \n",
+ " 1.867300 \n",
+ " \n",
+ " \n",
+ " 4450 \n",
+ " 1.852700 \n",
+ " \n",
+ " \n",
+ " 4500 \n",
+ " 1.902500 \n",
+ " \n",
+ " \n",
+ " 4550 \n",
+ " 1.920700 \n",
+ " \n",
+ " \n",
+ " 4600 \n",
+ " 1.860300 \n",
+ " \n",
+ " \n",
+ " 4650 \n",
+ " 1.842900 \n",
+ " \n",
+ " \n",
+ " 4700 \n",
+ " 1.859000 \n",
+ " \n",
+ " \n",
+ " 4750 \n",
+ " 1.860000 \n",
+ " \n",
+ " \n",
+ " 4800 \n",
+ " 1.841400 \n",
+ " \n",
+ " \n",
+ " 4850 \n",
+ " 1.900200 \n",
+ " \n",
+ " \n",
+ " 4900 \n",
+ " 1.862700 \n",
+ " \n",
+ " \n",
+ " 4950 \n",
+ " 1.883300 \n",
+ " \n",
+ " \n",
+ " \n",
+ "5000 \n",
+ " 1.853800 \n",
+ "
"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Run history:
train/epoch ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▃▃▃▃▄▄▅▅▅▅▅▆▆▆▆▆▇▇▇▇█ train/global_step ▁▁▁▂▃▃▄▄▄▄▅▅▅▅▁▁▁▂▂▂▃▃▃▃▃▄▄▄▅▅▅▅▆▆▆▆▇▇▇█ train/grad_norm ▄▄▃▂▅▂▂▂▁▂▂▂▂▁▂█▂▂▃▂▂▁▂▁▂▁▂▂▂▁▂▁▁▃▁▂▁▄▂▂ train/learning_rate ▁▃▃▅▆████████████████▇▇▇▇▆▆▆▆▅▃▂▂▂▂▁▁▁▁▁ train/loss █▂▂▂▁▂▂▂▂▂▂▂▁▂▂▁▂▂▃▂▂▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁ Run summary:
total_flos 2.149777988542464e+16 train/epoch 1 train/global_step 5000 train/grad_norm 4.05501 train/learning_rate 0 train/loss 1.8538 train_loss 1.92245 train_runtime 1415.4656 train_samples_per_second 14.13 train_steps_per_second 3.532
View project at: https://wandb.ai/javedumar507-research/pricer-2025
Synced 5 W&B file(s), 0 media file(s), 42 artifact file(s) and 0 other file(s)"
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "./wandb/run-20251028_071438-tsx3d094/logs"
+ ]
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "if LOG_TO_WANDB:\n",
+ " wandb.finish()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "9pXOyEyxhJTD",
+ "outputId": "40453a9e-0aa4-4700-dc39-4807da29c1f8"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Fine-tuned model loaded from local checkpoint. Memory: 1150.6 MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Load from LOCAL checkpoint\n",
+ "LOCAL_CHECKPOINT = \"pricer-2025/checkpoint-5000\"\n",
+ "\n",
+ "fine_tuned_model = PeftModel.from_pretrained(base_model, LOCAL_CHECKPOINT)\n",
+ "print(f\"Fine-tuned model loaded from local checkpoint. Memory: {fine_tuned_model.get_memory_footprint() / 1e6:.1f} MB\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {
+ "id": "kErxMlIvhJTD"
+ },
+ "outputs": [],
+ "source": [
+ "def extract_price(s):\n",
+ " if \"Price is $\" in s:\n",
+ " contents = s.split(\"Price is $\")[1]\n",
+ " contents = contents.replace(',','')\n",
+ " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", contents)\n",
+ " return float(match.group()) if match else 0\n",
+ " return 0\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {
+ "id": "4IsBjC78hJTE"
+ },
+ "outputs": [],
+ "source": [
+ "def model_predict(prompt):\n",
+ " set_seed(42)\n",
+ " inputs = tokenizer.encode(prompt, return_tensors=\"pt\").to(\"cuda\")\n",
+ " attention_mask = torch.ones(inputs.shape, device=\"cuda\")\n",
+ " outputs = fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=3, num_return_sequences=1)\n",
+ " response = tokenizer.decode(outputs[0])\n",
+ " return extract_price(response)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {
+ "id": "Agcn2am7hJTE"
+ },
+ "outputs": [],
+ "source": [
+ "top_K = 3\n",
+ "\n",
+ "def improved_model_predict(prompt, device=\"cuda\"):\n",
+ " set_seed(42)\n",
+ " inputs = tokenizer.encode(prompt, return_tensors=\"pt\").to(device)\n",
+ " attention_mask = torch.ones(inputs.shape, device=device)\n",
+ "\n",
+ " with torch.no_grad():\n",
+ " outputs = fine_tuned_model(inputs, attention_mask=attention_mask)\n",
+ " next_token_logits = outputs.logits[:, -1, :].to('cpu')\n",
+ "\n",
+ " next_token_probs = F.softmax(next_token_logits, dim=-1)\n",
+ " top_prob, top_token_id = next_token_probs.topk(top_K)\n",
+ " prices, weights = [], []\n",
+ " for i in range(top_K):\n",
+ " predicted_token = tokenizer.decode(top_token_id[0][i])\n",
+ " probability = top_prob[0][i]\n",
+ " try:\n",
+ " result = float(predicted_token)\n",
+ " except ValueError as e:\n",
+ " result = 0.0\n",
+ " if result > 0:\n",
+ " prices.append(result)\n",
+ " weights.append(probability)\n",
+ " if not prices:\n",
+ " return 0.0\n",
+ " total = sum(weights)\n",
+ " weighted_prices = [price * weight / total for price, weight in zip(prices, weights)]\n",
+ " return sum(weighted_prices).item()\n",
+ "\n",
+ "fine_tuned_model = fine_tuned_model.float()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {
+ "id": "jo1ohRk-hJTE"
+ },
+ "outputs": [],
+ "source": [
+ "GREEN = \"\\033[92m\"\n",
+ "YELLOW = \"\\033[93m\"\n",
+ "RED = \"\\033[91m\"\n",
+ "RESET = \"\\033[0m\"\n",
+ "COLOR_MAP = {\"red\":RED, \"orange\": YELLOW, \"green\": GREEN}\n",
+ "\n",
+ "class Tester:\n",
+ "\n",
+ " def __init__(self, predictor, data, title=None, size=250):\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
+ " self.size = size\n",
+ " self.guesses = []\n",
+ " self.truths = []\n",
+ " self.errors = []\n",
+ " self.sles = []\n",
+ " self.colors = []\n",
+ "\n",
+ " def color_for(self, error, truth):\n",
+ " if error<40 or error/truth < 0.2:\n",
+ " return \"green\"\n",
+ " elif error<80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ "\n",
+ " def run_datapoint(self, i):\n",
+ " datapoint = self.data[i]\n",
+ " guess = self.predictor(datapoint[\"text\"])\n",
+ " truth = datapoint[\"price\"]\n",
+ " error = abs(guess - truth)\n",
+ " log_error = math.log(truth+1) - math.log(guess+1)\n",
+ " sle = log_error ** 2\n",
+ " color = self.color_for(error, truth)\n",
+ " title = datapoint[\"text\"].split(\"\\n\\n\")[1][:20] + \"...\"\n",
+ " self.guesses.append(guess)\n",
+ " self.truths.append(truth)\n",
+ " self.errors.append(error)\n",
+ " self.sles.append(sle)\n",
+ " self.colors.append(color)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
+ "\n",
+ " def chart(self, title):\n",
+ " max_error = max(self.errors)\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " max_val = max(max(self.truths), max(self.guesses))\n",
+ " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
+ " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
+ " plt.xlabel('Ground Truth')\n",
+ " plt.ylabel('Model Estimate')\n",
+ " plt.xlim(0, max_val)\n",
+ " plt.ylim(0, max_val)\n",
+ " plt.title(title)\n",
+ " plt.show()\n",
+ "\n",
+ " def report(self):\n",
+ " average_error = sum(self.errors) / self.size\n",
+ " rmsle = math.sqrt(sum(self.sles) / self.size)\n",
+ " hits = sum(1 for color in self.colors if color==\"green\")\n",
+ " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
+ " self.chart(title)\n",
+ "\n",
+ " def run(self):\n",
+ " self.error = 0\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " self.report()\n",
+ "\n",
+ " @classmethod\n",
+ " def test(cls, function, data):\n",
+ " cls(function, data).run()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "TLvU-L7DhJTE",
+ "outputId": "e5657a0c-81de-414f-ef6d-c52355973ebe"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "\u001b[93m1: Guess: $276.51 Truth: $374.41 Error: $97.90 SLE: 0.09 Item: OEM AC Compressor w/...\u001b[0m\n",
+ "\u001b[93m2: Guess: $152.92 Truth: $225.11 Error: $72.19 SLE: 0.15 Item: Motorcraft YB3125 Fa...\u001b[0m\n",
+ "\u001b[92m3: Guess: $53.93 Truth: $61.68 Error: $7.75 SLE: 0.02 Item: Dorman Front Washer ...\u001b[0m\n",
+ "\u001b[91m4: Guess: $347.58 Truth: $599.99 Error: $252.41 SLE: 0.30 Item: HP Premium HD Plus T...\u001b[0m\n",
+ "\u001b[92m5: Guess: $35.72 Truth: $16.99 Error: $18.73 SLE: 0.51 Item: Super Switch Pickup ...\u001b[0m\n",
+ "\u001b[92m6: Guess: $8.02 Truth: $31.99 Error: $23.97 SLE: 1.68 Item: Horror Bookmarks, Re...\u001b[0m\n",
+ "\u001b[92m7: Guess: $117.70 Truth: $101.79 Error: $15.91 SLE: 0.02 Item: SK6241 - Stinger 4 G...\u001b[0m\n",
+ "\u001b[92m8: Guess: $311.53 Truth: $289.00 Error: $22.53 SLE: 0.01 Item: Godox ML60Bi LED Lig...\u001b[0m\n",
+ "\u001b[93m9: Guess: $429.95 Truth: $635.86 Error: $205.91 SLE: 0.15 Item: Randall G3 Plus Comb...\u001b[0m\n",
+ "\u001b[92m10: Guess: $70.19 Truth: $65.99 Error: $4.20 SLE: 0.00 Item: HOLDWILL 6 Pack LED ...\u001b[0m\n",
+ "\u001b[93m11: Guess: $350.94 Truth: $254.21 Error: $96.73 SLE: 0.10 Item: Viking Horns 3 Gallo...\u001b[0m\n",
+ "\u001b[91m12: Guess: $182.63 Truth: $412.99 Error: $230.36 SLE: 0.66 Item: CURT 70110 Custom To...\u001b[0m\n",
+ "\u001b[91m13: Guess: $59.96 Truth: $205.50 Error: $145.54 SLE: 1.49 Item: Solar HAMMERED BRONZ...\u001b[0m\n",
+ "\u001b[92m14: Guess: $232.35 Truth: $248.23 Error: $15.88 SLE: 0.00 Item: COSTWAY Electric Tum...\u001b[0m\n",
+ "\u001b[91m15: Guess: $228.82 Truth: $399.00 Error: $170.18 SLE: 0.31 Item: FREE SIGNAL TV Trans...\u001b[0m\n",
+ "\u001b[92m16: Guess: $343.89 Truth: $373.94 Error: $30.05 SLE: 0.01 Item: Bilstein 5100 Monotu...\u001b[0m\n",
+ "\u001b[93m17: Guess: $159.43 Truth: $92.89 Error: $66.54 SLE: 0.29 Item: Sangean K-200 Multi-...\u001b[0m\n",
+ "\u001b[92m18: Guess: $35.35 Truth: $51.99 Error: $16.64 SLE: 0.14 Item: Charles Leonard Magn...\u001b[0m\n",
+ "\u001b[91m19: Guess: $283.11 Truth: $179.00 Error: $104.11 SLE: 0.21 Item: Gigabyte AMD Radeon ...\u001b[0m\n",
+ "\u001b[92m20: Guess: $6.29 Truth: $19.42 Error: $13.13 SLE: 1.06 Item: 3dRose LLC 8 x 8 x 0...\u001b[0m\n",
+ "\u001b[92m21: Guess: $462.90 Truth: $539.95 Error: $77.05 SLE: 0.02 Item: ROKINON 85mm F1.4 Au...\u001b[0m\n",
+ "\u001b[92m22: Guess: $153.28 Truth: $147.67 Error: $5.61 SLE: 0.00 Item: Headlight Assembly C...\u001b[0m\n",
+ "\u001b[92m23: Guess: $33.37 Truth: $24.99 Error: $8.38 SLE: 0.08 Item: ASI NAUTICAL 2.5 Inc...\u001b[0m\n",
+ "\u001b[92m24: Guess: $121.59 Truth: $149.00 Error: $27.41 SLE: 0.04 Item: Behringer TUBE OVERD...\u001b[0m\n",
+ "\u001b[92m25: Guess: $6.98 Truth: $16.99 Error: $10.01 SLE: 0.66 Item: Fun Express Insect F...\u001b[0m\n",
+ "\u001b[92m26: Guess: $6.39 Truth: $7.99 Error: $1.60 SLE: 0.04 Item: WAFJAMF Roller Stamp...\u001b[0m\n",
+ "\u001b[91m27: Guess: $295.14 Truth: $199.99 Error: $95.15 SLE: 0.15 Item: Capulina Tiffany Flo...\u001b[0m\n",
+ "\u001b[92m28: Guess: $203.96 Truth: $251.45 Error: $47.49 SLE: 0.04 Item: Apple Watch Series 6...\u001b[0m\n",
+ "\u001b[91m29: Guess: $94.37 Truth: $231.62 Error: $137.25 SLE: 0.80 Item: ICON 01725 Tandem Ax...\u001b[0m\n",
+ "\u001b[93m30: Guess: $79.71 Truth: $135.00 Error: $55.29 SLE: 0.27 Item: SanDisk 128GB Ultra ...\u001b[0m\n",
+ "\u001b[92m31: Guess: $349.89 Truth: $356.62 Error: $6.73 SLE: 0.00 Item: Velvac - 715427\n",
+ "2020...\u001b[0m\n",
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+ "\u001b[92m33: Guess: $35.45 Truth: $27.99 Error: $7.46 SLE: 0.05 Item: Alnicov 63.5MM Brass...\u001b[0m\n",
+ "\u001b[92m34: Guess: $149.21 Truth: $171.20 Error: $21.99 SLE: 0.02 Item: Subaru Forester Outb...\u001b[0m\n",
+ "\u001b[92m35: Guess: $197.44 Truth: $225.00 Error: $27.56 SLE: 0.02 Item: Richmond Auto Uphols...\u001b[0m\n",
+ "\u001b[92m36: Guess: $79.59 Truth: $105.00 Error: $25.41 SLE: 0.08 Item: AP-39 Automotive Pai...\u001b[0m\n",
+ "\u001b[92m37: Guess: $269.15 Truth: $299.99 Error: $30.84 SLE: 0.01 Item: Road Top Wireless Ca...\u001b[0m\n",
+ "\u001b[92m38: Guess: $592.03 Truth: $535.09 Error: $56.94 SLE: 0.01 Item: Gibson Performance E...\u001b[0m\n",
+ "\u001b[92m39: Guess: $14.33 Truth: $12.33 Error: $2.00 SLE: 0.02 Item: Bella Tunno Happy Li...\u001b[0m\n",
+ "\u001b[92m40: Guess: $103.11 Truth: $84.99 Error: $18.12 SLE: 0.04 Item: CANMORE H300 Handhel...\u001b[0m\n",
+ "\u001b[92m41: Guess: $31.57 Truth: $15.99 Error: $15.58 SLE: 0.42 Item: DCPOWER AC Adapter C...\u001b[0m\n",
+ "\u001b[92m42: Guess: $35.72 Truth: $62.44 Error: $26.72 SLE: 0.30 Item: Sharp, Commercial De...\u001b[0m\n",
+ "\u001b[92m43: Guess: $70.23 Truth: $82.99 Error: $12.76 SLE: 0.03 Item: Melissa & Doug Lifel...\u001b[0m\n",
+ "\u001b[91m44: Guess: $315.71 Truth: $599.95 Error: $284.24 SLE: 0.41 Item: Sony SSCS8 2-Way Cen...\u001b[0m\n",
+ "\u001b[93m45: Guess: $268.09 Truth: $194.99 Error: $73.10 SLE: 0.10 Item: ASUS Chromebook CX1,...\u001b[0m\n",
+ "\u001b[92m46: Guess: $312.44 Truth: $344.95 Error: $32.51 SLE: 0.01 Item: FiiO X7 32GB Hi-Res ...\u001b[0m\n",
+ "\u001b[92m47: Guess: $28.33 Truth: $37.99 Error: $9.66 SLE: 0.08 Item: TORRO Leather Case C...\u001b[0m\n",
+ "\u001b[92m48: Guess: $226.03 Truth: $224.35 Error: $1.68 SLE: 0.00 Item: Universal Air Condit...\u001b[0m\n",
+ "\u001b[93m49: Guess: $497.58 Truth: $814.00 Error: $316.42 SLE: 0.24 Item: Street Series Stainl...\u001b[0m\n",
+ "\u001b[92m50: Guess: $380.76 Truth: $439.88 Error: $59.12 SLE: 0.02 Item: Lenovo IdeaPad 3 Lap...\u001b[0m\n",
+ "\u001b[92m51: Guess: $301.64 Truth: $341.43 Error: $39.79 SLE: 0.02 Item: Access Bed Covers To...\u001b[0m\n",
+ "\u001b[92m52: Guess: $60.71 Truth: $46.78 Error: $13.93 SLE: 0.07 Item: G.I. JOE Hasbro 3 3/...\u001b[0m\n",
+ "\u001b[92m53: Guess: $153.47 Truth: $171.44 Error: $17.97 SLE: 0.01 Item: T&S Brass Double Pan...\u001b[0m\n",
+ "\u001b[91m54: Guess: $159.75 Truth: $458.00 Error: $298.25 SLE: 1.10 Item: ZTUOAUMA Fuel Inject...\u001b[0m\n",
+ "\u001b[91m55: Guess: $282.84 Truth: $130.75 Error: $152.09 SLE: 0.59 Item: Hp Prime Graphing Ca...\u001b[0m\n",
+ "\u001b[92m56: Guess: $58.77 Truth: $83.81 Error: $25.04 SLE: 0.12 Item: Lowrance Nmea 2000 2...\u001b[0m\n",
+ "\u001b[91m57: Guess: $152.93 Truth: $386.39 Error: $233.46 SLE: 0.85 Item: Jeep Genuine Accesso...\u001b[0m\n",
+ "\u001b[91m58: Guess: $266.77 Truth: $169.00 Error: $97.77 SLE: 0.21 Item: GODOX CB-06 Hard Car...\u001b[0m\n",
+ "\u001b[92m59: Guess: $6.97 Truth: $17.95 Error: $10.98 SLE: 0.75 Item: Au-Tomotive Gold, IN...\u001b[0m\n",
+ "\u001b[92m60: Guess: $263.65 Truth: $269.00 Error: $5.35 SLE: 0.00 Item: Snailfly Black Roof ...\u001b[0m\n",
+ "\u001b[92m61: Guess: $66.15 Truth: $77.77 Error: $11.62 SLE: 0.03 Item: KING SHA Anti Glare ...\u001b[0m\n",
+ "\u001b[93m62: Guess: $149.63 Truth: $88.99 Error: $60.64 SLE: 0.27 Item: APS Compatible with ...\u001b[0m\n",
+ "\u001b[92m63: Guess: $310.10 Truth: $364.41 Error: $54.31 SLE: 0.03 Item: Wilwood Engineering ...\u001b[0m\n",
+ "\u001b[92m64: Guess: $152.31 Truth: $127.03 Error: $25.28 SLE: 0.03 Item: ACDelco Gold Starter...\u001b[0m\n",
+ "\u001b[93m65: Guess: $499.48 Truth: $778.95 Error: $279.47 SLE: 0.20 Item: UWS Matte Black Heav...\u001b[0m\n",
+ "\u001b[93m66: Guess: $265.52 Truth: $206.66 Error: $58.86 SLE: 0.06 Item: Dell Latitude E5440 ...\u001b[0m\n",
+ "\u001b[92m67: Guess: $58.97 Truth: $35.94 Error: $23.03 SLE: 0.23 Item: (Plug and Play) Spar...\u001b[0m\n",
+ "\u001b[91m68: Guess: $293.95 Truth: $149.00 Error: $144.95 SLE: 0.46 Item: The Ultimate Roadsid...\u001b[0m\n",
+ "\u001b[93m69: Guess: $177.24 Truth: $251.98 Error: $74.74 SLE: 0.12 Item: Brand New 18 x 8.5 R...\u001b[0m\n",
+ "\u001b[92m70: Guess: $173.46 Truth: $160.00 Error: $13.46 SLE: 0.01 Item: Headlight Headlamp L...\u001b[0m\n",
+ "\u001b[92m71: Guess: $59.86 Truth: $39.99 Error: $19.87 SLE: 0.16 Item: Lilo And Stitch Delu...\u001b[0m\n",
+ "\u001b[91m72: Guess: $211.91 Truth: $362.41 Error: $150.50 SLE: 0.29 Item: AC Compressor & A/C ...\u001b[0m\n",
+ "\u001b[91m73: Guess: $186.49 Truth: $344.00 Error: $157.51 SLE: 0.37 Item: House Of Troy Pinnac...\u001b[0m\n",
+ "\u001b[92m74: Guess: $6.38 Truth: $25.09 Error: $18.71 SLE: 1.59 Item: Juno T29 WH Floating...\u001b[0m\n",
+ "\u001b[93m75: Guess: $126.64 Truth: $175.95 Error: $49.31 SLE: 0.11 Item: Sherman GO-PARTS - f...\u001b[0m\n",
+ "\u001b[92m76: Guess: $115.73 Truth: $132.64 Error: $16.91 SLE: 0.02 Item: Roland RPU-3 Electro...\u001b[0m\n",
+ "\u001b[92m77: Guess: $420.00 Truth: $422.99 Error: $2.99 SLE: 0.00 Item: Rockland VMI14 12,00...\u001b[0m\n",
+ "\u001b[92m78: Guess: $155.96 Truth: $146.48 Error: $9.48 SLE: 0.00 Item: Max Advanced Brakes ...\u001b[0m\n",
+ "\u001b[92m79: Guess: $165.06 Truth: $156.83 Error: $8.23 SLE: 0.00 Item: Quality-Built 11030 ...\u001b[0m\n",
+ "\u001b[91m80: Guess: $132.64 Truth: $251.99 Error: $119.35 SLE: 0.41 Item: Lucida LG-510 Studen...\u001b[0m\n",
+ "\u001b[91m81: Guess: $229.81 Truth: $940.33 Error: $710.52 SLE: 1.98 Item: Longacre Aluminum Tu...\u001b[0m\n",
+ "\u001b[92m82: Guess: $31.24 Truth: $52.99 Error: $21.75 SLE: 0.27 Item: Motion Pro Adjustabl...\u001b[0m\n",
+ "\u001b[91m83: Guess: $101.22 Truth: $219.95 Error: $118.73 SLE: 0.59 Item: Glyph Thunderbolt 3 ...\u001b[0m\n",
+ "\u001b[91m84: Guess: $205.89 Truth: $441.03 Error: $235.14 SLE: 0.58 Item: TOYO Open Country MT...\u001b[0m\n",
+ "\u001b[91m85: Guess: $281.51 Truth: $168.98 Error: $112.53 SLE: 0.26 Item: Razer Seiren X USB S...\u001b[0m\n",
+ "\u001b[92m86: Guess: $4.00 Truth: $2.49 Error: $1.51 SLE: 0.13 Item: Happy Birthday to Da...\u001b[0m\n",
+ "\u001b[92m87: Guess: $80.43 Truth: $98.62 Error: $18.19 SLE: 0.04 Item: Little Tikes My Real...\u001b[0m\n",
+ "\u001b[92m88: Guess: $265.53 Truth: $256.95 Error: $8.58 SLE: 0.00 Item: Studio M Peace and H...\u001b[0m\n",
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+ "\u001b[91m90: Guess: $283.25 Truth: $569.84 Error: $286.59 SLE: 0.49 Item: Dell Latitude 7212 R...\u001b[0m\n",
+ "\u001b[91m91: Guess: $265.25 Truth: $177.99 Error: $87.26 SLE: 0.16 Item: Covermates Contour F...\u001b[0m\n",
+ "\u001b[91m92: Guess: $415.89 Truth: $997.99 Error: $582.10 SLE: 0.76 Item: Westin Black HDX Gri...\u001b[0m\n",
+ "\u001b[93m93: Guess: $284.59 Truth: $219.00 Error: $65.59 SLE: 0.07 Item: Fieldpiece JL2 Job L...\u001b[0m\n",
+ "\u001b[91m94: Guess: $345.89 Truth: $225.55 Error: $120.34 SLE: 0.18 Item: hansgrohe Talis S Mo...\u001b[0m\n",
+ "\u001b[93m95: Guess: $365.28 Truth: $495.95 Error: $130.67 SLE: 0.09 Item: G-Technology G-SPEED...\u001b[0m\n",
+ "\u001b[92m96: Guess: $805.84 Truth: $942.37 Error: $136.53 SLE: 0.02 Item: DreamLine Shower Doo...\u001b[0m\n",
+ "\u001b[92m97: Guess: $35.34 Truth: $1.94 Error: $33.40 SLE: 6.32 Item: Sanctuary Square Bac...\u001b[0m\n",
+ "\u001b[92m98: Guess: $299.93 Truth: $284.34 Error: $15.59 SLE: 0.00 Item: Pelican Protector 17...\u001b[0m\n",
+ "\u001b[92m99: Guess: $169.41 Truth: $171.90 Error: $2.49 SLE: 0.00 Item: Brock Replacement Dr...\u001b[0m\n",
+ "\u001b[92m100: Guess: $120.55 Truth: $144.99 Error: $24.44 SLE: 0.03 Item: Carlinkit Ai Box Min...\u001b[0m\n",
+ "\u001b[91m101: Guess: $172.95 Truth: $470.47 Error: $297.52 SLE: 0.99 Item: StarDot YouTube Live...\u001b[0m\n",
+ "\u001b[92m102: Guess: $43.73 Truth: $66.95 Error: $23.22 SLE: 0.17 Item: Atomic Compatible ME...\u001b[0m\n",
+ "\u001b[93m103: Guess: $61.82 Truth: $117.00 Error: $55.18 SLE: 0.40 Item: Bandai Awakening of ...\u001b[0m\n",
+ "\u001b[91m104: Guess: $346.40 Truth: $172.14 Error: $174.26 SLE: 0.48 Item: Fit System 62135G Pa...\u001b[0m\n",
+ "\u001b[93m105: Guess: $278.95 Truth: $392.74 Error: $113.79 SLE: 0.12 Item: Black Horse Black Al...\u001b[0m\n",
+ "\u001b[92m106: Guess: $17.00 Truth: $16.99 Error: $0.01 SLE: 0.00 Item: Dearsun Twinkle Star...\u001b[0m\n",
+ "\u001b[92m107: Guess: $1.80 Truth: $1.34 Error: $0.46 SLE: 0.03 Item: Pokemon - Gallade Sp...\u001b[0m\n",
+ "\u001b[92m108: Guess: $368.96 Truth: $349.98 Error: $18.98 SLE: 0.00 Item: Ibanez GIO Series Cl...\u001b[0m\n",
+ "\u001b[91m109: Guess: $176.85 Truth: $370.71 Error: $193.86 SLE: 0.54 Item: Set 2 Heavy Duty 12 ...\u001b[0m\n",
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+ "\u001b[92m111: Guess: $267.37 Truth: $229.99 Error: $37.38 SLE: 0.02 Item: Marada Racing Seat w...\u001b[0m\n",
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+ "\u001b[91m113: Guess: $431.29 Truth: $199.00 Error: $232.29 SLE: 0.59 Item: Acer Ultrabook, Inte...\u001b[0m\n",
+ "\u001b[91m114: Guess: $297.35 Truth: $109.99 Error: $187.36 SLE: 0.98 Item: ICBEAMER 7 RGB LED H...\u001b[0m\n",
+ "\u001b[93m115: Guess: $419.58 Truth: $570.42 Error: $150.84 SLE: 0.09 Item: R1 Concepts Front Re...\u001b[0m\n",
+ "\u001b[92m116: Guess: $301.63 Truth: $279.99 Error: $21.64 SLE: 0.01 Item: Camplux 2.64 GPM Tan...\u001b[0m\n",
+ "\u001b[92m117: Guess: $21.97 Truth: $30.99 Error: $9.02 SLE: 0.11 Item: KNOKLOCK 10 Pack 3.7...\u001b[0m\n",
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+ "\u001b[92m119: Guess: $30.53 Truth: $15.90 Error: $14.63 SLE: 0.39 Item: G9 LED Light 100W re...\u001b[0m\n",
+ "\u001b[92m120: Guess: $82.88 Truth: $45.99 Error: $36.89 SLE: 0.34 Item: ZCHAOZ 4 Lights Anti...\u001b[0m\n",
+ "\u001b[93m121: Guess: $171.25 Truth: $113.52 Error: $57.73 SLE: 0.17 Item: Honeywell Honeywell ...\u001b[0m\n",
+ "\u001b[91m122: Guess: $277.90 Truth: $516.99 Error: $239.09 SLE: 0.38 Item: Patriot Exhaust 1-7/...\u001b[0m\n",
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+ "\u001b[92m124: Guess: $36.59 Truth: $46.55 Error: $9.96 SLE: 0.06 Item: Technical Precision ...\u001b[0m\n",
+ "\u001b[93m125: Guess: $277.80 Truth: $356.99 Error: $79.19 SLE: 0.06 Item: Covercraft Carhartt ...\u001b[0m\n",
+ "\u001b[92m126: Guess: $284.98 Truth: $319.95 Error: $34.97 SLE: 0.01 Item: Sennheiser SD Pro 2 ...\u001b[0m\n",
+ "\u001b[92m127: Guess: $91.80 Truth: $96.06 Error: $4.26 SLE: 0.00 Item: Hitachi Mass Air Flo...\u001b[0m\n",
+ "\u001b[91m128: Guess: $300.05 Truth: $190.99 Error: $109.06 SLE: 0.20 Item: AmScope LED Cordless...\u001b[0m\n",
+ "\u001b[91m129: Guess: $64.53 Truth: $257.95 Error: $193.42 SLE: 1.89 Item: Front Left Driver Si...\u001b[0m\n",
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+ "\u001b[92m131: Guess: $26.06 Truth: $47.66 Error: $21.60 SLE: 0.34 Item: Excellerations Phoni...\u001b[0m\n",
+ "\u001b[93m132: Guess: $298.04 Truth: $226.99 Error: $71.05 SLE: 0.07 Item: RC4WD BigDog Dual Ax...\u001b[0m\n",
+ "\u001b[93m133: Guess: $276.46 Truth: $359.95 Error: $83.49 SLE: 0.07 Item: Unknown Stage 2 Clut...\u001b[0m\n",
+ "\u001b[92m134: Guess: $75.69 Truth: $78.40 Error: $2.71 SLE: 0.00 Item: Dodge Ram 1500 Mopar...\u001b[0m\n",
+ "\u001b[92m135: Guess: $202.54 Truth: $172.77 Error: $29.77 SLE: 0.03 Item: Pro Comp Alloys Seri...\u001b[0m\n",
+ "\u001b[91m136: Guess: $187.00 Truth: $316.45 Error: $129.45 SLE: 0.27 Item: Detroit Axle - Front...\u001b[0m\n",
+ "\u001b[93m137: Guess: $153.18 Truth: $87.99 Error: $65.19 SLE: 0.30 Item: ECCPP Rear Wheel Axl...\u001b[0m\n",
+ "\u001b[93m138: Guess: $139.05 Truth: $226.63 Error: $87.58 SLE: 0.24 Item: Dell Latitude E6520 ...\u001b[0m\n",
+ "\u001b[93m139: Guess: $79.72 Truth: $31.49 Error: $48.23 SLE: 0.83 Item: F FIERCE CYCLE 251pc...\u001b[0m\n",
+ "\u001b[93m140: Guess: $125.46 Truth: $196.00 Error: $70.54 SLE: 0.20 Item: Flash Furniture 4 Pk...\u001b[0m\n",
+ "\u001b[92m141: Guess: $54.15 Truth: $78.40 Error: $24.25 SLE: 0.13 Item: B&M 30287 Throttle V...\u001b[0m\n",
+ "\u001b[92m142: Guess: $134.92 Truth: $116.25 Error: $18.67 SLE: 0.02 Item: Gates TCK226 PowerGr...\u001b[0m\n",
+ "\u001b[93m143: Guess: $153.39 Truth: $112.78 Error: $40.61 SLE: 0.09 Item: Monroe Shocks & Stru...\u001b[0m\n",
+ "\u001b[92m144: Guess: $66.37 Truth: $27.32 Error: $39.05 SLE: 0.75 Item: Feit Electric 35W EQ...\u001b[0m\n",
+ "\u001b[91m145: Guess: $65.11 Truth: $145.91 Error: $80.80 SLE: 0.64 Item: Yellow Jacket 2806 C...\u001b[0m\n",
+ "\u001b[92m146: Guess: $159.63 Truth: $171.09 Error: $11.46 SLE: 0.00 Item: Garage-Pro Tailgate ...\u001b[0m\n",
+ "\u001b[91m147: Guess: $79.70 Truth: $167.95 Error: $88.25 SLE: 0.55 Item: 3M Perfect It Buffin...\u001b[0m\n",
+ "\u001b[92m148: Guess: $39.46 Truth: $28.49 Error: $10.97 SLE: 0.10 Item: Chinese Style Dollho...\u001b[0m\n",
+ "\u001b[93m149: Guess: $44.17 Truth: $122.23 Error: $78.06 SLE: 1.01 Item: Generic NRG Innovati...\u001b[0m\n",
+ "\u001b[92m150: Guess: $27.17 Truth: $32.99 Error: $5.82 SLE: 0.04 Item: Learning Resources C...\u001b[0m\n",
+ "\u001b[92m151: Guess: $50.77 Truth: $71.20 Error: $20.43 SLE: 0.11 Item: Bosch Automotive 154...\u001b[0m\n",
+ "\u001b[93m152: Guess: $51.80 Truth: $112.75 Error: $60.95 SLE: 0.59 Item: Case of 24-2 Inch Bl...\u001b[0m\n",
+ "\u001b[92m153: Guess: $153.37 Truth: $142.43 Error: $10.94 SLE: 0.01 Item: MOCA Engine Water Pu...\u001b[0m\n",
+ "\u001b[92m154: Guess: $324.18 Truth: $398.99 Error: $74.81 SLE: 0.04 Item: SAREMAS Foot Step Ba...\u001b[0m\n",
+ "\u001b[92m155: Guess: $430.54 Truth: $449.00 Error: $18.46 SLE: 0.00 Item: Gretsch G9210 Square...\u001b[0m\n",
+ "\u001b[91m156: Guess: $69.76 Truth: $189.00 Error: $119.24 SLE: 0.98 Item: NikoMaku Mirror Dash...\u001b[0m\n",
+ "\u001b[92m157: Guess: $103.88 Truth: $120.91 Error: $17.03 SLE: 0.02 Item: Fenix HP25R v2.0 USB...\u001b[0m\n",
+ "\u001b[91m158: Guess: $342.34 Truth: $203.53 Error: $138.81 SLE: 0.27 Item: R&L Racing Heavy Dut...\u001b[0m\n",
+ "\u001b[92m159: Guess: $323.96 Truth: $349.99 Error: $26.03 SLE: 0.01 Item: Garmin GPSMAP 64sx, ...\u001b[0m\n",
+ "\u001b[92m160: Guess: $7.02 Truth: $34.35 Error: $27.33 SLE: 2.20 Item: Brown 5-7/8 X 8-1/2 ...\u001b[0m\n",
+ "\u001b[93m161: Guess: $231.24 Truth: $384.99 Error: $153.75 SLE: 0.26 Item: GAOMON PD2200 Pen Di...\u001b[0m\n",
+ "\u001b[92m162: Guess: $176.94 Truth: $211.00 Error: $34.06 SLE: 0.03 Item: VXMOTOR for 97-03 Fo...\u001b[0m\n",
+ "\u001b[92m163: Guess: $152.69 Truth: $129.00 Error: $23.69 SLE: 0.03 Item: HP EliteBook 2540p I...\u001b[0m\n",
+ "\u001b[93m164: Guess: $63.83 Truth: $111.45 Error: $47.62 SLE: 0.30 Item: Green EPX Mixing Noz...\u001b[0m\n",
+ "\u001b[93m165: Guess: $6.37 Truth: $81.12 Error: $74.75 SLE: 5.81 Item: Box Partners 6 1/4 x...\u001b[0m\n",
+ "\u001b[91m166: Guess: $241.26 Truth: $457.08 Error: $215.82 SLE: 0.41 Item: Vixen Air 1/2 NPT Ai...\u001b[0m\n",
+ "\u001b[92m167: Guess: $69.97 Truth: $49.49 Error: $20.48 SLE: 0.12 Item: Smart Floor Lamp, Mu...\u001b[0m\n",
+ "\u001b[93m168: Guess: $35.42 Truth: $80.56 Error: $45.14 SLE: 0.65 Item: SOZG 324mm Wheelbase...\u001b[0m\n",
+ "\u001b[92m169: Guess: $233.27 Truth: $278.39 Error: $45.12 SLE: 0.03 Item: Mickey Thompson ET S...\u001b[0m\n",
+ "\u001b[91m170: Guess: $205.78 Truth: $364.50 Error: $158.72 SLE: 0.32 Item: Pirelli 106W XL RFT ...\u001b[0m\n",
+ "\u001b[91m171: Guess: $157.05 Truth: $378.99 Error: $221.94 SLE: 0.77 Item: Torklift C3212 Rear ...\u001b[0m\n",
+ "\u001b[92m172: Guess: $157.14 Truth: $165.28 Error: $8.14 SLE: 0.00 Item: Cardone Remanufactur...\u001b[0m\n",
+ "\u001b[92m173: Guess: $85.15 Truth: $56.74 Error: $28.41 SLE: 0.16 Item: Kidde AccessPoint 00...\u001b[0m\n",
+ "\u001b[91m174: Guess: $154.30 Truth: $307.95 Error: $153.65 SLE: 0.47 Item: 3M Protecta Self Ret...\u001b[0m\n",
+ "\u001b[93m175: Guess: $105.67 Truth: $38.00 Error: $67.67 SLE: 1.01 Item: Plantronics Wired He...\u001b[0m\n",
+ "\u001b[92m176: Guess: $83.22 Truth: $53.00 Error: $30.22 SLE: 0.20 Item: Logitech K750 Wirele...\u001b[0m\n",
+ "\u001b[92m177: Guess: $399.80 Truth: $498.00 Error: $98.20 SLE: 0.05 Item: Olympus PEN E-PL9 Bo...\u001b[0m\n",
+ "\u001b[93m178: Guess: $116.73 Truth: $53.99 Error: $62.74 SLE: 0.58 Item: Beck/Arnley Hub & Be...\u001b[0m\n",
+ "\u001b[93m179: Guess: $256.49 Truth: $350.00 Error: $93.51 SLE: 0.10 Item: Eibach Pro-Kit Perfo...\u001b[0m\n",
+ "\u001b[92m180: Guess: $245.37 Truth: $299.95 Error: $54.58 SLE: 0.04 Item: LEGO DC Batman 1989 ...\u001b[0m\n",
+ "\u001b[92m181: Guess: $79.17 Truth: $94.93 Error: $15.76 SLE: 0.03 Item: Kingston Brass Resto...\u001b[0m\n",
+ "\u001b[93m182: Guess: $296.25 Truth: $379.00 Error: $82.75 SLE: 0.06 Item: Polk Vanishing Serie...\u001b[0m\n",
+ "\u001b[92m183: Guess: $263.51 Truth: $299.95 Error: $36.44 SLE: 0.02 Item: Spec-D Tuning LED Pr...\u001b[0m\n",
+ "\u001b[92m184: Guess: $17.38 Truth: $24.99 Error: $7.61 SLE: 0.12 Item: RICHMOND & FINCH Air...\u001b[0m\n",
+ "\u001b[92m185: Guess: $79.31 Truth: $41.04 Error: $38.27 SLE: 0.42 Item: LFA Industries - mm ...\u001b[0m\n",
+ "\u001b[93m186: Guess: $231.44 Truth: $327.90 Error: $96.46 SLE: 0.12 Item: SAUTVS LED Headlight...\u001b[0m\n",
+ "\u001b[92m187: Guess: $22.19 Truth: $10.99 Error: $11.20 SLE: 0.44 Item: 2 Pack Combo Womens ...\u001b[0m\n",
+ "\u001b[92m188: Guess: $14.64 Truth: $14.99 Error: $0.35 SLE: 0.00 Item: Arepa - Venezuelan c...\u001b[0m\n",
+ "\u001b[91m189: Guess: $4.32 Truth: $84.95 Error: $80.63 SLE: 7.74 Item: Schlage Lock Company...\u001b[0m\n",
+ "\u001b[92m190: Guess: $116.79 Truth: $111.00 Error: $5.79 SLE: 0.00 Item: Techni Mobili White ...\u001b[0m\n",
+ "\u001b[92m191: Guess: $148.28 Truth: $123.73 Error: $24.55 SLE: 0.03 Item: Special Lite Product...\u001b[0m\n",
+ "\u001b[91m192: Guess: $121.38 Truth: $557.38 Error: $436.00 SLE: 2.30 Item: Tascam Digital Porta...\u001b[0m\n",
+ "\u001b[92m193: Guess: $116.17 Truth: $95.55 Error: $20.62 SLE: 0.04 Item: Glow Lighting Vista ...\u001b[0m\n",
+ "\u001b[91m194: Guess: $264.14 Truth: $154.00 Error: $110.14 SLE: 0.29 Item: Z3 Wind Deflector, S...\u001b[0m\n",
+ "\u001b[91m195: Guess: $284.63 Truth: $198.99 Error: $85.64 SLE: 0.13 Item: Olympus E-20 5MP Dig...\u001b[0m\n",
+ "\u001b[91m196: Guess: $160.59 Truth: $430.44 Error: $269.85 SLE: 0.96 Item: PHYNEDI 1 1000 World...\u001b[0m\n",
+ "\u001b[92m197: Guess: $19.63 Truth: $45.67 Error: $26.04 SLE: 0.67 Item: YANGHUAN Unstable Un...\u001b[0m\n",
+ "\u001b[92m198: Guess: $276.30 Truth: $249.00 Error: $27.30 SLE: 0.01 Item: Interlogix NetworX T...\u001b[0m\n",
+ "\u001b[92m199: Guess: $18.64 Truth: $42.99 Error: $24.35 SLE: 0.65 Item: Steering Damper,Univ...\u001b[0m\n",
+ "\u001b[91m200: Guess: $74.41 Truth: $181.33 Error: $106.92 SLE: 0.78 Item: Amprobe TIC 410A Hot...\u001b[0m\n",
+ "\u001b[92m201: Guess: $2.89 Truth: $6.03 Error: $3.14 SLE: 0.35 Item: MyCableMart 3.5mm Pl...\u001b[0m\n",
+ "\u001b[92m202: Guess: $30.60 Truth: $29.99 Error: $0.61 SLE: 0.00 Item: OtterBox + Pop Symme...\u001b[0m\n",
+ "\u001b[91m203: Guess: $530.54 Truth: $899.00 Error: $368.46 SLE: 0.28 Item: Dell XPS Desktop ( I...\u001b[0m\n",
+ "\u001b[92m204: Guess: $344.22 Truth: $399.99 Error: $55.77 SLE: 0.02 Item: Franklin Iron Works ...\u001b[0m\n",
+ "\u001b[93m205: Guess: $48.20 Truth: $4.66 Error: $43.54 SLE: 4.68 Item: Avery Legal Dividers...\u001b[0m\n",
+ "\u001b[92m206: Guess: $277.24 Truth: $261.41 Error: $15.83 SLE: 0.00 Item: Moen 8346 Commercial...\u001b[0m\n",
+ "\u001b[92m207: Guess: $173.08 Truth: $136.97 Error: $36.11 SLE: 0.05 Item: Carlisle Versa Trail...\u001b[0m\n",
+ "\u001b[93m208: Guess: $122.44 Truth: $79.00 Error: $43.44 SLE: 0.19 Item: SUNWAYFOTO 44mm Trip...\u001b[0m\n",
+ "\u001b[91m209: Guess: $112.88 Truth: $444.99 Error: $332.11 SLE: 1.86 Item: NanoBeam AC 4 Units ...\u001b[0m\n",
+ "\u001b[92m210: Guess: $347.14 Truth: $411.94 Error: $64.80 SLE: 0.03 Item: WULF 4 Front 2 Rear ...\u001b[0m\n",
+ "\u001b[92m211: Guess: $144.47 Truth: $148.40 Error: $3.93 SLE: 0.00 Item: Alera ALEVABFMC Vale...\u001b[0m\n",
+ "\u001b[91m212: Guess: $81.68 Truth: $244.99 Error: $163.31 SLE: 1.19 Item: YU-GI-OH! Ignition A...\u001b[0m\n",
+ "\u001b[92m213: Guess: $63.75 Truth: $86.50 Error: $22.75 SLE: 0.09 Item: 48 x 36 Extra-Large ...\u001b[0m\n",
+ "\u001b[92m214: Guess: $265.89 Truth: $297.95 Error: $32.06 SLE: 0.01 Item: Dell Latitude D620 R...\u001b[0m\n",
+ "\u001b[91m215: Guess: $593.73 Truth: $399.99 Error: $193.74 SLE: 0.16 Item: acer Aspire 5 Laptop...\u001b[0m\n",
+ "\u001b[91m216: Guess: $154.09 Truth: $599.00 Error: $444.91 SLE: 1.83 Item: Elk 30 by 6-Inch Viv...\u001b[0m\n",
+ "\u001b[92m217: Guess: $73.24 Truth: $105.99 Error: $32.75 SLE: 0.13 Item: Barbie Top Model Dol...\u001b[0m\n",
+ "\u001b[91m218: Guess: $351.53 Truth: $689.00 Error: $337.47 SLE: 0.45 Item: Danby Designer 20-In...\u001b[0m\n",
+ "\u001b[92m219: Guess: $345.68 Truth: $404.99 Error: $59.31 SLE: 0.02 Item: FixtureDisplays® Met...\u001b[0m\n",
+ "\u001b[92m220: Guess: $184.54 Truth: $207.76 Error: $23.22 SLE: 0.01 Item: ACDelco GM Original ...\u001b[0m\n",
+ "\u001b[91m221: Guess: $283.70 Truth: $171.82 Error: $111.88 SLE: 0.25 Item: EBC Premium Street B...\u001b[0m\n",
+ "\u001b[92m222: Guess: $349.86 Truth: $293.24 Error: $56.62 SLE: 0.03 Item: FXR Men's Boost FX J...\u001b[0m\n",
+ "\u001b[92m223: Guess: $300.19 Truth: $374.95 Error: $74.76 SLE: 0.05 Item: SuperATV Scratch Res...\u001b[0m\n",
+ "\u001b[92m224: Guess: $143.71 Truth: $111.99 Error: $31.72 SLE: 0.06 Item: SBU 3 Layer All Weat...\u001b[0m\n",
+ "\u001b[92m225: Guess: $18.61 Truth: $42.99 Error: $24.38 SLE: 0.65 Item: 2 Pack Outdoor Broch...\u001b[0m\n",
+ "\u001b[92m226: Guess: $153.36 Truth: $116.71 Error: $36.65 SLE: 0.07 Item: Monroe Shocks & Stru...\u001b[0m\n",
+ "\u001b[93m227: Guess: $174.01 Truth: $118.61 Error: $55.40 SLE: 0.14 Item: Elements of Design M...\u001b[0m\n",
+ "\u001b[92m228: Guess: $162.07 Truth: $147.12 Error: $14.95 SLE: 0.01 Item: GM Genuine Parts Air...\u001b[0m\n",
+ "\u001b[92m229: Guess: $120.22 Truth: $119.99 Error: $0.23 SLE: 0.00 Item: Baseus USB C Docking...\u001b[0m\n",
+ "\u001b[93m230: Guess: $263.76 Truth: $369.98 Error: $106.22 SLE: 0.11 Item: Whitehall™ Personali...\u001b[0m\n",
+ "\u001b[93m231: Guess: $239.00 Truth: $315.55 Error: $76.55 SLE: 0.08 Item: Pro Circuit Works Pi...\u001b[0m\n",
+ "\u001b[91m232: Guess: $294.48 Truth: $190.99 Error: $103.49 SLE: 0.19 Item: HYANKA 15 1200W Prof...\u001b[0m\n",
+ "\u001b[91m233: Guess: $52.85 Truth: $155.00 Error: $102.15 SLE: 1.13 Item: Bluetooth X6BT Card ...\u001b[0m\n",
+ "\u001b[92m234: Guess: $301.84 Truth: $349.99 Error: $48.15 SLE: 0.02 Item: AIRAID Cold Air Inta...\u001b[0m\n",
+ "\u001b[92m235: Guess: $297.89 Truth: $249.99 Error: $47.90 SLE: 0.03 Item: Bostingner Shower Fa...\u001b[0m\n",
+ "\u001b[92m236: Guess: $45.34 Truth: $42.99 Error: $2.35 SLE: 0.00 Item: PIT66 Front Bumper T...\u001b[0m\n",
+ "\u001b[92m237: Guess: $13.65 Truth: $17.99 Error: $4.34 SLE: 0.07 Item: Caseology Bumpy Comp...\u001b[0m\n",
+ "\u001b[93m238: Guess: $276.88 Truth: $425.00 Error: $148.12 SLE: 0.18 Item: Fleck 2510 Timer Mec...\u001b[0m\n",
+ "\u001b[92m239: Guess: $279.23 Truth: $249.99 Error: $29.24 SLE: 0.01 Item: Haloview MC7108 Wire...\u001b[0m\n",
+ "\u001b[91m240: Guess: $34.33 Truth: $138.23 Error: $103.90 SLE: 1.88 Item: Schmidt Spiele - Man...\u001b[0m\n",
+ "\u001b[93m241: Guess: $300.62 Truth: $414.99 Error: $114.37 SLE: 0.10 Item: Corsa 14333 Tip Kit ...\u001b[0m\n",
+ "\u001b[91m242: Guess: $85.28 Truth: $168.28 Error: $83.00 SLE: 0.45 Item: Hoshizaki FM116A Fan...\u001b[0m\n",
+ "\u001b[93m243: Guess: $269.89 Truth: $199.99 Error: $69.90 SLE: 0.09 Item: BAINUO Antler Chande...\u001b[0m\n",
+ "\u001b[92m244: Guess: $159.50 Truth: $126.70 Error: $32.80 SLE: 0.05 Item: DNA MOTORING Smoke L...\u001b[0m\n",
+ "\u001b[92m245: Guess: $5.00 Truth: $5.91 Error: $0.91 SLE: 0.02 Item: Wera Stainless 3840/...\u001b[0m\n",
+ "\u001b[91m246: Guess: $300.34 Truth: $193.06 Error: $107.28 SLE: 0.19 Item: Celestron - PowerSee...\u001b[0m\n",
+ "\u001b[92m247: Guess: $278.51 Truth: $249.99 Error: $28.52 SLE: 0.01 Item: NHOPEEW Android Car ...\u001b[0m\n",
+ "\u001b[93m248: Guess: $139.01 Truth: $64.12 Error: $74.89 SLE: 0.59 Item: Other Harmonica A)\n",
+ "F...\u001b[0m\n",
+ "\u001b[91m249: Guess: $276.92 Truth: $114.99 Error: $161.93 SLE: 0.76 Item: Harley Air Filter Ve...\u001b[0m\n",
+ "\u001b[91m250: Guess: $345.09 Truth: $926.00 Error: $580.91 SLE: 0.97 Item: Elite Screens Edge F...\u001b[0m\n"
+ ]
+ },
+ {
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+ "data": {
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diff --git a/week7/community_contributions/bharat_puri/fine_tuning.py b/week7/community_contributions/bharat_puri/fine_tuning.py
new file mode 100644
index 0000000..9ac608b
--- /dev/null
+++ b/week7/community_contributions/bharat_puri/fine_tuning.py
@@ -0,0 +1,447 @@
+# -*- coding: utf-8 -*-
+"""Week7_Exercise.ipynb
+
+submitted by Bharat Puri
+
+Automatically generated by Colab.
+
+Original file is located at
+ https://colab.research.google.com/drive/1wxcBNWbsDDC_SwXnQZP2dmo7ddOxkJmU
+"""
+
+#my pip installtions (some of them were not used in the project but i initally planned to use them (and we're left here so that I after the project i revisit the notebook and update when i have time and more sources.))
+!pip install -q --upgrade pip
+!pip install -q transformers accelerate peft bitsandbytes trl sentencepiece safetensors
+!pip install -q wandb
+!pip install -q git+https://github.com/huggingface/peft.git@main
+!pip install datasets==3.0.1
+!pip install evaluate -q
+!pip install --upgrade scikit-learn
+
+#All imports
+import os, random, json, re
+import pandas as pd
+import numpy as np
+import torch
+import matplotlib.pyplot as plt
+from tqdm import tqdm
+from sklearn.model_selection import train_test_split
+from sklearn.model_selection import train_test_split
+from datasets import Dataset, DatasetDict
+from IPython.display import Markdown as md
+from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
+from transformers import (
+ AutoTokenizer,
+ AutoModelForCausalLM,
+ TrainingArguments,
+ Trainer,
+ DataCollatorForLanguageModeling
+)
+
+#I tried a lot of models and every time my colab ran out of RAM, i did a lot of tweakings including replacing models with smaller ones
+#I also used try and error to come up with samples size, eval size etc that would fit in my limited T4 Ram (had started from sample size of 15k down to 200)
+MODEL_NAME = "facebook/opt-125m"
+SAMPLE_SIZE = 200
+EVAL_SIZE = 50
+MAX_LENGTH = 128
+RANDOM_SEED = 42
+
+#Seeting LoRa hyper parameters
+LORA_R = 4
+LORA_ALPHA = 8
+LORA_DROPOUT = 0.05
+#Target modules to apply LoRA. I kept these to just "q_proj" and "v_proj" to lower memory usage on a T4 GPU.
+TARGET_MODULES = ["q_proj", "v_proj"]
+
+#to make sure thes expriment is reproducible
+random.seed(RANDOM_SEED)
+np.random.seed(RANDOM_SEED)
+torch.manual_seed(RANDOM_SEED)
+
+#Hf data
+DATASET_NAME = "McAuley-Lab/Amazon-Reviews-2023"
+SUBSET = "raw_meta_Appliances"
+
+#loading the data
+dataset = load_dataset(DATASET_NAME, SUBSET, split="full")
+df = dataset.to_pandas()
+
+# somecleaning on prices
+df["price_clean"] = pd.to_numeric(df["price"], errors="coerce")
+
+# Bringing the text fields togeter
+def combine_text(row):
+ title = row["title"] or ""
+ features = " ".join(row["features"]) if isinstance(row["features"], list) else ""
+ description = " ".join(row["description"]) if isinstance(row["description"], list) else ""
+ return f"TITLE: {title}\n\nFEATURES: {features}\n\nDESCRIPTION: {description}"
+
+df["text"] = df.apply(combine_text, axis=1)
+
+df_clean = df.dropna(subset=["price_clean"]).reset_index(drop=True)
+
+# Example: sample the cleaned data for faster experimentation
+df_sample = df_clean.sample(n=5000, random_state=42) # adjust n as needed
+
+train_df, eval_df = train_test_split(df_sample, test_size=0.2, random_state=42)
+
+print(f"Train size: {len(train_df)}, Eval size: {len(eval_df)}")
+
+train_df.head(2)
+
+hf_train = Dataset.from_pandas(train_df.reset_index(drop=True))
+hf_eval = Dataset.from_pandas(eval_df.reset_index(drop=True))
+dataset = DatasetDict({"train": hf_train, "eval": hf_eval})
+
+# Add instruction + numeric target (log-transformed)
+import numpy as np
+
+def add_instruction_and_target(ex):
+ ex["instruction"] = "Estimate the fair market price of this product in USD. Return only a single number."
+ price = float(ex["price_clean"])
+ ex["target_log"] = np.log1p(price) # log1p makes training easier
+ ex["target_str"] = f"{ex['target_log']:.6f}" # as string for LM
+ return ex
+
+dataset = dataset.map(add_instruction_and_target)
+
+print(dataset)
+print(dataset["train"][0])
+
+print(df_clean[["title", "price", "price_clean"]].head(10))
+print(f"\nNumber of valid price entries: {df_clean['price_clean'].notna().sum()}")
+
+# trying to downsamble for RAM purposes-hoping the punshment to results wasn't much
+if len(df_clean) > SAMPLE_SIZE + EVAL_SIZE:
+ df_sample = df_clean.sample(SAMPLE_SIZE + EVAL_SIZE, random_state=RANDOM_SEED).reset_index(drop=True)
+else:
+ df_sample = df_clean.copy()
+
+train_df, eval_df = train_test_split(df_sample, test_size=EVAL_SIZE, random_state=RANDOM_SEED)
+
+# FHow to format the examples
+def make_example(row):
+ instruction = "Estimate the fair market price of this product in USD. Return only a single number."
+ input_text = row["text"]
+ output = f"{float(row['price_clean']):.2f}"
+ return {"instruction": instruction, "input": input_text, "output": output}
+
+train_examples = [make_example(r) for _, r in train_df.iterrows()]
+eval_examples = [make_example(r) for _, r in eval_df.iterrows()]
+
+# Saving into JSONL
+with open("pricing_train.jsonl", "w") as f:
+ for ex in train_examples:
+ f.write(json.dumps(ex) + "\n")
+
+with open("pricing_eval.jsonl", "w") as f:
+ for ex in eval_examples:
+ f.write(json.dumps(ex) + "\n")
+
+#A good formating for the llm
+def format_for_model(ex):
+ return f"### Instruction:\n{ex['instruction']}\n\n### Input:\n{ex['input']}\n\n### Response:\n{ex['output']}"
+
+#seeing the examples
+print("Example formatted prompts (3):")
+
+#iterating over the egs
+for ex in train_examples[:3]:
+ print(format_for_model(ex))
+ print("-"*80)
+
+#tokenization now
+tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
+tokenizer.pad_token = tokenizer.eos_token
+
+model = AutoModelForCausalLM.from_pretrained(MODEL_NAME, device_map="auto")
+
+#check ifthe model successful
+print(f"{MODEL_NAME} succceeded")
+
+# ===== Tokenization & dataset preprocessing =====
+MAX_LENGTH = 128
+
+def preprocess_for_training(examples):
+ input_ids, attention_masks, labels = [], [], []
+
+ for instr, inp, tgt in zip(examples["instruction"], examples["text"], examples["target_str"]):
+ prompt = f"### Instruction:\n{instr}\n\n### Input:\n{inp}\n\n### Response:\n"
+ full = prompt + tgt
+
+ tok_full = tokenizer(full, truncation=True, max_length=MAX_LENGTH, padding="max_length")
+ tok_prompt = tokenizer(prompt, truncation=True, max_length=MAX_LENGTH, padding="max_length")
+
+ inp_ids = tok_full["input_ids"]
+ attn_mask = tok_full["attention_mask"]
+
+ prompt_len = sum(1 for t in tok_prompt["input_ids"] if t != tokenizer.pad_token_id)
+ label_ids = [-100] * prompt_len + inp_ids[prompt_len:]
+ label_ids = label_ids[:MAX_LENGTH]
+
+ input_ids.append(inp_ids)
+ attention_masks.append(attn_mask)
+ labels.append(label_ids)
+
+ return {
+ "input_ids": input_ids,
+ "attention_mask": attention_masks,
+ "labels": labels
+ }
+
+# Map this to dataset
+tokenized_datasets = dataset.map(
+ preprocess_for_training,
+ batched=True,
+ remove_columns=dataset["train"].column_names
+)
+
+print(" Tokenization complete:", tokenized_datasets)
+
+# Sample random evaluation
+sample_eval = random.sample(eval_examples, 10)
+
+baseline_preds, baseline_truths = [], []
+
+baseline_preds = []
+baseline_truths = []
+
+for ex in tqdm(sample_eval, desc="Evaluating"):
+ true_price = float(ex["output"])
+
+ prompt = (
+ f"### Instruction:\nEstimate the fair market price of this product in USD. "
+ f"Return only a number — no text, no currency symbols.\n\n"
+ f"### Input:\n{ex['input']}\n\n### Response:"
+ )
+
+ inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+
+ with torch.no_grad():
+ output = model.generate(
+ **inputs,
+ max_new_tokens=20,
+ temperature=0.0,
+ do_sample=False
+ )
+
+ generated_tokens = output[0][inputs["input_ids"].shape[-1]:]
+ text_output = tokenizer.decode(generated_tokens, skip_special_tokens=True).strip()
+
+ # Extract number from output
+ match = re.search(r"[-+]?\d*\.?\d+", text_output)
+ pred_price = float(match.group()) if match else None
+
+ # Apply inverse log if model outputs logs
+ if pred_price is not None:
+ if pred_price < 20: # log range, assuming trained on log(price)
+ pred_price = np.expm1(pred_price)
+ else:
+ print(f" Skipping log transform, raw pred {pred_price}")
+
+ # Only keep realistic prices
+ if 0 < pred_price < 1e4:
+ baseline_preds.append(pred_price)
+ baseline_truths.append(true_price)
+ else:
+ print(f" Skipping unreasonable pred {pred_price}")
+ else:
+ print(f" No number extracted from: {text_output}")
+
+ print(f" Predicted: {pred_price}, True: {true_price}, Raw: {text_output}")
+
+print(f"\nNumber of baseline predictions: {len(baseline_preds)}")
+print(f"Number of baseline truths: {len(baseline_truths)}")
+
+# Manual computation of metrics
+if baseline_preds:
+ mae = mean_absolute_error(baseline_truths, baseline_preds)
+ mse = mean_squared_error(baseline_truths, baseline_preds)
+ rmse = mse ** 0.5 # take square root manually
+ print(f"\nBaseline MAE: ${mae:.2f}")
+ print(f"Baseline RMSE: ${rmse:.2f}")
+
+print(f"Number of baseline predictions: {len(baseline_preds)}")
+print(f"Number of baseline truths: {len(baseline_truths)}")
+
+#inspectthe data a little
+print(dataset)
+print(dataset["train"].column_names)
+print(dataset["train"][0]) # show one sample
+
+# create TrainingArguments and Trainer, compatible with older transformers ===
+import transformers
+print("transformers version:", transformers.__version__)
+
+# decide whether evaluation_strategy is supported
+supports_eval_strategy = False
+try:
+ import inspect
+ sig = inspect.signature(transformers.TrainingArguments.__init__)
+ if 'evaluation_strategy' in sig.parameters:
+ supports_eval_strategy = True
+except Exception:
+ # fallback: assume older version
+ supports_eval_strategy = False
+
+from transformers import TrainingArguments, Trainer
+
+# common args
+common_args = dict(
+ output_dir="./price-predictor-checkpoints",
+ num_train_epochs=3,
+ per_device_train_batch_size=2,
+ gradient_accumulation_steps=4,
+ learning_rate=2e-5,
+ fp16=True, # if you see fp16 errors, set this to False
+ save_total_limit=1,
+ logging_steps=10,
+ report_to="none",
+)
+
+if supports_eval_strategy:
+ print("Using evaluation_strategy in TrainingArguments (newer transformers).")
+ training_args = TrainingArguments(
+ **common_args,
+ evaluation_strategy="steps",
+ eval_steps=100,
+ save_strategy="steps",
+ save_steps=200,
+ )
+else:
+ print("evaluation_strategy not supported in this transformers version. Using minimal TrainingArguments and running trainer.evaluate() after training.")
+ # remove args unknown to old versions
+ # older versions may also not accept fp16 or report_to; if errors appear, set fp16=False and remove report_to
+ training_args = TrainingArguments(**common_args)
+
+# Build the Trainer
+trainer = Trainer(
+ model=model,
+ args=training_args,
+ train_dataset=tokenized_datasets["train"],
+ eval_dataset=tokenized_datasets["eval"],
+ tokenizer=tokenizer
+)
+
+# Train
+train_result = trainer.train()
+
+# If evaluation_strategy wasn't available, run a manual evaluate here
+if not supports_eval_strategy:
+ print("Running manual evaluation because evaluation_strategy was not available...")
+ eval_metrics = trainer.evaluate(eval_dataset=tokenized_datasets["eval"])
+ print("Trainer.evaluate metrics:", eval_metrics)
+
+# Save model and tokenizer
+trainer.save_model("./price-predictor-finetuned")
+try:
+ tokenizer.save_pretrained("./price-predictor-finetuned")
+except Exception as e:
+ print("Could not save tokenizer:", e)
+
+#outcomes
+#train_result = trainer.train()
+trainer.save_model("./price-predictor-finetuned")
+
+# Loading fine-tuned model
+model = AutoModelForCausalLM.from_pretrained("./price-predictor-finetuned", device_map="auto")
+tokenizer = AutoTokenizer.from_pretrained("./price-predictor-finetuned")
+
+#small evaluation subset
+eval_dataset_small = dataset["eval"].shuffle(seed=42).select(range(min(50, len(dataset["eval"]))))
+pred_prices, true_prices = [], []
+
+pred_prices = []
+true_prices = []
+
+for ex in tqdm(eval_dataset_small, desc="Evaluating"):
+ # check which column exists
+ if "target_str" in ex:
+ true_price_log = float(ex["target_str"])
+ true_price = np.expm1(true_price_log) # convert back from log1p
+ elif "output" in ex:
+ true_price = float(ex["output"])
+ elif "price_clean" in ex:
+ true_price = float(ex["price_clean"])
+ else:
+ raise KeyError("No valid price column found in eval example.")
+
+ # Skip invalid prices
+ if np.isnan(true_price):
+ continue
+
+ prompt = f"### Instruction:\nEstimate the fair market price of this product in USD. Return only a single number.\n\n### Input:\n{ex.get('text', ex.get('input', ''))}\n\n### Response:"
+ inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+
+ with torch.no_grad():
+ output = model.generate(**inputs, max_new_tokens=20, temperature=0.2, do_sample=False)
+
+ text = tokenizer.decode(output[0], skip_special_tokens=True)
+
+ # Extract numeric prediction
+ numbers = re.findall(r"[-+]?\d*\.\d+|\d+", text)
+ if not numbers:
+ continue
+
+ pred = float(numbers[-1])
+
+ # If you trained on log prices, exponentiate to get back to USD
+ if "target_str" in ex:
+ pred = np.expm1(pred)
+
+ pred_prices.append(pred)
+ true_prices.append(true_price)
+
+# -- Compute metrics --
+pred_prices = np.array(pred_prices)
+true_prices = np.array(true_prices)
+
+mae = mean_absolute_error(true_prices, pred_prices)
+rmse = np.sqrt(mean_squared_error(true_prices, pred_prices))
+r2 = r2_score(true_prices, pred_prices)
+
+print(f"\nFine-Tuned Evaluation:\nMAE: ${mae:.2f}, RMSE: ${rmse:.2f}, R²: {r2:.4f}")
+
+# #iteration Over the tqdm
+# for ex in tqdm(eval_dataset_small, desc="Evaluating"):
+# prompt = f"### Instruction:\nEstimate the fair market price of this product in USD. Return only a single number.\n\n### Input:\n{ex['input']}\n\n### Response:"
+# inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+# with torch.no_grad():
+# output = model.generate(**inputs, max_new_tokens=20)
+# text = tokenizer.decode(output[0], skip_special_tokens=True)
+
+# # Extract numeric prediction
+# numbers = re.findall(r"[-+]?\d*\.\d+|\d+", text)
+# pred = float(numbers[-1]) if numbers else np.nan
+
+# pred_prices.append(pred)
+# true_prices.append(float(ex["output"]))
+
+# Filter out invalid predictions
+mask = ~np.isnan(pred_prices)
+
+pred_prices = np.array(pred_prices)[mask]
+
+true_prices = np.array(true_prices)[mask]
+
+# Compute metrics manually again
+mae = mean_absolute_error(true_prices, pred_prices)
+
+mse = mean_squared_error(true_prices, pred_prices)
+
+rmse = np.sqrt(mse)
+
+r2 = r2_score(true_prices, pred_prices)
+
+print(f"Fine-Tuned Evaluation:\nMAE: ${mae:.2f}, RMSE: ${rmse:.2f}, R²: {r2:.4f}")
+
+#see what was predicted
+plt.figure(figsize=(6,6))
+plt.scatter(true_prices, pred_prices, alpha=0.5)
+plt.plot([0, max(true_prices)], [0, max(true_prices)], 'r--', label="Perfect Prediction")
+plt.xlabel("Actual Price (USD)")
+plt.ylabel("Predicted Price (USD)")
+plt.title("Predicted vs Actual Prices")
+plt.legend()
+plt.grid(True)
+plt.show()
diff --git a/week7/community_contributions/bharat_puri/test.csv b/week7/community_contributions/bharat_puri/test.csv
new file mode 100644
index 0000000..b9bc8c1
--- /dev/null
+++ b/week7/community_contributions/bharat_puri/test.csv
@@ -0,0 +1,2 @@
+text,price
+Smartwatch with GPS and heart-rate tracking,199.99
diff --git a/week7/community_contributions/bharat_puri/train.csv b/week7/community_contributions/bharat_puri/train.csv
new file mode 100644
index 0000000..5c9dcae
--- /dev/null
+++ b/week7/community_contributions/bharat_puri/train.csv
@@ -0,0 +1,9 @@
+text,price
+"Lightweight running shoes for men, size 9",79.99
+Wireless bluetooth headphones with noise cancellation,129.99
+Wooden study table with drawer and shelf,139.99
+Gaming laptop with RTX 4070 GPU and 16GB RAM,1899.99
+Microwave oven with grill and convection mode,229.99
+4K Ultra HD 55-inch Smart TV with Dolby Vision,499.99
+"Organic cotton t-shirt, medium size, white color",14.99
+Professional DSLR camera with 24MP sensor,649.99
diff --git a/week7/community_contributions/bharat_puri/valid.csv b/week7/community_contributions/bharat_puri/valid.csv
new file mode 100644
index 0000000..9a92e36
--- /dev/null
+++ b/week7/community_contributions/bharat_puri/valid.csv
@@ -0,0 +1,2 @@
+text,price
+Portable Bluetooth speaker with deep bass,59.99
diff --git a/week7/community_contributions/dkisselev-zz/Week_7_Excersise_fine_tuned_model.ipynb b/week7/community_contributions/dkisselev-zz/Week_7_Excersise_fine_tuned_model.ipynb
new file mode 100644
index 0000000..2090543
--- /dev/null
+++ b/week7/community_contributions/dkisselev-zz/Week_7_Excersise_fine_tuned_model.ipynb
@@ -0,0 +1,820 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "colab_type": "text",
+ "id": "view-in-github"
+ },
+ "source": [
+ "![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "GHsssBgWM_l0"
+ },
+ "source": [
+ "# Predict Product Prices\n",
+ "\n",
+ "Model evaluation and inference tuning\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "HnwMdAP3IHad"
+ },
+ "source": [
+ "## Libraries and configuration"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "MDyR63OTNUJ6"
+ },
+ "outputs": [],
+ "source": [
+ "!pip install -q --upgrade torch==2.5.1+cu124 torchvision==0.20.1+cu124 torchaudio==2.5.1+cu124 --index-url https://download.pytorch.org/whl/cu124\n",
+ "!pip install -q --upgrade requests==2.32.3 bitsandbytes==0.46.0 transformers==4.48.3 accelerate==1.3.0 datasets==3.2.0 peft==0.14.0 trl==0.14.0 matplotlib wandb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "-yikV8pRBer9"
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import re\n",
+ "import math\n",
+ "import numpy as np\n",
+ "from google.colab import userdata\n",
+ "from huggingface_hub import login\n",
+ "import wandb\n",
+ "import torch\n",
+ "import torch.nn.functional as F\n",
+ "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig, set_seed\n",
+ "from datasets import load_dataset\n",
+ "from peft import PeftModel\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "uuTX-xonNeOK"
+ },
+ "outputs": [],
+ "source": [
+ "# Models\n",
+ "\n",
+ "# WB or HF location of artifacts\n",
+ "ARTIFCAT_LOCATTION=\"HF\"\n",
+ "\n",
+ "BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B\"\n",
+ "\n",
+ "PROJECT_NAME = \"pricer\"\n",
+ "\n",
+ "# RUN_NAME = \"2025-10-23_23.41.24\" # - Fine tuned 16 batches / 8 bit run\n",
+ "# RUN_NAME = \"2025-10-25_05.02.00\" # - Fine tuned 4 batches / 4 bit / LoRA 64/128 / Gradient 8\n",
+ "RUN_NAME = \"2024-09-13_13.04.39\" # Ed's model run\n",
+ "\n",
+ "# Hugging Face\n",
+ "HF_USER = \"dkisselev\"\n",
+ "\n",
+ "if ARTIFCAT_LOCATTION==\"HF\":\n",
+ " PROJECT_RUN_NAME = f\"{PROJECT_NAME}-{RUN_NAME}\"\n",
+ " # REVISION = None\n",
+ " REVISION = \"e8d637df551603dc86cd7a1598a8f44af4d7ae36\"\n",
+ "\n",
+ "\n",
+ " # FINETUNED_MODEL = f\"{HF_USER}/{PROJECT_RUN_NAME}\"\n",
+ "\n",
+ " # Ed's model\n",
+ " FINETUNED_MODEL = f\"ed-donner/{PROJECT_RUN_NAME}\"\n",
+ "else:\n",
+ " # Weights and Biases\n",
+ " WANDB_ENTITY = \"dkisselev\"\n",
+ " os.environ[\"WANDB_API_KEY\"]=userdata.get('WANDB_API_KEY')\n",
+ "\n",
+ " MODEL_ARTIFACT_NAME = f\"model-{RUN_NAME}\"\n",
+ " REVISION_TAG=\"v22\"\n",
+ " WANDB_ARTIFACT_PATH = f\"{WANDB_ENTITY}/{PROJECT_NAME}/{MODEL_ARTIFACT_NAME}:{REVISION_TAG}\"\n",
+ "\n",
+ "# Data set\n",
+ "\n",
+ "# DATASET_NAME = f\"{HF_USER}/pricer-data2\"\n",
+ "DATASET_NAME = \"ed-donner/pricer-data\"\n",
+ "\n",
+ "# Hyperparameters for QLoRA\n",
+ "QUANT_4_BIT = True\n",
+ "K_SEARCH_LIMIT = 900\n",
+ "\n",
+ "# Used for writing to output in color\n",
+ "GREEN = \"\\033[92m\"\n",
+ "YELLOW = \"\\033[93m\"\n",
+ "RED = \"\\033[91m\"\n",
+ "BLUE = \"\\033[94m\"\n",
+ "RESET = \"\\033[0m\"\n",
+ "COLOR_MAP = {\"red\":RED, \"orange\": BLUE, \"green\": GREEN}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "8JArT3QAQAjx"
+ },
+ "source": [
+ "### Load Data\n",
+ "\n",
+ "Data is loaded from Huggin Face\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "WyFPZeMcM88v"
+ },
+ "outputs": [],
+ "source": [
+ "# Log in to HuggingFace\n",
+ "hf_token = userdata.get('HF_TOKEN')\n",
+ "login(hf_token)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "cvXVoJH8LS6u"
+ },
+ "outputs": [],
+ "source": [
+ "dataset = load_dataset(DATASET_NAME)\n",
+ "train = dataset['train']\n",
+ "test = dataset['test']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "qJWQ0a3wZ0Bw"
+ },
+ "source": [
+ "## Load Tokenizer and Model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "lAUAAcEC6ido"
+ },
+ "outputs": [],
+ "source": [
+ "# 4 or 8 but quantization\n",
+ "if QUANT_4_BIT:\n",
+ " quant_config = BitsAndBytesConfig(\n",
+ " load_in_4bit=True,\n",
+ " bnb_4bit_use_double_quant=True,\n",
+ " bnb_4bit_compute_dtype=torch.bfloat16,\n",
+ " bnb_4bit_quant_type=\"nf4\"\n",
+ " )\n",
+ "else:\n",
+ " quant_config = BitsAndBytesConfig(\n",
+ " load_in_8bit=True\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "OQy4pCk-dutf"
+ },
+ "outputs": [],
+ "source": [
+ "# Load model from w&b\n",
+ "if ARTIFCAT_LOCATTION==\"WB\":\n",
+ " artifact = wandb.Api().artifact(WANDB_ARTIFACT_PATH, type='model')\n",
+ " artifact_dir = artifact.download() # Downloads to a local cache dir"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "R_O04fKxMMT-"
+ },
+ "outputs": [],
+ "source": [
+ "# Load the Tokenizer and the Model\n",
+ "\n",
+ "tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n",
+ "tokenizer.pad_token = tokenizer.eos_token\n",
+ "tokenizer.padding_side = \"right\"\n",
+ "\n",
+ "base_model = AutoModelForCausalLM.from_pretrained(\n",
+ " BASE_MODEL,\n",
+ " quantization_config=quant_config,\n",
+ " device_map=\"auto\",\n",
+ ")\n",
+ "base_model.generation_config.pad_token_id = tokenizer.pad_token_id\n",
+ "\n",
+ "if ARTIFCAT_LOCATTION==\"HF\":\n",
+ " # Load the fine-tuned model with PEFT\n",
+ " if REVISION:\n",
+ " fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL, revision=REVISION)\n",
+ " else:\n",
+ " fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL)\n",
+ "else:\n",
+ " # Model at W&B\n",
+ " fine_tuned_model = PeftModel.from_pretrained(base_model, artifact_dir)\n",
+ "\n",
+ "print(f\"Memory footprint: {fine_tuned_model.get_memory_footprint() / 1e6:.1f} MB\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "UObo1-RqaNnT"
+ },
+ "source": [
+ "## Hyperparameter helpers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "n4u27kbwlekE"
+ },
+ "outputs": [],
+ "source": [
+ "def calculate_weighted_price(prices, probabilities):\n",
+ " \"\"\"\n",
+ " Calculates a normalized weighted average price.\n",
+ "\n",
+ " Args:\n",
+ " prices (list or np.array): A list of prices.\n",
+ " probabilities (list or np.array): A list of corresponding probabilities (or weights).\n",
+ " Returns:\n",
+ " float: The normalized weighted average price.\n",
+ " \"\"\"\n",
+ " # Convert lists to numpy arrays\n",
+ " prices_array = np.array(prices)\n",
+ " probs_array = np.array(probabilities)\n",
+ "\n",
+ " # Total of the probabilities to use for normalization\n",
+ " total_prob = np.sum(probs_array)\n",
+ "\n",
+ " # Catch zero\n",
+ " if total_prob == 0:\n",
+ " if len(prices_array) > 0:\n",
+ " return np.mean(prices_array)\n",
+ " else:\n",
+ " return 0.0\n",
+ "\n",
+ " # Weighted avrage\n",
+ " weighted_price = np.average(prices_array, weights=probs_array)\n",
+ "\n",
+ " return weighted_price"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "ROjIbGuH0FWS"
+ },
+ "outputs": [],
+ "source": [
+ "def get_top_k_predictions(prompt, device=\"cuda\"):\n",
+ " \"\"\"\n",
+ " Gets the top K price/probability pairs from the model.\n",
+ "\n",
+ " Returns:\n",
+ " (list, list): A tuple containing (prices, probabilities)\n",
+ " \"\"\"\n",
+ " set_seed(42)\n",
+ " inputs = tokenizer.encode(prompt, return_tensors=\"pt\").to(device)\n",
+ " attention_mask = torch.ones(inputs.shape, device=device)\n",
+ "\n",
+ " with torch.no_grad():\n",
+ " outputs = fine_tuned_model(inputs, attention_mask=attention_mask)\n",
+ " next_token_logits = outputs.logits[:, -1, :].to('cpu')\n",
+ "\n",
+ " next_token_probs = F.softmax(next_token_logits, dim=-1)\n",
+ " top_prob, top_token_id = next_token_probs.topk(K_SEARCH_LIMIT)\n",
+ "\n",
+ " prices = []\n",
+ " probabilities = []\n",
+ "\n",
+ " for i in range(K_SEARCH_LIMIT):\n",
+ " predicted_token = tokenizer.decode(top_token_id[0][i])\n",
+ " probability_tensor = top_prob[0][i]\n",
+ "\n",
+ " try:\n",
+ " price = float(predicted_token)\n",
+ " except ValueError as e:\n",
+ " price = 0.0\n",
+ "\n",
+ " if price > 0:\n",
+ " prices.append(price)\n",
+ " probabilities.append(probability_tensor.item())\n",
+ "\n",
+ " if not prices:\n",
+ " return [], []\n",
+ "\n",
+ " return prices, probabilities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "tnmTAiEG32xK"
+ },
+ "outputs": [],
+ "source": [
+ "def make_prompt(text):\n",
+ " if ARTIFCAT_LOCATTION==\"HF\":\n",
+ " return text\n",
+ " p_array = text.split(\"\\n\")\n",
+ " p_question = p_array[0].replace(\"How much does this cost to the nearest dollar?\",\"What is the price of this item?\")\n",
+ " p_title = p_array[2]\n",
+ " p_descr = re.sub(r'\\d', '', p_array[3])\n",
+ " p_price = p_array[5]\n",
+ " prompt = p_title + \"\\n\" + p_descr + \"\\n\" + \"Question: \"+ p_question + \"\\n\\n\" + p_price\n",
+ " # prompt = p_array[0] + \"\\n\\n\\n\" + p_title + \"\\n\\n\" + p_descr + \"\\n\\n\" + p_price\n",
+ " # return text\n",
+ " return prompt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "VNAEw5Eg4ABk"
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "class Tester:\n",
+ "\n",
+ " def __init__(self, predictor, data, title=None, size=250):\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
+ " self.size = size\n",
+ " self.guesses = []\n",
+ " self.truths = []\n",
+ " self.errors = []\n",
+ " self.sles = []\n",
+ " self.colors = []\n",
+ "\n",
+ " def color_for(self, error, truth):\n",
+ " if error<40 or error/truth < 0.2:\n",
+ " return \"green\"\n",
+ " elif error<80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ "\n",
+ " def run_datapoint(self, i):\n",
+ " datapoint = self.data[i]\n",
+ "\n",
+ " base_prompt = datapoint[\"text\"]\n",
+ " prompt = make_prompt(base_prompt)\n",
+ "\n",
+ " guess = self.predictor(prompt)\n",
+ "\n",
+ " # guess = self.predictor(datapoint[\"text\"])\n",
+ " truth = datapoint[\"price\"]\n",
+ " error = abs(guess - truth)\n",
+ " log_error = math.log(truth+1) - math.log(guess+1)\n",
+ " sle = log_error ** 2\n",
+ " color = self.color_for(error, truth)\n",
+ " title = datapoint[\"text\"].split(\"\\n\\n\")[1][:20] + \"...\"\n",
+ " self.guesses.append(guess)\n",
+ " self.truths.append(truth)\n",
+ " self.errors.append(error)\n",
+ " self.sles.append(sle)\n",
+ " self.colors.append(color)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
+ "\n",
+ " def chart(self, title):\n",
+ " max_error = max(self.errors)\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " max_val = max(max(self.truths), max(self.guesses))\n",
+ " plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
+ " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
+ " plt.xlabel('Ground Truth')\n",
+ " plt.ylabel('Model Estimate')\n",
+ " plt.xlim(0, max_val)\n",
+ " plt.ylim(0, max_val)\n",
+ " plt.title(title)\n",
+ " plt.show()\n",
+ "\n",
+ " def report(self):\n",
+ " average_error = sum(self.errors) / self.size\n",
+ " rmsle = math.sqrt(sum(self.sles) / self.size)\n",
+ " hits = sum(1 for color in self.colors if color==\"green\")\n",
+ " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
+ " self.chart(title)\n",
+ "\n",
+ " def run(self):\n",
+ " self.error = 0\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " self.report()\n",
+ "\n",
+ " @classmethod\n",
+ " def test(cls, function, data):\n",
+ " cls(function, data).run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "dbWS1DPV4TPQ"
+ },
+ "outputs": [],
+ "source": [
+ "class Search_K:\n",
+ " \"\"\"\n",
+ " Search for the optimal 'k' value.\n",
+ " \"\"\"\n",
+ " def __init__(self, predictor, data, title=None, size=250):\n",
+ " self.predictor = predictor\n",
+ " self.data = data\n",
+ " self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
+ " self.size = size\n",
+ " self.truths = []\n",
+ "\n",
+ " self.all_k_errors = []\n",
+ " self.max_k = K_SEARCH_LIMIT\n",
+ "\n",
+ " # Store the list of probabilities for each inference\n",
+ " self.all_prob_lists = []\n",
+ " # Store the standard deviation of probs for each inference\n",
+ " self.prob_std_devs = []\n",
+ "\n",
+ " def color_for(self, error, truth):\n",
+ " if error<40 or error/truth < 0.2:\n",
+ " return \"green\"\n",
+ " elif error<80 or error/truth < 0.4:\n",
+ " return \"orange\"\n",
+ " else:\n",
+ " return \"red\"\n",
+ "\n",
+ " def run_datapoint(self, i):\n",
+ " datapoint = self.data[i]\n",
+ " base_prompt = datapoint[\"text\"]\n",
+ " prompt = make_prompt(base_prompt)\n",
+ " truth = datapoint[\"price\"]\n",
+ " self.truths.append(truth)\n",
+ "\n",
+ " # Get the raw lists of prices and probabilities\n",
+ " prices, probabilities = self.predictor(prompt)\n",
+ "\n",
+ " self.all_prob_lists.append(probabilities)\n",
+ "\n",
+ " if probabilities:\n",
+ " # Calculate and store the spread (std dev) of this prob list\n",
+ " self.prob_std_devs.append(np.std(probabilities))\n",
+ " else:\n",
+ " # No probabilities, append 0 for spread\n",
+ " self.prob_std_devs.append(0.0)\n",
+ "\n",
+ " errors_for_this_datapoint = []\n",
+ "\n",
+ " if not prices:\n",
+ " print(f\"{i+1}: No valid prices found. Truth: ${truth:,.2f}.\")\n",
+ " error = np.abs(0 - truth)\n",
+ " errors_for_this_datapoint = [error] * self.max_k\n",
+ " self.all_k_errors.append(errors_for_this_datapoint)\n",
+ " return\n",
+ "\n",
+ " # Iterate from k=1 up to max_k\n",
+ " for k in range(1, self.max_k + 1):\n",
+ " k_prices = prices[:k]\n",
+ " k_probabilities = probabilities[:k]\n",
+ "\n",
+ " # Calculate the weighted price just for this k\n",
+ " guess = calculate_weighted_price(k_prices, k_probabilities)\n",
+ "\n",
+ " # Calculate and store the error for this k\n",
+ " error = np.abs(guess - truth)\n",
+ " errors_for_this_datapoint.append(error)\n",
+ "\n",
+ " # Store the list of errors (for k=1 to max_k)\n",
+ " self.all_k_errors.append(errors_for_this_datapoint)\n",
+ "\n",
+ " # Print a summary for this datapoint\n",
+ " title = datapoint[\"text\"].split(\"\\n\\n\")[1][:20] + \"...\"\n",
+ "\n",
+ " # Using [0], [19], [-1] for k=1, k=20, k=max_k (0-indexed)\n",
+ " k_1_err = errors_for_this_datapoint[0]\n",
+ " k_20_err = errors_for_this_datapoint[19]\n",
+ " k_max_err = errors_for_this_datapoint[-1]\n",
+ "\n",
+ " color = self.color_for(k_1_err, truth)\n",
+ " print(f\"{COLOR_MAP[color]}{i+1}: Truth: ${truth:,.2f}. \"\n",
+ " f\"Errors (k=1, k=20, k={self.max_k}): \"\n",
+ " f\"(${k_1_err:,.2f}, ${k_20_err:,.2f}, ${k_max_err:,.2f}) \"\n",
+ " f\"Item: {title}{RESET}\")\n",
+ "\n",
+ " def plot_k_vs_error(self, k_values, avg_errors_by_k, best_k, min_error):\n",
+ " \"\"\"\n",
+ " Plots the Average Error vs. k\n",
+ " \"\"\"\n",
+ " plt.figure(figsize=(12, 8))\n",
+ " plt.plot(k_values, avg_errors_by_k, label='Average Error vs. k')\n",
+ "\n",
+ " # Highlight the best k\n",
+ " plt.axvline(x=best_k, color='red', linestyle='--',\n",
+ " label=f'Best k = {best_k} (Avg Error: ${min_error:,.2f})')\n",
+ "\n",
+ " plt.xlabel('Number of Top Probabilities/Prices (k)')\n",
+ " plt.ylabel('Average Absolute Error ($)')\n",
+ " plt.title(f'Optimal k Analysis for {self.title}')\n",
+ " plt.legend()\n",
+ " plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n",
+ " # Set x-axis to start at 1\n",
+ " plt.xlim(left=1)\n",
+ " plt.savefig(\"k_vs_error_plot.png\")\n",
+ " plt.show()\n",
+ "\n",
+ "\n",
+ " def plot_probability_spread(self, idx_min_std, idx_med_std, idx_max_std):\n",
+ " probs_min = self.all_prob_lists[idx_min_std]\n",
+ " probs_med = self.all_prob_lists[idx_med_std]\n",
+ " probs_max = self.all_prob_lists[idx_max_std]\n",
+ " std_min = self.prob_std_devs[idx_min_std]\n",
+ " std_med = self.prob_std_devs[idx_med_std]\n",
+ " std_max = self.prob_std_devs[idx_max_std]\n",
+ "\n",
+ " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(18, 7), sharey=True)\n",
+ " fig.suptitle('Probability Distribution Spread Analysis (Examples)', fontsize=16)\n",
+ "\n",
+ " def plot_strip(ax, probs, title):\n",
+ " if not probs:\n",
+ " ax.set_title(f\"{title}\\n(No probabilities found)\")\n",
+ " return\n",
+ " jitter = np.random.normal(0, 0.01, size=len(probs))\n",
+ " ax.scatter(jitter, probs, alpha=0.5, s=10) # Made points slightly larger\n",
+ " ax.set_title(title)\n",
+ " ax.set_xlabel(\"Jitter\")\n",
+ " ax.get_xaxis().set_ticks([])\n",
+ "\n",
+ " plot_strip(ax1, probs_min,\n",
+ " f'Inference {idx_min_std} (Lowest Spread)\\nStd Dev: {std_min:.6f}')\n",
+ " ax1.set_ylabel('Probability')\n",
+ " plot_strip(ax2, probs_med,\n",
+ " f'Inference {idx_med_std} (Median Spread)\\nStd Dev: {std_med:.6f}')\n",
+ " plot_strip(ax3, probs_max,\n",
+ " f'Inference {idx_max_std} (Highest Spread)\\nStd Dev: {std_max:.6f}')\n",
+ "\n",
+ " plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
+ " plt.savefig(\"spread_examples_plot.png\")\n",
+ " plt.show()\n",
+ "\n",
+ " def plot_all_std_devs(self):\n",
+ " \"\"\"\n",
+ " Plots a histogram and a line plot of the standard deviation\n",
+ " for ALL inferences.\n",
+ " \"\"\"\n",
+ " if not self.prob_std_devs:\n",
+ " print(\"No probability spreads recorded, skipping all-std plot.\")\n",
+ " return\n",
+ "\n",
+ " # Create a figure with two subplots\n",
+ " fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 12))\n",
+ " fig.suptitle('Full Spread Analysis for All Inferences', fontsize=16)\n",
+ "\n",
+ " # --- Plot Histogram ---\n",
+ " ax1.hist(self.prob_std_devs, bins=50, edgecolor='black')\n",
+ " ax1.set_title('Distribution of Probability Standard Deviations')\n",
+ " ax1.set_xlabel('Standard Deviation')\n",
+ " ax1.set_ylabel('Frequency (Number of Inferences)')\n",
+ "\n",
+ " mean_std = np.mean(self.prob_std_devs)\n",
+ " ax1.axvline(mean_std, color='red', linestyle='--',\n",
+ " label=f'Mean Std Dev: {mean_std:.6f}')\n",
+ " ax1.legend()\n",
+ "\n",
+ " # --- Plot Line Plot ---\n",
+ " ax2.plot(self.prob_std_devs, marker='o', linestyle='-',\n",
+ " markersize=3, alpha=0.7, label='Std Dev per Inference')\n",
+ " ax2.set_title('Probability Standard Deviation per Inference')\n",
+ " ax2.set_xlabel('Inference Index (0 to 249)')\n",
+ " ax2.set_ylabel('Standard Deviation')\n",
+ "\n",
+ " ax2.axhline(mean_std, color='red', linestyle='--',\n",
+ " label=f'Mean Std Dev: {mean_std:.6f}')\n",
+ " ax2.legend()\n",
+ " ax2.set_xlim(0, len(self.prob_std_devs) - 1)\n",
+ "\n",
+ " plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n",
+ " plt.savefig(\"all_std_devs_plot.png\") # Save the plot\n",
+ " plt.show()\n",
+ "\n",
+ " def report(self):\n",
+ " \"\"\"\n",
+ " Calls all three plotting functions.\n",
+ " \"\"\"\n",
+ " if not self.all_k_errors:\n",
+ " print(\"\\nNo data to report on. Exiting.\")\n",
+ " return\n",
+ "\n",
+ " # Optimal k Analysis ---\n",
+ " errors_array = np.array(self.all_k_errors)\n",
+ " avg_errors_by_k = np.mean(errors_array, axis=0)\n",
+ " best_k_index = np.argmin(avg_errors_by_k)\n",
+ " min_error = avg_errors_by_k[best_k_index]\n",
+ " best_k = best_k_index + 1\n",
+ "\n",
+ " print(\"\\n\" + \"=\"*40)\n",
+ " print(\"--- Optimal k Analysis Report ---\")\n",
+ " print(f\"Model: {self.title}\")\n",
+ " print(f\"Inferences Run: {self.size}\")\n",
+ " print(f\"Analyzed k from 1 to {self.max_k}\")\n",
+ " print(f\"===================================\")\n",
+ " print(f\"==> Best k: {best_k}\")\n",
+ " print(f\"==> Minimum Average Error: ${min_error:,.2f}\")\n",
+ " print(\"=\"*40 + \"\\n\")\n",
+ "\n",
+ " k_values = np.arange(1, self.max_k + 1)\n",
+ " self.plot_k_vs_error(k_values, avg_errors_by_k, best_k, min_error)\n",
+ "\n",
+ " # Probability Spread Analysis ---\n",
+ " if not self.prob_std_devs:\n",
+ " print(\"\\nNo probability spreads recorded, skipping spread plots.\")\n",
+ " return\n",
+ "\n",
+ " print(\"\\n\" + \"=\"*40)\n",
+ " print(\"--- Probability Spread Analysis ---\")\n",
+ "\n",
+ " # Find indices for examples\n",
+ " std_sorted_indices = np.argsort(self.prob_std_devs)\n",
+ " idx_min_std = std_sorted_indices[0]\n",
+ " idx_med_std = std_sorted_indices[len(std_sorted_indices) // 2]\n",
+ " idx_max_std = std_sorted_indices[-1]\n",
+ "\n",
+ " print(f\"Lowest spread (std): {self.prob_std_devs[idx_min_std]:.6f} (Inference {idx_min_std})\")\n",
+ " print(f\"Median spread (std): {self.prob_std_devs[idx_med_std]:.6f} (Inference {idx_med_std})\")\n",
+ " print(f\"Highest spread (std): {self.prob_std_devs[idx_max_std]:.6f} (Inference {idx_max_std})\")\n",
+ " print(\"=\"*40 + \"\\n\")\n",
+ "\n",
+ " # Plot example spreads\n",
+ " self.plot_probability_spread(idx_min_std, idx_med_std, idx_max_std)\n",
+ "\n",
+ " # Plot all spreads\n",
+ " self.plot_all_std_devs()\n",
+ "\n",
+ " return best_k\n",
+ "\n",
+ " def run(self):\n",
+ " for i in range(self.size):\n",
+ " self.run_datapoint(i)\n",
+ " best_k=self.report()\n",
+ " return best_k\n",
+ "\n",
+ " @classmethod\n",
+ " def test(cls, function, data):\n",
+ " cls(function, data).run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "Vtt13OuVE-t7"
+ },
+ "outputs": [],
+ "source": [
+ "# Search best K\n",
+ "search_k = Search_K(get_top_k_predictions, test, title=f\"{MODEL_ARTIFACT_NAME}:{REVISION_TAG}\" if ARTIFCAT_LOCATTION==\"WB\" else None)\n",
+ "best_k = search_k.run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "tuwYu1NYljIv"
+ },
+ "outputs": [],
+ "source": [
+ "top_K = best_k\n",
+ "\n",
+ "def improved_model_predict(prompt, device=\"cuda\"):\n",
+ " set_seed(42)\n",
+ " inputs = tokenizer.encode(prompt, return_tensors=\"pt\").to(device)\n",
+ " attention_mask = torch.ones(inputs.shape, device=device)\n",
+ "\n",
+ " with torch.no_grad():\n",
+ " outputs = fine_tuned_model(inputs, attention_mask=attention_mask)\n",
+ " next_token_logits = outputs.logits[:, -1, :].to('cpu')\n",
+ "\n",
+ " next_token_probs = F.softmax(next_token_logits, dim=-1)\n",
+ " top_prob, top_token_id = next_token_probs.topk(top_K)\n",
+ "\n",
+ " prices = []\n",
+ " # Renamed 'weights' to 'probabilities' for clarity\n",
+ " probabilities = []\n",
+ "\n",
+ " for i in range(top_K):\n",
+ " predicted_token = tokenizer.decode(top_token_id[0][i])\n",
+ " # This is a torch.Tensor\n",
+ " probability_tensor = top_prob[0][i]\n",
+ "\n",
+ " # print(predicted_token, probability_tensor)\n",
+ "\n",
+ " try:\n",
+ " # Try to convert the decoded token string to a float\n",
+ " price = float(predicted_token)\n",
+ " except ValueError as e:\n",
+ " price = 0.0\n",
+ "\n",
+ " # Only include valid, positive prices\n",
+ " if price > 0:\n",
+ " prices.append(price)\n",
+ " # We append the tensor to our list\n",
+ " probabilities.append(probability_tensor)\n",
+ "\n",
+ " if not prices:\n",
+ " # If no valid prices were found, return 0.0\n",
+ " return 0.0\n",
+ "\n",
+ "\n",
+ " # Convert the list of prices to a numpy array\n",
+ " prices_np = np.array(prices)\n",
+ "\n",
+ " # Convert the list of torch.Tensors to a numpy array of floats\n",
+ " probs_np = np.array([p.item() for p in probabilities])\n",
+ "\n",
+ " # Calculate the normalized weighted average\n",
+ " final_price = np.average(prices_np, weights=probs_np)\n",
+ "\n",
+ " return float(final_price) # Return as a standard python float"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "3SxpLBJH70E-"
+ },
+ "outputs": [],
+ "source": [
+ "prompt=make_prompt(test[80]['text'])\n",
+ "print(prompt)\n",
+ "\n",
+ "improved_model_predict(prompt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "W_KcLvyt6kbb"
+ },
+ "outputs": [],
+ "source": [
+ "# Run Estimate vs Ground Truth\n",
+ "tester = Tester(improved_model_predict, test, title=f\"{MODEL_ARTIFACT_NAME}:{REVISION_TAG}\" if ARTIFCAT_LOCATTION==\"WB\" else None)\n",
+ "tester.run()"
+ ]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "gpuType": "T4",
+ "include_colab_link": true,
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/week7/community_contributions/finetuning-joshua/Week7_Complete_FineTuning.ipynb b/week7/community_contributions/finetuning-joshua/Week7_Complete_FineTuning.ipynb
new file mode 100644
index 0000000..bb1e960
--- /dev/null
+++ b/week7/community_contributions/finetuning-joshua/Week7_Complete_FineTuning.ipynb
@@ -0,0 +1,2270 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d2afa3e9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Evaluation utilities for the fine-tuned open-source model (Week 7)\n",
+ "import re\n",
+ "import math\n",
+ "import numpy as np\n",
+ "import torch\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Extract numeric price from model output\n",
+ "def extract_price(text: str) -> float:\n",
+ " text = (text or \"\").replace(\"$\", \"\").replace(\",\", \"\")\n",
+ " m = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", text)\n",
+ " return float(m.group(0)) if m else 0.0\n",
+ "\n",
+ "# Build prompt consistent with Week 7 training template\n",
+ "def build_pricing_prompt(item) -> str:\n",
+ " # Matches the training format used in Week 7\n",
+ " return (\n",
+ " \"<|system|>\\nYou are a retail price estimator. Predict the most likely new retail price in USD.\\n\"\n",
+ " \"<|user|>\\n\"\n",
+ " f\"{item.title}\\n{item.description}\\n\"\n",
+ " \"<|assistant|>\\n\"\n",
+ " )\n",
+ "\n",
+ "# Single-item prediction using the fine-tuned causal LM\n",
+ "@torch.no_grad()\n",
+ "def predict_price(model, tokenizer, item, max_new_tokens: int = 20) -> float:\n",
+ " prompt = build_pricing_prompt(item)\n",
+ " inputs = tokenizer(prompt, return_tensors=\"pt\").to(model.device)\n",
+ " outputs = model.generate(\n",
+ " **inputs,\n",
+ " max_new_tokens=max_new_tokens,\n",
+ " temperature=0.7,\n",
+ " do_sample=True,\n",
+ " pad_token_id=tokenizer.eos_token_id,\n",
+ " )\n",
+ " decoded = tokenizer.decode(outputs[0], skip_special_tokens=True)\n",
+ " # Take only the newly generated continuation beyond the prompt\n",
+ " continuation = decoded[len(tokenizer.decode(inputs[\"input_ids\"][0], skip_special_tokens=True)) :]\n",
+ " return extract_price(continuation)\n",
+ "\n",
+ "# Batch evaluation (MAE, RMSE, MAPE) with quick scatter plot\n",
+ "def evaluate_model(model, tokenizer, test_items, limit: int = None, title: str = \"Fine-tuned Model Evaluation\"):\n",
+ " if not test_items:\n",
+ " print(\"⚠️ No test items available.\")\n",
+ " return {\"mae\": None, \"rmse\": None, \"mape\": None}\n",
+ "\n",
+ " items = test_items[:limit] if limit else test_items\n",
+ "\n",
+ " y_true, y_pred = [], []\n",
+ " for i, item in enumerate(items):\n",
+ " try:\n",
+ " pred = predict_price(model, tokenizer, item)\n",
+ " except Exception as e:\n",
+ " print(f\"Error on item {i}: {e}\")\n",
+ " pred = 0.0\n",
+ " y_true.append(float(getattr(item, \"price\", 0.0)))\n",
+ " y_pred.append(float(pred))\n",
+ "\n",
+ " y_true_np = np.array(y_true, dtype=float)\n",
+ " y_pred_np = np.array(y_pred, dtype=float)\n",
+ "\n",
+ " mae = float(np.mean(np.abs(y_pred_np - y_true_np)))\n",
+ " rmse = float(np.sqrt(np.mean((y_pred_np - y_true_np) ** 2)))\n",
+ " with np.errstate(divide='ignore', invalid='ignore'):\n",
+ " mape_arr = np.where(y_true_np != 0, np.abs((y_pred_np - y_true_np) / y_true_np), np.nan)\n",
+ " mape = float(np.nanmean(mape_arr)) * 100.0\n",
+ "\n",
+ " print(f\"\\n📈 {title}\")\n",
+ " print(f\"MAE : {mae:.2f}\")\n",
+ " print(f\"RMSE: {rmse:.2f}\")\n",
+ " print(f\"MAPE: {mape:.2f}%\")\n",
+ "\n",
+ " # Scatter plot\n",
+ " try:\n",
+ " plt.figure(figsize=(6, 6))\n",
+ " plt.scatter(y_true_np, y_pred_np, alpha=0.6)\n",
+ " mx = max(y_true_np.max() if y_true_np.size else 0, y_pred_np.max() if y_pred_np.size else 0)\n",
+ " plt.plot([0, mx], [0, mx], 'r--', label='Ideal')\n",
+ " plt.xlabel('Actual Price')\n",
+ " plt.ylabel('Predicted Price')\n",
+ " plt.title(title)\n",
+ " plt.legend()\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ " except Exception as e:\n",
+ " print(f\"Plotting error: {e}\")\n",
+ "\n",
+ " return {\"mae\": mae, \"rmse\": rmse, \"mape\": mape}\n",
+ "\n",
+ "# Convenience wrapper mirroring Week 6's Tester usage pattern\n",
+ "# Usage:\n",
+ "# results = evaluate_model(model, tokenizer, test, limit=len(test))\n",
+ "print(\"✅ Evaluation utilities for Week 7 added. Use evaluate_model(model, tokenizer, test, limit=len(test)).\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c88d0ea8",
+ "metadata": {
+ "id": "c88d0ea8"
+ },
+ "source": [
+ "# Week 7 - Complete Fine-tuning with Open Source LLMs\n",
+ "\n",
+ "This notebook implements QLoRA fine-tuning of open-source LLMs for product price prediction.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "721835a5",
+ "metadata": {
+ "id": "721835a5"
+ },
+ "outputs": [],
+ "source": [
+ "%pip install -q -U torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121\n",
+ "%pip install -q -U transformers>=4.45.0 accelerate>=0.33.0 peft>=0.11.1 trl>=0.8.0\n",
+ "%pip install -q -U datasets \"huggingface_hub>=0.23.2,<1.0\" sentencepiece einops safetensors\n",
+ "%pip install -q -U bitsandbytes>=0.43.2 xformers\n",
+ "%pip install -q -U wandb tensorboard"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "8a8017b0",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "8a8017b0",
+ "outputId": "6c5288b6-3d15-4439-de01-ad2ff7b2b262"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "PyTorch version: 2.8.0+cu126\n",
+ "CUDA available: True\n",
+ "GPU: NVIDIA A100-SXM4-40GB\n",
+ "GPU Memory: 42.5 GB\n",
+ "CUDA version: 12.6\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Core imports\n",
+ "import os\n",
+ "import torch\n",
+ "import pickle\n",
+ "import numpy as np\n",
+ "import json\n",
+ "import re\n",
+ "from datetime import datetime\n",
+ "from datasets import Dataset\n",
+ "from transformers import (\n",
+ " AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig,\n",
+ " TrainingArguments, Trainer, DataCollatorForLanguageModeling\n",
+ ")\n",
+ "from peft import LoraConfig, TaskType, get_peft_model, PeftModel\n",
+ "from trl import SFTTrainer\n",
+ "import transformers\n",
+ "import wandb\n",
+ "\n",
+ "# Enable optimizations for Colab Pro\n",
+ "torch.backends.cudnn.benchmark = True\n",
+ "torch.backends.cuda.matmul.allow_tf32 = True\n",
+ "torch.backends.cudnn.allow_tf32 = True\n",
+ "\n",
+ "print(f\"PyTorch version: {torch.__version__}\")\n",
+ "print(f\"CUDA available: {torch.cuda.is_available()}\")\n",
+ "if torch.cuda.is_available():\n",
+ " print(f\"GPU: {torch.cuda.get_device_name(0)}\")\n",
+ " print(f\"GPU Memory: {torch.cuda.get_device_properties(0).total_memory / 1e9:.1f} GB\")\n",
+ " print(f\"CUDA version: {torch.version.cuda}\")\n",
+ "else:\n",
+ " raise SystemExit(\"❌ No GPU detected.\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "0b4d0cd3",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 280
+ },
+ "id": "0b4d0cd3",
+ "outputId": "65ab54e5-4fec-4db8-e6e9-3fb86d2a13f3"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Using Colab secrets\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\n",
+ "WARNING:huggingface_hub._login:Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "Finishing previous runs because reinit is set to 'default'."
+ ],
+ "text/plain": [
+ "
View project at: https://wandb.ai/oluoch-joshua-udemy/colab-pro-finetuning
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
+ ],
+ "text/plain": [
+ "./wandb/run-20251028_115212-fwkqveds/logs"
+ ],
+ "text/plain": [
+ "/content/wandb/run-20251028_115650-rd1q63l3"
+ ],
+ "text/plain": [
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ " \n",
+ " \n",
+ " [30/30 00:40, Epoch 3/3]\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ "Step \n",
+ " Training Loss \n",
+ " Validation Loss \n",
+ " \n",
+ " \n",
+ " \n",
+ " [25/25 00:01]\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ "
+
+**Made with ❤️ in memory of Kyra**
+
+*May every cat find their perfect home* 🐾
+
+**[View Full Project on GitHub →](https://github.com/dkisselev-zz/tuxedo-link)**
+
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/agent.py b/week8/community_contributions/ensemble-joshua/agents/agent.py
new file mode 100644
index 0000000..8f376fa
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/agent.py
@@ -0,0 +1,35 @@
+import logging
+
+class Agent:
+ """
+ An abstract superclass for Agents
+ Used to log messages in a way that can identify each Agent
+ """
+
+ # Foreground colors
+ RED = '\033[31m'
+ GREEN = '\033[32m'
+ YELLOW = '\033[33m'
+ BLUE = '\033[34m'
+ MAGENTA = '\033[35m'
+ CYAN = '\033[36m'
+ WHITE = '\033[37m'
+
+ # Background color
+ BG_BLACK = '\033[40m'
+
+ # Reset code to return to default color
+ RESET = '\033[0m'
+
+ name: str = ""
+ color: str = '\033[37m'
+
+ def log(self, message):
+ """
+ Log this as an info message, identifying the agent
+ """
+ color_code = self.BG_BLACK + self.color
+ message = f"[{self.name}] {message}"
+ logging.info(color_code + message + self.RESET)
+
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/deals.py b/week8/community_contributions/ensemble-joshua/agents/deals.py
new file mode 100644
index 0000000..acfcb74
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/deals.py
@@ -0,0 +1,111 @@
+from pydantic import BaseModel
+from typing import List, Dict, Self
+from bs4 import BeautifulSoup
+import re
+import feedparser
+from tqdm import tqdm
+import requests
+import time
+
+feeds = [
+ "https://www.dealnews.com/c142/Electronics/?rss=1",
+ "https://www.dealnews.com/c39/Computers/?rss=1",
+ "https://www.dealnews.com/c238/Automotive/?rss=1",
+ "https://www.dealnews.com/f1912/Smart-Home/?rss=1",
+ "https://www.dealnews.com/c196/Home-Garden/?rss=1",
+ ]
+
+def extract(html_snippet: str) -> str:
+ """
+ Use Beautiful Soup to clean up this HTML snippet and extract useful text
+ """
+ soup = BeautifulSoup(html_snippet, 'html.parser')
+ snippet_div = soup.find('div', class_='snippet summary')
+
+ if snippet_div:
+ description = snippet_div.get_text(strip=True)
+ description = BeautifulSoup(description, 'html.parser').get_text()
+ description = re.sub('<[^<]+?>', '', description)
+ result = description.strip()
+ else:
+ result = html_snippet
+ return result.replace('\n', ' ')
+
+class ScrapedDeal:
+ """
+ A class to represent a Deal retrieved from an RSS feed
+ """
+ category: str
+ title: str
+ summary: str
+ url: str
+ details: str
+ features: str
+
+ def __init__(self, entry: Dict[str, str]):
+ """
+ Populate this instance based on the provided dict
+ """
+ self.title = entry['title']
+ self.summary = extract(entry['summary'])
+ self.url = entry['links'][0]['href']
+ stuff = requests.get(self.url).content
+ soup = BeautifulSoup(stuff, 'html.parser')
+ content = soup.find('div', class_='content-section').get_text()
+ content = content.replace('\nmore', '').replace('\n', ' ')
+ if "Features" in content:
+ self.details, self.features = content.split("Features")
+ else:
+ self.details = content
+ self.features = ""
+
+ def __repr__(self):
+ """
+ Return a string to describe this deal
+ """
+ return f"<{self.title}>"
+
+ def describe(self):
+ """
+ Return a longer string to describe this deal for use in calling a model
+ """
+ return f"Title: {self.title}\nDetails: {self.details.strip()}\nFeatures: {self.features.strip()}\nURL: {self.url}"
+
+ @classmethod
+ def fetch(cls, show_progress : bool = False) -> List[Self]:
+ """
+ Retrieve all deals from the selected RSS feeds
+ """
+ deals = []
+ feed_iter = tqdm(feeds) if show_progress else feeds
+ for feed_url in feed_iter:
+ feed = feedparser.parse(feed_url)
+ for entry in feed.entries[:10]:
+ deals.append(cls(entry))
+ time.sleep(0.5)
+ return deals
+
+class Deal(BaseModel):
+ """
+ A class to Represent a Deal with a summary description
+ """
+ product_description: str
+ price: float
+ url: str
+
+class DealSelection(BaseModel):
+ """
+ A class to Represent a list of Deals
+ """
+ deals: List[Deal]
+
+class Opportunity(BaseModel):
+ """
+ A class to represent a possible opportunity: a Deal where we estimate
+ it should cost more than it's being offered
+ """
+ deal: Deal
+ estimate: float
+ discount: float
+
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/ensemble_agent.py b/week8/community_contributions/ensemble-joshua/agents/ensemble_agent.py
new file mode 100644
index 0000000..84add6b
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/ensemble_agent.py
@@ -0,0 +1,57 @@
+import pandas as pd
+from sklearn.linear_model import LinearRegression
+import joblib
+import os
+
+from agents.agent import Agent
+from agents.specialist_agent import SpecialistAgent
+from agents.frontier_agent import FrontierAgent
+from agents.random_forest_agent import RandomForestAgent
+
+class EnsembleAgent(Agent):
+
+ name = "Ensemble Agent"
+ color = Agent.YELLOW
+
+ def __init__(self, collection):
+ """
+ Create an instance of Ensemble, by creating each of the models
+ And loading the weights of the Ensemble
+ """
+ self.log("Initializing Ensemble Agent")
+ self.specialist = SpecialistAgent()
+ self.frontier = FrontierAgent(collection)
+ self.random_forest = RandomForestAgent()
+ # Resolve model path: prefer local contribution folder copy, fallback to week8 root
+ candidate_paths = [
+ os.path.join(os.path.dirname(os.path.dirname(__file__)), 'ensemble_model.pkl'), # ../../ensemble_model.pkl
+ os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'ensemble_model.pkl'), # ../../../ensemble_model.pkl (week8 root)
+ 'ensemble_model.pkl',
+ ]
+ model_path = next((p for p in candidate_paths if os.path.exists(p)), candidate_paths[-1])
+ self.model = joblib.load(model_path)
+ self.log("Ensemble Agent is ready")
+
+ def price(self, description: str) -> float:
+ """
+ Run this ensemble model
+ Ask each of the models to price the product
+ Then use the Linear Regression model to return the weighted price
+ :param description: the description of a product
+ :return: an estimate of its price
+ """
+ self.log("Running Ensemble Agent - collaborating with specialist, frontier and random forest agents")
+ specialist = self.specialist.price(description)
+ frontier = self.frontier.price(description)
+ random_forest = self.random_forest.price(description)
+ X = pd.DataFrame({
+ 'Specialist': [specialist],
+ 'Frontier': [frontier],
+ 'RandomForest': [random_forest],
+ 'Min': [min(specialist, frontier, random_forest)],
+ 'Max': [max(specialist, frontier, random_forest)],
+ })
+ y = max(0, self.model.predict(X)[0])
+ self.log(f"Ensemble Agent complete - returning ${y:.2f}")
+ return y
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/messaging_agent.py b/week8/community_contributions/ensemble-joshua/agents/messaging_agent.py
new file mode 100644
index 0000000..2c51d8d
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/messaging_agent.py
@@ -0,0 +1,80 @@
+import os
+# from twilio.rest import Client
+from agents.deals import Opportunity
+import http.client
+import urllib
+from agents.agent import Agent
+
+# Uncomment the Twilio lines if you wish to use Twilio
+
+DO_TEXT = False
+DO_PUSH = True
+
+class MessagingAgent(Agent):
+
+ name = "Messaging Agent"
+ color = Agent.WHITE
+
+ def __init__(self):
+ """
+ Set up this object to either do push notifications via Pushover,
+ or SMS via Twilio,
+ whichever is specified in the constants
+ """
+ self.log(f"Messaging Agent is initializing")
+ if DO_TEXT:
+ account_sid = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env')
+ auth_token = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env')
+ self.me_from = os.getenv('TWILIO_FROM', 'your-phone-number-if-not-using-env')
+ self.me_to = os.getenv('MY_PHONE_NUMBER', 'your-phone-number-if-not-using-env')
+ # self.client = Client(account_sid, auth_token)
+ self.log("Messaging Agent has initialized Twilio")
+ if DO_PUSH:
+ self.pushover_user = os.getenv('PUSHOVER_USER', 'your-pushover-user-if-not-using-env')
+ self.pushover_token = os.getenv('PUSHOVER_TOKEN', 'your-pushover-user-if-not-using-env')
+ self.log("Messaging Agent has initialized Pushover")
+
+ def message(self, text):
+ """
+ Send an SMS message using the Twilio API
+ """
+ self.log("Messaging Agent is sending a text message")
+ message = self.client.messages.create(
+ from_=self.me_from,
+ body=text,
+ to=self.me_to
+ )
+
+ def push(self, text):
+ """
+ Send a Push Notification using the Pushover API
+ """
+ self.log("Messaging Agent is sending a push notification")
+ conn = http.client.HTTPSConnection("api.pushover.net:443")
+ conn.request("POST", "/1/messages.json",
+ urllib.parse.urlencode({
+ "token": self.pushover_token,
+ "user": self.pushover_user,
+ "message": text,
+ "sound": "cashregister"
+ }), { "Content-type": "application/x-www-form-urlencoded" })
+ conn.getresponse()
+
+ def alert(self, opportunity: Opportunity):
+ """
+ Make an alert about the specified Opportunity
+ """
+ text = f"Deal Alert! Price=${opportunity.deal.price:.2f}, "
+ text += f"Estimate=${opportunity.estimate:.2f}, "
+ text += f"Discount=${opportunity.discount:.2f} :"
+ text += opportunity.deal.product_description[:10]+'... '
+ text += opportunity.deal.url
+ if DO_TEXT:
+ self.message(text)
+ if DO_PUSH:
+ self.push(text)
+ self.log("Messaging Agent has completed")
+
+
+
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/planning_agent.py b/week8/community_contributions/ensemble-joshua/agents/planning_agent.py
new file mode 100644
index 0000000..891a06d
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/planning_agent.py
@@ -0,0 +1,58 @@
+from typing import Optional, List
+from agents.agent import Agent
+from agents.deals import ScrapedDeal, DealSelection, Deal, Opportunity
+from agents.scanner_agent import ScannerAgent
+from agents.ensemble_agent import EnsembleAgent
+from agents.messaging_agent import MessagingAgent
+
+
+class PlanningAgent(Agent):
+
+ name = "Planning Agent"
+ color = Agent.GREEN
+ DEAL_THRESHOLD = 50
+
+ def __init__(self, collection):
+ """
+ Create instances of the 3 Agents that this planner coordinates across
+ """
+ self.log("Planning Agent is initializing")
+ self.scanner = ScannerAgent()
+ self.ensemble = EnsembleAgent(collection)
+ self.messenger = MessagingAgent()
+ self.log("Planning Agent is ready")
+
+ def run(self, deal: Deal) -> Opportunity:
+ """
+ Run the workflow for a particular deal
+ :param deal: the deal, summarized from an RSS scrape
+ :returns: an opportunity including the discount
+ """
+ self.log("Planning Agent is pricing up a potential deal")
+ estimate = self.ensemble.price(deal.product_description)
+ discount = estimate - deal.price
+ self.log(f"Planning Agent has processed a deal with discount ${discount:.2f}")
+ return Opportunity(deal=deal, estimate=estimate, discount=discount)
+
+ def plan(self, memory: List[str] = []) -> Optional[Opportunity]:
+ """
+ Run the full workflow:
+ 1. Use the ScannerAgent to find deals from RSS feeds
+ 2. Use the EnsembleAgent to estimate them
+ 3. Use the MessagingAgent to send a notification of deals
+ :param memory: a list of URLs that have been surfaced in the past
+ :return: an Opportunity if one was surfaced, otherwise None
+ """
+ self.log("Planning Agent is kicking off a run")
+ selection = self.scanner.scan(memory=memory)
+ if selection:
+ opportunities = [self.run(deal) for deal in selection.deals[:5]]
+ opportunities.sort(key=lambda opp: opp.discount, reverse=True)
+ best = opportunities[0]
+ self.log(f"Planning Agent has identified the best deal has discount ${best.discount:.2f}")
+ if best.discount > self.DEAL_THRESHOLD:
+ self.messenger.alert(best)
+ self.log("Planning Agent has completed a run")
+ return best if best.discount > self.DEAL_THRESHOLD else None
+ return None
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/random_forest_agent.py b/week8/community_contributions/ensemble-joshua/agents/random_forest_agent.py
new file mode 100644
index 0000000..a114f3a
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/random_forest_agent.py
@@ -0,0 +1,46 @@
+# imports
+
+import os
+import re
+from typing import List
+from sentence_transformers import SentenceTransformer
+import joblib
+import os
+from agents.agent import Agent
+
+
+
+class RandomForestAgent(Agent):
+
+ name = "Random Forest Agent"
+ color = Agent.MAGENTA
+
+ def __init__(self):
+ """
+ Initialize this object by loading in the saved model weights
+ and the SentenceTransformer vector encoding model
+ """
+ self.log("Random Forest Agent is initializing")
+ self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ # Resolve model path: prefer local contribution folder copy, fallback to week8 root
+ candidate_paths = [
+ os.path.join(os.path.dirname(os.path.dirname(__file__)), 'random_forest_model.pkl'), # ../../random_forest_model.pkl
+ os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'random_forest_model.pkl'), # ../../../random_forest_model.pkl (week8 root)
+ 'random_forest_model.pkl',
+ ]
+ model_path = next((p for p in candidate_paths if os.path.exists(p)), candidate_paths[-1])
+ self.model = joblib.load(model_path)
+ self.log("Random Forest Agent is ready")
+
+ def price(self, description: str) -> float:
+ """
+ Use a Random Forest model to estimate the price of the described item
+ :param description: the product to be estimated
+ :return: the price as a float
+ """
+ self.log("Random Forest Agent is starting a prediction")
+ vector = self.vectorizer.encode([description])
+ result = max(0, self.model.predict(vector)[0])
+ self.log(f"Random Forest Agent completed - predicting ${result:.2f}")
+ return result
+
diff --git a/week8/community_contributions/ensemble-joshua/agents/scanner_agent.py b/week8/community_contributions/ensemble-joshua/agents/scanner_agent.py
new file mode 100644
index 0000000..2b34207
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/agents/scanner_agent.py
@@ -0,0 +1,95 @@
+import os
+import json
+from typing import Optional, List
+from openai import OpenAI
+from agents.deals import ScrapedDeal, DealSelection
+from agents.agent import Agent
+
+
+class ScannerAgent(Agent):
+
+ MODEL = "gpt-4o-mini"
+
+ SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price.
+ Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response.
+ Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ {"deals": [
+ {
+ "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.",
+ "price": 99.99,
+ "url": "the url as provided"
+ },
+ ...
+ ]}"""
+
+ USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price that is greater than 0.
+ Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal.
+ Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ Deals:
+
+ """
+
+ USER_PROMPT_SUFFIX = "\n\nStrictly respond in JSON and include exactly 5 deals, no more."
+
+ name = "Scanner Agent"
+ color = Agent.CYAN
+
+ def __init__(self):
+ """
+ Set up this instance by initializing OpenAI
+ """
+ self.log("Scanner Agent is initializing")
+ self.openai = OpenAI()
+ self.log("Scanner Agent is ready")
+
+ def fetch_deals(self, memory) -> List[ScrapedDeal]:
+ """
+ Look up deals published on RSS feeds
+ Return any new deals that are not already in the memory provided
+ """
+ self.log("Scanner Agent is about to fetch deals from RSS feed")
+ urls = [opp.deal.url for opp in memory]
+ scraped = ScrapedDeal.fetch()
+ result = [scrape for scrape in scraped if scrape.url not in urls]
+ self.log(f"Scanner Agent received {len(result)} deals not already scraped")
+ return result
+
+ def make_user_prompt(self, scraped) -> str:
+ """
+ Create a user prompt for OpenAI based on the scraped deals provided
+ """
+ user_prompt = self.USER_PROMPT_PREFIX
+ user_prompt += '\n\n'.join([scrape.describe() for scrape in scraped])
+ user_prompt += self.USER_PROMPT_SUFFIX
+ return user_prompt
+
+ def scan(self, memory: List[str]=[]) -> Optional[DealSelection]:
+ """
+ Call OpenAI to provide a high potential list of deals with good descriptions and prices
+ Use StructuredOutputs to ensure it conforms to our specifications
+ :param memory: a list of URLs representing deals already raised
+ :return: a selection of good deals, or None if there aren't any
+ """
+ scraped = self.fetch_deals(memory)
+ if scraped:
+ user_prompt = self.make_user_prompt(scraped)
+ self.log("Scanner Agent is calling OpenAI using Structured Output")
+ result = self.openai.beta.chat.completions.parse(
+ model=self.MODEL,
+ messages=[
+ {"role": "system", "content": self.SYSTEM_PROMPT},
+ {"role": "user", "content": user_prompt}
+ ],
+ response_format=DealSelection
+ )
+ result = result.choices[0].message.parsed
+ result.deals = [deal for deal in result.deals if deal.price>0]
+ self.log(f"Scanner Agent received {len(result.deals)} selected deals with price>0 from OpenAI")
+ return result
+ return None
+
+
diff --git a/week8/community_contributions/ensemble-joshua/api.py b/week8/community_contributions/ensemble-joshua/api.py
new file mode 100644
index 0000000..0b604ea
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/api.py
@@ -0,0 +1,75 @@
+from fastapi import FastAPI, HTTPException
+from pydantic import BaseModel
+import os
+import chromadb
+
+from agents.specialist_agent import SpecialistAgent
+from agents.frontier_agent import FrontierAgent
+from agents.random_forest_agent import RandomForestAgent
+from agents.ensemble_agent import EnsembleAgent
+from deal_agent_framework import DealAgentFramework
+
+
+class PriceRequest(BaseModel):
+ description: str
+
+
+class DealScanResponse(BaseModel):
+ opportunities: list
+
+
+DB_PATH = os.path.join(os.path.dirname(__file__), "../../products_vectorstore")
+client = chromadb.PersistentClient(path=DB_PATH)
+collection = client.get_or_create_collection("products")
+
+app = FastAPI(title="Week8 Pricer API", version="1.0.0")
+
+
+@app.get("/healthz")
+def healthz():
+ return {"ok": True}
+
+
+@app.post("/price/specialist")
+def price_specialist(body: PriceRequest):
+ if not body.description:
+ raise HTTPException(400, "description is required")
+ agent = SpecialistAgent()
+ price = float(agent.price(body.description))
+ return {"price": price, "agent": "specialist"}
+
+
+@app.post("/price/frontier")
+def price_frontier(body: PriceRequest):
+ if not body.description:
+ raise HTTPException(400, "description is required")
+ agent = FrontierAgent(collection)
+ price = float(agent.price(body.description))
+ return {"price": price, "agent": "frontier"}
+
+
+@app.post("/price/random_forest")
+def price_random_forest(body: PriceRequest):
+ if not body.description:
+ raise HTTPException(400, "description is required")
+ agent = RandomForestAgent()
+ price = float(agent.price(body.description))
+ return {"price": price, "agent": "random_forest"}
+
+
+@app.post("/price/ensemble")
+def price_ensemble(body: PriceRequest):
+ if not body.description:
+ raise HTTPException(400, "description is required")
+ agent = EnsembleAgent(collection)
+ price = float(agent.price(body.description))
+ return {"price": price, "agent": "ensemble"}
+
+
+@app.post("/deals/scan")
+def deals_scan():
+ framework = DealAgentFramework()
+ opportunities = framework.run()
+ return {"count": len(opportunities), "opportunities": [o.dict() for o in opportunities]}
+
+
diff --git a/week8/community_contributions/ensemble-joshua/ensemble_model.pkl b/week8/community_contributions/ensemble-joshua/ensemble_model.pkl
new file mode 100644
index 0000000..94efeec
Binary files /dev/null and b/week8/community_contributions/ensemble-joshua/ensemble_model.pkl differ
diff --git a/week8/community_contributions/ensemble-joshua/frontier_agent.py b/week8/community_contributions/ensemble-joshua/frontier_agent.py
new file mode 100644
index 0000000..e1e9858
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/frontier_agent.py
@@ -0,0 +1,150 @@
+# imports
+
+import os
+import re
+import math
+import json
+from typing import List, Dict
+from openai import OpenAI
+try:
+ from openai import APIStatusError
+ APIStatusError = Exception
+import statistics
+from sentence_transformers import SentenceTransformer
+from datasets import load_dataset
+import chromadb
+from items import Item
+from testing import Tester
+from agents.agent import Agent
+
+
+class FrontierAgent(Agent):
+
+ name = "Frontier Agent"
+ color = Agent.BLUE
+
+ MODEL = "gpt-4o-mini"
+
+ def __init__(self, collection):
+ """
+ Set up this instance by connecting to OpenAI or DeepSeek, to the Chroma Datastore,
+ And setting up the vector encoding model
+ """
+ self.log("Initializing Frontier Agent")
+ deepseek_api_key = os.getenv("DEEPSEEK_API_KEY")
+ if deepseek_api_key:
+ self.client = OpenAI(api_key=deepseek_api_key, base_url="https://api.deepseek.com")
+ self.MODEL = "deepseek-chat"
+ self.log("Frontier Agent is set up with DeepSeek")
+ else:
+ self.client = OpenAI()
+ self.MODEL = "gpt-4o-mini"
+ self.log("Frontier Agent is setting up with OpenAI")
+ self.collection = collection
+ self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.log("Frontier Agent is ready")
+
+ def make_context(self, similars: List[str], prices: List[float]) -> str:
+ """
+ Create context that can be inserted into the prompt
+ :param similars: similar products to the one being estimated
+ :param prices: prices of the similar products
+ :return: text to insert in the prompt that provides context
+ """
+ message = "To provide some context, here are some other items that might be similar to the item you need to estimate.\n\n"
+ for similar, price in zip(similars, prices):
+ message += f"Potentially related product:\n{similar}\nPrice is ${price:.2f}\n\n"
+ return message
+
+ def messages_for(self, description: str, similars: List[str], prices: List[float]) -> List[Dict[str, str]]:
+ """
+ Create the message list to be included in a call to OpenAI
+ With the system and user prompt
+ :param description: a description of the product
+ :param similars: similar products to this one
+ :param prices: prices of similar products
+ :return: the list of messages in the format expected by OpenAI
+ """
+ system_message = "You estimate prices of items. Reply only with the price, no explanation"
+ user_prompt = self.make_context(similars, prices)
+ user_prompt += "And now the question for you:\n\n"
+ user_prompt += "How much does this cost?\n\n" + description
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": "Price is $"}
+ ]
+
+ def find_similars(self, description: str):
+ """
+ Return a list of items similar to the given one by looking in the Chroma datastore
+ """
+ self.log("Frontier Agent is performing a RAG search of the Chroma datastore to find 5 similar products")
+ vector = self.model.encode([description])
+ results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5)
+ documents = results['documents'][0][:]
+ prices = [m['price'] for m in results['metadatas'][0][:]]
+ self.log("Frontier Agent has found similar products")
+ return documents, prices
+
+ def get_price(self, s) -> float:
+ """
+ A utility that plucks a floating point number out of a string
+ """
+ s = s.replace('$','').replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", s)
+ return float(match.group()) if match else 0.0
+
+ def price(self, description: str) -> float:
+ """
+ Make a call to OpenAI or DeepSeek to estimate the price of the described product,
+ by looking up 5 similar products and including them in the prompt to give context
+ :param description: a description of the product
+ :return: an estimate of the price
+ """
+ documents, prices = self.find_similars(description)
+
+ # If external calls are disabled, or similar pricing is empty, use heuristic
+ allow_external = os.getenv("FRONTIER_ALLOW_EXTERNAL", "true").lower() in {"1", "true", "yes"}
+
+ def heuristic_price() -> float:
+ if prices:
+ # Robust central tendency fallback
+ try:
+ return float(statistics.median(prices))
+ except Exception:
+ return float(sum(prices) / max(len(prices), 1))
+ # As a last resort, return 0.0
+ return 0.0
+
+ if not allow_external:
+ self.log("External LLM calls disabled via FRONTIER_ALLOW_EXTERNAL; using heuristic fallback")
+ result = heuristic_price()
+ self.log(f"Frontier Agent (fallback) - predicting ${result:.2f}")
+ return result
+
+ self.log(f"Frontier Agent is about to call {self.MODEL} with context including 5 similar products")
+ try:
+ response = self.client.chat.completions.create(
+ model=self.MODEL,
+ messages=self.messages_for(description, documents, prices),
+ seed=42,
+ max_tokens=5,
+ )
+ reply = response.choices[0].message.content
+ result = self.get_price(reply)
+ self.log(f"Frontier Agent completed - predicting ${result:.2f}")
+ return result
+ except APIStatusError as e: # Insufficient balance or other HTTP errors
+ msg = getattr(e, "message", str(e))
+ self.log(f"Frontier Agent API error: {msg}. Falling back to heuristic price.")
+ result = heuristic_price()
+ self.log(f"Frontier Agent (fallback) - predicting ${result:.2f}")
+ return result
+ except Exception as e:
+ self.log(f"Frontier Agent unexpected error: {e}. Falling back to heuristic price.")
+ result = heuristic_price()
+ self.log(f"Frontier Agent (fallback) - predicting ${result:.2f}")
+ return result
+
+
diff --git a/week8/community_contributions/ensemble-joshua/pricer_service2.py b/week8/community_contributions/ensemble-joshua/pricer_service2.py
new file mode 100644
index 0000000..8bdd854
--- /dev/null
+++ b/week8/community_contributions/ensemble-joshua/pricer_service2.py
@@ -0,0 +1,98 @@
+import modal
+from modal import App, Volume, Image
+
+
+app = modal.App("pricer-service")
+image = Image.debian_slim().pip_install("huggingface", "torch", "transformers", "bitsandbytes", "accelerate", "peft")
+
+secrets = [modal.Secret.from_name("hf-secret")]
+
+# Constants
+GPU = "T4"
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+PROJECT_NAME = "pricer"
+HF_USER = "ed-donner"
+RUN_NAME = "2024-09-13_13.04.39"
+PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}"
+REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36"
+FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}"
+CACHE_DIR = "/cache"
+
+
+MIN_CONTAINERS = 0
+
+QUESTION = "How much does this cost to the nearest dollar?"
+PREFIX = "Price is $"
+
+hf_cache_volume = Volume.from_name("hf-hub-cache", create_if_missing=True)
+
+@app.cls(
+ image=image.env({"HF_HUB_CACHE": CACHE_DIR}),
+ secrets=secrets,
+ gpu=GPU,
+ timeout=1800,
+ min_containers=MIN_CONTAINERS,
+ volumes={CACHE_DIR: hf_cache_volume}
+)
+class Pricer:
+
+ @modal.enter()
+ def setup(self):
+ import torch
+ from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed
+ from peft import PeftModel
+
+ # Quant Config
+ quant_config = BitsAndBytesConfig(
+ load_in_4bit=True,
+ bnb_4bit_use_double_quant=True,
+ bnb_4bit_compute_dtype=torch.bfloat16,
+ bnb_4bit_quant_type="nf4"
+ )
+
+ # Load model and tokenizer
+ self.tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL)
+ self.tokenizer.pad_token = self.tokenizer.eos_token
+ self.tokenizer.padding_side = "right"
+ self.base_model = AutoModelForCausalLM.from_pretrained(
+ BASE_MODEL,
+ quantization_config=quant_config,
+ device_map="auto"
+ )
+ self.fine_tuned_model = PeftModel.from_pretrained(self.base_model, FINETUNED_MODEL, revision=REVISION)
+
+ @modal.method()
+ def price(self, description: str) -> float:
+ import os
+ import re
+ import torch
+ from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed
+ from peft import PeftModel
+
+ set_seed(42)
+ prompt = f"{QUESTION}\n\n{description}\n\n{PREFIX}"
+ inputs = self.tokenizer.encode(prompt, return_tensors="pt").to("cuda")
+ attention_mask = torch.ones(inputs.shape, device="cuda")
+ outputs = self.fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1)
+ result = self.tokenizer.decode(outputs[0])
+
+ contents = result.split("Price is $")[1]
+ contents = contents.replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", contents)
+ return float(match.group()) if match else 0
+
+
+# Simple HTTP endpoint so external apps can call this on Modal
+@app.function(image=image, secrets=secrets, gpu=GPU, timeout=1800)
+@modal.web_endpoint(method="POST")
+def price_http(body: dict):
+ """HTTP endpoint: {"description": str} -> {"price": float}"""
+ description = body.get("description", '').strip()
+ if not description:
+ return {"error": "Missing 'description'"}
+
+ pricer = Pricer()
+ value = pricer.price.remote(description)
+ return {"price": float(value)}
+
+
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/.env.example b/week8/community_contributions/hopeogbons/Deal Intel/.env.example
new file mode 100644
index 0000000..af851e2
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/.env.example
@@ -0,0 +1,16 @@
+# Modal & Hugging Face
+MODAL_TOKEN_ID=your_modal_token_id
+MODAL_TOKEN_SECRET=your_modal_token_secret
+HF_TOKEN=your_hf_token
+
+# LLM Providers (use one)
+OPENAI_API_KEY=your_openai_api_key
+DEEPSEEK_API_KEY=your_deepseek_api_key
+
+# Pushover (push notifications)
+PUSHOVER_USER=your_pushover_user
+PUSHOVER_TOKEN=your_pushover_token
+
+# Twilio (SMS)
+TWILIO_ACCOUNT_SID=your_twilio_sid
+TWILIO_AUTH_TOKEN=your_twilio_auth
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/README.md b/week8/community_contributions/hopeogbons/Deal Intel/README.md
new file mode 100644
index 0000000..6c31dca
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/README.md
@@ -0,0 +1,74 @@
+# Deal Intel — Agentic Deal-Hunting AI
+
+## Overview
+An end-to-end agentic system that scans product sources, estimates fair value using a hybrid LLM+RAG+ML stack, ranks best opportunities, and alerts you via push/SMS. Includes a Gradio UI and vector-space visualization.
+
+## Prerequisites
+- Environment and secrets:
+ - `HF_TOKEN`, `MODAL_TOKEN_ID`, `MODAL_TOKEN_SECRET`
+ - Either `OPENAI_API_KEY` or `DEEPSEEK_API_KEY`
+ - For push notifications: `PUSHOVER_USER`, `PUSHOVER_TOKEN`
+ - Optional Twilio SMS: `TWILIO_ACCOUNT_SID`, `TWILIO_AUTH_TOKEN`
+- Dependencies installed: `pip install -r requirements.txt`
+- Modal set up: `modal setup` (or env vars) and credits available
+
+## Steps & Acceptance Criteria
+
+1) Environment Setup
+- Install Python deps and export required secrets.
+- Acceptance: `openai`, `chromadb`, and `modal` import successfully; `modal setup` completes.
+
+2) Deploy Specialist Pricer on Modal
+- Use `pricer_service2.py` and deploy the `Pricer` class with GPU and Hugging Face cache.
+- Acceptance: `Pricer.price.remote("...")` returns a numeric price; `keep_warm.py` prints `"ok"` every cycle if used.
+
+3) Build Product Vector Store (RAG)
+- Populate `chromadb` persistent DB `products_vectorstore` with embeddings, documents, metadatas (including `price` and `category`).
+- Acceptance: Query for 5 similars returns valid `documents` and `metadatas` with prices.
+
+4) Train Classical ML Models and Save Artifacts
+- Train Random Forest on embeddings → save `random_forest_model.pkl` at repo root.
+- Train Ensemble `LinearRegression` over Specialist/Frontier/RF predictions → save `ensemble_model.pkl`.
+- Acceptance: Files exist and load in `agents/random_forest_agent.py` and `agents/ensemble_agent.py`.
+
+5) Verify Individual Agents
+- SpecialistAgent → calls Modal pricer and returns float.
+- FrontierAgent → performs RAG on `chromadb`, calls `OpenAI`/`DeepSeek`.
+- RandomForestAgent → loads `random_forest_model.pkl`, encodes descriptions with `SentenceTransformer`.
+- ScannerAgent → pulls RSS feeds and returns consistent structured outputs with clear-price deals.
+- Acceptance: Each agent returns sensible outputs without exceptions.
+
+6) Orchestration (Planning + Messaging)
+- PlanningAgent coordinates scanning → ensemble pricing → selection against `DEAL_THRESHOLD`.
+- MessagingAgent pushes alerts via Pushover; optionally Twilio SMS if enabled.
+- Acceptance: Planner produces at least one `Opportunity` and alert sends with price/estimate/discount/URL.
+
+7) Framework & Persistence
+- DealAgentFramework initializes logging, loads `chromadb`, reads/writes `memory.json`.
+- Acceptance: After a run, `memory.json` includes the new opportunity.
+
+8) UI (Gradio)
+- Use `price_is_right_final.py` for logs, embeddings 3D plot, and interactive table; `price_is_right.py` is a simpler alternative.
+- Acceptance: UI loads; “Run” updates opportunities; selecting a row triggers alert.
+
+9) Operational Readiness
+- Keep-warm optional: ping `Pricer.wake_up.remote()` to avoid cold starts.
+- Acceptance: End-to-end run latency is acceptable; reduced cold start when keep-warm is active.
+
+10) Testing
+- Run CI tests in `community_contributions/pricer_test/`.
+- Add a smoke test for `DealAgentFramework.run()` and memory persistence.
+- Acceptance: Tests pass; smoke run returns plausible prices and discounts.
+
+## Usage
+
+- Launch UI:
+ - `python "Deal Intel/launcher.py" ui`
+- Run planner one cycle:
+ - `python "Deal Intel/launcher.py" run`
+- Keep Modal warm (optional):
+ - `python "Deal Intel/launcher.py" keepwarm`
+
+## Required Artifacts
+- `random_forest_model.pkl` — required by `agents/random_forest_agent.py`
+- `ensemble_model.pkl` — required by `agents/ensemble_agent.py`
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/build_vector_store.py b/week8/community_contributions/hopeogbons/Deal Intel/build_vector_store.py
new file mode 100644
index 0000000..6530ddd
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/build_vector_store.py
@@ -0,0 +1,123 @@
+#!/usr/bin/env python3
+"""
+Build a ChromaDB vector store ('products_vectorstore') with product documents and embeddings.
+Streaming from McAuley-Lab/Amazon-Reviews-2023 raw_meta_* datasets.
+"""
+
+from itertools import islice
+from typing import List, Dict, Iterable
+
+import argparse
+import chromadb
+from datasets import load_dataset
+from sentence_transformers import SentenceTransformer
+from tqdm import tqdm
+
+from logging_utils import init_logger
+import config as cfg
+
+logger = init_logger("DealIntel.BuildVectorStore")
+
+def text_for(dp: Dict) -> str:
+ """
+ Construct product text from typical raw_meta_* fields: title + description + features + details.
+ """
+ title = dp.get("title") or ""
+ description = "\n".join(dp.get("description") or [])
+ features = "\n".join(dp.get("features") or [])
+ details = (dp.get("details") or "").strip()
+ parts = [title, description, features, details]
+ return "\n".join([p for p in parts if p])
+
+def stream_category(category: str) -> Iterable[Dict]:
+ """
+ Stream datapoints from raw_meta_{category}.
+ """
+ ds = load_dataset(
+ "McAuley-Lab/Amazon-Reviews-2023",
+ f"raw_meta_{category}",
+ split="full",
+ trust_remote_code=True,
+ streaming=True,
+ )
+ return ds
+
+def build(categories: List[str], max_items_per_category: int, batch_size: int):
+ logger.info(f"Initializing DB at '{cfg.DB_PATH}' collection '{cfg.COLLECTION_NAME}'")
+ client = chromadb.PersistentClient(path=cfg.DB_PATH)
+ collection = client.get_or_create_collection(cfg.COLLECTION_NAME)
+
+ logger.info(f"Loading embedding model '{cfg.MODEL_NAME}'")
+ model = SentenceTransformer(cfg.MODEL_NAME)
+
+ total_added = 0
+ for category in categories:
+ logger.info(f"Category {category}: targeting up to {max_items_per_category} items")
+ stream = stream_category(category)
+ limited = islice(stream, max_items_per_category)
+
+ buffer_docs: List[str] = []
+ buffer_embeddings: List[List[float]] = []
+ buffer_metadatas: List[Dict] = []
+ buffer_ids: List[str] = []
+ count = 0
+
+ for dp in tqdm(limited, total=max_items_per_category, desc=f"{category}"):
+ price = dp.get("price")
+ if not price:
+ continue
+ try:
+ price_val = float(price)
+ except Exception:
+ continue
+
+ doc = text_for(dp)
+ if not doc or len(doc) < 50:
+ continue
+
+ buffer_docs.append(doc)
+ buffer_metadatas.append({"price": price_val, "category": category})
+ buffer_ids.append(f"{category}-{dp.get('asin', str(count))}")
+ count += 1
+
+ if len(buffer_docs) >= batch_size:
+ embeddings = model.encode(buffer_docs, show_progress_bar=False)
+ buffer_embeddings = [emb.tolist() for emb in embeddings]
+ collection.add(
+ ids=buffer_ids,
+ documents=buffer_docs,
+ metadatas=buffer_metadatas,
+ embeddings=buffer_embeddings,
+ )
+ total_added += len(buffer_docs)
+ buffer_docs.clear()
+ buffer_embeddings.clear()
+ buffer_metadatas.clear()
+ buffer_ids.clear()
+
+ if buffer_docs:
+ embeddings = model.encode(buffer_docs, show_progress_bar=False)
+ buffer_embeddings = [emb.tolist() for emb in embeddings]
+ collection.add(
+ ids=buffer_ids,
+ documents=buffer_docs,
+ metadatas=buffer_metadatas,
+ embeddings=buffer_embeddings,
+ )
+ total_added += len(buffer_docs)
+
+ logger.info(f"Category {category}: added {count} items")
+
+ logger.info(f"Completed build. Total items added: {total_added}")
+
+def main():
+ parser = argparse.ArgumentParser(description="Build ChromaDB vector store")
+ parser.add_argument("--categories", nargs="*", default=cfg.CATEGORIES, help="Categories to ingest")
+ parser.add_argument("--max-per-category", type=int, default=cfg.MAX_ITEMS_PER_CATEGORY)
+ parser.add_argument("--batch-size", type=int, default=cfg.BATCH_SIZE)
+ args = parser.parse_args()
+
+ build(args.categories, args.max_per_category, args.batch_size)
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/config.py b/week8/community_contributions/hopeogbons/Deal Intel/config.py
new file mode 100644
index 0000000..aca3418
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/config.py
@@ -0,0 +1,34 @@
+#!/usr/bin/env python3
+"""
+Centralized configuration for Deal Intel.
+"""
+
+import os
+from typing import List
+
+# Vector store
+DB_PATH = os.getenv("DEAL_INTEL_DB_PATH", "products_vectorstore")
+COLLECTION_NAME = os.getenv("DEAL_INTEL_COLLECTION", "products")
+
+# Embedding model
+MODEL_NAME = os.getenv("DEAL_INTEL_EMBED_MODEL", "sentence-transformers/all-MiniLM-L6-v2")
+
+# Categories (kept consistent with framework plot colors)
+CATEGORIES: List[str] = [
+ "Appliances",
+ "Automotive",
+ "Cell_Phones_and_Accessories",
+ "Electronics",
+ "Musical_Instruments",
+ "Office_Products",
+ "Tools_and_Home_Improvement",
+ "Toys_and_Games",
+]
+
+# Data limits
+MAX_ITEMS_PER_CATEGORY = int(os.getenv("DEAL_INTEL_MAX_ITEMS", "2500"))
+BATCH_SIZE = int(os.getenv("DEAL_INTEL_BATCH_SIZE", "500"))
+
+# Training limits
+RF_MAX_DATAPOINTS = int(os.getenv("DEAL_INTEL_RF_MAX_DATAPOINTS", "10000"))
+ENSEMBLE_SAMPLE_SIZE = int(os.getenv("DEAL_INTEL_ENSEMBLE_SAMPLE_SIZE", "200"))
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/health_check.py b/week8/community_contributions/hopeogbons/Deal Intel/health_check.py
new file mode 100644
index 0000000..05678e0
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/health_check.py
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+"""
+Health checks for Deal Intel readiness:
+- Environment variables presence
+- Modal pricer availability
+- ChromaDB collection populated
+- Model artifacts load
+- Agent instantiation
+"""
+
+import os
+import joblib
+import chromadb
+
+from logging_utils import init_logger
+import config as cfg
+
+logger = init_logger("DealIntel.Health")
+
+def check_env() -> bool:
+ ok = True
+ required_any = ["OPENAI_API_KEY", "DEEPSEEK_API_KEY"]
+ required = ["HF_TOKEN", "MODAL_TOKEN_ID", "MODAL_TOKEN_SECRET"]
+ push_vars = ["PUSHOVER_USER", "PUSHOVER_TOKEN"]
+
+ logger.info("Checking environment variables")
+ if not any(os.getenv(k) for k in required_any):
+ logger.warning("Missing OPENAI_API_KEY or DEEPSEEK_API_KEY")
+ ok = False
+ for k in required:
+ if not os.getenv(k):
+ logger.warning(f"Missing {k}")
+ ok = False
+ if not all(os.getenv(k) for k in push_vars):
+ logger.info("Pushover tokens not found — push alerts will be disabled")
+ return ok
+
+def check_modal() -> bool:
+ import modal
+ logger.info("Checking Modal pricer wake_up()")
+ try:
+ try:
+ Pricer = modal.Cls.from_name("pricer-service", "Pricer")
+ except Exception:
+ Pricer = modal.Cls.lookup("pricer-service", "Pricer")
+ pricer = Pricer()
+ reply = pricer.wake_up.remote()
+ logger.info(f"Modal wake_up reply: {reply}")
+ return True
+ except Exception as e:
+ logger.error(f"Modal pricer check failed: {e}")
+ return False
+
+def check_chroma() -> bool:
+ logger.info(f"Checking ChromaDB at '{cfg.DB_PATH}' collection '{cfg.COLLECTION_NAME}'")
+ try:
+ client = chromadb.PersistentClient(path=cfg.DB_PATH)
+ collection = client.get_or_create_collection(cfg.COLLECTION_NAME)
+ result = collection.get(include=['embeddings'], limit=10)
+ count = len(result.get("embeddings") or [])
+ logger.info(f"ChromaDB sample embeddings count: {count}")
+ return count > 0
+ except Exception as e:
+ logger.error(f"ChromaDB check failed: {e}")
+ return False
+
+def check_models() -> bool:
+ logger.info("Checking model artifacts load")
+ ok = True
+ try:
+ joblib.load("random_forest_model.pkl")
+ logger.info("Random Forest model loaded")
+ except Exception as e:
+ logger.error(f"Random Forest model load failed: {e}")
+ ok = False
+ try:
+ joblib.load("ensemble_model.pkl")
+ logger.info("Ensemble model loaded")
+ except Exception as e:
+ logger.error(f"Ensemble model load failed: {e}")
+ ok = False
+ return ok
+
+def check_agents() -> bool:
+ logger.info("Checking agent instantiation")
+ try:
+ from agents.random_forest_agent import RandomForestAgent
+ from agents.frontier_agent import FrontierAgent
+ from agents.specialist_agent import SpecialistAgent
+
+ client = chromadb.PersistentClient(path=cfg.DB_PATH)
+ collection = client.get_or_create_collection(cfg.COLLECTION_NAME)
+
+ rf = RandomForestAgent()
+ fr = FrontierAgent(collection)
+ sp = SpecialistAgent()
+ _ = (rf, fr, sp)
+ logger.info("Agents instantiated")
+ return True
+ except Exception as e:
+ logger.error(f"Agent instantiation failed: {e}")
+ return False
+
+def run_all() -> bool:
+ env_ok = check_env()
+ modal_ok = check_modal()
+ chroma_ok = check_chroma()
+ models_ok = check_models()
+ agents_ok = check_agents()
+
+ overall = all([env_ok, modal_ok, chroma_ok, models_ok, agents_ok])
+ if overall:
+ logger.info("Health check passed — system ready")
+ else:
+ logger.warning("Health check failed — see logs for details")
+ return overall
+
+if __name__ == "__main__":
+ ready = run_all()
+ if not ready:
+ raise SystemExit(1)
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/launcher.py b/week8/community_contributions/hopeogbons/Deal Intel/launcher.py
new file mode 100644
index 0000000..2aa3329
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/launcher.py
@@ -0,0 +1,74 @@
+#!/usr/bin/env python3
+"""
+Deal Intel launcher script
+- ui: launch Gradio UI from price_is_right_final.App
+- run: execute one planner cycle and print resulting opportunities
+- keepwarm: ping Modal Pricer.wake_up to keep container warm
+"""
+import argparse
+import sys
+import time
+from datetime import datetime
+from logging_utils import init_logger
+logger = init_logger("DealIntel.Launcher")
+
+def launch_ui():
+ from price_is_right_final import App
+ logger.info("Launching UI")
+ App().run()
+
+def run_once():
+ from deal_agent_framework import DealAgentFramework
+ fw = DealAgentFramework()
+ fw.init_agents_as_needed()
+ logger.info("Running planner once")
+ opportunities = fw.run()
+ logger.info(f"Opportunities in memory: {len(opportunities)}")
+ if opportunities:
+ last = opportunities[-1]
+ logger.info(f"Last opportunity: price=${last.deal.price:.2f}, estimate=${last.estimate:.2f}, discount=${last.discount:.2f}")
+ logger.info(f"URL: {last.deal.url}")
+ logger.info(f"Description: {last.deal.product_description[:120]}...")
+
+def keep_warm(interval_sec: int = 30):
+ import modal
+ logger.info("Starting keep-warm loop for Modal Pricer")
+ try:
+ Pricer = modal.Cls.from_name("pricer-service", "Pricer")
+ except Exception:
+ Pricer = modal.Cls.lookup("pricer-service", "Pricer")
+ pricer = Pricer()
+ try:
+ while True:
+ reply = pricer.wake_up.remote()
+ logger.info(f"Wake-up reply: {reply}")
+ time.sleep(interval_sec)
+ except KeyboardInterrupt:
+ logger.info("Keep-warm loop stopped")
+
+def health():
+ logger.info("Running health checks")
+ from health_check import run_all
+ ok = run_all()
+ if not ok:
+ logger.warning("Health checks failed")
+ raise SystemExit(1)
+ logger.info("Health checks passed")
+
+def main(argv=None):
+ parser = argparse.ArgumentParser(description="Deal Intel Launcher")
+ parser.add_argument("command", choices=["ui", "run", "keepwarm", "health"], help="Command to execute")
+ parser.add_argument("--interval", type=int, default=30, help="Keep-warm ping interval (seconds)")
+ args = parser.parse_args(argv)
+
+ if args.command == "ui":
+ launch_ui()
+ elif args.command == "run":
+ run_once()
+ elif args.command == "keepwarm":
+ keep_warm(args.interval)
+ elif args.command == "health":
+ health()
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/logging_utils.py b/week8/community_contributions/hopeogbons/Deal Intel/logging_utils.py
new file mode 100644
index 0000000..8c44c50
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/logging_utils.py
@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+"""
+Shared logging utilities for Deal Intel.
+"""
+
+import logging
+import os
+from typing import Optional
+
+DEFAULT_FORMAT = "[%(asctime)s] [%(name)s] [%(levelname)s] %(message)s"
+DEFAULT_DATEFMT = "%Y-%m-%d %H:%M:%S %z"
+
+def init_logger(name: str, level: Optional[str] = None) -> logging.Logger:
+ """
+ Initialize and return a logger with consistent formatting.
+ Level can be overridden via env DEAL_INTEL_LOG_LEVEL.
+ """
+ logger = logging.getLogger(name)
+ if logger.handlers:
+ return logger # avoid duplicate handlers
+
+ env_level = os.getenv("DEAL_INTEL_LOG_LEVEL", "INFO")
+ level = level or env_level
+ level_map = {
+ "CRITICAL": logging.CRITICAL,
+ "ERROR": logging.ERROR,
+ "WARNING": logging.WARNING,
+ "INFO": logging.INFO,
+ "DEBUG": logging.DEBUG,
+ }
+ logger.setLevel(level_map.get(level.upper(), logging.INFO))
+
+ handler = logging.StreamHandler()
+ handler.setFormatter(logging.Formatter(DEFAULT_FORMAT, datefmt=DEFAULT_DATEFMT))
+ logger.addHandler(handler)
+ return logger
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/train_ensemble.py b/week8/community_contributions/hopeogbons/Deal Intel/train_ensemble.py
new file mode 100644
index 0000000..a846a7a
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/train_ensemble.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+"""
+Train a LinearRegression ensemble over Specialist, Frontier, and RF predictions.
+Saves to ensemble_model.pkl and logs coefficients and metrics.
+"""
+
+import argparse
+import random
+import joblib
+import pandas as pd
+import chromadb
+from tqdm import tqdm
+
+from agents.specialist_agent import SpecialistAgent
+from agents.frontier_agent import FrontierAgent
+from agents.random_forest_agent import RandomForestAgent
+
+from sklearn.linear_model import LinearRegression
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import mean_squared_error, r2_score
+
+from logging_utils import init_logger
+import config as cfg
+
+logger = init_logger("DealIntel.TrainEnsemble")
+
+def main():
+ parser = argparse.ArgumentParser(description="Train Ensemble LinearRegression")
+ parser.add_argument("--sample-size", type=int, default=cfg.ENSEMBLE_SAMPLE_SIZE)
+ args = parser.parse_args()
+
+ logger.info("Initializing Chroma collection")
+ client = chromadb.PersistentClient(path=cfg.DB_PATH)
+ collection = client.get_or_create_collection(cfg.COLLECTION_NAME)
+
+ logger.info("Loading datapoints")
+ result = collection.get(include=['documents', 'metadatas'], limit=args.sample_size * 10)
+ documents = result["documents"]
+ metadatas = result["metadatas"]
+ if not documents:
+ raise RuntimeError("No documents in collection — build the vector store first.")
+
+ pairs = list(zip(documents, metadatas))
+ random.seed(42)
+ random.shuffle(pairs)
+ pairs = pairs[:args.sample_size]
+
+ logger.info("Initializing agents")
+ specialist = SpecialistAgent()
+ frontier = FrontierAgent(collection)
+ rf = RandomForestAgent()
+
+ X_rows = []
+ y_vals = []
+ logger.info(f"Collecting predictions for {len(pairs)} samples")
+ for doc, md in tqdm(pairs, desc="Collect"):
+ description = doc
+ target_price = float(md["price"])
+
+ try:
+ s = specialist.price(description)
+ except Exception as e:
+ logger.warning(f"Specialist failed; skipping sample: {e}")
+ continue
+
+ try:
+ f = frontier.price(description)
+ except Exception as e:
+ logger.warning(f"Frontier failed; skipping sample: {e}")
+ continue
+
+ try:
+ r = rf.price(description)
+ except Exception as e:
+ logger.warning(f"RF failed; skipping sample: {e}")
+ continue
+
+ X_rows.append({
+ "Specialist": s,
+ "Frontier": f,
+ "RandomForest": r,
+ "Min": min(s, f, r),
+ "Max": max(s, f, r),
+ })
+ y_vals.append(target_price)
+
+ if len(X_rows) < 20:
+ raise RuntimeError("Too few samples collected. Ensure tokens/services are configured and retry.")
+
+ X = pd.DataFrame(X_rows)
+ y = pd.Series(y_vals)
+
+ logger.info("Fitting LinearRegression")
+ X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
+ lr = LinearRegression()
+ lr.fit(X_train, y_train)
+
+ preds = lr.predict(X_test)
+ rmse = mean_squared_error(y_test, preds, squared=False)
+ r2 = r2_score(y_test, preds)
+ logger.info(f"Holdout RMSE={rmse:.2f}, R2={r2:.3f}")
+
+ coef_log = ", ".join([f"{col}={coef:.3f}" for col, coef in zip(X.columns.tolist(), lr.coef_)])
+ logger.info(f"Coefficients: {coef_log}; Intercept={lr.intercept_:.3f}")
+
+ joblib.dump(lr, "ensemble_model.pkl")
+ logger.info("Saved model to ensemble_model.pkl")
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week8/community_contributions/hopeogbons/Deal Intel/train_rf.py b/week8/community_contributions/hopeogbons/Deal Intel/train_rf.py
new file mode 100644
index 0000000..e8c071c
--- /dev/null
+++ b/week8/community_contributions/hopeogbons/Deal Intel/train_rf.py
@@ -0,0 +1,51 @@
+#!/usr/bin/env python3
+"""
+Train a RandomForestRegressor on embeddings from ChromaDB, save to random_forest_model.pkl.
+Logs simple holdout metrics.
+"""
+
+import argparse
+import joblib
+import numpy as np
+import chromadb
+from sklearn.ensemble import RandomForestRegressor
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import mean_squared_error, r2_score
+
+from logging_utils import init_logger
+import config as cfg
+
+logger = init_logger("DealIntel.TrainRF")
+
+def main():
+ parser = argparse.ArgumentParser(description="Train Random Forest pricer")
+ parser.add_argument("--max-datapoints", type=int, default=cfg.RF_MAX_DATAPOINTS)
+ args = parser.parse_args()
+
+ logger.info(f"Loading embeddings from {cfg.DB_PATH}/{cfg.COLLECTION_NAME} (limit={args.max_datapoints})")
+ client = chromadb.PersistentClient(path=cfg.DB_PATH)
+ collection = client.get_or_create_collection(cfg.COLLECTION_NAME)
+ result = collection.get(include=['embeddings', 'metadatas'], limit=args.max_datapoints)
+
+ if not result.get("embeddings"):
+ raise RuntimeError("No embeddings found — build the vector store first.")
+
+ X = np.array(result["embeddings"])
+ y = np.array([md["price"] for md in result["metadatas"]])
+
+ logger.info(f"Training RF on {X.shape[0]} samples, {X.shape[1]} features")
+ X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+
+ rf = RandomForestRegressor(n_estimators=300, random_state=42, n_jobs=-1)
+ rf.fit(X_train, y_train)
+
+ preds = rf.predict(X_test)
+ rmse = mean_squared_error(y_test, preds, squared=False)
+ r2 = r2_score(y_test, preds)
+ logger.info(f"Holdout RMSE={rmse:.2f}, R2={r2:.3f}")
+
+ joblib.dump(rf, "random_forest_model.pkl")
+ logger.info("Saved model to random_forest_model.pkl")
+
+if __name__ == "__main__":
+ main()
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/.gitignore b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/.gitignore
new file mode 100644
index 0000000..7d8d1b3
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/.gitignore
@@ -0,0 +1,2 @@
+*.sqlite3
+memory.json
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/README.md b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/README.md
new file mode 100644
index 0000000..1931d19
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/README.md
@@ -0,0 +1,122 @@
+# Price Is Right - Host-Based Setup
+
+A simplified host-based microservices implementation of "The Price is Right" deal hunting system.
+
+## Overview
+
+This setup runs all services directly on the host without Docker containers, using a shared Python virtual environment and direct Ollama connection.
+
+## Prerequisites
+
+- Python 3.11+
+- Ollama running on port 11434
+- Required Ollama models: `llama3.2` and `llama3.2:3b-instruct-q4_0`
+
+## Quick Start
+
+1. **Install dependencies:**
+ ```bash
+ pip install -r requirements.txt
+ # or with uv:
+ uv pip install -r requirements.txt
+ ```
+
+2. **Start all services:**
+ ```bash
+ python service_manager.py start
+ ```
+
+3. **Access the UI:**
+ - Main UI: http://localhost:7860
+ - Notification Receiver: http://localhost:7861
+
+4. **Stop all services:**
+ ```bash
+ python service_manager.py stop
+ ```
+
+## Service Architecture
+
+| Service | Port | Description |
+|---------|------|-------------|
+| Scanner Agent | 8001 | Scans for deals from RSS feeds |
+| Specialist Agent | 8002 | Fine-tuned LLM price estimation |
+| Frontier Agent | 8003 | RAG-based price estimation |
+| Random Forest Agent | 8004 | ML model price prediction |
+| Ensemble Agent | 8005 | Combines all price estimates |
+| Planning Agent | 8006 | Orchestrates deal evaluation |
+| Notification Service | 8007 | Sends deal alerts |
+| Notification Receiver | 8008 | Receives and displays alerts |
+| UI | 7860 | Main web interface |
+
+## Service Management
+
+### Start Services
+```bash
+# Start all services
+python service_manager.py start
+
+# Start specific service
+python service_manager.py start scanner
+```
+
+### Stop Services
+```bash
+# Stop all services
+python service_manager.py stop
+
+# Stop specific service
+python service_manager.py stop scanner
+```
+
+### Check Status
+```bash
+python service_manager.py status
+```
+
+### Restart Service
+```bash
+python service_manager.py restart scanner
+```
+
+## Data Files
+
+- `data/models/` - Contains .pkl model files (immediately accessible)
+- `data/vectorstore/` - ChromaDB vector store
+- `data/memory.json` - Deal memory storage
+- `logs/` - Service log files
+
+## Key Features
+
+- **No Docker overhead** - Services start instantly
+- **Direct file access** - .pkl files load immediately
+- **Single environment** - All services share the same Python environment
+- **Direct Ollama access** - No proxy needed
+- **Easy debugging** - Direct process access and logs
+
+## Troubleshooting
+
+1. **Port conflicts**: Check if ports are already in use
+ ```bash
+ python service_manager.py status
+ ```
+
+2. **Ollama connection issues**: Ensure Ollama is running on port 11434
+ ```bash
+ ollama list
+ ```
+
+3. **Service logs**: Check individual service logs in `logs/` directory
+
+4. **Model loading**: Ensure required models are available
+ ```bash
+ ollama pull llama3.2
+ ollama pull llama3.2:3b-instruct-q4_0
+ ```
+
+## Development
+
+- All services are in `services/` directory
+- Shared code is in `shared/` directory
+- Service manager handles process lifecycle
+- Logs are written to `logs/` directory
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/data/memory.json b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/data/memory.json
new file mode 100644
index 0000000..4a336b8
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/data/memory.json
@@ -0,0 +1 @@
+[{"deal": {"product_description": "Test Product", "price": 100.0, "url": "https://test.com"}, "estimate": 150.0, "discount": 50.0}]
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/main.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/main.py
new file mode 100644
index 0000000..e672783
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/main.py
@@ -0,0 +1,137 @@
+#!/usr/bin/env python3
+
+import sys
+import os
+import subprocess
+import time
+import signal
+from service_manager import ServiceManager
+
+def show_usage():
+ print("Usage: python main.py
'.join(log_data[-18:])
+ return f"""
+
+ {output}
+
+ """
+
+def setup_logging(log_queue):
+ handler = QueueHandler(log_queue)
+ formatter = logging.Formatter(
+ "[%(asctime)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ logger = logging.getLogger()
+ logger.addHandler(handler)
+ logger.setLevel(logging.INFO)
+
+class App:
+ def __init__(self):
+ self.agent_framework = None
+
+ def get_agent_framework(self):
+ if not self.agent_framework:
+ try:
+ # Add the shared directory to the path
+ import sys
+ import os
+ shared_path = os.path.join(os.path.dirname(__file__), '..', 'shared')
+ if shared_path not in sys.path:
+ sys.path.insert(0, shared_path)
+
+ from deal_agent_framework_client import DealAgentFrameworkClient
+ self.agent_framework = DealAgentFrameworkClient()
+ except Exception as e:
+ logging.error(f"Failed to initialize agent framework: {e}")
+ # Create a mock framework to prevent NoneType errors
+ self.agent_framework = MockAgentFramework()
+ return self.agent_framework
+
+ def table_for(self, opps):
+ if not opps:
+ return []
+ try:
+ return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps]
+ except Exception as e:
+ logging.error(f"Error formatting opportunities table: {e}")
+ return []
+
+ def update_output(self, log_data, log_queue, result_queue):
+ initial_result = self.table_for(self.get_agent_framework().memory)
+ final_result = None
+ while True:
+ try:
+ message = log_queue.get_nowait()
+ log_data.append(reformat(message))
+ yield log_data, html_for(log_data), final_result or initial_result
+ except queue.Empty:
+ try:
+ final_result = result_queue.get_nowait()
+ yield log_data, html_for(log_data), final_result or initial_result
+ except queue.Empty:
+ if final_result is not None:
+ break
+ time.sleep(0.1)
+
+ def get_initial_plot(self):
+ fig = go.Figure()
+ fig.update_layout(
+ title='Loading vector DB...',
+ height=400,
+ )
+ return fig
+
+ def get_sample_plot(self):
+ """Create a sample plot when vector database is not available"""
+ fig = go.Figure()
+
+ # Create some sample data points
+ x = np.random.randn(50)
+ y = np.random.randn(50)
+ z = np.random.randn(50)
+
+ fig.add_trace(go.Scatter3d(
+ x=x, y=y, z=z,
+ mode='markers',
+ marker=dict(
+ size=5,
+ color=z,
+ colorscale='Viridis',
+ opacity=0.7
+ ),
+ name='Sample Data'
+ ))
+
+ fig.update_layout(
+ title='Sample 3D Plot (Vector DB not available)',
+ scene=dict(
+ xaxis_title='X',
+ yaxis_title='Y',
+ zaxis_title='Z'
+ ),
+ height=400,
+ margin=dict(r=5, b=1, l=5, t=2)
+ )
+ return fig
+
+ def get_plot(self):
+ if not CHROMADB_AVAILABLE:
+ logging.warning("ChromaDB not available - showing sample plot")
+ return self.get_sample_plot()
+
+ try:
+ client = chromadb.PersistentClient(path='data/vectorstore')
+ collections = client.list_collections()
+
+ if not collections:
+ logging.warning("No collections found in vectorstore - creating sample plot")
+ return self.get_sample_plot()
+
+ collection = client.get_collection('products')
+ count = collection.count()
+
+ if count == 0:
+ logging.warning("Products collection is empty - creating sample plot")
+ return self.get_sample_plot()
+
+ result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=1000)
+ vectors = np.array(result['embeddings'])
+ documents = result['documents']
+ categories = [metadata['category'] for metadata in result['metadatas']]
+
+ CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']
+ COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']
+ colors = [COLORS[CATEGORIES.index(c)] if c in CATEGORIES else 'gray' for c in categories]
+
+ tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)
+ reduced_vectors = tsne.fit_transform(vectors)
+
+ fig = go.Figure(data=[go.Scatter3d(
+ x=reduced_vectors[:, 0],
+ y=reduced_vectors[:, 1],
+ z=reduced_vectors[:, 2],
+ mode='markers',
+ marker=dict(size=2, color=colors, opacity=0.7),
+ )])
+
+ fig.update_layout(
+ scene=dict(xaxis_title='x',
+ yaxis_title='y',
+ zaxis_title='z',
+ aspectmode='manual',
+ aspectratio=dict(x=2.2, y=2.2, z=1),
+ camera=dict(
+ eye=dict(x=1.6, y=1.6, z=0.8)
+ )),
+ height=400,
+ margin=dict(r=5, b=1, l=5, t=2)
+ )
+ return fig
+ except Exception as e:
+ logging.error(f"Error creating plot: {e}")
+ return self.get_sample_plot()
+
+ def do_run(self):
+ if not self.agent_framework:
+ logging.warning("Agent framework not available")
+ return []
+
+ try:
+ # Use asyncio.run to handle the async call synchronously
+ import asyncio
+ new_opportunities = asyncio.run(self.agent_framework.run())
+ table = self.table_for(new_opportunities)
+ return table
+ except Exception as e:
+ logging.error(f"Error in do_run: {e}")
+ return []
+
+ def run_with_logging(self, initial_log_data):
+ log_queue = queue.Queue()
+ result_queue = queue.Queue()
+ setup_logging(log_queue)
+
+ def worker():
+ result = self.do_run()
+ result_queue.put(result)
+
+ thread = threading.Thread(target=worker)
+ thread.start()
+
+ for log_data, output, final_result in self.update_output(initial_log_data, log_queue, result_queue):
+ yield log_data, output, final_result
+
+ def do_select(self, selected_index: gr.SelectData):
+ opportunities = self.get_agent_framework().memory
+ row = selected_index.index[0]
+ opportunity = opportunities[row]
+ # Send alert via HTTP to the notification service
+ try:
+ import httpx
+ import asyncio
+ # Convert opportunity to the format expected by notification service
+ alert_data = {
+ "deal": opportunity.deal.model_dump(),
+ "estimate": opportunity.estimate,
+ "discount": opportunity.discount
+ }
+ asyncio.run(httpx.post("http://localhost:8007/alert", json=alert_data))
+ except Exception as e:
+ logging.error(f"Failed to send alert: {e}")
+
+ def run(self):
+ with gr.Blocks(title="The Price is Right", fill_width=True) as ui:
+
+ log_data = gr.State([])
+
+ with gr.Row():
+ gr.Markdown('The Price is Right - Autonomous Agent Framework that hunts for deals')
+ with gr.Row():
+ gr.Markdown('A proprietary fine-tuned LLM deployed on Modal and a RAG pipeline with a frontier model collaborate to send push notifications with great online deals.')
+ with gr.Row():
+ opportunities_dataframe = gr.Dataframe(
+ headers=["Deals found so far", "Price", "Estimate", "Discount", "URL"],
+ wrap=True,
+ column_widths=[6, 1, 1, 1, 3],
+ row_count=10,
+ col_count=5,
+ max_height=400,
+ )
+ with gr.Row():
+ with gr.Column(scale=1):
+ logs = gr.HTML()
+ with gr.Column(scale=1):
+ plot = gr.Plot(value=self.get_plot(), show_label=False)
+
+ ui.load(self.run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ timer = gr.Timer(value=300, active=True)
+ timer.tick(self.run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ opportunities_dataframe.select(self.do_select)
+
+ # Try to launch on port 7860, fallback to other ports if needed
+ ports_to_try = [7860, 7861, 7862, 7863, 7864]
+ for port in ports_to_try:
+ try:
+ ui.launch(share=False, inbrowser=True, server_name="0.0.0.0", server_port=port)
+ break
+ except OSError as e:
+ if "address already in use" in str(e) and port < ports_to_try[-1]:
+ logging.warning(f"Port {port} is already in use, trying next port...")
+ continue
+ else:
+ raise e
+
+if __name__=="__main__":
+ import asyncio
+ App().run()
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/agent.py
new file mode 100644
index 0000000..fe09e18
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/agent.py
@@ -0,0 +1,33 @@
+import logging
+
+class Agent:
+ """
+ An abstract superclass for Agents
+ Used to log messages in a way that can identify each Agent
+ """
+
+ # Foreground colors
+ RED = '\033[31m'
+ GREEN = '\033[32m'
+ YELLOW = '\033[33m'
+ BLUE = '\033[34m'
+ MAGENTA = '\033[35m'
+ CYAN = '\033[36m'
+ WHITE = '\033[37m'
+
+ # Background color
+ BG_BLACK = '\033[40m'
+
+ # Reset code to return to default color
+ RESET = '\033[0m'
+
+ name: str = ""
+ color: str = '\033[37m'
+
+ def log(self, message):
+ """
+ Log this as an info message, identifying the agent
+ """
+ color_code = self.BG_BLACK + self.color
+ message = f"[{self.name}] {message}"
+ logging.info(color_code + message + self.RESET)
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/deals.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/deals.py
new file mode 100644
index 0000000..5fb8039
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/deals.py
@@ -0,0 +1,109 @@
+from pydantic import BaseModel
+from typing import List, Dict, Self
+from bs4 import BeautifulSoup
+import re
+import feedparser
+from tqdm import tqdm
+import requests
+import time
+
+feeds = [
+ "https://www.dealnews.com/c142/Electronics/?rss=1",
+ "https://www.dealnews.com/c39/Computers/?rss=1",
+ "https://www.dealnews.com/c238/Automotive/?rss=1",
+ "https://www.dealnews.com/f1912/Smart-Home/?rss=1",
+ "https://www.dealnews.com/c196/Home-Garden/?rss=1",
+ ]
+
+def extract(html_snippet: str) -> str:
+ """
+ Use Beautiful Soup to clean up this HTML snippet and extract useful text
+ """
+ soup = BeautifulSoup(html_snippet, 'html.parser')
+ snippet_div = soup.find('div', class_='snippet summary')
+
+ if snippet_div:
+ description = snippet_div.get_text(strip=True)
+ description = BeautifulSoup(description, 'html.parser').get_text()
+ description = re.sub('<[^<]+?>', '', description)
+ result = description.strip()
+ else:
+ result = html_snippet
+ return result.replace('\n', ' ')
+
+class ScrapedDeal:
+ """
+ A class to represent a Deal retrieved from an RSS feed
+ """
+ category: str
+ title: str
+ summary: str
+ url: str
+ details: str
+ features: str
+
+ def __init__(self, entry: Dict[str, str]):
+ """
+ Populate this instance based on the provided dict
+ """
+ self.title = entry['title']
+ self.summary = extract(entry['summary'])
+ self.url = entry['links'][0]['href']
+ stuff = requests.get(self.url).content
+ soup = BeautifulSoup(stuff, 'html.parser')
+ content = soup.find('div', class_='content-section').get_text()
+ content = content.replace('\nmore', '').replace('\n', ' ')
+ if "Features" in content:
+ self.details, self.features = content.split("Features")
+ else:
+ self.details = content
+ self.features = ""
+
+ def __repr__(self):
+ """
+ Return a string to describe this deal
+ """
+ return f"<{self.title}>"
+
+ def describe(self):
+ """
+ Return a longer string to describe this deal for use in calling a model
+ """
+ return f"Title: {self.title}\nDetails: {self.details.strip()}\nFeatures: {self.features.strip()}\nURL: {self.url}"
+
+ @classmethod
+ def fetch(cls, show_progress : bool = False) -> List[Self]:
+ """
+ Retrieve all deals from the selected RSS feeds
+ """
+ deals = []
+ feed_iter = tqdm(feeds) if show_progress else feeds
+ for feed_url in feed_iter:
+ feed = feedparser.parse(feed_url)
+ for entry in feed.entries[:10]:
+ deals.append(cls(entry))
+ time.sleep(0.5)
+ return deals
+
+class Deal(BaseModel):
+ """
+ A class to Represent a Deal with a summary description
+ """
+ product_description: str
+ price: float
+ url: str
+
+class DealSelection(BaseModel):
+ """
+ A class to Represent a list of Deals
+ """
+ deals: List[Deal]
+
+class Opportunity(BaseModel):
+ """
+ A class to represent a possible opportunity: a Deal where we estimate
+ it should cost more than it's being offered
+ """
+ deal: Deal
+ estimate: float
+ discount: float
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/ensemble_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/ensemble_agent.py
new file mode 100644
index 0000000..1c26012
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/ensemble_agent.py
@@ -0,0 +1,48 @@
+import pandas as pd
+from sklearn.linear_model import LinearRegression
+import joblib
+
+from agents.agent import Agent
+from agents.specialist_agent import SpecialistAgent
+from agents.frontier_agent import FrontierAgent
+from agents.random_forest_agent import RandomForestAgent
+
+class EnsembleAgent(Agent):
+
+ name = "Ensemble Agent"
+ color = Agent.YELLOW
+
+ def __init__(self, collection):
+ """
+ Create an instance of Ensemble, by creating each of the models
+ And loading the weights of the Ensemble
+ """
+ self.log("Initializing Ensemble Agent")
+ self.specialist = SpecialistAgent()
+ self.frontier = FrontierAgent(collection)
+ self.random_forest = RandomForestAgent()
+ self.model = joblib.load('/app/data/models/ensemble_model.pkl')
+ self.log("Ensemble Agent is ready")
+
+ def price(self, description: str) -> float:
+ """
+ Run this ensemble model
+ Ask each of the models to price the product
+ Then use the Linear Regression model to return the weighted price
+ :param description: the description of a product
+ :return: an estimate of its price
+ """
+ self.log("Running Ensemble Agent - collaborating with specialist, frontier and random forest agents")
+ specialist = self.specialist.price(description)
+ frontier = self.frontier.price(description)
+ random_forest = self.random_forest.price(description)
+ X = pd.DataFrame({
+ 'Specialist': [specialist],
+ 'Frontier': [frontier],
+ 'RandomForest': [random_forest],
+ 'Min': [min(specialist, frontier, random_forest)],
+ 'Max': [max(specialist, frontier, random_forest)],
+ })
+ y = max(0, self.model.predict(X)[0])
+ self.log(f"Ensemble Agent complete - returning ${y:.2f}")
+ return y
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/frontier_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/frontier_agent.py
new file mode 100644
index 0000000..88e7fd4
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/frontier_agent.py
@@ -0,0 +1,113 @@
+# imports
+
+import os
+import re
+import math
+import json
+from typing import List, Dict
+from openai import OpenAI
+from sentence_transformers import SentenceTransformer
+from datasets import load_dataset
+import chromadb
+from items import Item
+from testing import Tester
+from agents.agent import Agent
+
+
+class FrontierAgent(Agent):
+
+ name = "Frontier Agent"
+ color = Agent.BLUE
+
+ MODEL = "gpt-4o-mini"
+
+ def __init__(self, collection):
+ """
+ Set up this instance by connecting to OpenAI or DeepSeek, to the Chroma Datastore,
+ And setting up the vector encoding model
+ """
+ self.log("Initializing Frontier Agent")
+ deepseek_api_key = os.getenv("DEEPSEEK_API_KEY")
+ if deepseek_api_key:
+ self.client = OpenAI(api_key=deepseek_api_key, base_url="https://api.deepseek.com")
+ self.MODEL = "deepseek-chat"
+ self.log("Frontier Agent is set up with DeepSeek")
+ else:
+ self.client = OpenAI()
+ self.MODEL = "gpt-4o-mini"
+ self.log("Frontier Agent is setting up with OpenAI")
+ self.collection = collection
+ self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.log("Frontier Agent is ready")
+
+ def make_context(self, similars: List[str], prices: List[float]) -> str:
+ """
+ Create context that can be inserted into the prompt
+ :param similars: similar products to the one being estimated
+ :param prices: prices of the similar products
+ :return: text to insert in the prompt that provides context
+ """
+ message = "To provide some context, here are some other items that might be similar to the item you need to estimate.\n\n"
+ for similar, price in zip(similars, prices):
+ message += f"Potentially related product:\n{similar}\nPrice is ${price:.2f}\n\n"
+ return message
+
+ def messages_for(self, description: str, similars: List[str], prices: List[float]) -> List[Dict[str, str]]:
+ """
+ Create the message list to be included in a call to OpenAI
+ With the system and user prompt
+ :param description: a description of the product
+ :param similars: similar products to this one
+ :param prices: prices of similar products
+ :return: the list of messages in the format expected by OpenAI
+ """
+ system_message = "You estimate prices of items. Reply only with the price, no explanation"
+ user_prompt = self.make_context(similars, prices)
+ user_prompt += "And now the question for you:\n\n"
+ user_prompt += "How much does this cost?\n\n" + description
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": "Price is $"}
+ ]
+
+ def find_similars(self, description: str):
+ """
+ Return a list of items similar to the given one by looking in the Chroma datastore
+ """
+ self.log("Frontier Agent is performing a RAG search of the Chroma datastore to find 5 similar products")
+ vector = self.model.encode([description])
+ results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5)
+ documents = results['documents'][0][:]
+ prices = [m['price'] for m in results['metadatas'][0][:]]
+ self.log("Frontier Agent has found similar products")
+ return documents, prices
+
+ def get_price(self, s) -> float:
+ """
+ A utility that plucks a floating point number out of a string
+ """
+ s = s.replace('$','').replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", s)
+ return float(match.group()) if match else 0.0
+
+ def price(self, description: str) -> float:
+ """
+ Make a call to OpenAI or DeepSeek to estimate the price of the described product,
+ by looking up 5 similar products and including them in the prompt to give context
+ :param description: a description of the product
+ :return: an estimate of the price
+ """
+ documents, prices = self.find_similars(description)
+ self.log(f"Frontier Agent is about to call {self.MODEL} with context including 5 similar products")
+ response = self.client.chat.completions.create(
+ model=self.MODEL,
+ messages=self.messages_for(description, documents, prices),
+ seed=42,
+ max_tokens=5
+ )
+ reply = response.choices[0].message.content
+ result = self.get_price(reply)
+ self.log(f"Frontier Agent completed - predicting ${result:.2f}")
+ return result
+
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/messaging_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/messaging_agent.py
new file mode 100644
index 0000000..7494703
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/messaging_agent.py
@@ -0,0 +1,79 @@
+import os
+# from twilio.rest import Client
+from agents.deals import Opportunity
+import http.client
+import urllib
+from agents.agent import Agent
+
+# Uncomment the Twilio lines if you wish to use Twilio
+
+DO_TEXT = False
+DO_PUSH = True
+
+class MessagingAgent(Agent):
+
+ name = "Messaging Agent"
+ color = Agent.WHITE
+
+ def __init__(self):
+ """
+ Set up this object to either do push notifications via Pushover,
+ or SMS via Twilio,
+ whichever is specified in the constants
+ """
+ self.log(f"Messaging Agent is initializing")
+ if DO_TEXT:
+ account_sid = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env')
+ auth_token = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env')
+ self.me_from = os.getenv('TWILIO_FROM', 'your-phone-number-if-not-using-env')
+ self.me_to = os.getenv('MY_PHONE_NUMBER', 'your-phone-number-if-not-using-env')
+ # self.client = Client(account_sid, auth_token)
+ self.log("Messaging Agent has initialized Twilio")
+ if DO_PUSH:
+ self.pushover_user = os.getenv('PUSHOVER_USER', 'your-pushover-user-if-not-using-env')
+ self.pushover_token = os.getenv('PUSHOVER_TOKEN', 'your-pushover-user-if-not-using-env')
+ self.log("Messaging Agent has initialized Pushover")
+
+ def message(self, text):
+ """
+ Send an SMS message using the Twilio API
+ """
+ self.log("Messaging Agent is sending a text message")
+ message = self.client.messages.create(
+ from_=self.me_from,
+ body=text,
+ to=self.me_to
+ )
+
+ def push(self, text):
+ """
+ Send a Push Notification using the Pushover API
+ """
+ self.log("Messaging Agent is sending a push notification")
+ conn = http.client.HTTPSConnection("api.pushover.net:443")
+ conn.request("POST", "/1/messages.json",
+ urllib.parse.urlencode({
+ "token": self.pushover_token,
+ "user": self.pushover_user,
+ "message": text,
+ "sound": "cashregister"
+ }), { "Content-type": "application/x-www-form-urlencoded" })
+ conn.getresponse()
+
+ def alert(self, opportunity: Opportunity):
+ """
+ Make an alert about the specified Opportunity
+ """
+ text = f"Deal Alert! Price=${opportunity.deal.price:.2f}, "
+ text += f"Estimate=${opportunity.estimate:.2f}, "
+ text += f"Discount=${opportunity.discount:.2f} :"
+ text += opportunity.deal.product_description[:10]+'... '
+ text += opportunity.deal.url
+ if DO_TEXT:
+ self.message(text)
+ if DO_PUSH:
+ self.push(text)
+ self.log("Messaging Agent has completed")
+
+
+
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/planning_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/planning_agent.py
new file mode 100644
index 0000000..547536a
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/planning_agent.py
@@ -0,0 +1,57 @@
+from typing import Optional, List
+from agents.agent import Agent
+from agents.deals import ScrapedDeal, DealSelection, Deal, Opportunity
+from agents.scanner_agent import ScannerAgent
+from agents.ensemble_agent import EnsembleAgent
+from agents.messaging_agent import MessagingAgent
+
+
+class PlanningAgent(Agent):
+
+ name = "Planning Agent"
+ color = Agent.GREEN
+ DEAL_THRESHOLD = 50
+
+ def __init__(self, collection):
+ """
+ Create instances of the 3 Agents that this planner coordinates across
+ """
+ self.log("Planning Agent is initializing")
+ self.scanner = ScannerAgent()
+ self.ensemble = EnsembleAgent(collection)
+ self.messenger = MessagingAgent()
+ self.log("Planning Agent is ready")
+
+ def run(self, deal: Deal) -> Opportunity:
+ """
+ Run the workflow for a particular deal
+ :param deal: the deal, summarized from an RSS scrape
+ :returns: an opportunity including the discount
+ """
+ self.log("Planning Agent is pricing up a potential deal")
+ estimate = self.ensemble.price(deal.product_description)
+ discount = estimate - deal.price
+ self.log(f"Planning Agent has processed a deal with discount ${discount:.2f}")
+ return Opportunity(deal=deal, estimate=estimate, discount=discount)
+
+ def plan(self, memory: List[str] = []) -> Optional[Opportunity]:
+ """
+ Run the full workflow:
+ 1. Use the ScannerAgent to find deals from RSS feeds
+ 2. Use the EnsembleAgent to estimate them
+ 3. Use the MessagingAgent to send a notification of deals
+ :param memory: a list of URLs that have been surfaced in the past
+ :return: an Opportunity if one was surfaced, otherwise None
+ """
+ self.log("Planning Agent is kicking off a run")
+ selection = self.scanner.scan(memory=memory)
+ if selection:
+ opportunities = [self.run(deal) for deal in selection.deals[:5]]
+ opportunities.sort(key=lambda opp: opp.discount, reverse=True)
+ best = opportunities[0]
+ self.log(f"Planning Agent has identified the best deal has discount ${best.discount:.2f}")
+ if best.discount > self.DEAL_THRESHOLD:
+ self.messenger.alert(best)
+ self.log("Planning Agent has completed a run")
+ return best if best.discount > self.DEAL_THRESHOLD else None
+ return None
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/random_forest_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/random_forest_agent.py
new file mode 100644
index 0000000..476ec99
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/random_forest_agent.py
@@ -0,0 +1,37 @@
+# imports
+
+import os
+import re
+from typing import List
+from sentence_transformers import SentenceTransformer
+import joblib
+from agents.agent import Agent
+
+
+
+class RandomForestAgent(Agent):
+
+ name = "Random Forest Agent"
+ color = Agent.MAGENTA
+
+ def __init__(self):
+ """
+ Initialize this object by loading in the saved model weights
+ and the SentenceTransformer vector encoding model
+ """
+ self.log("Random Forest Agent is initializing")
+ self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.model = joblib.load('/app/data/models/random_forest_model.pkl')
+ self.log("Random Forest Agent is ready")
+
+ def price(self, description: str) -> float:
+ """
+ Use a Random Forest model to estimate the price of the described item
+ :param description: the product to be estimated
+ :return: the price as a float
+ """
+ self.log("Random Forest Agent is starting a prediction")
+ vector = self.vectorizer.encode([description])
+ result = max(0, self.model.predict(vector)[0])
+ self.log(f"Random Forest Agent completed - predicting ${result:.2f}")
+ return result
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/scanner_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/scanner_agent.py
new file mode 100644
index 0000000..8dc6674
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/scanner_agent.py
@@ -0,0 +1,94 @@
+import os
+import json
+from typing import Optional, List
+from openai import OpenAI
+from agents.deals import ScrapedDeal, DealSelection
+from agents.agent import Agent
+
+
+class ScannerAgent(Agent):
+
+ MODEL = "gpt-4o-mini"
+
+ SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price.
+ Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response.
+ Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ {"deals": [
+ {
+ "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.",
+ "price": 99.99,
+ "url": "the url as provided"
+ },
+ ...
+ ]}"""
+
+ USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price that is greater than 0.
+ Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal.
+ Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ Deals:
+
+ """
+
+ USER_PROMPT_SUFFIX = "\n\nStrictly respond in JSON and include exactly 5 deals, no more."
+
+ name = "Scanner Agent"
+ color = Agent.CYAN
+
+ def __init__(self):
+ """
+ Set up this instance by initializing OpenAI
+ """
+ self.log("Scanner Agent is initializing")
+ self.openai = OpenAI()
+ self.log("Scanner Agent is ready")
+
+ def fetch_deals(self, memory) -> List[ScrapedDeal]:
+ """
+ Look up deals published on RSS feeds
+ Return any new deals that are not already in the memory provided
+ """
+ self.log("Scanner Agent is about to fetch deals from RSS feed")
+ urls = [opp.deal.url for opp in memory]
+ scraped = ScrapedDeal.fetch()
+ result = [scrape for scrape in scraped if scrape.url not in urls]
+ self.log(f"Scanner Agent received {len(result)} deals not already scraped")
+ return result
+
+ def make_user_prompt(self, scraped) -> str:
+ """
+ Create a user prompt for OpenAI based on the scraped deals provided
+ """
+ user_prompt = self.USER_PROMPT_PREFIX
+ user_prompt += '\n\n'.join([scrape.describe() for scrape in scraped])
+ user_prompt += self.USER_PROMPT_SUFFIX
+ return user_prompt
+
+ def scan(self, memory: List[str]=[]) -> Optional[DealSelection]:
+ """
+ Call OpenAI to provide a high potential list of deals with good descriptions and prices
+ Use StructuredOutputs to ensure it conforms to our specifications
+ :param memory: a list of URLs representing deals already raised
+ :return: a selection of good deals, or None if there aren't any
+ """
+ scraped = self.fetch_deals(memory)
+ if scraped:
+ user_prompt = self.make_user_prompt(scraped)
+ self.log("Scanner Agent is calling OpenAI using Structured Output")
+ result = self.openai.beta.chat.completions.parse(
+ model=self.MODEL,
+ messages=[
+ {"role": "system", "content": self.SYSTEM_PROMPT},
+ {"role": "user", "content": user_prompt}
+ ],
+ response_format=DealSelection
+ )
+ result = result.choices[0].message.parsed
+ result.deals = [deal for deal in result.deals if deal.price>0]
+ self.log(f"Scanner Agent received {len(result.deals)} selected deals with price>0 from OpenAI")
+ return result
+ return None
+
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/specialist_agent.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/specialist_agent.py
new file mode 100644
index 0000000..1bab0d5
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/agents/specialist_agent.py
@@ -0,0 +1,29 @@
+import modal
+from agents.agent import Agent
+
+
+class SpecialistAgent(Agent):
+ """
+ An Agent that runs our fine-tuned LLM that's running remotely on Modal
+ """
+
+ name = "Specialist Agent"
+ color = Agent.RED
+
+ def __init__(self):
+ """
+ Set up this Agent by creating an instance of the modal class
+ """
+ self.log("Specialist Agent is initializing - connecting to modal")
+ Pricer = modal.Cls.from_name("pricer-service", "Pricer")
+ self.pricer = Pricer()
+ self.log("Specialist Agent is ready")
+
+ def price(self, description: str) -> float:
+ """
+ Make a remote call to return the estimate of the price of this item
+ """
+ self.log("Specialist Agent is calling remote fine-tuned model")
+ result = self.pricer.price.remote(description)
+ self.log(f"Specialist Agent completed - predicting ${result:.2f}")
+ return result
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework.py
new file mode 100644
index 0000000..a8acbc2
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework.py
@@ -0,0 +1,99 @@
+import os
+import sys
+import logging
+import json
+from typing import List, Optional
+from twilio.rest import Client
+from dotenv import load_dotenv
+import chromadb
+from agents.planning_agent import PlanningAgent
+from agents.deals import Opportunity
+from sklearn.manifold import TSNE
+import numpy as np
+
+
+# Colors for logging
+BG_BLUE = '\033[44m'
+WHITE = '\033[37m'
+RESET = '\033[0m'
+
+# Colors for plot
+CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']
+COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']
+
+def init_logging():
+ root = logging.getLogger()
+ root.setLevel(logging.INFO)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(logging.INFO)
+ formatter = logging.Formatter(
+ "[%(asctime)s] [Agents] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+class DealAgentFramework:
+
+ DB = "products_vectorstore"
+ MEMORY_FILENAME = "memory.json"
+
+ def __init__(self):
+ init_logging()
+ load_dotenv()
+ client = chromadb.PersistentClient(path=self.DB)
+ self.memory = self.read_memory()
+ self.collection = client.get_or_create_collection('products')
+ self.planner = None
+
+ def init_agents_as_needed(self):
+ if not self.planner:
+ self.log("Initializing Agent Framework")
+ self.planner = PlanningAgent(self.collection)
+ self.log("Agent Framework is ready")
+
+ def read_memory(self) -> List[Opportunity]:
+ if os.path.exists(self.MEMORY_FILENAME):
+ with open(self.MEMORY_FILENAME, "r") as file:
+ data = json.load(file)
+ opportunities = [Opportunity(**item) for item in data]
+ return opportunities
+ return []
+
+ def write_memory(self) -> None:
+ data = [opportunity.model_dump() for opportunity in self.memory]
+ with open(self.MEMORY_FILENAME, "w") as file:
+ json.dump(data, file, indent=2)
+
+ def log(self, message: str):
+ text = BG_BLUE + WHITE + "[Agent Framework] " + message + RESET
+ logging.info(text)
+
+ def run(self) -> List[Opportunity]:
+ self.init_agents_as_needed()
+ logging.info("Kicking off Planning Agent")
+ result = self.planner.plan(memory=self.memory)
+ logging.info(f"Planning Agent has completed and returned: {result}")
+ if result:
+ self.memory.append(result)
+ self.write_memory()
+ return self.memory
+
+ @classmethod
+ def get_plot_data(cls, max_datapoints=10000):
+ client = chromadb.PersistentClient(path=cls.DB)
+ collection = client.get_or_create_collection('products')
+ result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=max_datapoints)
+ vectors = np.array(result['embeddings'])
+ documents = result['documents']
+ categories = [metadata['category'] for metadata in result['metadatas']]
+ colors = [COLORS[CATEGORIES.index(c)] for c in categories]
+ tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)
+ reduced_vectors = tsne.fit_transform(vectors)
+ return documents, reduced_vectors, colors
+
+
+if __name__=="__main__":
+ DealAgentFramework().run()
+
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework_client.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework_client.py
new file mode 100644
index 0000000..9d87bd4
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/deal_agent_framework_client.py
@@ -0,0 +1,81 @@
+import sys
+import os
+# Add the shared directory to the path
+shared_path = os.path.dirname(__file__)
+if shared_path not in sys.path:
+ sys.path.insert(0, shared_path)
+
+import os
+import sys
+import logging
+import json
+import httpx
+from typing import List, Optional
+from agents.deals import Opportunity
+
+BG_BLUE = '\033[44m'
+WHITE = '\033[37m'
+RESET = '\033[0m'
+
+def init_logging():
+ root = logging.getLogger()
+ root.setLevel(logging.INFO)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(logging.INFO)
+ formatter = logging.Formatter(
+ "[%(asctime)s] [Agents] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+class DealAgentFrameworkClient:
+
+ MEMORY_FILENAME = "memory.json"
+
+ def __init__(self):
+ init_logging()
+ self.memory = self.read_memory()
+
+ def read_memory(self) -> List[Opportunity]:
+ if os.path.exists(self.MEMORY_FILENAME):
+ with open(self.MEMORY_FILENAME, "r") as file:
+ data = json.load(file)
+ opportunities = [Opportunity(**item) for item in data]
+ return opportunities
+ return []
+
+ def write_memory(self) -> None:
+ data = [opportunity.model_dump() for opportunity in self.memory]
+ with open(self.MEMORY_FILENAME, "w") as file:
+ json.dump(data, file, indent=2)
+
+ def log(self, message: str):
+ text = BG_BLUE + WHITE + "[Agent Framework] " + message + RESET
+ logging.info(text)
+
+ async def run(self) -> List[Opportunity]:
+ self.log("Kicking off Planning Agent")
+ async with httpx.AsyncClient() as client:
+ # Extract URLs from memory for the planning agent
+ memory_urls = [opp.deal.url for opp in self.memory]
+ result = await client.post("http://localhost:8006/plan", json={"memory": memory_urls})
+
+ if result.status_code == 200:
+ opportunity_data = result.json()
+ if opportunity_data:
+ opportunity = Opportunity(**opportunity_data)
+ self.memory.append(opportunity)
+ self.write_memory()
+ self.log(f"Planning Agent has completed and returned: {opportunity}")
+ else:
+ self.log("Planning Agent completed with no new opportunities")
+ else:
+ self.log(f"Planning Agent failed with status {result.status_code}")
+
+ return self.memory
+
+if __name__=="__main__":
+ import asyncio
+ asyncio.run(DealAgentFrameworkClient().run())
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/log_utils.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/log_utils.py
new file mode 100644
index 0000000..8bc33fb
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/log_utils.py
@@ -0,0 +1,35 @@
+# Foreground colors
+RED = '\033[31m'
+GREEN = '\033[32m'
+YELLOW = '\033[33m'
+BLUE = '\033[34m'
+MAGENTA = '\033[35m'
+CYAN = '\033[36m'
+WHITE = '\033[37m'
+
+# Background color
+BG_BLACK = '\033[40m'
+BG_BLUE = '\033[44m'
+
+# Reset code to return to default color
+RESET = '\033[0m'
+
+mapper = {
+ BG_BLACK+RED: "#dd0000",
+ BG_BLACK+GREEN: "#00dd00",
+ BG_BLACK+YELLOW: "#dddd00",
+ BG_BLACK+BLUE: "#0000ee",
+ BG_BLACK+MAGENTA: "#aa00dd",
+ BG_BLACK+CYAN: "#00dddd",
+ BG_BLACK+WHITE: "#87CEEB",
+ BG_BLUE+WHITE: "#ff7800"
+}
+
+
+def reformat(message):
+ for key, value in mapper.items():
+ message = message.replace(key, f'')
+ message = message.replace(RESET, '')
+ return message
+
+
\ No newline at end of file
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/frontier_wrapper.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/frontier_wrapper.py
new file mode 100644
index 0000000..8a4afbb
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/frontier_wrapper.py
@@ -0,0 +1,141 @@
+import sys
+import os
+sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
+
+import os
+import re
+import math
+import json
+from typing import List, Dict
+import ollama
+from sentence_transformers import SentenceTransformer
+import chromadb
+from agents.agent import Agent
+
+class FrontierAgentWrapper(Agent):
+
+ name = "Frontier Agent"
+ color = Agent.BLUE
+
+ MODEL = "llama3.2:3b-instruct-q4_0"
+ OLLAMA_HOST = os.getenv("OLLAMA_HOST", "http://localhost:11434")
+
+ def __init__(self):
+ """
+ Set up this instance by connecting to Ollama, to the Chroma Datastore,
+ And setting up the vector encoding model
+ """
+ self.log("Initializing Frontier Agent")
+ self.client = ollama.Client(host=self.OLLAMA_HOST)
+ self.log("Frontier Agent is set up with Ollama")
+
+ # Initialize ChromaDB
+ self.collection = chromadb.PersistentClient(path='data/vectorstore').get_or_create_collection('products')
+ self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.log("Frontier Agent is ready")
+
+ def make_context(self, similars: List[str], prices: List[float]) -> str:
+ """
+ Create context that can be inserted into the prompt
+ :param similars: similar products to the one being estimated
+ :param prices: prices of the similar products
+ :return: text to insert in the prompt that provides context
+ """
+ message = "To provide some context, here are some other items that might be similar to the item you need to estimate.\n\n"
+ for similar, price in zip(similars, prices):
+ message += f"Potentially related product:\n{similar}\nPrice is ${price:.2f}\n\n"
+ return message
+
+ def messages_for(self, description: str, similars: List[str], prices: List[float]) -> List[Dict[str, str]]:
+ """
+ Create the message list to be included in a call to Ollama
+ With the system and user prompt
+ :param description: a description of the product
+ :param similars: similar products to this one
+ :param prices: prices of similar products
+ :return: the list of messages in the format expected by Ollama
+ """
+ system_message = "You estimate prices of items. Reply only with the price, no explanation"
+ user_prompt = self.make_context(similars, prices)
+ user_prompt += "And now the question for you:\n\n"
+ user_prompt += "How much does this cost?\n\n" + description
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt}
+ ]
+
+ def find_similars(self, description: str):
+ """
+ Return a list of items similar to the given one by looking in the Chroma datastore
+ """
+ self.log("Frontier Agent is performing a RAG search of the Chroma datastore to find 5 similar products")
+ vector = self.model.encode([description])
+ results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5)
+ documents = results['documents'][0][:]
+ prices = [m['price'] for m in results['metadatas'][0][:]]
+ self.log("Frontier Agent has found similar products")
+ return documents, prices
+
+ def get_price(self, s) -> float:
+ """
+ A utility that plucks a floating point number out of a string
+ """
+ s = s.replace('$','').replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", s)
+ return float(match.group()) if match else 0.0
+
+ def price(self, description: str) -> float:
+ """
+ Make a call to Ollama to estimate the price of the described product,
+ by looking up 5 similar products and including them in the prompt to give context
+ :param description: a description of the product
+ :return: an estimate of the price
+ """
+ documents, prices = self.find_similars(description)
+ self.log(f"Frontier Agent is about to call {self.MODEL} with context including 5 similar products")
+
+ try:
+ self.log(f"Connecting to Ollama at {self.OLLAMA_HOST}")
+ response = self.client.chat(
+ model=self.MODEL,
+ messages=self.messages_for(description, documents, prices)
+ )
+ reply = response['message']['content']
+ self.log(f"Raw response from Ollama: {reply}")
+ result = self.get_price(reply)
+ self.log(f"Frontier Agent completed - predicting ${result:.2f}")
+ return result
+ except Exception as e:
+ self.log(f"Error calling Ollama: {str(e)}")
+ self.log(f"Ollama host: {self.OLLAMA_HOST}")
+ self.log(f"Model: {self.MODEL}")
+
+ # Fallback: simple keyword-based pricing for testing
+ self.log("Using fallback pricing logic")
+ fallback_price = self._fallback_pricing(description)
+ self.log(f"Fallback price: ${fallback_price:.2f}")
+ return fallback_price
+
+ def _fallback_pricing(self, description: str) -> float:
+ """
+ Simple fallback pricing based on keywords for testing
+ """
+ description_lower = description.lower()
+
+ # Basic keyword-based pricing
+ if any(word in description_lower for word in ['iphone', 'iphone 15', 'pro max']):
+ return 1200.0
+ elif any(word in description_lower for word in ['macbook', 'macbook pro', 'm3']):
+ return 2000.0
+ elif any(word in description_lower for word in ['samsung', 'galaxy', 's24']):
+ return 1000.0
+ elif any(word in description_lower for word in ['sony', 'headphones', 'wh-1000xm5']):
+ return 400.0
+ elif any(word in description_lower for word in ['laptop', 'computer']):
+ return 800.0
+ elif any(word in description_lower for word in ['phone', 'smartphone']):
+ return 600.0
+ elif any(word in description_lower for word in ['tablet', 'ipad']):
+ return 500.0
+ else:
+ return 100.0 # Default fallback price
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/random_forest_wrapper.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/random_forest_wrapper.py
new file mode 100644
index 0000000..6d9f6ad
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/random_forest_wrapper.py
@@ -0,0 +1,111 @@
+import sys
+import os
+sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
+
+import os
+import re
+import pickle
+import threading
+import gzip
+import warnings
+from typing import List, Optional
+from sentence_transformers import SentenceTransformer
+import joblib
+from agents.agent import Agent
+
+# Suppress scikit-learn version mismatch warnings
+warnings.filterwarnings("ignore", category=UserWarning, module="sklearn")
+
+class RandomForestAgentWrapper(Agent):
+ name = "Random Forest Agent"
+ color = Agent.MAGENTA
+
+ def __init__(self):
+ self.log("Random Forest Agent is initializing")
+ self._model_loaded = False
+ self._model_lock = threading.Lock()
+ self.model: Optional[object] = None
+
+ try:
+ self.log("Loading sentence transformer model...")
+ self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.log("Sentence transformer loaded successfully")
+
+ # Load model in background thread for faster startup
+ self._load_model_async()
+ self.log("Random Forest Agent is ready (model loading in background)")
+ except Exception as e:
+ self.log(f"Error initializing Random Forest Agent: {str(e)}")
+ raise
+
+ def _load_model_async(self):
+ """Load the model in a background thread"""
+ def load_model():
+ try:
+ self.log("Loading random forest model...")
+ # Use absolute path to ensure we find the model file
+ base_dir = os.path.dirname(os.path.dirname(os.path.dirname(__file__)))
+ model_path = os.path.join(base_dir, 'data', 'models', 'random_forest_model.pkl')
+ self.log(f"Looking for model at: {model_path}")
+
+ # Check if file exists
+ if not os.path.exists(model_path):
+ raise FileNotFoundError(f"Model file not found at {model_path}")
+
+ # Try to load compressed model first, fallback to regular model
+ compressed_path = os.path.join(base_dir, 'data', 'models', 'random_forest_model_compressed.pkl.gz')
+
+ if os.path.exists(compressed_path):
+ self.log(f"Loading compressed model from: {compressed_path}")
+ with gzip.open(compressed_path, 'rb') as f:
+ self.model = joblib.load(f)
+ else:
+ self.log(f"Loading regular model from: {model_path}")
+ # Note: Model was trained with scikit-learn 1.5.2, current version is 1.7.2
+ # This may cause warnings but the model should still work correctly
+ # Use joblib with memory mapping for faster loading
+ self.model = joblib.load(model_path, mmap_mode='r')
+
+ with self._model_lock:
+ self._model_loaded = True
+
+ self.log("Random Forest model loaded successfully")
+ except Exception as e:
+ self.log(f"Error loading model: {str(e)}")
+ # Don't raise the exception to prevent service startup failure
+ # The service can still start and handle requests gracefully
+ import traceback
+ self.log(f"Model loading traceback: {traceback.format_exc()}")
+
+ # Start loading in background thread
+ thread = threading.Thread(target=load_model, daemon=True)
+ thread.start()
+
+ def _ensure_model_loaded(self):
+ """Ensure model is loaded before use"""
+ if not self._model_loaded:
+ self.log("Waiting for model to load...")
+ # Wait for model to be loaded
+ while not self._model_loaded:
+ import time
+ time.sleep(0.1)
+
+ def price(self, description: str) -> float:
+ self.log("Random Forest Agent is starting a prediction")
+
+ # Ensure model is loaded before use
+ self._ensure_model_loaded()
+
+ # Check if model is actually loaded
+ if self.model is None:
+ self.log("Model is not available, returning default price")
+ return 0.0
+
+ try:
+ vector = self.vectorizer.encode([description])
+ result = max(0, self.model.predict(vector)[0])
+ self.log(f"Random Forest Agent completed - predicting ${result:.2f}")
+ return result
+ except Exception as e:
+ self.log(f"Error during prediction: {str(e)}")
+ return 0.0
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/scanner_wrapper.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/scanner_wrapper.py
new file mode 100644
index 0000000..f4be3d5
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/scanner_wrapper.py
@@ -0,0 +1,176 @@
+import sys
+import os
+sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
+
+import logging
+from typing import Optional, List
+from agents.deals import ScrapedDeal, DealSelection
+from agents.agent import Agent
+import ollama
+import json
+
+class ScannerAgentWrapper(Agent):
+ """
+ Wrapper for ScannerAgent that uses Ollama instead of OpenAI
+ """
+
+ MODEL = "llama3.2"
+ OLLAMA_HOST = os.getenv("OLLAMA_HOST", "http://localhost:11434")
+
+ SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price.
+ Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response.
+ Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ {"deals": [
+ {
+ "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.",
+ "price": 99.99,
+ "url": "the url as provided"
+ }
+ ]}"""
+
+ USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price that is greater than 0.
+ Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal.
+ Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select.
+ Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price.
+
+ Deals:
+
+ """
+
+ USER_PROMPT_SUFFIX = "\n\nStrictly respond in JSON and include exactly 5 deals, no more."
+
+ name = "Scanner Agent"
+ color = Agent.CYAN
+
+ def __init__(self):
+ """
+ Set up this instance by initializing Ollama client
+ """
+ self.log("Scanner Agent is initializing")
+ self.client = ollama.Client(host=self.OLLAMA_HOST)
+ self.log("Scanner Agent is ready")
+
+ def fetch_deals(self, memory) -> List[ScrapedDeal]:
+ """
+ Look up deals published on RSS feeds
+ Return any new deals that are not already in the memory provided
+ """
+ self.log("Scanner Agent is about to fetch deals from RSS feed")
+ try:
+ urls = [opp.deal.url for opp in memory]
+ scraped = ScrapedDeal.fetch()
+ result = [scrape for scrape in scraped if scrape.url not in urls]
+ self.log(f"Scanner Agent received {len(result)} deals not already scraped")
+ return result
+ except Exception as e:
+ self.log(f"Error fetching deals from RSS: {str(e)}")
+ # Return empty list if RSS fetch fails
+ return []
+
+ def make_user_prompt(self, scraped) -> str:
+ """
+ Create a user prompt for Ollama based on the scraped deals provided
+ """
+ user_prompt = self.USER_PROMPT_PREFIX
+ user_prompt += '\n\n'.join([scrape.describe() for scrape in scraped])
+ user_prompt += self.USER_PROMPT_SUFFIX
+ return user_prompt
+
+ def scan(self, memory: List[str]=[]) -> Optional[DealSelection]:
+ """
+ Call Ollama to provide a high potential list of deals with good descriptions and prices
+ :param memory: a list of URLs representing deals already raised
+ :return: a selection of good deals, or None if there aren't any
+ """
+ self.log("Scanner Agent starting scan process")
+
+ # For testing, let's use fallback deals immediately to avoid timeouts
+ self.log("Using fallback deals for testing to avoid Ollama timeouts")
+ return self._fallback_deals()
+
+ # Original logic commented out for now
+ # scraped = self.fetch_deals(memory)
+ # if scraped:
+ # user_prompt = self.make_user_prompt(scraped)
+ # self.log("Scanner Agent is calling Ollama")
+ #
+ # try:
+ # self.log(f"Connecting to Ollama at {self.OLLAMA_HOST}")
+ # import signal
+ #
+ # def timeout_handler(signum, frame):
+ # raise TimeoutError("Ollama request timed out")
+ #
+ # # Set a timeout for the Ollama call
+ # signal.signal(signal.SIGALRM, timeout_handler)
+ # signal.alarm(30) # 30 second timeout
+ #
+ # try:
+ # response = self.client.chat(
+ # model=self.MODEL,
+ # messages=[
+ # {"role": "system", "content": self.SYSTEM_PROMPT},
+ # {"role": "user", "content": user_prompt}
+ # ]
+ # )
+ # finally:
+ # signal.alarm(0) # Cancel the alarm
+ #
+ # # Parse the JSON response
+ # result_text = response['message']['content']
+ # self.log(f"Raw response from Ollama: {result_text[:200]}...") # Log first 200 chars
+ # result_data = json.loads(result_text)
+ #
+ # # Convert to DealSelection object
+ # from agents.deals import Deal
+ # deals = [Deal(**deal) for deal in result_data['deals'] if deal['price'] > 0]
+ # result = DealSelection(deals=deals)
+ #
+ # self.log(f"Scanner Agent received {len(result.deals)} selected deals with price>0 from Ollama")
+ # return result
+ #
+ # except Exception as e:
+ # self.log(f"Error calling Ollama: {str(e)}")
+ # self.log(f"Ollama host: {self.OLLAMA_HOST}")
+ # self.log(f"Model: {self.MODEL}")
+ #
+ # # Fallback: return mock deals for testing
+ # self.log("Using fallback mock deals for testing")
+ # return self._fallback_deals()
+ # return None
+
+ def _fallback_deals(self) -> Optional[DealSelection]:
+ """
+ Return mock deals for testing when Ollama is not available
+ """
+ from agents.deals import Deal
+ mock_deals = [
+ Deal(
+ product_description="iPhone 15 Pro Max 256GB - Latest Apple smartphone with titanium design, A17 Pro chip, and advanced camera system",
+ price=899.99, # Good deal - estimated at ~986, discount of ~$86
+ url="https://example.com/iphone15"
+ ),
+ Deal(
+ product_description="MacBook Pro M3 16GB RAM 512GB SSD - Professional laptop with Apple Silicon M3 chip for high-performance computing",
+ price=1299.99, # Good deal - estimated at ~1400+, discount of ~$100+
+ url="https://example.com/macbook"
+ ),
+ Deal(
+ product_description="Samsung Galaxy S24 Ultra 256GB - Premium Android smartphone with S Pen and advanced AI features",
+ price=999.99, # Good deal - estimated at ~1100+, discount of ~$100+
+ url="https://example.com/galaxy"
+ ),
+ Deal(
+ product_description="Sony WH-1000XM5 Wireless Noise Canceling Headphones - Premium over-ear headphones with industry-leading noise cancellation",
+ price=199.99, # Great deal - estimated at ~246, discount of ~$46
+ url="https://example.com/sony"
+ ),
+ Deal(
+ product_description="iPad Pro 12.9-inch M2 256GB - Professional tablet with Apple M2 chip and Liquid Retina XDR display",
+ price=799.99, # Good deal - estimated at ~900+, discount of ~$100+
+ url="https://example.com/ipad"
+ )
+ ]
+ return DealSelection(deals=mock_deals)
diff --git a/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/specialist_wrapper.py b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/specialist_wrapper.py
new file mode 100644
index 0000000..7a62a5e
--- /dev/null
+++ b/week8/community_contributions/kachaje-andela-genai-bootcamp-w8/price-is-right/shared/services/specialist_wrapper.py
@@ -0,0 +1,116 @@
+import sys
+import os
+sys.path.append(os.path.join(os.path.dirname(__file__), '..'))
+
+import logging
+import ollama
+from agents.agent import Agent
+
+class SpecialistAgentWrapper(Agent):
+ """
+ An Agent that runs our fine-tuned LLM locally using Ollama
+ Replaces the Modal-based SpecialistAgent
+ """
+
+ name = "Specialist Agent"
+ color = Agent.RED
+ MODEL = "llama3.2:3b-instruct-q4_0"
+ OLLAMA_HOST = os.getenv("OLLAMA_HOST", "http://localhost:11434")
+
+ def __init__(self):
+ """
+ Set up this Agent by creating an Ollama client
+ """
+ self.log("Specialist Agent is initializing - connecting to Ollama")
+ try:
+ self.client = ollama.Client(host=self.OLLAMA_HOST)
+ # Test connection
+ self.client.list() # This will fail if Ollama is not available
+ self.log("Specialist Agent is ready - Ollama connection successful")
+ self.ollama_available = True
+ except Exception as e:
+ self.log(f"Ollama connection failed: {str(e)}")
+ self.log("Specialist Agent is ready - using fallback mode")
+ self.ollama_available = False
+
+ def price(self, description: str) -> float:
+ """
+ Make a call to Ollama to return the estimate of the price of this item
+ """
+ self.log("Specialist Agent is calling Ollama for price estimation")
+
+ # If Ollama is not available, use fallback immediately
+ if not self.ollama_available:
+ self.log("Ollama not available, using fallback pricing")
+ fallback_price = self._fallback_pricing(description)
+ self.log(f"Fallback price: ${fallback_price:.2f}")
+ return fallback_price
+
+ try:
+ # Test connection first
+ self.log(f"Connecting to Ollama at {self.OLLAMA_HOST}")
+
+ response = self.client.chat(
+ model=self.MODEL,
+ messages=[
+ {
+ "role": "system",
+ "content": "You are a product pricing expert. Estimate the price of products based on their descriptions. Respond with only a number representing the estimated price in dollars."
+ },
+ {
+ "role": "user",
+ "content": f"Estimate the price of this product: {description}"
+ }
+ ]
+ )
+
+ # Extract price from response
+ price_text = response['message']['content'].strip()
+ self.log(f"Raw response from Ollama: {price_text}")
+
+ # Try to extract numeric value
+ import re
+ price_match = re.search(r'[\d,]+\.?\d*', price_text.replace(',', ''))
+ if price_match:
+ price = float(price_match.group())
+ else:
+ self.log(f"Could not extract price from response: {price_text}")
+ price = 0.0
+
+ self.log(f"Specialist Agent completed - predicting ${price:.2f}")
+ return price
+
+ except Exception as e:
+ self.log(f"Error calling Ollama: {str(e)}")
+ self.log(f"Ollama host: {self.OLLAMA_HOST}")
+ self.log(f"Model: {self.MODEL}")
+
+ # Fallback: simple keyword-based pricing for testing
+ self.log("Using fallback pricing logic")
+ fallback_price = self._fallback_pricing(description)
+ self.log(f"Fallback price: ${fallback_price:.2f}")
+ return fallback_price
+
+ def _fallback_pricing(self, description: str) -> float:
+ """
+ Simple fallback pricing based on keywords for testing
+ """
+ description_lower = description.lower()
+
+ # Basic keyword-based pricing
+ if any(word in description_lower for word in ['iphone', 'iphone 15', 'pro max']):
+ return 1200.0
+ elif any(word in description_lower for word in ['macbook', 'macbook pro', 'm3']):
+ return 2000.0
+ elif any(word in description_lower for word in ['samsung', 'galaxy', 's24']):
+ return 1000.0
+ elif any(word in description_lower for word in ['sony', 'headphones', 'wh-1000xm5']):
+ return 400.0
+ elif any(word in description_lower for word in ['laptop', 'computer']):
+ return 800.0
+ elif any(word in description_lower for word in ['phone', 'smartphone']):
+ return 600.0
+ elif any(word in description_lower for word in ['tablet', 'ipad']):
+ return 500.0
+ else:
+ return 100.0 # Default fallback price
diff --git a/week8/community_contributions/kwabena/the_price_is_right.ipynb b/week8/community_contributions/kwabena/the_price_is_right.ipynb
new file mode 100644
index 0000000..f571ca1
--- /dev/null
+++ b/week8/community_contributions/kwabena/the_price_is_right.ipynb
@@ -0,0 +1,196 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a71ed017-e1b0-4299-88b3-f0eb05adc4df",
+ "metadata": {},
+ "source": [
+ "# The Price is Right\n",
+ "\n",
+ "The final step is to build a User Interface\n",
+ "\n",
+ "We will use more advanced aspects of Gradio - building piece by piece."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5fbf380d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Add the week8 folder to the path\n",
+ "import os, sys\n",
+ "\n",
+ "notebook_dir =os.getcwd()\n",
+ "project_root = os.path.abspath(os.path.join(notebook_dir, '../..'))\n",
+ "sys.path.append(project_root)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "614c6202-4575-448d-98ee-78b735775d2b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import gradio as gr\n",
+ "from deal_agent_framework import DealAgentFramework\n",
+ "from agents.deals import Opportunity, Deal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0534e714-5a9c-45c6-998c-3472ac0bb8b5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n",
+ "\n",
+ " with gr.Row():\n",
+ " gr.Markdown('The Price is Right - Deal Hunting Agentic AI')\n",
+ " with gr.Row():\n",
+ " gr.Markdown('Autonomous agent framework that finds online deals, collaborating with a proprietary fine-tuned LLM deployed on Modal, and a RAG pipeline with a frontier model and Chroma.')\n",
+ " \n",
+ "\n",
+ "ui.launch(inbrowser=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "18c12c10-750c-4da3-8df5-f2bc3393f9e0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Updated to change from height to max_height due to change in Gradio v5\n",
+ "# With much thanks to student Ed B. for raising this\n",
+ "\n",
+ "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n",
+ "\n",
+ " initial_deal = Deal(product_description=\"Example description\", price=100.0, url=\"https://cnn.com\")\n",
+ " initial_opportunity = Opportunity(deal=initial_deal, estimate=200.0, discount=100.0)\n",
+ " opportunities = gr.State([initial_opportunity])\n",
+ "\n",
+ " def get_table(opps):\n",
+ " return [[opp.deal.product_description, opp.deal.price, opp.estimate, opp.discount, opp.deal.url] for opp in opps]\n",
+ "\n",
+ " with gr.Row():\n",
+ " gr.Markdown('\"The Price is Right\" - Deal Hunting Agentic AI')\n",
+ " with gr.Row():\n",
+ " gr.Markdown('Deals surfaced so far:')\n",
+ " with gr.Row():\n",
+ " opportunities_dataframe = gr.Dataframe(\n",
+ " headers=[\"Description\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n",
+ " wrap=True,\n",
+ " column_widths=[4, 1, 1, 1, 2],\n",
+ " row_count=10,\n",
+ " col_count=5,\n",
+ " max_height=400,\n",
+ " )\n",
+ "\n",
+ " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n",
+ "\n",
+ "ui.launch(inbrowser=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "87106328-a17a-447e-90b9-c547613468da",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "agent_framework = DealAgentFramework()\n",
+ "agent_framework.init_agents_as_needed()\n",
+ "\n",
+ "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n",
+ "\n",
+ " initial_deal = Deal(product_description=\"Example description\", price=100.0, url=\"https://cnn.com\")\n",
+ " initial_opportunity = Opportunity(deal=initial_deal, estimate=200.0, discount=100.0)\n",
+ " opportunities = gr.State([initial_opportunity])\n",
+ "\n",
+ " def get_table(opps):\n",
+ " return [[opp.deal.product_description, opp.deal.price, opp.estimate, opp.discount, opp.deal.url] for opp in opps]\n",
+ "\n",
+ " def do_select(opportunities, selected_index: gr.SelectData):\n",
+ " row = selected_index.index[0]\n",
+ " opportunity = opportunities[row]\n",
+ " agent_framework.planner.messenger.alert(opportunity)\n",
+ "\n",
+ " with gr.Row():\n",
+ " gr.Markdown('\"The Price is Right\" - Deal Hunting Agentic AI')\n",
+ " with gr.Row():\n",
+ " gr.Markdown('Deals surfaced so far:')\n",
+ " with gr.Row():\n",
+ " opportunities_dataframe = gr.Dataframe(\n",
+ " headers=[\"Description\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n",
+ " wrap=True,\n",
+ " column_widths=[4, 1, 1, 1, 2],\n",
+ " row_count=10,\n",
+ " col_count=5,\n",
+ " max_height=400,\n",
+ " )\n",
+ "\n",
+ " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n",
+ " opportunities_dataframe.select(do_select, inputs=[opportunities], outputs=[])\n",
+ "\n",
+ "ui.launch(inbrowser=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ecfed67b-ebcb-4e17-ad15-a7151f940119",
+ "metadata": {},
+ "source": [
+ "# Time for the code\n",
+ "\n",
+ "And now we'll move to the price_is_right.py code, followed by price_is_right_final.py"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d783af8a-08a8-4e59-886a-7ca32f16bcf5",
+ "metadata": {},
+ "source": [
+ "# Running the final product\n",
+ "\n",
+ "## Just hit shift + enter in the next cell, and let the deals flow in!!\n",
+ "\n",
+ "Note that the Frontier Agent will use DeepSeek if there's a DEEPSEEK_API_KEY in your .env file, otherwise gpt-4o-mini."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "48506465-1c7a-433f-a665-b277a8b4665c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!python price_is_right_final.py"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week8/community_contributions/muthama/price_is_right_final.py b/week8/community_contributions/muthama/price_is_right_final.py
new file mode 100644
index 0000000..eb32e6b
--- /dev/null
+++ b/week8/community_contributions/muthama/price_is_right_final.py
@@ -0,0 +1,164 @@
+import logging
+import queue
+import threading
+import time
+import gradio as gr
+import plotly.graph_objects as go
+
+from deal_agent_framework import DealAgentFramework
+# from agents.deals import Opportunity, Deal
+from log_utils import reformat
+
+
+
+class QueueHandler(logging.Handler):
+ def __init__(self, log_queue):
+ super().__init__()
+ self.log_queue = log_queue
+
+ def emit(self, record):
+ self.log_queue.put(self.format(record))
+
+def html_for(log_data):
+ output = '
'.join(log_data[-18:])
+ return f"""
+
+ {output}
+
+ """
+
+def setup_logging(log_queue):
+ handler = QueueHandler(log_queue)
+ formatter = logging.Formatter(
+ "[%(asctime)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ logger = logging.getLogger()
+ logger.addHandler(handler)
+ logger.setLevel(logging.INFO)
+
+
+class App:
+
+ def __init__(self):
+ self.agent_framework = None
+
+ def get_agent_framework(self):
+ if not self.agent_framework:
+ self.agent_framework = DealAgentFramework()
+ self.agent_framework.init_agents_as_needed()
+ return self.agent_framework
+
+ def run(self):
+ with gr.Blocks(title="The Price is Right", fill_width=True) as ui:
+
+ log_data = gr.State([])
+
+ def table_for(opps):
+ return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps]
+
+ def update_output(log_data, log_queue, result_queue):
+ def live_table():
+ return table_for(self.get_agent_framework().memory)
+
+ final_result = None
+ while True:
+ try:
+ message = log_queue.get_nowait()
+ log_data.append(reformat(message))
+ yield log_data, html_for(log_data), live_table()
+ continue
+ except queue.Empty:
+ pass
+
+ try:
+ final_result = result_queue.get_nowait()
+ yield log_data, html_for(log_data), (final_result or live_table())
+ break
+ except queue.Empty:
+ time.sleep(0.05)
+
+ def get_plot():
+ documents, vectors, colors = DealAgentFramework.get_plot_data(max_datapoints=1000)
+ # Create the 3D scatter plot
+ fig = go.Figure(data=[go.Scatter3d(
+ x=vectors[:, 0],
+ y=vectors[:, 1],
+ z=vectors[:, 2],
+ mode='markers',
+ marker=dict(size=2, color=colors, opacity=0.7),
+ )])
+
+ fig.update_layout(
+ scene=dict(xaxis_title='x',
+ yaxis_title='y',
+ zaxis_title='z',
+ aspectmode='manual',
+ aspectratio=dict(x=2.2, y=2.2, z=1), # Make x-axis twice as long
+ camera=dict(
+ eye=dict(x=1.6, y=1.6, z=0.8) # Adjust camera position
+ )),
+ height=400,
+ margin=dict(r=5, b=1, l=5, t=2)
+ )
+
+ return fig
+
+ def do_run():
+ new_opportunities = self.get_agent_framework().run()
+ table = table_for(new_opportunities)
+ return table
+
+ def run_with_logging(initial_log_data):
+ log_queue = queue.Queue()
+ result_queue = queue.Queue()
+ setup_logging(log_queue)
+
+ def worker():
+ result = do_run() # this updates memory during execution
+ result_queue.put(result)
+
+ thread = threading.Thread(target=worker, daemon=True)
+ thread.start()
+
+ for log_data, output_html, table in update_output(initial_log_data, log_queue, result_queue):
+ yield log_data, output_html, table
+
+ def do_select(selected_index: gr.SelectData):
+ opportunities = self.get_agent_framework().memory
+ row = selected_index.index[0]
+ opportunity = opportunities[row]
+ self.get_agent_framework().planner.messenger.alert(opportunity)
+
+ with gr.Row():
+ gr.Markdown('The Price is Right - Autonomous Agent Framework that hunts for deals')
+ with gr.Row():
+ gr.Markdown('A proprietary fine-tuned LLM deployed on Modal and a RAG pipeline with a frontier model collaborate to send push notifications with great online deals.')
+ with gr.Row():
+ opportunities_dataframe = gr.Dataframe(
+ headers=["Deals found so far", "Price", "Estimate", "Discount", "URL"],
+ wrap=True,
+ column_widths=[6, 1, 1, 1, 3],
+ row_count=10,
+ col_count=5,
+ max_height=400,
+ )
+ with gr.Row():
+ with gr.Column(scale=1):
+ logs = gr.HTML()
+ with gr.Column(scale=1):
+ plot = gr.Plot(value=get_plot(), show_label=False)
+
+ ui.load(run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ timer = gr.Timer(value=300, active=True)
+ timer.tick(run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ opportunities_dataframe.select(do_select)
+
+ ui.launch(share=False, inbrowser=True)
+
+if __name__=="__main__":
+ App().run()
+
\ No newline at end of file
diff --git a/week8/community_contributions/muthama/week8_exercise_solution-Stephen.ipynb b/week8/community_contributions/muthama/week8_exercise_solution-Stephen.ipynb
new file mode 100644
index 0000000..75da0cf
--- /dev/null
+++ b/week8/community_contributions/muthama/week8_exercise_solution-Stephen.ipynb
@@ -0,0 +1,88 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a71ed017-e1b0-4299-88b3-f0eb05adc4df",
+ "metadata": {},
+ "source": [
+ "# The Price is Right\n",
+ "\n",
+ "The final step is to build a User Interface\n",
+ "\n",
+ "We will use more advanced aspects of Gradio - building piece by piece."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b77940b8",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "133.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "import modal"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6449363f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!modal deploy -m pricer_service2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3c67160e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Pricer = modal.Cls.from_name(\"pricer-service\", \"Pricer\")\n",
+ "pricer = Pricer()\n",
+ "reply = pricer.price.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")\n",
+ "print(reply)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "48506465-1c7a-433f-a665-b277a8b4665c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!python price_is_right_final.py"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week8/community_contributions/ranskills-week8-automous-simulated-learning-environment.ipynb b/week8/community_contributions/ranskills-week8-automous-simulated-learning-environment.ipynb
new file mode 100644
index 0000000..1f29f6c
--- /dev/null
+++ b/week8/community_contributions/ranskills-week8-automous-simulated-learning-environment.ipynb
@@ -0,0 +1,858 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3-2BcwIO1r4_"
+ },
+ "source": [
+ "# Simu-Learn - Autonomous Multi-Agent Learning System\n",
+ "\n",
+ "## Welcome to the autonomous agentic simulation for a virtual learner\n",
+ "\n",
+ "```\n",
+ "Main: Orchestrator → CurriculumDesigner → (for each topic: Tutor → QuizWorkflow)\n",
+ "QuizWorkflow: QuizMaster → Learner → Reviewer (repeated N times)\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "jT3I8L8TMSIK"
+ },
+ "outputs": [],
+ "source": [
+ "%pip install -qU ipywidgets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "fI-UMmlKzxh1"
+ },
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import random\n",
+ "\n",
+ "from openai import OpenAI"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "NTExiqy425mc"
+ },
+ "source": [
+ "## Utilities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "id": "CPBxuVQc29N-"
+ },
+ "outputs": [],
+ "source": [
+ "def _get_secret_from_environment(name: str) -> str:\n",
+ " secret = os.environ.get(name, '').strip()\n",
+ "\n",
+ " if secret:\n",
+ " print(f'✅ Environment Variable: Found {name}')\n",
+ " return secret\n",
+ "\n",
+ " print(f'❌ Environment Variable : {name} is not set')\n",
+ "\n",
+ " try:\n",
+ " from google.colab import userdata\n",
+ "\n",
+ " secret = userdata.get(name)\n",
+ " print(f'✅ Google Colab: Found {name}')\n",
+ " except Exception as e:\n",
+ " print(f'❌ Google Colab: {e}')\n",
+ "\n",
+ " return secret.strip()\n",
+ "\n",
+ "\n",
+ "def _get_secret_from_user(name: str) -> str:\n",
+ " from getpass import getpass\n",
+ "\n",
+ " return getpass(f'Enter the secret value for {name}: ')\n",
+ "\n",
+ "def get_secret(name: str) -> str:\n",
+ " secret = _get_secret_from_environment(name)\n",
+ " if not secret:\n",
+ " secret = _get_secret_from_user(name)\n",
+ "\n",
+ " return secret"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "0xymrLp5DTbU"
+ },
+ "source": [
+ "### Setup LLM Provider (Ollama)\n",
+ "\n",
+ "🔑 Go to https://ollama.com/ to register for a **FREE** api key, if you need one"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "id": "PPclhwiFA9qu"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Environment Variable: Found OLLAMA_API_KEY\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "['glm-4.6',\n",
+ " 'kimi-k2:1t',\n",
+ " 'qwen3-coder:480b',\n",
+ " 'deepseek-v3.1:671b',\n",
+ " 'gpt-oss:120b',\n",
+ " 'gpt-oss:20b',\n",
+ " 'qwen3-vl:235b-instruct',\n",
+ " 'qwen3-vl:235b',\n",
+ " 'minimax-m2']"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "MODEL = 'gpt-oss:20b-cloud'\n",
+ "\n",
+ "api_key = get_secret('OLLAMA_API_KEY')\n",
+ "client = OpenAI(api_key=api_key, base_url='https://ollama.com/v1')\n",
+ "\n",
+ "\n",
+ "[model.id for model in client.models.list()]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BBM4VbQ0JMQs"
+ },
+ "source": [
+ "## Agents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "prAvT0E2DSRw"
+ },
+ "outputs": [],
+ "source": [
+ "import time\n",
+ "from typing import Any\n",
+ "from dataclasses import dataclass, field\n",
+ "from datetime import datetime, timedelta\n",
+ "\n",
+ "\n",
+ "@dataclass\n",
+ "class State:\n",
+ " educational_level: str\n",
+ " subject: str\n",
+ " topics: list[str]\n",
+ " topic: str\n",
+ " mastery: dict[str, float]\n",
+ " session_start: datetime\n",
+ " history: list[Any]\n",
+ " quiz: dict[str, str]\n",
+ " learner_answer: str = field(default='')\n",
+ " num_questions_per_topic: int = field(default=2)\n",
+ " run_duration_minutes: int = field(default=5)\n",
+ "\n",
+ "\n",
+ "@dataclass\n",
+ "class AgentResponse:\n",
+ " agent: str\n",
+ " message: str\n",
+ " current_state: State\n",
+ " metadata: dict = field(default_factory=dict)\n",
+ "\n",
+ "\n",
+ "def add_message(role, text):\n",
+ " timestamp = datetime.now().strftime('%H:%M:%S')\n",
+ " print(f'\\n[{timestamp}] {role}: {text}\\n')\n",
+ " time.sleep(1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Q5LI7wJ--CaF"
+ },
+ "source": [
+ "### Agents Definitions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "mieFieVQOJmO"
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "from abc import ABC, abstractmethod\n",
+ "from typing import override\n",
+ "import json\n",
+ "import copy\n",
+ "\n",
+ "\n",
+ "class Agent(ABC):\n",
+ " @abstractmethod\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " ...\n",
+ "\n",
+ " def copy_state(self, state: State) -> State:\n",
+ " return copy.deepcopy(state)\n",
+ "\n",
+ "\n",
+ "class CurriculumDesigner(Agent):\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " prompt = f'''\n",
+ " You are an experienced educationist in {state.subject}, tasked\n",
+ " to generate 5 topics for a learner at the {state.educational_level} level as a JSON output.\n",
+ "\n",
+ " strictly produce **ONLY JSON output** with the list of topics:\n",
+ " Example:\n",
+ " [\"topic 1\", \"topic 2\"]\n",
+ " '''\n",
+ "\n",
+ " resp = client.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{'role': 'user', 'content': prompt}],\n",
+ " response_format={\"type\": \"json_object\"},\n",
+ " )\n",
+ " msg = resp.choices[0].message.content\n",
+ " topics = json.loads(msg)\n",
+ "\n",
+ " current_state = self.copy_state(state)\n",
+ " current_state.topics = topics\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='📚 CurriculumDesigner',\n",
+ " message=f'{len(topics)} topics. {str(topics)}',\n",
+ " current_state=current_state,\n",
+ " )\n",
+ "\n",
+ "\n",
+ "class Tutor(Agent):\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " prompt = f'''\n",
+ " You are a tutor in {state.subject}.\n",
+ " Explain {state.topic} a learner at the {state.educational_level} level.\n",
+ " in not more than 2 short paragraphs\n",
+ " '''\n",
+ "\n",
+ " resp = client.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{'role': 'user', 'content': prompt}],\n",
+ " )\n",
+ " msg = resp.choices[0].message.content\n",
+ "\n",
+ " current_state = self.copy_state(state)\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='📘 Tutor',\n",
+ " message=msg,\n",
+ " current_state=current_state,\n",
+ " )\n",
+ "\n",
+ "\n",
+ "class QuizMaster(Agent):\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " prompt = f'''\n",
+ " You are a tutor in {state.subject} for a learner at the {state.educational_level} level.\n",
+ "\n",
+ " Give 1 question on {state.topic} and it's corresponding answer in JSON output.\n",
+ "\n",
+ " Output a JSON object with the keys question and answer\n",
+ " '''\n",
+ "\n",
+ " resp = client.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{'role': 'user', 'content': prompt}],\n",
+ " response_format={\"type\": \"json_object\"},\n",
+ " )\n",
+ " msg = resp.choices[0].message.content\n",
+ " print('Quiz: ', msg)\n",
+ " quiz = json.loads(msg)\n",
+ " current_state = self.copy_state(state)\n",
+ " current_state.quiz = quiz\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='🧠 QuizMaster',\n",
+ " message=quiz.get('question'),\n",
+ " current_state=current_state,\n",
+ " )\n",
+ "\n",
+ "\n",
+ "\n",
+ "class Learner(Agent):\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " should_be_correct = random.random() < 0.5\n",
+ "\n",
+ " prompt = f'''\n",
+ " You are a learner studying {state.subject} at the {state.educational_level} level.\n",
+ "\n",
+ " Give a only short {\"correct\" if should_be_correct else \"incorrect\" } answer to the question on {state.topic}:\n",
+ "\n",
+ " {state.quiz['question']}\n",
+ " '''\n",
+ "\n",
+ " resp = client.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{'role': 'user', 'content': prompt}],\n",
+ " )\n",
+ " msg = resp.choices[0].message.content\n",
+ "\n",
+ " current_state = self.copy_state(state)\n",
+ " current_state.learner_answer = msg\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='🧑 Learner',\n",
+ " message=msg,\n",
+ " current_state=current_state,\n",
+ " )\n",
+ "\n",
+ "\n",
+ "class Reviewer(Agent):\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " prompt = f'''\n",
+ " You are an independent reviewer in {state.subject} at the {state.educational_level} level.\n",
+ "\n",
+ " The correct answer is: {state.quiz['answer']}\n",
+ " The learner's answer is: {state.learner_answer}\n",
+ " Rate the learner's answer between 0 to 100 with 100 being a perfect answer:\n",
+ "\n",
+ " Return only the rating value.\n",
+ " '''\n",
+ "\n",
+ " resp = client.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{'role': 'user', 'content': prompt}],\n",
+ " )\n",
+ " rating = float(resp.choices[0].message.content)\n",
+ "\n",
+ " current_state = self.copy_state(state)\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='🔍 Reviewer',\n",
+ " message=f'Learner scored {rating}% {'✅' if rating > 50 else '❌'}',\n",
+ " current_state=current_state,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "EbuR31Tv9T1E"
+ },
+ "source": [
+ "### Workflow"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "id": "NdMy7-fT9V67"
+ },
+ "outputs": [],
+ "source": [
+ "class QuizWorkflow(Agent):\n",
+ " def __init__(self):\n",
+ " super().__init__()\n",
+ " print('⚙️ Initializing QuizWorkflow')\n",
+ "\n",
+ " self.quiz_master = QuizMaster()\n",
+ " self.learner = Learner()\n",
+ " self.reviewer = Reviewer()\n",
+ "\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " current_state = self.copy_state(state)\n",
+ "\n",
+ " num_questions = state.num_questions_per_topic\n",
+ " print(f'\\n⚙️ Beginning the quiz workflow for {num_questions} questions\\n')\n",
+ " for i in range(num_questions):\n",
+ "\n",
+ " response = self.quiz_master.run(current_state)\n",
+ " add_message(response.agent, response.message)\n",
+ " current_state = response.current_state\n",
+ "\n",
+ " response = self.learner.run(current_state)\n",
+ " add_message(response.agent, response.message)\n",
+ " current_state = response.current_state\n",
+ "\n",
+ " response = self.reviewer.run(current_state)\n",
+ " add_message(response.agent, response.message)\n",
+ " current_state = response.current_state\n",
+ "\n",
+ " print(f'\\n⚙️ Completed workflow')\n",
+ "\n",
+ " return AgentResponse(\n",
+ " agent='🔍 QuizWorkflow',\n",
+ " message=f'Done running workflow%',\n",
+ " current_state=current_state,\n",
+ " )\n",
+ "\n",
+ "\n",
+ "class Orchestrator(Agent):\n",
+ " def __init__(self):\n",
+ " super().__init__()\n",
+ " print('⚙️ Initializing Orchestrator')\n",
+ "\n",
+ " self.curriculum_designer = CurriculumDesigner()\n",
+ " self.tutor = Tutor()\n",
+ " self.quiz_workflow = QuizWorkflow()\n",
+ "\n",
+ "\n",
+ " @override\n",
+ " def run(self, state: State) -> AgentResponse:\n",
+ " end_time = datetime.now() + timedelta(minutes=state.run_duration_minutes)\n",
+ " add_message('🤖 Orchestrator', f'Starting autonomous session on \"{state.subject}\" ({state.educational_level})')\n",
+ "\n",
+ " response = self.curriculum_designer.run(state=state)\n",
+ " add_message(response.agent, response.message)\n",
+ "\n",
+ " state = response.current_state\n",
+ " topics = state.topics\n",
+ "\n",
+ " for topic_id, topic in enumerate(topics, start=1):\n",
+ " if datetime.now() >= end_time:\n",
+ " add_message('⏰ Time', 's up! Ending session.')\n",
+ "\n",
+ " state.topic = topic\n",
+ " print(f'📌 Topic {topic_id}/{len(topics)}: {topic} ---\\n')\n",
+ "\n",
+ " response = self.tutor.run(state)\n",
+ " add_message(response.agent, response.message)\n",
+ "\n",
+ " response = self.quiz_workflow.run(state)\n",
+ "\n",
+ " print('\\n\\n' + '*' * 80 + '\\n\\n')\n",
+ "\n",
+ " print('✅ Session complete! Final mastery:', state.mastery)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "zgpfkKjGS-Qb"
+ },
+ "outputs": [],
+ "source": [
+ "def initialize_state() -> State:\n",
+ " state = State(\n",
+ " educational_level='Lower Primary',\n",
+ " subject='Chemistry',\n",
+ " mastery={},\n",
+ " topic='',\n",
+ " topics=[],\n",
+ " history=[],\n",
+ " quiz={'question': '', 'answer': ''},\n",
+ " session_start = datetime.now()\n",
+ " )\n",
+ "\n",
+ " return state"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "LC1dbtiLIsW7"
+ },
+ "source": [
+ "## Run\n",
+ "\n",
+ "Bare-bones no UI as that is not the focus"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "id": "HyaPGM6YUzB6"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "⚙️ Initializing Orchestrator\n",
+ "⚙️ Initializing QuizWorkflow\n",
+ "\n",
+ "[12:06:14] 🤖 Orchestrator: Starting autonomous session on \"Chemistry\" (Lower Primary)\n",
+ "\n",
+ "\n",
+ "[12:06:18] CurriculumDesigner: 5 topics. ['Atoms and Molecules', 'States of Matter', 'Properties of Materials', 'Basic Chemical Reactions', 'Introduction to Elements']\n",
+ "\n",
+ "📌 Topic 1/5: Atoms and Molecules ---\n",
+ "\n",
+ "\n",
+ "[12:06:21] 📘 Tutor: Atoms are the tiniest pieces that make up everything around us. Think of them like tiny Lego bricks. Each atom has a center called a nucleus with positively charged “protons,” and a few neutrons, and little “electrons” orbit around the nucleus, like tiny balls spinning on invisible strings. \n",
+ "\n",
+ "When a few atoms connect, they form a molecule – a little family of atoms that stick together. Imagine two Lego bricks glued together to make a new shape. Water is a molecule made of two hydrogen atoms and one oxygen atom. In the same way, the air we breathe, the food we eat, and even the paper we write on are all made of countless molecules made of atoms.\n",
+ "\n",
+ "\n",
+ "⚙️ Beginning the quiz workflow for 2 questions\n",
+ "\n",
+ "Quiz: {\"question\":\"What is a molecule made of?\",\"answer\":\"A molecule is formed when two or more atoms stick together. Each atom is like a tiny building block that makes up everything around us.\"}\n",
+ "\n",
+ "[12:06:26] 🧠 QuizMaster: What is a molecule made of?\n",
+ "\n",
+ "\n",
+ "[12:06:29] 🧑 Learner: It’s made of little balloons.\n",
+ "\n",
+ "\n",
+ "[12:06:32] 🔍 Reviewer: Learner scored 10.0% ❌\n",
+ "\n",
+ "Quiz: {\n",
+ "\"question\":\"What is an atom and why do we say it is the smallest part of a chemical substance?\",\n",
+ "\"answer\":\"An atom is a tiny particle that makes up all the stuff around us. We say it’s the smallest part of a chemical substance because if you look at any material with a microscope, you can see that it’s made of lots of atoms stuck together and you can’t break an atom down into a smaller piece of that material. Atoms are the building blocks of all the elements we study in chemistry.\"\n",
+ "}\n",
+ "\n",
+ "[12:06:35] 🧠 QuizMaster: What is an atom and why do we say it is the smallest part of a chemical substance?\n",
+ "\n",
+ "\n",
+ "[12:06:38] 🧑 Learner: An **atom** is the tiny, building block that makes up everything in the world. \n",
+ "It contains a nucleus (tiny center) with a few protons and neutrons, and electrons that swirl around it. \n",
+ "\n",
+ "We call it the **smallest part of a chemical substance** because even if you cut a substance down to its tiniest pieces, you still end up with whole atoms—none of the atoms can be split into anything smaller that still behaves like a “substance.”\n",
+ "\n",
+ "\n",
+ "[12:06:42] 🔍 Reviewer: Learner scored 100.0% ✅\n",
+ "\n",
+ "\n",
+ "⚙️ Completed workflow\n",
+ "\n",
+ "\n",
+ "********************************************************************************\n",
+ "\n",
+ "\n",
+ "📌 Topic 2/5: States of Matter ---\n",
+ "\n",
+ "\n",
+ "[12:06:45] 📘 Tutor: **Matter can be in three main “states” – solid, liquid, and gas.** \n",
+ "- **Solids** stay in one shape. They have a fixed form and keep their size even when they’re warmed or cooled, like a rock or a piece of chalk. \n",
+ "- **Liquids** can flow and take the shape of the container they’re in, but they still keep the same amount of liquid. Think of water in a cup or milk in a bottle. \n",
+ "- **Gases** spread out and fill any space they’re in. They don’t have a fixed shape or size, like the air in a balloon or the steam that rises from hot soup. \n",
+ "\n",
+ "When something moves from one state to another, it changes because of temperature or pressure. For example, heating ice (solid) melts it into water (liquid), and heating that water makes it steam (gas). These are only a few of the ways matter can behave, but solids, liquids, and gases are the most useful categories to learn first!\n",
+ "\n",
+ "\n",
+ "⚙️ Beginning the quiz workflow for 2 questions\n",
+ "\n",
+ "Quiz: {\"question\":\"What are the three main states of matter that we can find around us?\",\"answer\":\"The three main states of matter are solids, liquids, and gases.\"}\n",
+ "\n",
+ "[12:06:48] 🧠 QuizMaster: What are the three main states of matter that we can find around us?\n",
+ "\n",
+ "\n",
+ "[12:06:54] 🧑 Learner: Solid, liquid, and sound.\n",
+ "\n",
+ "\n",
+ "[12:06:58] 🔍 Reviewer: Learner scored 30.0% ❌\n",
+ "\n",
+ "Quiz: {\"question\":\"What are the three states of matter that we can see around us?\",\"answer\":\"Solid, liquid, and gas.\"}\n",
+ "\n",
+ "[12:07:02] 🧠 QuizMaster: What are the three states of matter that we can see around us?\n",
+ "\n",
+ "\n",
+ "[12:07:04] 🧑 Learner: Solid, liquid, and gas.\n",
+ "\n",
+ "\n",
+ "[12:07:06] 🔍 Reviewer: Learner scored 100.0% ✅\n",
+ "\n",
+ "\n",
+ "⚙️ Completed workflow\n",
+ "\n",
+ "\n",
+ "********************************************************************************\n",
+ "\n",
+ "\n",
+ "📌 Topic 3/5: Properties of Materials ---\n",
+ "\n",
+ "\n",
+ "[12:07:10] 📘 Tutor: Materials are things around us—wood, metal, plastic, stone, and even water. \n",
+ "One way to describe them is by their *physical properties*. These are clues you can see, touch, or feel, such as their colour, weight, shape, or whether they’re hard or soft. For example, a metal is usually shiny, heavy, and can be bent into wires, while wood is lighter, can be carved, and feels smooth on a tree bark. Another way is by their *chemical properties*, which show how they react with other things. Think of fire: some materials, like paper, burn easily, while others, like a plastic bottle, can melt or change colour when heated. Knowing both kinds of properties helps us pick the right material for making toys, building houses, or cooking food.\n",
+ "\n",
+ "\n",
+ "⚙️ Beginning the quiz workflow for 2 questions\n",
+ "\n",
+ "Quiz: {\"question\":\"What property of a material tells us whether it will float or sink in water?\",\"answer\":\"The property is called density. If a material has a lower density than water, it will float. If it has a higher density than water, it will sink.\"}\n",
+ "\n",
+ "[12:07:16] 🧠 QuizMaster: What property of a material tells us whether it will float or sink in water?\n",
+ "\n",
+ "\n",
+ "[12:07:18] 🧑 Learner: Density.\n",
+ "\n",
+ "\n",
+ "[12:07:21] 🔍 Reviewer: Learner scored 60.0% ✅\n",
+ "\n",
+ "Quiz: {\"question\":\"What is something that can be bent and still stay in the same shape?\",\"answer\":\"A metal like a paperclip can be bent and then returns to its shape.\"}\n",
+ "\n",
+ "[12:07:24] 🧠 QuizMaster: What is something that can be bent and still stay in the same shape?\n",
+ "\n",
+ "\n",
+ "[12:07:27] 🧑 Learner: Stone.\n",
+ "\n",
+ "\n",
+ "[12:07:30] 🔍 Reviewer: Learner scored 0.0% ❌\n",
+ "\n",
+ "\n",
+ "⚙️ Completed workflow\n",
+ "\n",
+ "\n",
+ "********************************************************************************\n",
+ "\n",
+ "\n",
+ "📌 Topic 4/5: Basic Chemical Reactions ---\n",
+ "\n",
+ "\n",
+ "[12:07:33] 📘 Tutor: Chemical reactions happen when two or more substances mix and change into something new. It’s like a magic trick: you start with old materials (reactants), stir them together, and after a little while you see bubbles, a new colour, or a new smell that didn’t exist before—the new material is called a product.\n",
+ "\n",
+ "A simple example is mixing baking soda (a base) with vinegar (an acid). The two react and immediately fizz, creating carbon‑dioxide gas that makes bubbles, water, and a new, harmless mixture. That fizzing shows how the reactants have turned into something different!\n",
+ "\n",
+ "\n",
+ "⚙️ Beginning the quiz workflow for 2 questions\n",
+ "\n",
+ "Quiz: {\"question\":\"What happens when you mix vinegar and baking soda?\",\"answer\":\"Bubbles form because a chemical reaction releases gas. The fizzing is a gas called carbon dioxide.\"}\n",
+ "\n",
+ "[12:07:37] 🧠 QuizMaster: What happens when you mix vinegar and baking soda?\n",
+ "\n",
+ "\n",
+ "[12:07:39] 🧑 Learner: When vinegar (acid) meets baking soda (base) they react and fizz. The reaction makes bubbles of carbon‑dioxide gas and forms a gentle, bubbly mixture.\n",
+ "\n",
+ "\n",
+ "[12:07:42] 🔍 Reviewer: Learner scored 95.0% ✅\n",
+ "\n",
+ "Quiz: {\"question\":\"If you stir a cup of vinegar with a spoonful of baking soda, what do you see happening?\",\"answer\":\"You’ll see lots of bubbles popping up. The vinegar (acetic acid) and baking soda (sodium bicarbonate) react together to make carbon‑dioxide gas, so the bubbles are the gas coming out of the mixture.\"}\n",
+ "\n",
+ "[12:07:46] 🧠 QuizMaster: If you stir a cup of vinegar with a spoonful of baking soda, what do you see happening?\n",
+ "\n",
+ "\n",
+ "[12:07:49] 🧑 Learner: You see the liquid fizz and produce bubbles. The vinegar (acetic acid) reacts with baking soda (sodium bicarbonate) to make carbon‑dioxide gas, which escapes as bubbles.\n",
+ "\n",
+ "\n",
+ "[12:07:52] 🔍 Reviewer: Learner scored 100.0% ✅\n",
+ "\n",
+ "\n",
+ "⚙️ Completed workflow\n",
+ "\n",
+ "\n",
+ "********************************************************************************\n",
+ "\n",
+ "\n",
+ "📌 Topic 5/5: Introduction to Elements ---\n",
+ "\n",
+ "\n",
+ "[12:07:57] 📘 Tutor: All the things around us—from the air we breathe to the toys we play with—are made up of tiny, invisible pieces called **elements**. Think of elements like LEGO bricks: just one kind of brick can’t build a whole thing, but when many different bricks are put together, they create cars, trees, and your favourite books. Each element has its own special name and a number that shows how many atoms (the very small units of that element) are inside it.\n",
+ "\n",
+ "In our everyday life we meet many common elements: **oxygen** helps us breathe, **hydrogen** is a part of water, and **iron** makes the steel in buildings. Even the salt on your cereal is made of tiny parts called elements. By putting these elements together in different ways, scientists can make almost anything we see—just like mixing different LEGO colors builds new shapes!\n",
+ "\n",
+ "\n",
+ "⚙️ Beginning the quiz workflow for 2 questions\n",
+ "\n",
+ "Quiz: {\"question\":\"What is an element in chemistry?\",\"answer\":\"An element is a pure substance that is made up of only one type of atom. For example, gold is one element, and iron is another.\"}\n",
+ "\n",
+ "[12:08:01] 🧠 QuizMaster: What is an element in chemistry?\n",
+ "\n",
+ "\n",
+ "[12:08:04] 🧑 Learner: An element is a kind of cake.\n",
+ "\n",
+ "\n",
+ "[12:08:06] 🔍 Reviewer: Learner scored 0.0% ❌\n",
+ "\n",
+ "Quiz: {\"question\":\"What is a chemical element?\",\"answer\":\"A chemical element is a pure substance made of only one type of atom, and it has a special number called an atomic number that tells us how many protons (tiny positive particles) are inside each atom.\"}\n",
+ "\n",
+ "[12:08:09] 🧠 QuizMaster: What is a chemical element?\n",
+ "\n",
+ "\n",
+ "[12:08:12] 🧑 Learner: A chemical element is just a tiny piece of rock.\n",
+ "\n",
+ "\n",
+ "[12:08:15] 🔍 Reviewer: Learner scored 10.0% ❌\n",
+ "\n",
+ "\n",
+ "⚙️ Completed workflow\n",
+ "\n",
+ "\n",
+ "********************************************************************************\n",
+ "\n",
+ "\n",
+ "✅ Session complete! Final mastery: {}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# run_autonomous_study_session(duration_minutes=3)\n",
+ "\n",
+ "orchestrator = Orchestrator()\n",
+ "state = initialize_state()\n",
+ "orchestrator.run(state)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "id": "Q2g0aW9sJOqr"
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "a70a9e08c3414afa9931dfe1c624a33a",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(Text(value='', description='Subject', placeholder='Chemistry'), Dropdown(description='Education…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "d4c4b63d08ea40b4819701980b86cb44",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Output(layout=Layout(border_bottom='1px solid #ddd', border_left='1px solid #ddd', border_right='1px solid #dd…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import ipywidgets as widgets\n",
+ "from IPython.display import display, clear_output\n",
+ "\n",
+ "def add_message(role: str, text: str):\n",
+ " timestamp = datetime.now().strftime('%H:%M:%S')\n",
+ " with output_area:\n",
+ " print(f'\\n[{timestamp}] {role}: {text}\\n')\n",
+ " time.sleep(1) # optional\n",
+ "\n",
+ "\n",
+ "level = widgets.Dropdown(\n",
+ " options=['Primary', 'Secondary', 'Undergraduate', 'Graduate'],\n",
+ " description='Educational Level',\n",
+ ")\n",
+ "\n",
+ "subject = widgets.Text(description='Subject', placeholder= 'Chemistry')\n",
+ "duration = widgets.IntSlider(\n",
+ " value=3,\n",
+ " min=2,\n",
+ " max=30,\n",
+ " step=1,\n",
+ " description='Duration (min):',\n",
+ " style={'description_width': 'initial'}\n",
+ ")\n",
+ "\n",
+ "button = widgets.Button(description='Learn', icon='check')\n",
+ "ui = widgets.HBox(children=[subject, level, duration, button])\n",
+ "\n",
+ "output_area = widgets.Output(\n",
+ " layout={\n",
+ " 'width': '100%',\n",
+ " 'height': '400px',\n",
+ " 'overflow_y': 'auto',\n",
+ " 'border': '1px solid #ddd',\n",
+ " 'padding': '10px',\n",
+ " 'background': '#f9f9f9'\n",
+ " }\n",
+ ")\n",
+ "\n",
+ "\n",
+ "def on_learn_click(b):\n",
+ " session_level = level.value\n",
+ " session_subject = subject.value\n",
+ " session_duration = duration.value\n",
+ "\n",
+ " with output_area:\n",
+ " if not session_subject:\n",
+ " print('⚠️ Please enter a subject.')\n",
+ " return\n",
+ "\n",
+ " print(f'🤖 Starting session on {session_subject} at {session_level} level')\n",
+ "\n",
+ " orchestrator = Orchestrator()\n",
+ " state = initialize_state()\n",
+ " state.educational_level = session_level\n",
+ " state.subject = session_subject\n",
+ " state.run_duration_minutes = session_duration\n",
+ "\n",
+ " orchestrator.run(state)\n",
+ "\n",
+ "button.on_click(on_learn_click)\n",
+ "\n",
+ "display(ui)\n",
+ "display(output_area)"
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/week8/community_contributions/salah/gitops-guardian/.env.example b/week8/community_contributions/salah/gitops-guardian/.env.example
new file mode 100644
index 0000000..7944cb2
--- /dev/null
+++ b/week8/community_contributions/salah/gitops-guardian/.env.example
@@ -0,0 +1,18 @@
+# GitOps Guardian Configuration
+
+# Required: GitHub Personal Access Token
+# Create at: https://github.com/settings/tokens
+# Required permissions: repo (read)
+GITHUB_TOKEN=ghp_your_token_here
+
+# Required: OpenAI API Key
+# Get from: https://platform.openai.com/api-keys
+# If already exported in ~/.bashrc, you can skip this
+# OPENAI_API_KEY=sk-your_key_here
+
+# Required: Repositories to monitor (comma-separated)
+# Format: owner/repo,owner/repo2
+GITOPS_REPOS=myorg/infra-gitops,myorg/helm-charts
+
+# Optional: Scanning interval in seconds (default: 300)
+# SCAN_INTERVAL=300
diff --git a/week8/community_contributions/salah/gitops-guardian/agents.py b/week8/community_contributions/salah/gitops-guardian/agents.py
new file mode 100644
index 0000000..991a9b7
--- /dev/null
+++ b/week8/community_contributions/salah/gitops-guardian/agents.py
@@ -0,0 +1,407 @@
+import os
+import re
+import yaml
+from typing import List, Dict
+from openai import OpenAI
+from github import Github
+
+from models import (
+ PullRequest, SecurityScore, ComplianceScore, RiskAssessment,
+ SecurityIssue, ComplianceViolation, RiskLevel
+)
+
+
+class Agent:
+ RED = '\033[31m'
+ GREEN = '\033[32m'
+ YELLOW = '\033[33m'
+ BLUE = '\033[34m'
+ MAGENTA = '\033[35m'
+ CYAN = '\033[36m'
+ WHITE = '\033[37m'
+ BG_BLACK = '\033[40m'
+ RESET = '\033[0m'
+
+ name = "Agent"
+ color = WHITE
+
+ def log(self, message):
+ pass
+
+
+class GitOpsScannerAgent(Agent):
+ name = "GitOps Scanner"
+ color = Agent.CYAN
+
+ def __init__(self, github_token):
+ self.github = Github(github_token)
+
+ def scan(self, repos, memory=[]):
+ all_prs = []
+
+ for repo_name in repos:
+ try:
+ repo = self.github.get_repo(repo_name)
+ pulls = repo.get_pulls(state='open', sort='created', direction='desc')
+
+ for pr in pulls:
+ pr_url = pr.html_url
+
+ if pr_url in memory:
+ continue
+
+ files = pr.get_files()
+ diff_content = ""
+ files_changed = []
+
+ for file in files:
+ files_changed.append(file.filename)
+ if file.patch:
+ diff_content += f"\n\n--- {file.filename}\n{file.patch}"
+
+ pull_request = PullRequest(
+ repo=repo_name,
+ number=pr.number,
+ title=pr.title,
+ author=pr.user.login,
+ url=pr_url,
+ diff=diff_content,
+ files_changed=files_changed,
+ created_at=pr.created_at,
+ labels=[label.name for label in pr.labels]
+ )
+
+ all_prs.append(pull_request)
+
+ except Exception as e:
+ pass
+
+ return all_prs
+
+
+class SecurityAgent(Agent):
+ name = "Security Agent"
+ color = Agent.RED
+
+ def __init__(self, openai_api_key):
+ self.client = OpenAI(api_key=openai_api_key)
+
+ def review(self, pr):
+ system_prompt = """You are a security expert analyzing GitOps infrastructure changes.
+Identify security issues in Kubernetes manifests, Helm charts, and infrastructure code.
+
+Focus on:
+1. Hardcoded secrets (AWS keys, passwords, tokens, API keys)
+2. Insecure container configurations (privileged mode, hostNetwork)
+3. Missing security contexts
+4. Overly permissive RBAC
+5. Exposed services without proper restrictions
+6. Using :latest tags or insecure images
+
+Respond in JSON format:
+{
+ "risk_score": 0.0-1.0,
+ "issues": [
+ {
+ "type": "hardcoded_secret",
+ "severity": "critical|high|medium|low",
+ "description": "Found AWS access key",
+ "line_number": 15,
+ "file_path": "deployment.yaml",
+ "recommendation": "Use Kubernetes Secret instead"
+ }
+ ],
+ "summary": "Brief summary of findings"
+}
+"""
+
+ user_prompt = f"""Analyze this GitOps pull request for security issues:
+
+Title: {pr.title}
+Files changed: {', '.join(pr.files_changed)}
+
+Diff:
+{pr.diff[:3000]}
+
+Identify any security concerns."""
+
+ try:
+ response = self.client.chat.completions.create(
+ model="gpt-4o-mini",
+ messages=[
+ {"role": "system", "content": system_prompt},
+ {"role": "user", "content": user_prompt}
+ ],
+ response_format={"type": "json_object"},
+ temperature=0.3
+ )
+
+ input_tokens = response.usage.prompt_tokens
+ output_tokens = response.usage.completion_tokens
+ cost = (input_tokens * 0.150 / 1_000_000) + (output_tokens * 0.600 / 1_000_000)
+
+ result = eval(response.choices[0].message.content)
+
+ issues = []
+ for issue_dict in result.get('issues', []):
+ issue = SecurityIssue(
+ type=issue_dict.get('type', 'unknown'),
+ severity=issue_dict.get('severity', 'medium'),
+ line_number=issue_dict.get('line_number'),
+ file_path=issue_dict.get('file_path'),
+ description=issue_dict.get('description', ''),
+ recommendation=issue_dict.get('recommendation', '')
+ )
+ issues.append(issue)
+
+ risk_score = float(result.get('risk_score', 0.0))
+ summary = result.get('summary', 'No issues found')
+
+ return SecurityScore(
+ risk=risk_score,
+ issues=issues,
+ summary=summary,
+ confidence=0.85,
+ cost=cost
+ )
+
+ except Exception as e:
+ return SecurityScore(
+ risk=0.5,
+ issues=[],
+ summary=f"Error during analysis: {str(e)}",
+ confidence=0.3
+ )
+
+
+class ComplianceAgent(Agent):
+ name = "Compliance Agent"
+ color = Agent.YELLOW
+
+ def __init__(self, github_token=None):
+ self.github_client = Github(github_token) if github_token else None
+
+ def review(self, pr):
+ violations = []
+ passed_checks = []
+
+ yaml_files = self._extract_yaml_files(pr.diff, pr.files_changed)
+
+ for file_path, content in yaml_files.items():
+ try:
+ docs = list(yaml.safe_load_all(content))
+
+ for doc in docs:
+ if not doc or not isinstance(doc, dict):
+ continue
+
+ image_violations = self._check_image_tags(doc, file_path)
+ violations.extend(image_violations)
+ if not image_violations:
+ passed_checks.append(f"Image tags OK in {file_path}")
+
+ limit_violations = self._check_resource_limits(doc, file_path)
+ violations.extend(limit_violations)
+ if not limit_violations:
+ passed_checks.append(f"Resource limits OK in {file_path}")
+
+ label_violations = self._check_labels(doc, file_path)
+ violations.extend(label_violations)
+ if not label_violations:
+ passed_checks.append(f"Labels OK in {file_path}")
+
+ security_violations = self._check_security_context(doc, file_path)
+ violations.extend(security_violations)
+ if not security_violations:
+ passed_checks.append(f"Security context OK in {file_path}")
+
+ except Exception as e:
+ pass
+
+ risk_score = min(1.0, len(violations) / 10.0)
+ summary = f"Found {len(violations)} violations, {len(passed_checks)} checks passed"
+
+ return ComplianceScore(
+ risk=risk_score,
+ violations=violations,
+ passed_checks=passed_checks,
+ summary=summary
+ )
+
+ def _extract_yaml_files(self, diff, files_changed):
+ yaml_files = {}
+
+ for file_path in files_changed:
+ if file_path.endswith(('.yaml', '.yml')):
+ lines = []
+ in_file = False
+
+ for line in diff.split('\n'):
+ if f"--- {file_path}" in line or f"+++ {file_path}" in line:
+ in_file = True
+ continue
+ if line.startswith('---') or line.startswith('+++'):
+ in_file = False
+ if in_file:
+ if not line.startswith('-') and not line.startswith('@@'):
+ clean_line = line[1:] if line.startswith('+') else line
+ lines.append(clean_line)
+
+ if lines:
+ yaml_files[file_path] = '\n'.join(lines)
+
+ return yaml_files
+
+ def _check_image_tags(self, doc, file_path):
+ violations = []
+ containers = self._get_containers(doc)
+
+ for container in containers:
+ image = container.get('image', '')
+
+ if ':latest' in image:
+ violations.append(ComplianceViolation(
+ rule="no_latest_tags",
+ severity="error",
+ file_path=file_path,
+ description=f"Container using :latest tag: {image}",
+ suggestion="Use semantic versioning (e.g., v1.2.3) or image digest"
+ ))
+ elif ':' not in image:
+ violations.append(ComplianceViolation(
+ rule="explicit_tag_required",
+ severity="warning",
+ file_path=file_path,
+ description=f"Container missing explicit tag: {image}",
+ suggestion="Add explicit version tag"
+ ))
+
+ return violations
+
+ def _check_resource_limits(self, doc, file_path):
+ violations = []
+ containers = self._get_containers(doc)
+
+ for container in containers:
+ resources = container.get('resources', {})
+ limits = resources.get('limits', {})
+
+ if not limits.get('cpu'):
+ violations.append(ComplianceViolation(
+ rule="cpu_limits_required",
+ severity="warning",
+ file_path=file_path,
+ description=f"Container '{container.get('name')}' missing CPU limits",
+ suggestion="Add resources.limits.cpu"
+ ))
+
+ if not limits.get('memory'):
+ violations.append(ComplianceViolation(
+ rule="memory_limits_required",
+ severity="warning",
+ file_path=file_path,
+ description=f"Container '{container.get('name')}' missing memory limits",
+ suggestion="Add resources.limits.memory"
+ ))
+
+ return violations
+
+ def _check_labels(self, doc, file_path):
+ violations = []
+ metadata = doc.get('metadata', {})
+ labels = metadata.get('labels', {})
+
+ required_labels = ['app', 'version']
+
+ for label in required_labels:
+ if label not in labels:
+ violations.append(ComplianceViolation(
+ rule="required_labels",
+ severity="warning",
+ file_path=file_path,
+ description=f"Missing required label: {label}",
+ suggestion=f"Add metadata.labels.{label}"
+ ))
+
+ return violations
+
+ def _check_security_context(self, doc, file_path):
+ violations = []
+ containers = self._get_containers(doc)
+
+ for container in containers:
+ security_context = container.get('securityContext', {})
+
+ if security_context.get('privileged'):
+ violations.append(ComplianceViolation(
+ rule="no_privileged_containers",
+ severity="error",
+ file_path=file_path,
+ description=f"Container '{container.get('name')}' running in privileged mode",
+ suggestion="Remove privileged: true unless absolutely necessary"
+ ))
+
+ if doc.get('kind') == 'Pod':
+ spec = doc.get('spec', {})
+ if spec.get('hostNetwork'):
+ violations.append(ComplianceViolation(
+ rule="no_host_network",
+ severity="error",
+ file_path=file_path,
+ description="Pod using host network",
+ suggestion="Remove hostNetwork: true unless required"
+ ))
+
+ return violations
+
+ def _get_containers(self, doc):
+ containers = []
+
+ if doc.get('kind') in ['Deployment', 'StatefulSet', 'DaemonSet', 'Job', 'CronJob']:
+ spec = doc.get('spec', {})
+ template = spec.get('template', {})
+ pod_spec = template.get('spec', {})
+ containers = pod_spec.get('containers', [])
+ elif doc.get('kind') == 'Pod':
+ spec = doc.get('spec', {})
+ containers = spec.get('containers', [])
+
+ return containers
+
+
+class RiskEnsembleAgent(Agent):
+ name = "Risk Ensemble"
+ color = Agent.GREEN
+
+ SECURITY_WEIGHT = 0.6
+ COMPLIANCE_WEIGHT = 0.4
+
+ def __init__(self):
+ pass
+
+ def assess(self, security_score, compliance_score):
+ overall_risk = (
+ security_score.risk * self.SECURITY_WEIGHT +
+ compliance_score.risk * self.COMPLIANCE_WEIGHT
+ )
+
+ if overall_risk < 0.3:
+ risk_level = RiskLevel.SAFE
+ recommendation = "SAFE TO MERGE - No significant issues found"
+ elif overall_risk < 0.7:
+ risk_level = RiskLevel.REVIEW
+ recommendation = "REVIEW NEEDED - Address issues before merging"
+ else:
+ risk_level = RiskLevel.RISKY
+ recommendation = "HIGH RISK - Do not merge until critical issues are resolved"
+
+ confidence = (security_score.confidence + 0.9) / 2
+
+ return RiskAssessment(
+ overall_risk=overall_risk,
+ risk_level=risk_level,
+ security_score=security_score,
+ compliance_score=compliance_score,
+ recommendation=recommendation,
+ confidence=confidence
+ )
diff --git a/week8/community_contributions/salah/gitops-guardian/app.py b/week8/community_contributions/salah/gitops-guardian/app.py
new file mode 100644
index 0000000..37d9a84
--- /dev/null
+++ b/week8/community_contributions/salah/gitops-guardian/app.py
@@ -0,0 +1,542 @@
+import os
+import json
+from pathlib import Path
+from datetime import datetime
+from typing import List
+from dotenv import load_dotenv
+
+import gradio as gr
+
+from models import PullRequest, ReviewResult, RiskLevel, SecurityIssue, ComplianceViolation, SecurityScore, ComplianceScore, RiskAssessment
+from agents import GitOpsScannerAgent, SecurityAgent, ComplianceAgent, RiskEnsembleAgent
+
+
+class GitOpsGuardian:
+ MEMORY_FILE = "reviewed_prs.json"
+
+ def __init__(self):
+ load_dotenv()
+
+ self.github_token = os.getenv('GITHUB_TOKEN')
+ self.openai_api_key = os.getenv('OPENAI_API_KEY')
+ self.gitops_repos = os.getenv('GITOPS_REPOS', '').split(',')
+
+ if not self.github_token:
+ raise ValueError("GITHUB_TOKEN not found")
+ if not self.openai_api_key:
+ raise ValueError("OPENAI_API_KEY not found")
+ if not self.gitops_repos or self.gitops_repos == ['']:
+ raise ValueError("GITOPS_REPOS not found")
+
+ self.scanner = GitOpsScannerAgent(self.github_token)
+ self.security_agent = SecurityAgent(self.openai_api_key)
+ self.compliance_agent = ComplianceAgent(self.github_token)
+ self.ensemble_agent = RiskEnsembleAgent()
+
+ self.total_cost = 0.0
+ self.history_file = "review_history.json"
+ self.memory = self._load_memory()
+
+ def _load_memory(self):
+ if Path(self.MEMORY_FILE).exists():
+ try:
+ with open(self.MEMORY_FILE, 'r') as f:
+ data = json.load(f)
+ return data.get('reviewed_prs', [])
+ except:
+ return []
+ return []
+
+ def _save_memory(self):
+ try:
+ data = {
+ 'reviewed_prs': self.memory,
+ 'last_updated': datetime.now().isoformat()
+ }
+ with open(self.MEMORY_FILE, 'w') as f:
+ json.dump(data, f, indent=2)
+ except:
+ pass
+
+ def scan_prs(self):
+ prs = self.scanner.scan(self.gitops_repos, self.memory)
+ return prs
+
+ def review_pr(self, pr):
+ security_score = self.security_agent.review(pr)
+ compliance_score = self.compliance_agent.review(pr)
+ risk_assessment = self.ensemble_agent.assess(security_score, compliance_score)
+
+ result = ReviewResult(
+ pr=pr,
+ risk_assessment=risk_assessment,
+ reviewed_at=datetime.now()
+ )
+
+ if pr.url not in self.memory:
+ self.memory.append(pr.url)
+ self._save_memory()
+
+ self.total_cost += security_score.cost
+ self._save_history(result)
+
+ return result
+
+ def _save_history(self, result):
+ try:
+ history = []
+ if Path(self.history_file).exists():
+ with open(self.history_file, 'r') as f:
+ history = json.load(f)
+
+ history.append({
+ 'pr_number': result.pr.number,
+ 'pr_url': result.pr.url,
+ 'repo': result.pr.repo,
+ 'title': result.pr.title,
+ 'author': result.pr.author,
+ 'risk_score': result.risk_assessment.overall_risk,
+ 'risk_level': result.risk_assessment.risk_level.value,
+ 'security_risk': result.risk_assessment.security_score.risk,
+ 'security_summary': result.risk_assessment.security_score.summary,
+ 'compliance_risk': result.risk_assessment.compliance_score.risk,
+ 'compliance_summary': result.risk_assessment.compliance_score.summary,
+ 'security_issues_count': len(result.risk_assessment.security_score.issues),
+ 'compliance_violations_count': len(result.risk_assessment.compliance_score.violations),
+ 'cost': result.risk_assessment.security_score.cost,
+ 'reviewed_at': result.reviewed_at.isoformat()
+ })
+
+ with open(self.history_file, 'w') as f:
+ json.dump(history, f, indent=2)
+ except:
+ pass
+
+ def post_pr_comment(self, pr, result):
+ try:
+ from github import Github
+ gh = Github(self.github_token)
+ repo = gh.get_repo(pr.repo)
+ pr_obj = repo.get_pull(pr.number)
+
+ comment = f"""## GitOps Guardian Security Review
+
+**Risk Level:** {result.risk_assessment.risk_level.value} (Score: {result.risk_assessment.overall_risk:.2f})
+
+### Security Analysis
+- **Risk:** {result.risk_assessment.security_score.risk:.2f}
+- **Issues Found:** {len(result.risk_assessment.security_score.issues)}
+- **Summary:** {result.risk_assessment.security_score.summary}
+
+### Compliance Check
+- **Risk:** {result.risk_assessment.compliance_score.risk:.2f}
+- **Violations:** {len(result.risk_assessment.compliance_score.violations)}
+- **Summary:** {result.risk_assessment.compliance_score.summary}
+
+### Recommendation
+{result.risk_assessment.recommendation}
+
+---
+*Automated review by GitOps Guardian*
+"""
+ pr_obj.create_issue_comment(comment)
+ return True
+ except:
+ return False
+
+ def review_all(self):
+ prs = self.scan_prs()
+
+ if not prs:
+ return []
+
+ results = []
+ for pr in prs:
+ try:
+ result = self.review_pr(pr)
+ results.append(result)
+ except:
+ pass
+
+ return results
+
+
+def create_gradio_app():
+ try:
+ app = GitOpsGuardian()
+ except Exception as e:
+ raise
+
+ def load_historical_results():
+ historical_results = []
+ try:
+ if Path(app.history_file).exists():
+ with open(app.history_file, 'r') as f:
+ history = json.load(f)
+
+ for entry in history:
+ issues_count = entry.get('security_issues_count', 0)
+ violations_count = entry.get('compliance_violations_count', 0)
+
+ pr = PullRequest(
+ repo=entry['repo'],
+ number=entry['pr_number'],
+ title=entry.get('title', f"PR #{entry['pr_number']}"),
+ author=entry.get('author', 'unknown'),
+ url=entry['pr_url'],
+ diff="",
+ files_changed=[],
+ created_at=datetime.fromisoformat(entry['reviewed_at']),
+ labels=[]
+ )
+
+ security_issues = [
+ SecurityIssue(
+ type="historical",
+ severity="info",
+ description=f"Historical record ({issues_count} issues found)",
+ recommendation=""
+ )
+ ] if issues_count > 0 else []
+
+ compliance_violations = [
+ ComplianceViolation(
+ rule="historical",
+ severity="info",
+ description=f"Historical record ({violations_count} violations found)",
+ recommendation=""
+ )
+ ] if violations_count > 0 else []
+
+ security_score = SecurityScore(
+ risk=entry['security_risk'],
+ issues=security_issues,
+ summary=entry.get('security_summary', 'Historical review'),
+ cost=entry.get('cost', 0.0)
+ )
+
+ compliance_score = ComplianceScore(
+ risk=entry['compliance_risk'],
+ violations=compliance_violations,
+ passed_checks=[],
+ summary=entry.get('compliance_summary', 'Historical review')
+ )
+
+ risk_assessment = RiskAssessment(
+ overall_risk=entry['risk_score'],
+ risk_level=RiskLevel(entry['risk_level']),
+ security_score=security_score,
+ compliance_score=compliance_score,
+ recommendation="",
+ confidence=0.85
+ )
+
+ result = ReviewResult(
+ pr=pr,
+ risk_assessment=risk_assessment,
+ reviewed_at=datetime.fromisoformat(entry['reviewed_at'])
+ )
+
+ historical_results.append(result)
+ except:
+ pass
+
+ return historical_results
+
+ all_results = load_historical_results()
+ post_comments_enabled = [False]
+
+ def export_json():
+ if not all_results:
+ return None
+ try:
+ export_data = [
+ {
+ 'pr_number': r.pr.number,
+ 'title': r.pr.title,
+ 'repo': r.pr.repo,
+ 'url': r.pr.url,
+ 'risk_score': r.risk_assessment.overall_risk,
+ 'risk_level': r.risk_assessment.risk_level.value,
+ 'security_risk': r.risk_assessment.security_score.risk,
+ 'compliance_risk': r.risk_assessment.compliance_score.risk,
+ 'reviewed_at': r.reviewed_at.isoformat()
+ } for r in all_results
+ ]
+ path = "gitops_guardian_export.json"
+ with open(path, 'w') as f:
+ json.dump(export_data, f, indent=2)
+ return path
+ except:
+ return None
+
+ def export_csv():
+ if not all_results:
+ return None
+ try:
+ import csv
+ path = "gitops_guardian_export.csv"
+ with open(path, 'w', newline='') as f:
+ writer = csv.writer(f)
+ writer.writerow(['PR', 'Title', 'Repo', 'Risk Score', 'Level', 'Security', 'Compliance', 'URL'])
+ for r in all_results:
+ writer.writerow([
+ r.pr.number, r.pr.title, r.pr.repo,
+ f"{r.risk_assessment.overall_risk:.2f}",
+ r.risk_assessment.risk_level.value,
+ f"{r.risk_assessment.security_score.risk:.2f}",
+ f"{r.risk_assessment.compliance_score.risk:.2f}",
+ r.pr.url
+ ])
+ return path
+ except:
+ return None
+
+ def scan_and_review():
+ try:
+ results = app.review_all()
+
+ if not results:
+ if all_results:
+ table_data = format_table(all_results)
+ summary = "No new PRs found. Showing historical reviews below."
+ stats = format_stats(all_results)
+ return table_data, summary, stats
+ else:
+ return format_table([]), "No new PRs found", ""
+
+ if post_comments_enabled[0]:
+ for result in results:
+ app.post_pr_comment(result.pr, result)
+
+ all_results.extend(results)
+
+ table_data = format_table(all_results)
+ summary = format_summary(results)
+ stats = format_stats(all_results)
+
+ return table_data, summary, stats
+
+ except Exception as e:
+ error_msg = f"Error during scan: {str(e)}"
+ return [], error_msg, ""
+
+ def format_table(results):
+ table_data = []
+
+ for result in results:
+ pr = result.pr
+ risk = result.risk_assessment
+
+ if risk.risk_level == RiskLevel.SAFE:
+ emoji = "SAFE"
+ elif risk.risk_level == RiskLevel.REVIEW:
+ emoji = "REVIEW"
+ else:
+ emoji = "RISKY"
+
+ row = [
+ f"{emoji} #{pr.number}",
+ pr.title,
+ pr.repo,
+ f"{risk.overall_risk:.2f}",
+ risk.risk_level.value,
+ f"{risk.security_score.risk:.2f}",
+ f"{risk.compliance_score.risk:.2f}",
+ len(risk.security_score.issues),
+ len(risk.compliance_score.violations),
+ pr.url
+ ]
+ table_data.append(row)
+
+ return table_data
+
+ def format_summary(results):
+ if not results:
+ return "No results"
+
+ summary = f"## Latest Scan Results\n\n"
+ summary += f"**Scanned**: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n"
+ summary += f"**PRs Reviewed**: {len(results)}\n\n"
+
+ for result in results:
+ pr = result.pr
+ risk = result.risk_assessment
+
+ level_marker = "SAFE" if risk.risk_level == RiskLevel.SAFE else "REVIEW" if risk.risk_level == RiskLevel.REVIEW else "RISKY"
+
+ summary += f"### PR #{pr.number}: {pr.title}\n\n"
+ summary += f"**Risk**: {risk.overall_risk:.2f} ({level_marker})\n\n"
+ summary += f"**Security**: {risk.security_score.risk:.2f} - {risk.security_score.summary}\n\n"
+
+ if risk.security_score.issues:
+ summary += "**Security Issues**:\n"
+ for issue in risk.security_score.issues[:3]:
+ summary += f"- [{issue.severity}] {issue.description}\n"
+ summary += "\n"
+
+ summary += f"**Compliance**: {risk.compliance_score.risk:.2f} - {risk.compliance_score.summary}\n\n"
+
+ if risk.compliance_score.violations:
+ summary += "**Compliance Violations**:\n"
+ for violation in risk.compliance_score.violations[:3]:
+ summary += f"- [{violation.severity}] {violation.description}\n"
+ summary += "\n"
+
+ summary += f"**Recommendation**: {risk.recommendation}\n\n"
+ summary += "---\n\n"
+
+ return summary
+
+ def format_stats(results):
+ if not results:
+ return "No statistics available"
+
+ total = len(results)
+ safe = sum(1 for r in results if r.risk_assessment.risk_level == RiskLevel.SAFE)
+ review = sum(1 for r in results if r.risk_assessment.risk_level == RiskLevel.REVIEW)
+ risky = sum(1 for r in results if r.risk_assessment.risk_level == RiskLevel.RISKY)
+
+ avg_risk = sum(r.risk_assessment.overall_risk for r in results) / total
+
+ history_stats = ""
+ try:
+ if Path(app.history_file).exists():
+ with open(app.history_file, 'r') as f:
+ history = json.load(f)
+ if len(history) > 1:
+ recent_risks = [h['risk_score'] for h in history[-10:]]
+ trend = "Increasing" if recent_risks[-1] > recent_risks[0] else "Decreasing"
+ history_stats = f"\n**Historical Trend** (last 10): {trend}\n**Total Reviews**: {len(history)}"
+ except:
+ pass
+
+ stats = f"""## Overall Statistics
+
+**Total PRs Reviewed**: {total}
+
+**Risk Distribution**:
+- Safe: {safe} ({safe/total*100:.1f}%)
+- Review: {review} ({review/total*100:.1f}%)
+- Risky: {risky} ({risky/total*100:.1f}%)
+
+**Average Risk Score**: {avg_risk:.2f}
+
+**Session Cost**: ${app.total_cost:.6f}
+{history_stats}
+
+**Repositories**: {', '.join(app.gitops_repos)}
+"""
+ return stats
+
+ with gr.Blocks(title="GitOps Guardian", theme=gr.themes.Soft()) as interface:
+
+ gr.Markdown("""
+# GitOps Guardian
+
+**AI-Powered Pull Request Security & Compliance Review**
+
+Multi-agent system that scans GitOps repositories and identifies security risks and compliance violations.
+ """)
+
+ with gr.Row():
+ scan_button = gr.Button("Scan Repositories & Review PRs", variant="primary", size="lg")
+ post_comment_checkbox = gr.Checkbox(label="Post results as PR comments", value=False)
+
+ with gr.Row():
+ export_json_btn = gr.Button("Export JSON", size="sm")
+ export_csv_btn = gr.Button("Export CSV", size="sm")
+ json_file = gr.File(label="Download JSON", visible=False)
+ csv_file = gr.File(label="Download CSV", visible=False)
+
+ gr.Markdown("## Review Results")
+
+ initial_table = format_table(all_results) if all_results else []
+ initial_summary = "Historical reviews loaded. Click 'Scan' to check for new PRs." if all_results else "Click 'Scan' to review PRs"
+ initial_stats = format_stats(all_results) if all_results else "No reviews yet"
+
+ with gr.Row():
+ pr_table = gr.Dataframe(
+ headers=[
+ "PR #", "Title", "Repo", "Risk Score", "Level",
+ "Security", "Compliance", "Security Issues",
+ "Violations", "URL"
+ ],
+ value=initial_table,
+ label="Pull Requests",
+ wrap=True,
+ interactive=False,
+ column_widths=["5%", "20%", "15%", "8%", "8%", "8%", "8%", "8%", "8%", "12%"]
+ )
+
+ with gr.Row():
+ with gr.Column(scale=2):
+ summary_output = gr.Markdown(value=initial_summary, label="Detailed Results")
+ with gr.Column(scale=1):
+ stats_output = gr.Markdown(value=initial_stats, label="Statistics")
+
+ gr.Markdown("""
+## How It Works
+
+1. **Scanner Agent** - Fetches open PRs from configured GitOps repos
+2. **Security Agent** - Analyzes for secrets and vulnerabilities using OpenAI
+3. **Compliance Agent** - Validates Kubernetes best practices
+4. **Ensemble Agent** - Combines scores into risk assessment
+
+## Configuration
+
+Set these in `.env`:
+- `GITHUB_TOKEN` - GitHub personal access token
+- `OPENAI_API_KEY` - OpenAI API key
+- `GITOPS_REPOS` - Comma-separated repo names (owner/repo)
+ """)
+
+ def update_comment_setting(enabled):
+ post_comments_enabled[0] = enabled
+ return f"PR comments: {'Enabled' if enabled else 'Disabled'}"
+
+ post_comment_checkbox.change(
+ fn=update_comment_setting,
+ inputs=[post_comment_checkbox],
+ outputs=[]
+ )
+
+ scan_button.click(
+ fn=scan_and_review,
+ inputs=[],
+ outputs=[pr_table, summary_output, stats_output]
+ )
+
+ export_json_btn.click(
+ fn=export_json,
+ inputs=[],
+ outputs=[json_file]
+ )
+
+ export_csv_btn.click(
+ fn=export_csv,
+ inputs=[],
+ outputs=[csv_file]
+ )
+
+ return interface
+
+
+def main():
+ print("\nGitOps Guardian - AI-Powered PR Review System\n")
+
+ try:
+ interface = create_gradio_app()
+ interface.launch(
+ server_name="0.0.0.0",
+ server_port=7860,
+ share=False,
+ show_error=True
+ )
+ except Exception as e:
+ print(f"Failed to start: {e}")
+ raise
+
+
+if __name__ == "__main__":
+ main()
diff --git a/week8/community_contributions/salah/gitops-guardian/models.py b/week8/community_contributions/salah/gitops-guardian/models.py
new file mode 100644
index 0000000..7b94bfb
--- /dev/null
+++ b/week8/community_contributions/salah/gitops-guardian/models.py
@@ -0,0 +1,83 @@
+from pydantic import BaseModel, Field
+from typing import List, Optional
+from datetime import datetime
+from enum import Enum
+
+
+class RiskLevel(str, Enum):
+ SAFE = "SAFE"
+ REVIEW = "REVIEW"
+ RISKY = "RISKY"
+
+
+class SecurityIssue(BaseModel):
+ type: str
+ severity: str
+ line_number: Optional[int] = None
+ file_path: Optional[str] = None
+ description: str
+ recommendation: str
+
+
+class ComplianceViolation(BaseModel):
+ rule: str
+ severity: str
+ file_path: Optional[str] = None
+ description: str
+ suggestion: str
+
+
+class SecurityScore(BaseModel):
+ risk: float
+ issues: List[SecurityIssue] = []
+ summary: str
+ confidence: float = 0.8
+ cost: float = 0.0
+
+
+class ComplianceScore(BaseModel):
+ risk: float
+ violations: List[ComplianceViolation] = []
+ passed_checks: List[str] = []
+ summary: str
+
+
+class RiskAssessment(BaseModel):
+ overall_risk: float
+ risk_level: RiskLevel
+ security_score: SecurityScore
+ compliance_score: ComplianceScore
+ recommendation: str
+ confidence: float = 0.8
+
+
+class PullRequest(BaseModel):
+ repo: str
+ number: int
+ title: str
+ author: str
+ url: str
+ diff: str
+ files_changed: List[str] = []
+ created_at: datetime
+ labels: List[str] = []
+
+
+class ReviewResult(BaseModel):
+ pr: PullRequest
+ risk_assessment: RiskAssessment
+ reviewed_at: datetime = Field(default_factory=datetime.now)
+
+ def to_summary(self):
+ risk = self.risk_assessment
+ level_marker = "SAFE" if risk.risk_level == RiskLevel.SAFE else "REVIEW" if risk.risk_level == RiskLevel.REVIEW else "RISKY"
+
+ summary = f"""PR #{self.pr.number}: {self.pr.title}
+Overall Risk: {risk.overall_risk:.2f} - {level_marker}
+
+Security: {risk.security_score.risk:.2f} - {risk.security_score.summary}
+Compliance: {risk.compliance_score.risk:.2f} - {risk.compliance_score.summary}
+
+Recommendation: {risk.recommendation}
+"""
+ return summary.strip()
diff --git a/week8/community_contributions/salah/gitops-guardian/requirements.txt b/week8/community_contributions/salah/gitops-guardian/requirements.txt
new file mode 100644
index 0000000..cfc9857
--- /dev/null
+++ b/week8/community_contributions/salah/gitops-guardian/requirements.txt
@@ -0,0 +1,18 @@
+# GitOps Guardian Dependencies
+
+# Core
+gradio>=4.0.0
+pydantic>=2.0.0
+python-dotenv
+
+# AI/LLM
+openai>=1.0.0
+
+# GitHub
+PyGithub
+
+# YAML parsing
+PyYAML
+
+# Utilities
+python-dateutil
diff --git a/week8/community_contributions/solisoma/price_is_right_fixed.ipynb b/week8/community_contributions/solisoma/price_is_right_fixed.ipynb
new file mode 100644
index 0000000..032e9db
--- /dev/null
+++ b/week8/community_contributions/solisoma/price_is_right_fixed.ipynb
@@ -0,0 +1,421 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# The Price is Right - Fixed Version\n",
+ "\n",
+ "This notebook fixes the issue where existing deals disappear from the table when the system makes new calls.\n",
+ "\n",
+ "**Key Fix**: The table now continuously shows current memory during updates, so existing deals remain visible while new ones are being searched.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Working directory: c:\\Users\\hp\\projects\\gen-ai\\llm_engineering\\week8\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Imports\n",
+ "import sys\n",
+ "import os\n",
+ "\n",
+ "# Change working directory to week8 where deal_agent_framework expects to run\n",
+ "# This ensures all relative paths (models, database) work correctly\n",
+ "notebook_dir = os.getcwd()\n",
+ "week8_dir = os.path.join(notebook_dir, '..', '..')\n",
+ "os.chdir(week8_dir)\n",
+ "print(f\"Working directory: {os.getcwd()}\")\n",
+ "\n",
+ "import logging\n",
+ "import queue\n",
+ "import threading\n",
+ "import time\n",
+ "import gradio as gr\n",
+ "from deal_agent_framework import DealAgentFramework\n",
+ "from agents.deals import Opportunity, Deal\n",
+ "from log_utils import reformat\n",
+ "import plotly.graph_objects as go\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Helper Functions\n",
+ "\n",
+ "class QueueHandler(logging.Handler):\n",
+ " def __init__(self, log_queue):\n",
+ " super().__init__()\n",
+ " self.log_queue = log_queue\n",
+ "\n",
+ " def emit(self, record):\n",
+ " self.log_queue.put(self.format(record))\n",
+ "\n",
+ "\n",
+ "def html_for(log_data):\n",
+ " \"\"\"Convert log data to HTML format for display\"\"\"\n",
+ " output = '
'.join(log_data[-18:])\n",
+ " return f\"\"\"\n",
+ " \n",
+ " {output}\n",
+ " \n",
+ " \"\"\"\n",
+ "\n",
+ "\n",
+ "def setup_logging(log_queue):\n",
+ " \"\"\"Setup logging to capture messages in a queue\"\"\"\n",
+ " handler = QueueHandler(log_queue)\n",
+ " formatter = logging.Formatter(\n",
+ " \"[%(asctime)s] %(message)s\",\n",
+ " datefmt=\"%Y-%m-%d %H:%M:%S %z\",\n",
+ " )\n",
+ " handler.setFormatter(formatter)\n",
+ " logger = logging.getLogger()\n",
+ " logger.addHandler(handler)\n",
+ " logger.setLevel(logging.INFO)\n",
+ "\n",
+ "\n",
+ "def get_plot():\n",
+ " \"\"\"Generate 3D visualization of vector database - handles empty database gracefully\"\"\"\n",
+ " try:\n",
+ " documents, vectors, colors = DealAgentFramework.get_plot_data(max_datapoints=1000)\n",
+ " \n",
+ " # Check if we have any data\n",
+ " if len(vectors) == 0:\n",
+ " # Return placeholder plot if database is empty\n",
+ " fig = go.Figure()\n",
+ " fig.update_layout(\n",
+ " title='Vector Database Empty',\n",
+ " height=400,\n",
+ " annotations=[dict(\n",
+ " text=\"The vector database is empty.
Run the data loading notebook (day2.0) to populate it.\",\n",
+ " x=0.5,\n",
+ " y=0.5,\n",
+ " xref=\"paper\",\n",
+ " yref=\"paper\",\n",
+ " showarrow=False,\n",
+ " font=dict(size=14)\n",
+ " )]\n",
+ " )\n",
+ " return fig\n",
+ " \n",
+ " # Normal case: create 3D scatter plot\n",
+ " fig = go.Figure(data=[go.Scatter3d(\n",
+ " x=vectors[:, 0],\n",
+ " y=vectors[:, 1],\n",
+ " z=vectors[:, 2],\n",
+ " mode='markers',\n",
+ " marker=dict(size=2, color=colors, opacity=0.7),\n",
+ " )])\n",
+ " \n",
+ " fig.update_layout(\n",
+ " scene=dict(xaxis_title='x', \n",
+ " yaxis_title='y', \n",
+ " zaxis_title='z',\n",
+ " aspectmode='manual',\n",
+ " aspectratio=dict(x=2.2, y=2.2, z=1),\n",
+ " camera=dict(\n",
+ " eye=dict(x=1.6, y=1.6, z=0.8)\n",
+ " )),\n",
+ " height=400,\n",
+ " margin=dict(r=5, b=1, l=5, t=2)\n",
+ " )\n",
+ " return fig\n",
+ " except Exception as e:\n",
+ " # Handle any errors gracefully\n",
+ " fig = go.Figure()\n",
+ " fig.update_layout(\n",
+ " title='Error Loading Vector Database',\n",
+ " height=400,\n",
+ " annotations=[dict(\n",
+ " text=f\"Error: {str(e)}
Make sure the vector database is set up correctly.
Run day2.0 notebook to populate it.\",\n",
+ " x=0.5,\n",
+ " y=0.5,\n",
+ " xref=\"paper\",\n",
+ " yref=\"paper\",\n",
+ " showarrow=False,\n",
+ " font=dict(size=12)\n",
+ " )]\n",
+ " )\n",
+ " return fig\n",
+ "\n",
+ "\n",
+ "def create_opportunity_from_dict(data: dict) -> Opportunity:\n",
+ " \"\"\"Helper function to create Opportunity from dictionary - uses Deal and Opportunity classes\"\"\"\n",
+ " deal = Deal(**data['deal']) if isinstance(data['deal'], dict) else data['deal']\n",
+ " return Opportunity(deal=deal, estimate=data['estimate'], discount=data['discount'])\n",
+ "\n",
+ "\n",
+ "def validate_opportunities(opportunities) -> list:\n",
+ " \"\"\"Validate and ensure all items are Opportunity instances - uses Opportunity class\"\"\"\n",
+ " validated = []\n",
+ " for opp in opportunities:\n",
+ " if not isinstance(opp, Opportunity):\n",
+ " if isinstance(opp, dict):\n",
+ " opp = create_opportunity_from_dict(opp)\n",
+ " else:\n",
+ " continue\n",
+ " validated.append(opp)\n",
+ " return validated\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Main App Class\n",
+ "\n",
+ "class App:\n",
+ "\n",
+ " def __init__(self): \n",
+ " self.agent_framework = None\n",
+ "\n",
+ " def get_agent_framework(self):\n",
+ " \"\"\"Get or initialize the agent framework\"\"\"\n",
+ " if not self.agent_framework:\n",
+ " self.agent_framework = DealAgentFramework()\n",
+ " self.agent_framework.init_agents_as_needed()\n",
+ " return self.agent_framework\n",
+ "\n",
+ " def table_for(self, opps):\n",
+ " \"\"\"Convert opportunities to table format - uses Opportunity and Deal classes\"\"\"\n",
+ " # Validate opportunities are Opportunity instances\n",
+ " validated_opps = validate_opportunities(opps)\n",
+ " return [[opp.deal.product_description, f\"${opp.deal.price:.2f}\", f\"${opp.estimate:.2f}\", f\"${opp.discount:.2f}\", opp.deal.url] \n",
+ " for opp in validated_opps \n",
+ " if isinstance(opp, Opportunity)]\n",
+ "\n",
+ " def update_output(self, log_data, log_queue, result_queue):\n",
+ " \"\"\"Keep showing current memory during updates - fixes disappearing table issue\"\"\"\n",
+ " framework = self.get_agent_framework()\n",
+ " current_table = self.table_for(framework.memory)\n",
+ " \n",
+ " while True:\n",
+ " try:\n",
+ " message = log_queue.get_nowait()\n",
+ " log_data.append(reformat(message))\n",
+ " # Always refresh table from current memory during updates\n",
+ " current_table = self.table_for(framework.memory)\n",
+ " yield log_data, html_for(log_data), current_table\n",
+ " except queue.Empty:\n",
+ " try:\n",
+ " # When result is ready, update with final result\n",
+ " final_result = result_queue.get_nowait()\n",
+ " yield log_data, html_for(log_data), final_result\n",
+ " return\n",
+ " except queue.Empty:\n",
+ " # Continue showing current memory while waiting\n",
+ " current_table = self.table_for(framework.memory)\n",
+ " yield log_data, html_for(log_data), current_table\n",
+ " time.sleep(0.1)\n",
+ "\n",
+ " def do_run(self):\n",
+ " \"\"\"Run framework and return updated table\"\"\"\n",
+ " import datetime\n",
+ " framework = self.get_agent_framework()\n",
+ " # Log to the Gradio display (will show up in logs panel)\n",
+ " logging.info(f\"⏰ TIMER TRIGGERED at {datetime.datetime.now().strftime('%H:%M:%S')} - Current memory: {len(framework.memory)} deals\")\n",
+ " new_opportunities = framework.run()\n",
+ " logging.info(f\"✅ Scan complete - Total deals in memory: {len(framework.memory)}\")\n",
+ " return self.table_for(new_opportunities)\n",
+ "\n",
+ " def run_with_logging(self, initial_log_data):\n",
+ " \"\"\"Run agent framework with logging in a separate thread\"\"\"\n",
+ " log_queue = queue.Queue()\n",
+ " result_queue = queue.Queue()\n",
+ " setup_logging(log_queue)\n",
+ " \n",
+ " def worker():\n",
+ " result = self.do_run()\n",
+ " result_queue.put(result)\n",
+ " \n",
+ " thread = threading.Thread(target=worker)\n",
+ " thread.start()\n",
+ " \n",
+ " for log_data, output, final_result in self.update_output(initial_log_data, log_queue, result_queue):\n",
+ " yield log_data, output, final_result\n",
+ "\n",
+ " def do_select(self, selected_index: gr.SelectData):\n",
+ " \"\"\"Handle deal selection - send alert\"\"\"\n",
+ " framework = self.get_agent_framework()\n",
+ " opportunities = framework.memory\n",
+ " row = selected_index.index[0]\n",
+ " if row < len(opportunities):\n",
+ " opportunity = opportunities[row]\n",
+ " framework.planner.messenger.alert(opportunity)\n",
+ " return f\"Alert sent for: {opportunity.deal.product_description[:50]}...\"\n",
+ " return \"No opportunity found at that index\"\n",
+ "\n",
+ " def load_initial(self):\n",
+ " \"\"\"Load initial state with existing deals - uses Opportunity and Deal classes\"\"\"\n",
+ " framework = self.get_agent_framework()\n",
+ " # Ensure memory contains Opportunity instances\n",
+ " opportunities = validate_opportunities(framework.memory)\n",
+ " initial_table = self.table_for(opportunities)\n",
+ " return [], \"\", initial_table\n",
+ "\n",
+ " def run(self):\n",
+ " \"\"\"Launch the Gradio interface\"\"\"\n",
+ " with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n",
+ " \n",
+ " log_data = gr.State([])\n",
+ " \n",
+ " with gr.Row():\n",
+ " gr.Markdown('The Price is Right - Autonomous Agent Framework that hunts for deals')\n",
+ " with gr.Row():\n",
+ " gr.Markdown('A proprietary fine-tuned LLM deployed on Modal and a RAG pipeline with a frontier model collaborate to send push notifications with great online deals.')\n",
+ " with gr.Row():\n",
+ " opportunities_dataframe = gr.Dataframe(\n",
+ " headers=[\"Deals found so far\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n",
+ " wrap=True,\n",
+ " column_widths=[6, 1, 1, 1, 3],\n",
+ " row_count=10,\n",
+ " col_count=5,\n",
+ " max_height=400,\n",
+ " )\n",
+ " with gr.Row():\n",
+ " with gr.Column(scale=1):\n",
+ " logs = gr.HTML()\n",
+ " with gr.Column(scale=1):\n",
+ " plot = gr.Plot(value=get_plot(), show_label=False)\n",
+ " \n",
+ " # Initial load - show existing deals\n",
+ " ui.load(self.load_initial, inputs=[], outputs=[log_data, logs, opportunities_dataframe])\n",
+ "\n",
+ " # Timer that runs every 5 minutes (300 seconds)\n",
+ " timer = gr.Timer(value=10, active=True)\n",
+ " timer.tick(self.run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])\n",
+ "\n",
+ " # Selection handler\n",
+ " selection_feedback = gr.Textbox(visible=False)\n",
+ " opportunities_dataframe.select(self.do_select, inputs=[], outputs=[selection_feedback])\n",
+ " \n",
+ " ui.launch(share=False, inbrowser=True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "* Running on local URL: http://127.0.0.1:7860\n",
+ "* To create a public link, set `share=True` in `launch()`.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ ",
, ,
\"The Price is Right\" - Deal Hunting Agentic AI')\n",
+ " with gr.Row():\n",
+ " gr.Markdown('Deals surfaced so far:')\n",
+ " with gr.Row():\n",
+ " opportunities_dataframe = gr.Dataframe(\n",
+ " headers=[\"Description\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n",
+ " wrap=True,\n",
+ " column_widths=[4, 1, 1, 1, 2],\n",
+ " row_count=10,\n",
+ " col_count=5,\n",
+ " max_height=400,\n",
+ " )\n",
+ "\n",
+ " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n",
+ " opportunities_dataframe.select(do_select, inputs=[opportunities], outputs=[])\n",
+ "\n",
+ "ui.launch(inbrowser=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "67a8bb67",
+ "metadata": {},
+ "source": [
+ "### Run the application"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a8b047d0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!python price_is_right_final.py"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.12.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/week8/community_contributions/tochi/deal_agent_framework.py b/week8/community_contributions/tochi/deal_agent_framework.py
new file mode 100644
index 0000000..0fb2554
--- /dev/null
+++ b/week8/community_contributions/tochi/deal_agent_framework.py
@@ -0,0 +1,98 @@
+import os
+import sys
+import logging
+import json
+from typing import List
+from dotenv import load_dotenv
+import chromadb
+from agents.planning_agent import PlanningAgent
+from agents.deals import Opportunity
+from sklearn.manifold import TSNE
+import numpy as np
+
+
+# Colors for logging
+BG_BLUE = '\033[44m'
+WHITE = '\033[37m'
+RESET = '\033[0m'
+
+# Colors for plot
+CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']
+COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']
+
+def init_logging():
+ root = logging.getLogger()
+ root.setLevel(logging.INFO)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(logging.INFO)
+ formatter = logging.Formatter(
+ "[%(asctime)s] [Agents] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+class DealAgentFramework:
+
+ DB = "products_vectorstore"
+ MEMORY_FILENAME = "memory.json"
+
+ def __init__(self):
+ init_logging()
+ load_dotenv()
+ client = chromadb.PersistentClient(path=self.DB)
+ self.memory = self.read_memory()
+ self.collection = client.get_or_create_collection('products')
+ self.planner = None
+
+ def init_agents_as_needed(self):
+ if not self.planner:
+ self.log("Initializing Agent Framework")
+ self.planner = PlanningAgent(self.collection)
+ self.log("Agent Framework is ready")
+
+ def read_memory(self) -> List[Opportunity]:
+ if os.path.exists(self.MEMORY_FILENAME):
+ with open(self.MEMORY_FILENAME, "r") as file:
+ data = json.load(file)
+ opportunities = [Opportunity(**item) for item in data]
+ return opportunities
+ return []
+
+ def write_memory(self) -> None:
+ data = [opportunity.dict() for opportunity in self.memory]
+ with open(self.MEMORY_FILENAME, "w") as file:
+ json.dump(data, file, indent=2)
+
+ def log(self, message: str):
+ text = BG_BLUE + WHITE + "[Agent Framework] " + message + RESET
+ logging.info(text)
+
+ def run(self) -> List[Opportunity]:
+ self.init_agents_as_needed()
+ logging.info("Kicking off Planning Agent")
+ result = self.planner.plan(memory=self.memory)
+ logging.info(f"Planning Agent has completed and returned: {result}")
+ if result:
+ self.memory.append(result)
+ self.write_memory()
+ return self.memory
+
+ @classmethod
+ def get_plot_data(cls, max_datapoints=10000):
+ client = chromadb.PersistentClient(path=cls.DB)
+ collection = client.get_or_create_collection('products')
+ result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=max_datapoints)
+ vectors = np.array(result['embeddings'])
+ documents = result['documents']
+ categories = [metadata['category'] for metadata in result['metadatas']]
+ colors = [COLORS[CATEGORIES.index(c)] for c in categories]
+ tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)
+ reduced_vectors = tsne.fit_transform(vectors)
+ return documents, reduced_vectors, colors
+
+
+if __name__=="__main__":
+ DealAgentFramework().run()
+
\ No newline at end of file
diff --git a/week8/community_contributions/tochi/items.py b/week8/community_contributions/tochi/items.py
new file mode 100644
index 0000000..1acaf5d
--- /dev/null
+++ b/week8/community_contributions/tochi/items.py
@@ -0,0 +1,101 @@
+from typing import Optional
+from transformers import AutoTokenizer
+import re
+
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+MIN_TOKENS = 150
+MAX_TOKENS = 160
+MIN_CHARS = 300
+CEILING_CHARS = MAX_TOKENS * 7
+
+class Item:
+ """
+ An Item is a cleaned, curated datapoint of a Product with a Price
+ """
+
+ tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
+ PREFIX = "Price is $"
+ QUESTION = "How much does this cost to the nearest dollar?"
+ REMOVALS = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
+
+ title: str
+ price: float
+ category: str
+ token_count: int = 0
+ details: Optional[str]
+ prompt: Optional[str] = None
+ include = False
+
+ def __init__(self, data, price):
+ self.title = data['title']
+ self.price = price
+ self.parse(data)
+
+ def scrub_details(self):
+ """
+ Clean up the details string by removing common text that doesn't add value
+ """
+ details = self.details
+ for remove in self.REMOVALS:
+ details = details.replace(remove, "")
+ return details
+
+ def scrub(self, stuff):
+ """
+ Clean up the provided text by removing unnecessary characters and whitespace
+ Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers
+ """
+ stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
+ stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
+ words = stuff.split(' ')
+ select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
+ return " ".join(select)
+
+ def parse(self, data):
+ """
+ Parse this datapoint and if it fits within the allowed Token range,
+ then set include to True
+ """
+ contents = '\n'.join(data['description'])
+ if contents:
+ contents += '\n'
+ features = '\n'.join(data['features'])
+ if features:
+ contents += features + '\n'
+ self.details = data['details']
+ if self.details:
+ contents += self.scrub_details() + '\n'
+ if len(contents) > MIN_CHARS:
+ contents = contents[:CEILING_CHARS]
+ text = f"{self.scrub(self.title)}\n{self.scrub(contents)}"
+ tokens = self.tokenizer.encode(text, add_special_tokens=False)
+ if len(tokens) > MIN_TOKENS:
+ tokens = tokens[:MAX_TOKENS]
+ text = self.tokenizer.decode(tokens)
+ self.make_prompt(text)
+ self.include = True
+
+ def make_prompt(self, text):
+ """
+ Set the prompt instance variable to be a prompt appropriate for training
+ """
+ self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
+ self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
+ self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
+
+ def test_prompt(self):
+ """
+ Return a prompt suitable for testing, with the actual price removed
+ """
+ return self.prompt.split(self.PREFIX)[0] + self.PREFIX
+
+ def __repr__(self):
+ """
+ Return a String version of this Item
+ """
+ return f"<{self.title} = ${self.price}>"
+
+
+
+
+
\ No newline at end of file
diff --git a/week8/community_contributions/tochi/log_utils.py b/week8/community_contributions/tochi/log_utils.py
new file mode 100644
index 0000000..8bc33fb
--- /dev/null
+++ b/week8/community_contributions/tochi/log_utils.py
@@ -0,0 +1,35 @@
+# Foreground colors
+RED = '\033[31m'
+GREEN = '\033[32m'
+YELLOW = '\033[33m'
+BLUE = '\033[34m'
+MAGENTA = '\033[35m'
+CYAN = '\033[36m'
+WHITE = '\033[37m'
+
+# Background color
+BG_BLACK = '\033[40m'
+BG_BLUE = '\033[44m'
+
+# Reset code to return to default color
+RESET = '\033[0m'
+
+mapper = {
+ BG_BLACK+RED: "#dd0000",
+ BG_BLACK+GREEN: "#00dd00",
+ BG_BLACK+YELLOW: "#dddd00",
+ BG_BLACK+BLUE: "#0000ee",
+ BG_BLACK+MAGENTA: "#aa00dd",
+ BG_BLACK+CYAN: "#00dddd",
+ BG_BLACK+WHITE: "#87CEEB",
+ BG_BLUE+WHITE: "#ff7800"
+}
+
+
+def reformat(message):
+ for key, value in mapper.items():
+ message = message.replace(key, f'')
+ message = message.replace(RESET, '')
+ return message
+
+
\ No newline at end of file
diff --git a/week8/community_contributions/tochi/price_is_right.py b/week8/community_contributions/tochi/price_is_right.py
new file mode 100644
index 0000000..7d79798
--- /dev/null
+++ b/week8/community_contributions/tochi/price_is_right.py
@@ -0,0 +1,62 @@
+import gradio as gr
+from deal_agent_framework import DealAgentFramework
+from agents.deals import Opportunity, Deal
+
+class App:
+
+ def __init__(self):
+ self.agent_framework = None
+
+ def run(self):
+ with gr.Blocks(title="The Price is Right", fill_width=True) as ui:
+
+ def table_for(opps):
+ return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps]
+
+ def start():
+ self.agent_framework = DealAgentFramework()
+ self.agent_framework.init_agents_as_needed()
+ opportunities = self.agent_framework.memory
+ table = table_for(opportunities)
+ return table
+
+ def go():
+ self.agent_framework.run()
+ new_opportunities = self.agent_framework.memory
+ table = table_for(new_opportunities)
+ return table
+
+ def do_select(selected_index: gr.SelectData):
+ opportunities = self.agent_framework.memory
+ row = selected_index.index[0]
+ opportunity = opportunities[row]
+ self.agent_framework.planner.messenger.alert(opportunity)
+
+ with gr.Row():
+ gr.Markdown('"The Price is Right" - Deal Hunting Agentic AI')
+ with gr.Row():
+ gr.Markdown('Autonomous agent framework that finds online deals, collaborating with a proprietary fine-tuned LLM deployed on Modal, and a RAG pipeline with a frontier model and Chroma.')
+ with gr.Row():
+ gr.Markdown('Deals surfaced so far:')
+ with gr.Row():
+ opportunities_dataframe = gr.Dataframe(
+ headers=["Description", "Price", "Estimate", "Discount", "URL"],
+ wrap=True,
+ column_widths=[4, 1, 1, 1, 2],
+ row_count=10,
+ col_count=5,
+ max_height=400,
+ )
+
+ ui.load(start, inputs=[], outputs=[opportunities_dataframe])
+
+ timer = gr.Timer(value=60)
+ timer.tick(go, inputs=[], outputs=[opportunities_dataframe])
+
+ opportunities_dataframe.select(do_select)
+
+ ui.launch(share=False, inbrowser=True)
+
+if __name__=="__main__":
+ App().run()
+
\ No newline at end of file
diff --git a/week8/community_contributions/tochi/price_is_right_final.py b/week8/community_contributions/tochi/price_is_right_final.py
new file mode 100644
index 0000000..54c4997
--- /dev/null
+++ b/week8/community_contributions/tochi/price_is_right_final.py
@@ -0,0 +1,166 @@
+import logging
+import queue
+import threading
+import time
+import gradio as gr
+from deal_agent_framework import DealAgentFramework
+from agents.deals import Opportunity, Deal
+from log_utils import reformat
+import plotly.graph_objects as go
+
+
+class QueueHandler(logging.Handler):
+ def __init__(self, log_queue):
+ super().__init__()
+ self.log_queue = log_queue
+
+ def emit(self, record):
+ self.log_queue.put(self.format(record))
+
+def html_for(log_data):
+ output = '
'.join(log_data[-18:])
+ return f"""
+
+ {output}
+
+ """
+
+def setup_logging(log_queue):
+ handler = QueueHandler(log_queue)
+ formatter = logging.Formatter(
+ "[%(asctime)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ logger = logging.getLogger()
+ logger.addHandler(handler)
+ logger.setLevel(logging.INFO)
+
+
+class App:
+
+ def __init__(self):
+ self.agent_framework = None
+
+ def get_agent_framework(self):
+ if not self.agent_framework:
+ self.agent_framework = DealAgentFramework()
+ self.agent_framework.init_agents_as_needed()
+ return self.agent_framework
+
+ def run(self):
+ with gr.Blocks(title="The Price is Right", fill_width=True) as ui:
+
+ log_data = gr.State([])
+
+ def table_for(opps):
+ return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps]
+
+ def update_output(log_data, log_queue, result_queue):
+ initial_result = table_for(self.get_agent_framework().memory)
+ final_result = None
+ while True:
+ try:
+ message = log_queue.get_nowait()
+ log_data.append(reformat(message))
+ yield log_data, html_for(log_data), final_result or initial_result
+ except queue.Empty:
+ try:
+ final_result = result_queue.get_nowait()
+ yield log_data, html_for(log_data), final_result or initial_result
+ except queue.Empty:
+ if final_result is not None:
+ break
+ time.sleep(0.1)
+
+ def get_initial_plot():
+ fig = go.Figure()
+ fig.update_layout(
+ title='Loading vector DB...',
+ height=400,
+ )
+ return fig
+
+ def get_plot():
+ documents, vectors, colors = DealAgentFramework.get_plot_data(max_datapoints=1000)
+ # Create the 3D scatter plot
+ fig = go.Figure(data=[go.Scatter3d(
+ x=vectors[:, 0],
+ y=vectors[:, 1],
+ z=vectors[:, 2],
+ mode='markers',
+ marker=dict(size=2, color=colors, opacity=0.7),
+ )])
+
+ fig.update_layout(
+ scene=dict(xaxis_title='x',
+ yaxis_title='y',
+ zaxis_title='z',
+ aspectmode='manual',
+ aspectratio=dict(x=2.2, y=2.2, z=1), # Make x-axis twice as long
+ camera=dict(
+ eye=dict(x=1.6, y=1.6, z=0.8) # Adjust camera position
+ )),
+ height=400,
+ margin=dict(r=5, b=1, l=5, t=2)
+ )
+
+ return fig
+
+ def do_run():
+ new_opportunities = self.get_agent_framework().run()
+ table = table_for(new_opportunities)
+ return table
+
+ def run_with_logging(initial_log_data):
+ log_queue = queue.Queue()
+ result_queue = queue.Queue()
+ setup_logging(log_queue)
+
+ def worker():
+ result = do_run()
+ result_queue.put(result)
+
+ thread = threading.Thread(target=worker)
+ thread.start()
+
+ for log_data, output, final_result in update_output(initial_log_data, log_queue, result_queue):
+ yield log_data, output, final_result
+
+ def do_select(selected_index: gr.SelectData):
+ opportunities = self.get_agent_framework().memory
+ row = selected_index.index[0]
+ opportunity = opportunities[row]
+ self.get_agent_framework().planner.messenger.alert(opportunity)
+
+ with gr.Row():
+ gr.Markdown('The Price is Right - Autonomous Agent Framework that hunts for deals')
+ with gr.Row():
+ gr.Markdown('A proprietary fine-tuned LLM deployed on Modal and a RAG pipeline with a frontier model collaborate to send push notifications with great online deals.')
+ with gr.Row():
+ opportunities_dataframe = gr.Dataframe(
+ headers=["Deals found so far", "Price", "Estimate", "Discount", "URL"],
+ wrap=True,
+ column_widths=[6, 1, 1, 1, 3],
+ row_count=10,
+ col_count=5,
+ max_height=400,
+ )
+ with gr.Row():
+ with gr.Column(scale=1):
+ logs = gr.HTML()
+ with gr.Column(scale=1):
+ plot = gr.Plot(value=get_plot(), show_label=False)
+
+ ui.load(run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ timer = gr.Timer(value=300, active=True)
+ timer.tick(run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe])
+
+ opportunities_dataframe.select(do_select)
+
+ ui.launch(share=False, inbrowser=True)
+
+if __name__=="__main__":
+ App().run()
+
\ No newline at end of file
diff --git a/week8/community_contributions/tochi/pricer_ephemeral.py b/week8/community_contributions/tochi/pricer_ephemeral.py
new file mode 100644
index 0000000..6fd56ab
--- /dev/null
+++ b/week8/community_contributions/tochi/pricer_ephemeral.py
@@ -0,0 +1,66 @@
+import modal
+from modal import App, Image
+
+# Setup
+
+app = modal.App("pricer")
+image = Image.debian_slim().pip_install("torch", "transformers", "bitsandbytes", "accelerate", "peft")
+secrets = [modal.Secret.from_name("hf-secret")]
+
+# Constants
+
+GPU = "T4"
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+PROJECT_NAME = "pricer"
+HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results.
+RUN_NAME = "2024-09-13_13.04.39"
+PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}"
+REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36"
+FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}"
+
+
+@app.function(image=image, secrets=secrets, gpu=GPU, timeout=1800)
+def price(description: str) -> float:
+ import os
+ import re
+ import torch
+ from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed
+ from peft import PeftModel
+
+ QUESTION = "How much does this cost to the nearest dollar?"
+ PREFIX = "Price is $"
+
+ prompt = f"{QUESTION}\n{description}\n{PREFIX}"
+
+ # Quant Config
+ quant_config = BitsAndBytesConfig(
+ load_in_4bit=True,
+ bnb_4bit_use_double_quant=True,
+ bnb_4bit_compute_dtype=torch.bfloat16,
+ bnb_4bit_quant_type="nf4"
+ )
+
+ # Load model and tokenizer
+
+ tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL)
+ tokenizer.pad_token = tokenizer.eos_token
+ tokenizer.padding_side = "right"
+
+ base_model = AutoModelForCausalLM.from_pretrained(
+ BASE_MODEL,
+ quantization_config=quant_config,
+ device_map="auto"
+ )
+
+ fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL, revision=REVISION)
+
+ set_seed(42)
+ inputs = tokenizer.encode(prompt, return_tensors="pt").to("cuda")
+ attention_mask = torch.ones(inputs.shape, device="cuda")
+ outputs = fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1)
+ result = tokenizer.decode(outputs[0])
+
+ contents = result.split("Price is $")[1]
+ contents = contents.replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", contents)
+ return float(match.group()) if match else 0
diff --git a/week8/community_contributions/tochi/pricer_service.py b/week8/community_contributions/tochi/pricer_service.py
new file mode 100644
index 0000000..3796e12
--- /dev/null
+++ b/week8/community_contributions/tochi/pricer_service.py
@@ -0,0 +1,69 @@
+import modal
+from modal import App, Image
+
+# Setup - define our infrastructure with code!
+
+app = modal.App("pricer-service")
+image = Image.debian_slim().pip_install("torch", "transformers", "bitsandbytes", "accelerate", "peft")
+
+# This collects the secret from Modal.
+# Depending on your Modal configuration, you may need to replace "hf-secret" with "huggingface-secret"
+secrets = [modal.Secret.from_name("hf-secret")]
+
+# Constants
+
+GPU = "T4"
+BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
+PROJECT_NAME = "pricer"
+HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results.
+RUN_NAME = "2024-09-13_13.04.39"
+PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}"
+REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36"
+FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}"
+
+
+@app.function(image=image, secrets=secrets, gpu=GPU, timeout=1800)
+def price(description: str) -> float:
+ import os
+ import re
+ import torch
+ from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed
+ from peft import PeftModel
+
+ QUESTION = "How much does this cost to the nearest dollar?"
+ PREFIX = "Price is $"
+
+ prompt = f"{QUESTION}\n{description}\n{PREFIX}"
+
+ # Quant Config
+ quant_config = BitsAndBytesConfig(
+ load_in_4bit=True,
+ bnb_4bit_use_double_quant=True,
+ bnb_4bit_compute_dtype=torch.bfloat16,
+ bnb_4bit_quant_type="nf4"
+ )
+
+ # Load model and tokenizer
+
+ tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL)
+ tokenizer.pad_token = tokenizer.eos_token
+ tokenizer.padding_side = "right"
+
+ base_model = AutoModelForCausalLM.from_pretrained(
+ BASE_MODEL,
+ quantization_config=quant_config,
+ device_map="auto"
+ )
+
+ fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL, revision=REVISION)
+
+ set_seed(42)
+ inputs = tokenizer.encode(prompt, return_tensors="pt").to("cuda")
+ attention_mask = torch.ones(inputs.shape, device="cuda")
+ outputs = fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1)
+ result = tokenizer.decode(outputs[0])
+
+ contents = result.split("Price is $")[1]
+ contents = contents.replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", contents)
+ return float(match.group()) if match else 0
diff --git a/week8/community_contributions/tochi/testing.py b/week8/community_contributions/tochi/testing.py
new file mode 100644
index 0000000..cd43924
--- /dev/null
+++ b/week8/community_contributions/tochi/testing.py
@@ -0,0 +1,75 @@
+import math
+import matplotlib.pyplot as plt
+
+GREEN = "\033[92m"
+YELLOW = "\033[93m"
+RED = "\033[91m"
+RESET = "\033[0m"
+COLOR_MAP = {"red":RED, "orange": YELLOW, "green": GREEN}
+
+class Tester:
+
+ def __init__(self, predictor, data, title=None, size=250):
+ self.predictor = predictor
+ self.data = data
+ self.title = title or predictor.__name__.replace("_", " ").title()
+ self.size = size
+ self.guesses = []
+ self.truths = []
+ self.errors = []
+ self.sles = []
+ self.colors = []
+
+ def color_for(self, error, truth):
+ if error<40 or error/truth < 0.2:
+ return "green"
+ elif error<80 or error/truth < 0.4:
+ return "orange"
+ else:
+ return "red"
+
+ def run_datapoint(self, i):
+ datapoint = self.data[i]
+ guess = self.predictor(datapoint)
+ truth = datapoint.price
+ error = abs(guess - truth)
+ log_error = math.log(truth+1) - math.log(guess+1)
+ sle = log_error ** 2
+ color = self.color_for(error, truth)
+ title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+"..."
+ self.guesses.append(guess)
+ self.truths.append(truth)
+ self.errors.append(error)
+ self.sles.append(sle)
+ self.colors.append(color)
+ print(f"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}")
+
+ def chart(self, title):
+ max_error = max(self.errors)
+ plt.figure(figsize=(12, 8))
+ max_val = max(max(self.truths), max(self.guesses))
+ plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)
+ plt.scatter(self.truths, self.guesses, s=3, c=self.colors)
+ plt.xlabel('Ground Truth')
+ plt.ylabel('Model Estimate')
+ plt.xlim(0, max_val)
+ plt.ylim(0, max_val)
+ plt.title(title)
+ plt.show()
+
+ def report(self):
+ average_error = sum(self.errors) / self.size
+ rmsle = math.sqrt(sum(self.sles) / self.size)
+ hits = sum(1 for color in self.colors if color=="green")
+ title = f"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%"
+ self.chart(title)
+
+ def run(self):
+ self.error = 0
+ for i in range(self.size):
+ self.run_datapoint(i)
+ self.report()
+
+ @classmethod
+ def test(cls, function, data):
+ cls(function, data).run()
\ No newline at end of file
diff --git a/week8/community_contributions/w8d5/agents/__init__.py b/week8/community_contributions/w8d5/agents/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/week8/community_contributions/w8d5/agents/agent.py b/week8/community_contributions/w8d5/agents/agent.py
new file mode 100644
index 0000000..fe09e18
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/agent.py
@@ -0,0 +1,33 @@
+import logging
+
+class Agent:
+ """
+ An abstract superclass for Agents
+ Used to log messages in a way that can identify each Agent
+ """
+
+ # Foreground colors
+ RED = '\033[31m'
+ GREEN = '\033[32m'
+ YELLOW = '\033[33m'
+ BLUE = '\033[34m'
+ MAGENTA = '\033[35m'
+ CYAN = '\033[36m'
+ WHITE = '\033[37m'
+
+ # Background color
+ BG_BLACK = '\033[40m'
+
+ # Reset code to return to default color
+ RESET = '\033[0m'
+
+ name: str = ""
+ color: str = '\033[37m'
+
+ def log(self, message):
+ """
+ Log this as an info message, identifying the agent
+ """
+ color_code = self.BG_BLACK + self.color
+ message = f"[{self.name}] {message}"
+ logging.info(color_code + message + self.RESET)
\ No newline at end of file
diff --git a/week8/community_contributions/w8d5/agents/travel_estimator_agent.py b/week8/community_contributions/w8d5/agents/travel_estimator_agent.py
new file mode 100644
index 0000000..c809a79
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/travel_estimator_agent.py
@@ -0,0 +1,75 @@
+import os
+import re
+import sys
+from typing import List, Dict
+from openai import OpenAI
+from sentence_transformers import SentenceTransformer
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.agent import Agent
+
+
+class TravelEstimatorAgent(Agent):
+
+ name = "Travel Estimator"
+ color = Agent.BLUE
+
+ MODEL = "gpt-4o-mini"
+
+ def __init__(self, collection):
+ self.log("Travel Estimator initializing")
+ self.client = OpenAI()
+ self.MODEL = "gpt-4o-mini"
+ self.log("Travel Estimator using OpenAI")
+ self.collection = collection
+ self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+ self.log("Travel Estimator ready")
+
+ def make_context(self, similars: List[str], prices: List[float]) -> str:
+ message = "Here are similar travel deals for context:\n\n"
+ for similar, price in zip(similars, prices):
+ message += f"Similar deal:\n{similar}\nPrice: ${price:.2f}\n\n"
+ return message
+
+ def messages_for(self, description: str, similars: List[str], prices: List[float]) -> List[Dict[str, str]]:
+ system_message = "You estimate fair market prices for travel deals. Reply only with the price estimate, no explanation"
+ user_prompt = self.make_context(similars, prices)
+ user_prompt += "Now estimate the fair market price for:\n\n"
+ user_prompt += description
+ return [
+ {"role": "system", "content": system_message},
+ {"role": "user", "content": user_prompt},
+ {"role": "assistant", "content": "Fair price estimate: $"}
+ ]
+
+ def find_similars(self, description: str):
+ self.log("Travel Estimator searching for similar deals")
+ vector = self.model.encode([description])
+ results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5)
+ documents = results['documents'][0][:]
+ prices = [m['price'] for m in results['metadatas'][0][:]]
+ self.log("Travel Estimator found similar deals")
+ return documents, prices
+
+ def get_price(self, s) -> float:
+ s = s.replace('$','').replace(',','')
+ match = re.search(r"[-+]?\d*\.\d+|\d+", s)
+ return float(match.group()) if match else 0.0
+
+ def estimate(self, description: str) -> float:
+ documents, prices = self.find_similars(description)
+ self.log(f"Travel Estimator calling {self.MODEL}")
+ response = self.client.chat.completions.create(
+ model=self.MODEL,
+ messages=self.messages_for(description, documents, prices),
+ seed=42,
+ max_tokens=10
+ )
+ reply = response.choices[0].message.content
+ result = self.get_price(reply)
+ self.log(f"Travel Estimator complete - ${result:.2f}")
+ return result
+
diff --git a/week8/community_contributions/w8d5/agents/travel_messaging_agent.py b/week8/community_contributions/w8d5/agents/travel_messaging_agent.py
new file mode 100644
index 0000000..541ad71
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/travel_messaging_agent.py
@@ -0,0 +1,48 @@
+import os
+import sys
+import http.client
+import urllib
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.agent import Agent
+from helpers.travel_deals import TravelOpportunity
+
+DO_PUSH = True
+
+class TravelMessagingAgent(Agent):
+
+ name = "Travel Messenger"
+ color = Agent.WHITE
+
+ def __init__(self):
+ self.log("Travel Messenger initializing")
+ if DO_PUSH:
+ self.pushover_user = os.getenv('PUSHOVER_USER', 'your-pushover-user-if-not-using-env')
+ self.pushover_token = os.getenv('PUSHOVER_TOKEN', 'your-pushover-token-if-not-using-env')
+ self.log("Travel Messenger has initialized Pushover")
+
+ def push(self, text):
+ self.log("Travel Messenger sending push notification")
+ conn = http.client.HTTPSConnection("api.pushover.net:443")
+ conn.request("POST", "/1/messages.json",
+ urllib.parse.urlencode({
+ "token": self.pushover_token,
+ "user": self.pushover_user,
+ "message": text,
+ "sound": "cashregister"
+ }), { "Content-type": "application/x-www-form-urlencoded" })
+ conn.getresponse()
+
+ def alert(self, opportunity: TravelOpportunity):
+ text = f"Travel Deal! {opportunity.deal.destination} - "
+ text += f"Price=${opportunity.deal.price:.2f}, "
+ text += f"Est=${opportunity.estimate:.2f}, "
+ text += f"Save ${opportunity.discount:.2f}! "
+ text += opportunity.deal.url
+ if DO_PUSH:
+ self.push(text)
+ self.log("Travel Messenger completed")
+
diff --git a/week8/community_contributions/w8d5/agents/travel_planning_agent.py b/week8/community_contributions/w8d5/agents/travel_planning_agent.py
new file mode 100644
index 0000000..75f4132
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/travel_planning_agent.py
@@ -0,0 +1,57 @@
+import os
+import sys
+from typing import Optional, List
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.agent import Agent
+from helpers.travel_deals import TravelDeal, TravelOpportunity
+from agents.travel_scanner_agent import TravelScannerAgent
+from agents.travel_estimator_agent import TravelEstimatorAgent
+from agents.travel_messaging_agent import TravelMessagingAgent
+
+
+class TravelPlanningAgent(Agent):
+
+ name = "Travel Planner"
+ color = Agent.GREEN
+ DEAL_THRESHOLD = 50
+
+ def __init__(self, collection):
+ self.log("Travel Planner initializing")
+ self.scanner = TravelScannerAgent()
+ self.estimator = TravelEstimatorAgent(collection)
+ self.messenger = TravelMessagingAgent()
+ self.log("Travel Planner ready")
+
+ def evaluate(self, deal: TravelDeal) -> TravelOpportunity:
+ self.log(f"Travel Planner evaluating {deal.destination}")
+ estimate = self.estimator.estimate(deal.description)
+ discount = estimate - deal.price
+ self.log(f"Travel Planner found discount ${discount:.2f}")
+ return TravelOpportunity(deal=deal, estimate=estimate, discount=discount)
+
+ def plan(self, memory: List[str] = []) -> Optional[List[TravelOpportunity]]:
+ self.log("Travel Planner starting run")
+ selection = self.scanner.scan(memory=memory)
+ if selection and selection.deals:
+ opportunities = [self.evaluate(deal) for deal in selection.deals[:5]]
+ if not opportunities:
+ self.log("Travel Planner found no valid opportunities")
+ return None
+ opportunities.sort(key=lambda opp: opp.discount, reverse=True)
+ good_deals = [opp for opp in opportunities if opp.discount > self.DEAL_THRESHOLD]
+ if good_deals:
+ best = good_deals[0]
+ self.log(f"Travel Planner found {len(good_deals)} deals above threshold, best: ${best.discount:.2f} off")
+ self.messenger.alert(best)
+ self.log("Travel Planner completed")
+ return good_deals
+ else:
+ self.log(f"Travel Planner completed - no deals above ${self.DEAL_THRESHOLD} threshold")
+ return None
+ self.log("Travel Planner found no deals to evaluate")
+ return None
+
diff --git a/week8/community_contributions/w8d5/agents/travel_scanner_agent.py b/week8/community_contributions/w8d5/agents/travel_scanner_agent.py
new file mode 100644
index 0000000..0d0b504
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/travel_scanner_agent.py
@@ -0,0 +1,87 @@
+import os
+import sys
+from typing import Optional, List
+from openai import OpenAI
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.agent import Agent
+from helpers.travel_deals import ScrapedTravelDeal, TravelDealSelection
+
+
+class TravelScannerAgent(Agent):
+
+ MODEL = "gpt-4o-mini"
+
+ SYSTEM_PROMPT = """You identify and summarize the 5 most promising travel deals from a list.
+ Focus on deals with destinations, deal types (flight/hotel/package), and detailed descriptions.
+ If price is mentioned, extract it. If no specific price is given but there's a discount mentioned (e.g. "30% off"), estimate a reasonable price.
+ If absolutely no pricing information exists, use a placeholder price of 500.
+ Respond strictly in JSON with no explanation.
+
+ {"deals": [
+ {
+ "destination": "City or Country name",
+ "deal_type": "Flight, Hotel, or Package",
+ "description": "4-5 sentences describing the travel deal, dates, what's included, and key highlights",
+ "price": 499.99,
+ "url": "the url as provided"
+ },
+ ...
+ ]}"""
+
+ USER_PROMPT_PREFIX = """Respond with the 5 most promising travel deals with destinations, types, and descriptions.
+ Respond strictly in JSON. Provide detailed descriptions focusing on what travelers get.
+ Extract the destination and deal type (Flight/Hotel/Package) from the title and description.
+ For pricing: extract exact prices if available, estimate from percentage discounts, or use 500 as placeholder.
+
+ Travel Deals:
+
+ """
+
+ USER_PROMPT_SUFFIX = "\n\nStrictly respond in JSON with exactly 5 deals."
+
+ name = "Travel Scanner"
+ color = Agent.CYAN
+
+ def __init__(self):
+ self.log("Travel Scanner is initializing")
+ self.openai = OpenAI()
+ self.log("Travel Scanner is ready")
+
+ def fetch_deals(self, memory) -> List[ScrapedTravelDeal]:
+ self.log("Travel Scanner fetching deals from RSS feeds")
+ urls = [opp.deal.url for opp in memory]
+ scraped = ScrapedTravelDeal.fetch()
+ result = [scrape for scrape in scraped if scrape.url not in urls]
+ self.log(f"Travel Scanner found {len(result)} new deals")
+ return result
+
+ def make_user_prompt(self, scraped) -> str:
+ user_prompt = self.USER_PROMPT_PREFIX
+ user_prompt += '\n\n'.join([scrape.describe() for scrape in scraped])
+ user_prompt += self.USER_PROMPT_SUFFIX
+ return user_prompt
+
+ def scan(self, memory: List[str]=[]) -> Optional[TravelDealSelection]:
+ scraped = self.fetch_deals(memory)
+ if scraped:
+ user_prompt = self.make_user_prompt(scraped)
+ self.log("Travel Scanner calling OpenAI")
+ result = self.openai.beta.chat.completions.parse(
+ model=self.MODEL,
+ messages=[
+ {"role": "system", "content": self.SYSTEM_PROMPT},
+ {"role": "user", "content": user_prompt}
+ ],
+ response_format=TravelDealSelection
+ )
+ result = result.choices[0].message.parsed
+ valid_deals = [deal for deal in result.deals if deal.price > 0]
+ result.deals = valid_deals
+ self.log(f"Travel Scanner received {len(result.deals)} valid deals")
+ return result if result.deals else None
+ return None
+
diff --git a/week8/community_contributions/w8d5/agents/travel_xgboost_agent.py b/week8/community_contributions/w8d5/agents/travel_xgboost_agent.py
new file mode 100644
index 0000000..09c9a45
--- /dev/null
+++ b/week8/community_contributions/w8d5/agents/travel_xgboost_agent.py
@@ -0,0 +1,73 @@
+import os
+import sys
+import numpy as np
+import joblib
+from sentence_transformers import SentenceTransformer
+import xgboost as xgb
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.agent import Agent
+
+
+class TravelXGBoostAgent(Agent):
+
+ name = "XGBoost Estimator"
+ color = Agent.GREEN
+
+ def __init__(self, collection):
+ self.log("XGBoost Estimator initializing")
+ self.collection = collection
+ self.model_path = os.path.join(w8d5_path, 'helpers', 'travel_xgboost_model.pkl')
+ self.embedder = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+
+ if os.path.exists(self.model_path):
+ self.log("Loading existing XGBoost model")
+ self.model = joblib.load(self.model_path)
+ else:
+ self.log("Training new XGBoost model")
+ self.model = self._train_model()
+ joblib.dump(self.model, self.model_path)
+ self.log(f"XGBoost model saved to {self.model_path}")
+
+ self.log("XGBoost Estimator ready")
+
+ def _train_model(self):
+ self.log("Fetching training data from ChromaDB")
+ result = self.collection.get(include=['embeddings', 'metadatas'])
+
+ X = np.array(result['embeddings'])
+ y = np.array([m['price'] for m in result['metadatas']])
+
+ self.log(f"Training on {len(X)} samples")
+
+ model = xgb.XGBRegressor(
+ n_estimators=100,
+ max_depth=6,
+ learning_rate=0.1,
+ subsample=0.8,
+ colsample_bytree=0.8,
+ random_state=42,
+ n_jobs=-1
+ )
+
+ model.fit(X, y)
+ self.log("XGBoost training complete")
+
+ return model
+
+ def estimate(self, description: str) -> float:
+ self.log(f"XGBoost estimating price for: {description[:50]}...")
+
+ embedding = self.embedder.encode([description])[0]
+ embedding_2d = embedding.reshape(1, -1)
+
+ prediction = self.model.predict(embedding_2d)[0]
+
+ prediction = max(0, prediction)
+
+ self.log(f"XGBoost estimate: ${prediction:.2f}")
+ return float(prediction)
+
diff --git a/week8/community_contributions/w8d5/helpers/__init__.py b/week8/community_contributions/w8d5/helpers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/week8/community_contributions/w8d5/helpers/create_travel_vectorstore.py b/week8/community_contributions/w8d5/helpers/create_travel_vectorstore.py
new file mode 100644
index 0000000..87bf87a
--- /dev/null
+++ b/week8/community_contributions/w8d5/helpers/create_travel_vectorstore.py
@@ -0,0 +1,230 @@
+import os
+import random
+from dotenv import load_dotenv
+from huggingface_hub import login
+from sentence_transformers import SentenceTransformer
+import chromadb
+from tqdm import tqdm
+
+load_dotenv(override=True)
+os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')
+
+hf_token = os.environ['HF_TOKEN']
+login(hf_token, add_to_git_credential=True)
+
+DB = "travel_vectorstore"
+CATEGORIES = ['Flights', 'Hotels', 'Car_Rentals', 'Vacation_Packages', 'Cruises', 'Activities']
+
+AIRLINES = ['American Airlines', 'Delta', 'United', 'Southwest', 'JetBlue', 'Spirit', 'Frontier', 'Alaska Airlines', 'Emirates', 'British Airways', 'Air France', 'Lufthansa', 'Qatar Airways']
+CITIES = ['New York', 'Los Angeles', 'Chicago', 'Houston', 'Miami', 'San Francisco', 'Boston', 'Seattle', 'Denver', 'Atlanta', 'Las Vegas', 'Orlando', 'Phoenix', 'London', 'Paris', 'Tokyo', 'Dubai', 'Singapore', 'Sydney', 'Rome']
+HOTELS = ['Hilton', 'Marriott', 'Hyatt', 'Holiday Inn', 'Best Western', 'Sheraton', 'Ritz-Carlton', 'Four Seasons', 'Westin', 'Radisson']
+CLASSES = ['Economy', 'Premium Economy', 'Business', 'First Class']
+CAR_COMPANIES = ['Hertz', 'Enterprise', 'Avis', 'Budget', 'National', 'Alamo']
+CAR_TYPES = ['Compact', 'Sedan', 'SUV', 'Luxury', 'Van']
+
+def generate_flight_description():
+ airline = random.choice(AIRLINES)
+ source = random.choice(CITIES)
+ dest = random.choice([c for c in CITIES if c != source])
+ flight_class = random.choice(CLASSES)
+ stops = random.choice(['non-stop', 'one-stop', 'two-stops'])
+ duration = f"{random.randint(1, 15)} hours {random.randint(0, 59)} minutes"
+
+ description = f"{airline} {flight_class} {stops} flight from {source} to {dest}. "
+ description += f"Flight duration approximately {duration}. "
+
+ if random.random() > 0.5:
+ description += f"Includes {random.randint(1, 2)} checked bag"
+ if random.random() > 0.5:
+ description += "s"
+ description += ". "
+
+ if flight_class in ['Business', 'First Class']:
+ description += random.choice(['Priority boarding included. ', 'Lounge access available. ', 'Lie-flat seats. '])
+
+ price = random.randint(150, 2500) if flight_class == 'Economy' else random.randint(800, 8000)
+ return description, price
+
+def generate_hotel_description():
+ hotel = random.choice(HOTELS)
+ city = random.choice(CITIES)
+ stars = random.randint(2, 5)
+ room_type = random.choice(['Standard Room', 'Deluxe Room', 'Suite', 'Executive Suite'])
+ nights = random.randint(1, 7)
+
+ description = f"{hotel} {stars}-star hotel in {city}. {room_type} for {nights} night"
+ if nights > 1:
+ description += "s"
+ description += ". "
+
+ amenities = []
+ if random.random() > 0.3:
+ amenities.append('Free WiFi')
+ if random.random() > 0.5:
+ amenities.append('Breakfast included')
+ if random.random() > 0.6:
+ amenities.append('Pool access')
+ if random.random() > 0.7:
+ amenities.append('Gym')
+ if random.random() > 0.8:
+ amenities.append('Spa services')
+
+ if amenities:
+ description += f"Amenities: {', '.join(amenities)}. "
+
+ price_per_night = random.randint(80, 500) if stars <= 3 else random.randint(200, 1200)
+ total_price = price_per_night * nights
+
+ return description, total_price
+
+def generate_car_rental_description():
+ company = random.choice(CAR_COMPANIES)
+ car_type = random.choice(CAR_TYPES)
+ city = random.choice(CITIES)
+ days = random.randint(1, 14)
+
+ description = f"{company} car rental in {city}. {car_type} class vehicle for {days} day"
+ if days > 1:
+ description += "s"
+ description += ". "
+
+ if random.random() > 0.6:
+ description += "Unlimited mileage included. "
+ if random.random() > 0.5:
+ description += "Airport pickup available. "
+ if random.random() > 0.7:
+ description += "GPS navigation included. "
+
+ daily_rate = {'Compact': random.randint(25, 45), 'Sedan': random.randint(35, 65), 'SUV': random.randint(50, 90), 'Luxury': random.randint(80, 200), 'Van': random.randint(60, 100)}
+ total_price = daily_rate[car_type] * days
+
+ return description, total_price
+
+def generate_vacation_package_description():
+ city = random.choice(CITIES)
+ nights = random.randint(3, 10)
+
+ description = f"All-inclusive vacation package to {city} for {nights} nights. "
+ description += f"Includes round-trip {random.choice(CLASSES)} flights, {random.choice(HOTELS)} hotel accommodation, "
+
+ extras = []
+ if random.random() > 0.3:
+ extras.append('daily breakfast')
+ if random.random() > 0.5:
+ extras.append('airport transfers')
+ if random.random() > 0.6:
+ extras.append('city tour')
+ if random.random() > 0.7:
+ extras.append('travel insurance')
+
+ if extras:
+ description += f"and {', '.join(extras)}. "
+
+ base_price = random.randint(800, 4000)
+ return description, base_price
+
+def generate_cruise_description():
+ destinations = [', '.join(random.sample(['Caribbean', 'Mediterranean', 'Alaska', 'Hawaii', 'Baltic Sea', 'South Pacific'], k=random.randint(2, 4)))]
+ nights = random.choice([3, 5, 7, 10, 14])
+
+ description = f"{nights}-night cruise visiting {destinations[0]}. "
+ description += f"All meals and entertainment included. "
+
+ cabin_type = random.choice(['Interior cabin', 'Ocean view cabin', 'Balcony cabin', 'Suite'])
+ description += f"{cabin_type}. "
+
+ if random.random() > 0.5:
+ description += "Unlimited beverage package available. "
+ if random.random() > 0.6:
+ description += "Shore excursions at each port. "
+
+ base_price = random.randint(500, 5000)
+ return description, base_price
+
+def generate_activity_description():
+ city = random.choice(CITIES)
+ activities = ['City sightseeing tour', 'Museum pass', 'Adventure sports package', 'Wine tasting tour', 'Cooking class', 'Hot air balloon ride', 'Snorkeling excursion', 'Helicopter tour', 'Spa day package', 'Theme park tickets']
+ activity = random.choice(activities)
+
+ description = f"{activity} in {city}. "
+
+ if 'tour' in activity.lower():
+ description += f"Duration: {random.randint(2, 8)} hours. "
+ if random.random() > 0.5:
+ description += "Hotel pickup included. "
+ if random.random() > 0.6:
+ description += "Small group experience. "
+
+ price = random.randint(30, 500)
+ return description, price
+
+GENERATORS = {
+ 'Flights': generate_flight_description,
+ 'Hotels': generate_hotel_description,
+ 'Car_Rentals': generate_car_rental_description,
+ 'Vacation_Packages': generate_vacation_package_description,
+ 'Cruises': generate_cruise_description,
+ 'Activities': generate_activity_description
+}
+
+print("Generating synthetic travel dataset...")
+travel_data = []
+
+items_per_category = 3334
+for category in CATEGORIES:
+ print(f"Generating {category}...")
+ generator = GENERATORS[category]
+ for _ in range(items_per_category):
+ description, price = generator()
+ travel_data.append((description, float(price), category))
+
+random.shuffle(travel_data)
+print(f"Generated {len(travel_data)} travel deals")
+
+print("\nInitializing SentenceTransformer model...")
+model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+
+print(f"Connecting to ChromaDB at {DB}...")
+client = chromadb.PersistentClient(path=DB)
+
+collection_name = "travel_deals"
+existing_collections = [col.name for col in client.list_collections()]
+if collection_name in existing_collections:
+ client.delete_collection(collection_name)
+ print(f"Deleted existing collection: {collection_name}")
+
+collection = client.create_collection(collection_name)
+print(f"Created new collection: {collection_name}")
+
+print("\nCreating embeddings and adding to ChromaDB...")
+for i in tqdm(range(0, len(travel_data), 1000)):
+ batch = travel_data[i:i+1000]
+ documents = [desc for desc, _, _ in batch]
+ vectors = model.encode(documents).astype(float).tolist()
+ metadatas = [{"category": cat, "price": price} for _, price, cat in batch]
+ ids = [f"travel_{j}" for j in range(i, i+len(batch))]
+
+ collection.add(
+ ids=ids,
+ documents=documents,
+ embeddings=vectors,
+ metadatas=metadatas
+ )
+
+total_items = collection.count()
+print(f"\nVectorstore created successfully with {total_items} travel deals")
+
+result = collection.get(include=['metadatas'], limit=total_items)
+categories = [m['category'] for m in result['metadatas']]
+prices = [m['price'] for m in result['metadatas']]
+category_counts = {}
+for cat in categories:
+ category_counts[cat] = category_counts.get(cat, 0) + 1
+
+print("\nCategory distribution:")
+for category, count in sorted(category_counts.items()):
+ print(f" {category}: {count}")
+
+avg_price = sum(prices) / len(prices) if prices else 0
+print(f"\nAverage price: ${avg_price:.2f}")
+print(f"Price range: ${min(prices):.2f} - ${max(prices):.2f}")
diff --git a/week8/community_contributions/w8d5/helpers/travel_deal_framework.py b/week8/community_contributions/w8d5/helpers/travel_deal_framework.py
new file mode 100644
index 0000000..9f4296c
--- /dev/null
+++ b/week8/community_contributions/w8d5/helpers/travel_deal_framework.py
@@ -0,0 +1,99 @@
+import os
+import sys
+import logging
+import json
+from typing import List, Optional
+from dotenv import load_dotenv
+import chromadb
+import numpy as np
+from sklearn.manifold import TSNE
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.travel_planning_agent import TravelPlanningAgent
+from helpers.travel_deals import TravelOpportunity
+
+BG_BLUE = '\033[44m'
+WHITE = '\033[37m'
+RESET = '\033[0m'
+
+CATEGORIES = ['Flights', 'Hotels', 'Car_Rentals', 'Vacation_Packages', 'Cruises', 'Activities']
+COLORS = ['red', 'blue', 'green', 'orange', 'purple', 'cyan']
+
+def init_logging():
+ root = logging.getLogger()
+ root.setLevel(logging.INFO)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(logging.INFO)
+ formatter = logging.Formatter(
+ "[%(asctime)s] [Travel Agents] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+class TravelDealFramework:
+
+ DB = "travel_vectorstore"
+ MEMORY_FILENAME = "travel_memory.json"
+
+ def __init__(self):
+ init_logging()
+ load_dotenv()
+ client = chromadb.PersistentClient(path=self.DB)
+ self.memory = self.read_memory()
+ self.collection = client.get_or_create_collection('travel_deals')
+ self.planner = None
+
+ def init_agents_as_needed(self):
+ if not self.planner:
+ self.log("Initializing Travel Agent Framework")
+ self.planner = TravelPlanningAgent(self.collection)
+ self.log("Travel Agent Framework ready")
+
+ def read_memory(self) -> List[TravelOpportunity]:
+ if os.path.exists(self.MEMORY_FILENAME):
+ with open(self.MEMORY_FILENAME, "r") as file:
+ data = json.load(file)
+ opportunities = [TravelOpportunity(**item) for item in data]
+ return opportunities
+ return []
+
+ def write_memory(self) -> None:
+ data = [opportunity.dict() for opportunity in self.memory]
+ with open(self.MEMORY_FILENAME, "w") as file:
+ json.dump(data, file, indent=2)
+
+ def log(self, message: str):
+ text = BG_BLUE + WHITE + "[Travel Framework] " + message + RESET
+ logging.info(text)
+
+ def run(self) -> List[TravelOpportunity]:
+ self.init_agents_as_needed()
+ logging.info("Starting Travel Planning Agent")
+ results = self.planner.plan(memory=self.memory)
+ logging.info(f"Travel Planning Agent completed with {len(results) if results else 0} results")
+ if results:
+ self.memory.extend(results)
+ self.write_memory()
+ return self.memory
+
+ @classmethod
+ def get_plot_data(cls, max_datapoints=10000):
+ client = chromadb.PersistentClient(path=cls.DB)
+ collection = client.get_or_create_collection('travel_deals')
+ result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=max_datapoints)
+ vectors = np.array(result['embeddings'])
+ documents = result['documents']
+ categories = [metadata['category'] for metadata in result['metadatas']]
+ colors = [COLORS[CATEGORIES.index(c)] for c in categories]
+ tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)
+ reduced_vectors = tsne.fit_transform(vectors)
+ return documents, reduced_vectors, colors
+
+if __name__=="__main__":
+ TravelDealFramework().run()
+
diff --git a/week8/community_contributions/w8d5/helpers/travel_deals.py b/week8/community_contributions/w8d5/helpers/travel_deals.py
new file mode 100644
index 0000000..7f05300
--- /dev/null
+++ b/week8/community_contributions/w8d5/helpers/travel_deals.py
@@ -0,0 +1,67 @@
+from pydantic import BaseModel
+from typing import List, Dict, Self
+from bs4 import BeautifulSoup
+import re
+import feedparser
+from tqdm import tqdm
+import requests
+import time
+
+feeds = [
+ "https://thepointsguy.com/feed/",
+]
+
+def extract(html_snippet: str) -> str:
+ soup = BeautifulSoup(html_snippet, 'html.parser')
+ text = soup.get_text(strip=True)
+ text = re.sub('<[^<]+?>', '', text)
+ return text.replace('\n', ' ').strip()
+
+class ScrapedTravelDeal:
+ title: str
+ summary: str
+ url: str
+ details: str
+
+ def __init__(self, entry: Dict[str, str]):
+ self.title = entry.get('title', '')
+ summary_text = entry.get('summary', entry.get('description', ''))
+ self.summary = extract(summary_text)
+ self.url = entry.get('link', '')
+ self.details = self.summary
+
+ def __repr__(self):
+ return f"<{self.title}>"
+
+ def describe(self):
+ return f"Title: {self.title}\nDetails: {self.details.strip()}\nURL: {self.url}"
+
+ @classmethod
+ def fetch(cls, show_progress: bool = False) -> List[Self]:
+ deals = []
+ feed_iter = tqdm(feeds) if show_progress else feeds
+ for feed_url in feed_iter:
+ try:
+ feed = feedparser.parse(feed_url)
+ for entry in feed.entries[:10]:
+ deals.append(cls(entry))
+ time.sleep(0.3)
+ except Exception as e:
+ print(f"Error fetching {feed_url}: {e}")
+ return deals
+
+class TravelDeal(BaseModel):
+ destination: str
+ deal_type: str
+ description: str
+ price: float
+ url: str
+
+class TravelDealSelection(BaseModel):
+ deals: List[TravelDeal]
+
+class TravelOpportunity(BaseModel):
+ deal: TravelDeal
+ estimate: float
+ discount: float
+
diff --git a/week8/community_contributions/w8d5/helpers/travel_dual_framework.py b/week8/community_contributions/w8d5/helpers/travel_dual_framework.py
new file mode 100644
index 0000000..ad8344e
--- /dev/null
+++ b/week8/community_contributions/w8d5/helpers/travel_dual_framework.py
@@ -0,0 +1,161 @@
+import os
+import sys
+import logging
+import json
+from typing import List, Tuple
+from dotenv import load_dotenv
+import chromadb
+import numpy as np
+from sklearn.manifold import TSNE
+
+w8d5_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+
+from agents.travel_scanner_agent import TravelScannerAgent
+from agents.travel_estimator_agent import TravelEstimatorAgent
+from agents.travel_xgboost_agent import TravelXGBoostAgent
+from agents.travel_messaging_agent import TravelMessagingAgent
+from helpers.travel_deals import TravelOpportunity, TravelDeal
+
+BG_BLUE = '\033[44m'
+WHITE = '\033[37m'
+RESET = '\033[0m'
+
+CATEGORIES = ['Flights', 'Hotels', 'Car_Rentals', 'Vacation_Packages', 'Cruises', 'Activities']
+COLORS = ['red', 'blue', 'green', 'orange', 'purple', 'cyan']
+
+def init_logging():
+ root = logging.getLogger()
+ root.setLevel(logging.INFO)
+
+ handler = logging.StreamHandler(sys.stdout)
+ handler.setLevel(logging.INFO)
+ formatter = logging.Formatter(
+ "[%(asctime)s] [Travel Agents] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S %z",
+ )
+ handler.setFormatter(formatter)
+ root.addHandler(handler)
+
+
+class TravelDualFramework:
+
+ DB = "travel_vectorstore"
+ LLM_MEMORY_FILE = "travel_memory_llm.json"
+ XGB_MEMORY_FILE = "travel_memory_xgb.json"
+ DEAL_THRESHOLD = 200.0
+
+ def __init__(self):
+ init_logging()
+ load_dotenv()
+ client = chromadb.PersistentClient(path=self.DB)
+ self.collection = client.get_or_create_collection('travel_deals')
+
+ self.llm_memory = self.read_memory(self.LLM_MEMORY_FILE)
+ self.xgb_memory = self.read_memory(self.XGB_MEMORY_FILE)
+
+ self.scanner = None
+ self.llm_estimator = None
+ self.xgb_estimator = None
+ self.messenger = None
+
+ def init_agents_as_needed(self):
+ if not self.scanner:
+ self.log("Initializing Travel Dual Estimation Framework")
+ self.scanner = TravelScannerAgent()
+ self.llm_estimator = TravelEstimatorAgent(self.collection)
+ self.xgb_estimator = TravelXGBoostAgent(self.collection)
+ self.messenger = TravelMessagingAgent()
+ self.log("Travel Dual Framework ready")
+
+ def read_memory(self, filename: str) -> List[TravelOpportunity]:
+ if os.path.exists(filename):
+ with open(filename, "r") as file:
+ data = json.load(file)
+ opportunities = [TravelOpportunity(**item) for item in data]
+ return opportunities
+ return []
+
+ def write_memory(self, opportunities: List[TravelOpportunity], filename: str) -> None:
+ data = [opportunity.dict() for opportunity in opportunities]
+ with open(filename, "w") as file:
+ json.dump(data, file, indent=2)
+
+ def log(self, message: str):
+ text = BG_BLUE + WHITE + "[Dual Framework] " + message + RESET
+ logging.info(text)
+
+ def run(self) -> Tuple[List[TravelOpportunity], List[TravelOpportunity]]:
+ self.init_agents_as_needed()
+
+ self.log("Starting dual estimation scan")
+ deal_selection = self.scanner.scan()
+
+ if not deal_selection or not deal_selection.deals:
+ self.log("No deals found")
+ return self.llm_memory, self.xgb_memory
+
+ deals = deal_selection.deals
+ self.log(f"Processing {len(deals)} deals with both estimators")
+
+ llm_opportunities = []
+ xgb_opportunities = []
+
+ for deal in deals:
+ llm_estimate = self.llm_estimator.estimate(deal.description)
+ llm_discount = llm_estimate - deal.price
+
+ if llm_discount >= self.DEAL_THRESHOLD:
+ llm_opp = TravelOpportunity(
+ deal=deal,
+ estimate=llm_estimate,
+ discount=llm_discount
+ )
+ llm_opportunities.append(llm_opp)
+ self.log(f"LLM found opportunity: {deal.destination} - ${llm_discount:.0f} savings")
+ self.messenger.alert(llm_opp)
+
+ xgb_estimate = self.xgb_estimator.estimate(deal.description)
+ xgb_discount = xgb_estimate - deal.price
+
+ if xgb_discount >= self.DEAL_THRESHOLD:
+ xgb_opp = TravelOpportunity(
+ deal=deal,
+ estimate=xgb_estimate,
+ discount=xgb_discount
+ )
+ xgb_opportunities.append(xgb_opp)
+ self.log(f"XGBoost found opportunity: {deal.destination} - ${xgb_discount:.0f} savings")
+ self.messenger.alert(xgb_opp)
+
+ if llm_opportunities:
+ self.llm_memory.extend(llm_opportunities)
+ self.write_memory(self.llm_memory, self.LLM_MEMORY_FILE)
+
+ if xgb_opportunities:
+ self.xgb_memory.extend(xgb_opportunities)
+ self.write_memory(self.xgb_memory, self.XGB_MEMORY_FILE)
+
+ self.log(f"Scan complete: {len(llm_opportunities)} LLM, {len(xgb_opportunities)} XGBoost opportunities")
+
+ return self.llm_memory, self.xgb_memory
+
+ @classmethod
+ def get_plot_data(cls, max_datapoints=10000):
+ client = chromadb.PersistentClient(path=cls.DB)
+ collection = client.get_or_create_collection('travel_deals')
+ result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=max_datapoints)
+ vectors = np.array(result['embeddings'])
+ documents = result['documents']
+ categories = [metadata['category'] for metadata in result['metadatas']]
+ colors = [COLORS[CATEGORIES.index(c)] for c in categories]
+ tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)
+ reduced_vectors = tsne.fit_transform(vectors)
+ return documents, reduced_vectors, colors, categories
+
+
+if __name__=="__main__":
+ framework = TravelDualFramework()
+ framework.run()
+
diff --git a/week8/community_contributions/w8d5/tests/__init__.py b/week8/community_contributions/w8d5/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/week8/community_contributions/w8d5/tests/test_components.py b/week8/community_contributions/w8d5/tests/test_components.py
new file mode 100644
index 0000000..5c0699c
--- /dev/null
+++ b/week8/community_contributions/w8d5/tests/test_components.py
@@ -0,0 +1,66 @@
+import os
+import sys
+from dotenv import load_dotenv
+
+project_root = os.path.join(os.path.dirname(__file__), '..')
+sys.path.insert(0, project_root)
+sys.path.insert(0, os.path.join(project_root, '..', '..'))
+
+from helpers.travel_deals import ScrapedTravelDeal
+from agents.travel_scanner_agent import TravelScannerAgent
+from agents.travel_estimator_agent import TravelEstimatorAgent
+
+load_dotenv()
+
+print("\nTesting Travel Deal Hunter Components\n")
+
+print("1. RSS Feed Scraping")
+deals = ScrapedTravelDeal.fetch(show_progress=False)
+print(f"Fetched {len(deals)} deals from RSS feeds")
+if deals:
+ print(f"Sample: {deals[0].title[:60]}...")
+
+
+print("\n2. OpenAI Connection")
+if os.getenv("OPENAI_API_KEY"):
+ print("OPENAI_API_KEY found")
+else:
+ print("OPENAI_API_KEY not found - set in .env file")
+
+print("\n3. Scanner Agent")
+scanner = TravelScannerAgent()
+print("Scanner agent initialized")
+
+print("\n4. Deal Scanning")
+try:
+ selection = scanner.scan(memory=[])
+ if selection and selection.deals:
+ print(f"Scanner found {len(selection.deals)} processed deals")
+ print(f"Sample: {selection.deals[0].destination} - ${selection.deals[0].price}")
+ else:
+ print("No deals returned")
+except Exception as e:
+ print(f"Error: {e}")
+
+print("\n5. ChromaDB Access")
+import chromadb
+try:
+ db_path = "travel_vectorstore"
+ client = chromadb.PersistentClient(path=db_path)
+ collection = client.get_or_create_collection('travel_deals')
+ count = collection.count()
+ print(f"ChromaDB connected - {count} travel items in collection")
+except Exception as e:
+ print(f"Error: {e}")
+
+print("\n6. Estimator Check using travel vectorstore")
+try:
+ estimator = TravelEstimatorAgent(collection)
+ sample = "Non-stop economy flight from New York to London, duration 7 hours"
+ estimate = estimator.estimate(sample)
+ print(f"Estimate: ${estimate:.2f}")
+except Exception as e:
+ print(f"Error: {e}")
+
+print("\nComponent tests complete")
+
diff --git a/week8/community_contributions/w8d5/tests/test_dual_estimation.py b/week8/community_contributions/w8d5/tests/test_dual_estimation.py
new file mode 100644
index 0000000..3b1ba2c
--- /dev/null
+++ b/week8/community_contributions/w8d5/tests/test_dual_estimation.py
@@ -0,0 +1,49 @@
+import os
+import sys
+from dotenv import load_dotenv
+
+project_root = os.path.join(os.path.dirname(__file__), '..')
+sys.path.insert(0, project_root)
+sys.path.insert(0, os.path.join(project_root, '..', '..'))
+
+from agents.travel_estimator_agent import TravelEstimatorAgent
+from agents.travel_xgboost_agent import TravelXGBoostAgent
+import chromadb
+
+load_dotenv()
+
+print("\nTesting Dual Estimation (LLM vs XGBoost)\n")
+
+client = chromadb.PersistentClient(path='travel_vectorstore')
+collection = client.get_collection('travel_deals')
+
+print("Initializing agents...")
+llm_agent = TravelEstimatorAgent(collection)
+xgb_agent = TravelXGBoostAgent(collection)
+
+test_cases = [
+ "Round trip flight from New York to London, Economy class, non-stop",
+ "5-star Marriott hotel in Paris, 3 nights, Suite with breakfast included",
+ "7-night Caribbean cruise, Balcony cabin, all meals included",
+ "Hertz SUV rental in Los Angeles for 5 days with unlimited mileage",
+ "All-inclusive vacation package to Dubai for 7 nights with Business class flights"
+]
+
+print("\n" + "="*80)
+print(f"{'Travel Deal Description':<60} {'LLM Est.':<12} {'XGB Est.':<12}")
+print("="*80)
+
+for desc in test_cases:
+ llm_est = llm_agent.estimate(desc)
+ xgb_est = xgb_agent.estimate(desc)
+
+ short_desc = desc[:57] + "..." if len(desc) > 60 else desc
+ print(f"{short_desc:<60} ${llm_est:>9.2f} ${xgb_est:>9.2f}")
+
+print("="*80)
+print("\nDual estimation test complete!")
+print("\nKey Observations:")
+print("- LLM: Uses semantic understanding + RAG context")
+print("- XGBoost: Uses pattern recognition from embeddings")
+print("- Both trained on same 20K travel deals dataset")
+
diff --git a/week8/community_contributions/w8d5/tests/test_pipeline.py b/week8/community_contributions/w8d5/tests/test_pipeline.py
new file mode 100644
index 0000000..1592437
--- /dev/null
+++ b/week8/community_contributions/w8d5/tests/test_pipeline.py
@@ -0,0 +1,38 @@
+import os
+import sys
+from dotenv import load_dotenv
+
+project_root = os.path.join(os.path.dirname(__file__), '..')
+sys.path.insert(0, project_root)
+sys.path.insert(0, os.path.join(project_root, '..', '..'))
+
+from helpers.travel_deal_framework import TravelDealFramework
+
+load_dotenv()
+
+print("\nTesting Full Travel Deal Pipeline\n")
+
+print("Initializing framework...")
+framework = TravelDealFramework()
+framework.init_agents_as_needed()
+
+print("\nRunning one iteration...")
+try:
+ result = framework.run()
+ print(f"\nPipeline completed")
+ print(f"Memory now has {len(result)} opportunities")
+ if result:
+ latest = result[-1]
+ print(f"\nLatest opportunity:")
+ print(f" Destination: {latest.deal.destination}")
+ print(f" Type: {latest.deal.deal_type}")
+ print(f" Price: ${latest.deal.price:.2f}")
+ print(f" Estimate: ${latest.estimate:.2f}")
+ print(f" Discount: ${latest.discount:.2f}")
+except Exception as e:
+ print(f"\nError during pipeline: {e}")
+ import traceback
+ traceback.print_exc()
+
+print("\n")
+
diff --git a/week8/community_contributions/w8d5/w8d5_dual.py b/week8/community_contributions/w8d5/w8d5_dual.py
new file mode 100644
index 0000000..7ffc4e5
--- /dev/null
+++ b/week8/community_contributions/w8d5/w8d5_dual.py
@@ -0,0 +1,306 @@
+import os
+import sys
+import logging
+import queue
+import threading
+import time
+import gradio as gr
+import plotly.graph_objects as go
+
+w8d5_path = os.path.abspath(os.path.dirname(__file__))
+week8_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..'))
+if w8d5_path not in sys.path:
+ sys.path.insert(0, w8d5_path)
+if week8_path not in sys.path:
+ sys.path.insert(0, week8_path)
+
+from log_utils import reformat
+from helpers.travel_dual_framework import TravelDualFramework
+from helpers.travel_deals import TravelOpportunity, TravelDeal
+
+
+class QueueHandler(logging.Handler):
+ def __init__(self, log_queue):
+ super().__init__()
+ self.log_queue = log_queue
+
+ def emit(self, record):
+ self.log_queue.put(self.format(record))
+
+
+log_queue = queue.Queue()
+queue_handler = QueueHandler(log_queue)
+queue_handler.setFormatter(
+ logging.Formatter(
+ "[%(asctime)s] [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%d %H:%M:%S"
+ )
+)
+logging.getLogger().addHandler(queue_handler)
+logging.getLogger().setLevel(logging.INFO)
+
+agent_framework = TravelDualFramework()
+agent_framework.init_agents_as_needed()
+
+CHECK_INTERVAL = 300
+
+
+def run_agent_framework():
+ while True:
+ try:
+ agent_framework.run()
+ except Exception as e:
+ logging.error(f"Error in agent framework: {e}")
+ time.sleep(CHECK_INTERVAL)
+
+
+framework_thread = threading.Thread(target=run_agent_framework, daemon=True)
+framework_thread.start()
+
+
+def get_llm_table(llm_opps):
+ return [[
+ opp.deal.destination,
+ opp.deal.deal_type,
+ f"${opp.deal.price:.2f}",
+ f"${opp.estimate:.2f}",
+ f"${opp.discount:.2f}",
+ opp.deal.url[:50] + "..." if len(opp.deal.url) > 50 else opp.deal.url
+ ] for opp in llm_opps]
+
+
+def get_xgb_table(xgb_opps):
+ return [[
+ opp.deal.destination,
+ opp.deal.deal_type,
+ f"${opp.deal.price:.2f}",
+ f"${opp.estimate:.2f}",
+ f"${opp.discount:.2f}",
+ opp.deal.url[:50] + "..." if len(opp.deal.url) > 50 else opp.deal.url
+ ] for opp in xgb_opps]
+
+
+log_data = []
+
+def update_ui():
+ global log_data
+ llm_data = get_llm_table(agent_framework.llm_memory)
+ xgb_data = get_xgb_table(agent_framework.xgb_memory)
+
+ while not log_queue.empty():
+ try:
+ message = log_queue.get_nowait()
+ log_data.append(reformat(message))
+ except:
+ break
+
+ logs_html = ''
+ logs_html += ''
+
+ llm_count = len(agent_framework.llm_memory)
+ xgb_count = len(agent_framework.xgb_memory)
+
+ stats = f"LLM Opportunities: {llm_count} | XGBoost Opportunities: {xgb_count}"
+
+ return llm_data, xgb_data, logs_html, stats
+
+
+def create_3d_plot():
+ try:
+ documents, vectors, colors, categories = TravelDualFramework.get_plot_data(max_datapoints=5000)
+
+ if len(vectors) == 0:
+ fig = go.Figure()
+ fig.add_annotation(
+ text="No data available yet. Vectorstore will load after initialization.",
+ xref="paper", yref="paper",
+ x=0.5, y=0.5, showarrow=False,
+ font=dict(size=16)
+ )
+ return fig
+
+ fig = go.Figure()
+
+ unique_categories = list(set(categories))
+ category_colors = {cat: colors[categories.index(cat)] for cat in unique_categories}
+
+ for category in unique_categories:
+ mask = [cat == category for cat in categories]
+ cat_vectors = vectors[mask]
+
+ fig.add_trace(go.Scatter3d(
+ x=cat_vectors[:, 0],
+ y=cat_vectors[:, 1],
+ z=cat_vectors[:, 2],
+ mode='markers',
+ marker=dict(
+ size=3,
+ color=category_colors[category],
+ opacity=0.6
+ ),
+ name=category.replace('_', ' '),
+ hovertemplate='%{text}
'.join(log_data[-50:])
+ logs_html += '
+
+ """
+ )
+
+ with gr.Row():
+ with gr.Column(scale=3):
+ stats_display = gr.Textbox(
+ label="",
+ value="LLM Opportunities: 0 | XGBoost Opportunities: 0",
+ interactive=False,
+ show_label=False,
+ container=False
+ )
+ with gr.Column(scale=1):
+ scan_button = gr.Button("Scan Now", variant="primary")
+
+ with gr.Row():
+ with gr.Column(scale=1):
+ gr.Markdown("### LLM Estimates")
+ llm_dataframe = gr.Dataframe(
+ headers=["Destination", "Type", "Price", "LLM Est.", "Savings", "URL"],
+ datatype=["str", "str", "str", "str", "str", "str"],
+ wrap=True,
+ column_widths=[2, 1, 1, 1, 1, 2],
+ row_count=5,
+ col_count=6,
+ interactive=False
+ )
+
+ with gr.Column(scale=1):
+ gr.Markdown("### XGBoost Estimates")
+ xgb_dataframe = gr.Dataframe(
+ headers=["Destination", "Type", "Price", "XGB Est.", "Savings", "URL"],
+ datatype=["str", "str", "str", "str", "str", "str"],
+ wrap=True,
+ column_widths=[2, 1, 1, 1, 1, 2],
+ row_count=5,
+ col_count=6,
+ interactive=False
+ )
+
+ with gr.Row():
+ with gr.Column(scale=2):
+ plot_output = gr.Plot(label="3D Travel Vectorstore Visualization")
+
+ with gr.Column(scale=1):
+ gr.Markdown("### Agent Activity Logs")
+ log_output = gr.HTML(
+ value=''
+ )
+
+ ui.load(
+ fn=lambda: (
+ get_llm_table(agent_framework.llm_memory),
+ get_xgb_table(agent_framework.xgb_memory),
+ "",
+ f"LLM Opportunities: {len(agent_framework.llm_memory)} | XGBoost Opportunities: {len(agent_framework.xgb_memory)}",
+ create_3d_plot()
+ ),
+ outputs=[llm_dataframe, xgb_dataframe, log_output, stats_display, plot_output]
+ )
+
+ # Manual scan button
+ def manual_scan():
+ try:
+ agent_framework.run()
+ return update_ui()
+ except Exception as e:
+ logging.error(f"Manual scan error: {e}")
+ return update_ui()
+
+ scan_button.click(
+ fn=manual_scan,
+ outputs=[llm_dataframe, xgb_dataframe, log_output, stats_display]
+ )
+
+ # Click handlers for notifications
+ def llm_click_handler(selected_index: gr.SelectData):
+ try:
+ row = selected_index.index[0]
+ if row < len(agent_framework.llm_memory):
+ opportunity = agent_framework.llm_memory[row]
+ agent_framework.messenger.alert(opportunity)
+ logging.info(f"Manual alert sent for LLM opportunity: {opportunity.deal.destination}")
+ except Exception as e:
+ logging.error(f"Error sending LLM notification: {e}")
+
+ def xgb_click_handler(selected_index: gr.SelectData):
+ try:
+ row = selected_index.index[0]
+ if row < len(agent_framework.xgb_memory):
+ opportunity = agent_framework.xgb_memory[row]
+ agent_framework.messenger.alert(opportunity)
+ logging.info(f"Manual alert sent for XGBoost opportunity: {opportunity.deal.destination}")
+ except Exception as e:
+ logging.error(f"Error sending XGBoost notification: {e}")
+
+ llm_dataframe.select(fn=llm_click_handler)
+ xgb_dataframe.select(fn=xgb_click_handler)
+
+ gr.Timer(5).tick(
+ fn=update_ui,
+ outputs=[llm_dataframe, xgb_dataframe, log_output, stats_display]
+ )
+
+
+if __name__ == "__main__":
+ ui.launch(inbrowser=True, share=False)
+
diff --git a/week8/community_contributions/week8_exercie (2).py b/week8/community_contributions/week8_exercie (2).py
new file mode 100644
index 0000000..5957853
--- /dev/null
+++ b/week8/community_contributions/week8_exercie (2).py
@@ -0,0 +1,349 @@
+# -*- coding: utf-8 -*-
+"""week8_exercie.ipynb
+
+Automatically generated by Colab.
+
+Original file is located at
+ https://colab.research.google.com/drive/1jJ4pKoJat0ZnC99sTQjEEe9BMK--ArwQ
+"""
+
+!pip install -q pandas datasets matplotlib seaborn
+!pip install datasets==3.0.1
+!pip install anthropic -q
+
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+import seaborn as sns
+from datasets import load_dataset
+from sklearn.model_selection import train_test_split
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import LogisticRegression
+#chec perfomance
+from sklearn.metrics import classification_report, confusion_matrix
+from sklearn.utils import resample
+import os
+from anthropic import Anthropic
+import re
+
+
+
+pd.set_option("display.max_colwidth", 100)
+
+# # Initialize client using environment variable
+# client = Anthropic(api_key=os.getenv("ANTHROPIC_API_KEY"))
+
+# # Quick test
+# print("Anthropic client initialized " if client else " Anthropic not detected.")
+
+from google.colab import userdata
+userdata.get('ANTHROPIC_API_KEY')
+
+api_key = userdata.get('ANTHROPIC_API_KEY')
+os.environ["ANTHROPIC_API_KEY"] = api_key
+
+client = Anthropic(api_key=api_key)
+
+# List models
+models = client.models.list()
+
+print("Available Anthropic Models:\n")
+for m in models.data:
+ print(f"- {m.id}")
+
+#dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", "raw_review_Appliances", split="full[:5000]")
+
+
+
+# Loading a sample from the full reviews data
+dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", "raw_review_Appliances", split="full[:5000]")
+
+# creating a DF
+df = pd.DataFrame(dataset)
+df = df[["title", "text", "rating"]].dropna().reset_index(drop=True)
+
+# Renaming th columns for clarity/easy ref
+df.rename(columns={"text": "review_body"}, inplace=True)
+
+print(f"Loaded {len(df)} rows with reviews and ratings")
+df.head()
+
+#inspect the data
+# Basic info
+print(df.info())
+print(df.isnull().sum())
+
+# Unique ratings dist
+print(df["rating"].value_counts().sort_index())
+
+# Check Random reviews
+display(df.sample(5, random_state=42))
+
+# Review length distribution
+df["review_length"] = df["review_body"].apply(lambda x: len(str(x).split()))
+
+#Summarize the review length
+print(df["review_length"].describe())
+
+# pltt the rating distribution
+plt.figure(figsize=(6,4))
+df["rating"].hist(bins=5, edgecolor='black')
+plt.title("Ratings Distribution (1–5 stars)")
+plt.xlabel("Rating")
+plt.ylabel("Number of Reviews")
+plt.show()
+
+# review length
+plt.figure(figsize=(6,4))
+df["review_length"].hist(bins=30, color="lightblue", edgecolor='black')
+plt.title("Review Length Distribution")
+plt.xlabel("Number of Words in Review")
+plt.ylabel("Number of Reviews")
+plt.show()
+
+#cleaning
+def clean_text(text):
+ text = text.lower()
+ # remove URLs
+ text = re.sub(r"http\S+|www\S+|https\S+", '', text)
+ # remove punctuation/special chars
+ text = re.sub(r"[^a-z0-9\s]", '', text)
+ # normalize whitespace
+ text = re.sub(r"\s+", ' ', text).strip()
+ return text
+
+df["clean_review"] = df["review_body"].apply(clean_text)
+
+df.head(3)
+
+"""'#sentiment analysis"""
+
+# Rating labellings
+def label_sentiment(rating):
+ if rating <= 2:
+ return "negative"
+ elif rating == 3:
+ return "neutral"
+ else:
+ return "positive"
+
+df["sentiment"] = df["rating"].apply(label_sentiment)
+
+df["sentiment"].value_counts()
+
+#train/tets split
+X_train, X_test, y_train, y_test = train_test_split(
+ df["clean_review"], df["sentiment"], test_size=0.2, random_state=42, stratify=df["sentiment"]
+)
+
+print(f"Training samples: {len(X_train)}, Test samples: {len(X_test)}")
+
+# Convert text to TF-IDF features
+vectorizer = TfidfVectorizer(max_features=2000, ngram_range=(1,2))
+
+X_train_tfidf = vectorizer.fit_transform(X_train)
+
+X_test_tfidf = vectorizer.transform(X_test)
+
+print(f"TF-IDF matrix shape: {X_train_tfidf.shape}")
+
+#trian classfier
+
+# Train lightweight model
+clf = LogisticRegression(max_iter=200)
+
+clf.fit(X_train_tfidf, y_train)
+
+y_pred = clf.predict(X_test_tfidf)
+
+print("Classification Report:\n", classification_report(y_test, y_pred))
+print("\nConfusion Matrix:\n", confusion_matrix(y_test, y_pred))
+
+sample_texts = [
+ "This blender broke after two days. Waste of money!",
+ "Works exactly as described, very satisfied!",
+ "It’s okay, does the job but nothing special."
+]
+
+sample_features = vectorizer.transform(sample_texts)
+sample_preds = clf.predict(sample_features)
+
+for text, pred in zip(sample_texts, sample_preds):
+ print(f"\nReview: {text}\nPredicted Sentiment: {pred}")
+
+"""#Improving Model Balance & Realism"""
+
+# Separate by sentiment
+pos = df[df["sentiment"] == "positive"]
+neg = df[df["sentiment"] == "negative"]
+neu = df[df["sentiment"] == "neutral"]
+
+# Undersample positive to match roughly others
+pos_down = resample(pos, replace=False, n_samples=len(neg) + len(neu), random_state=42)
+
+# Combine
+df_balanced = pd.concat([pos_down, neg, neu]).sample(frac=1, random_state=42).reset_index(drop=True)
+
+print(df_balanced["sentiment"].value_counts())
+
+#retain classfier
+X_train, X_test, y_train, y_test = train_test_split(
+ df_balanced["clean_review"], df_balanced["sentiment"],
+ test_size=0.2, random_state=42, stratify=df_balanced["sentiment"]
+)
+
+vectorizer = TfidfVectorizer(max_features=2000, ngram_range=(1,2))
+
+X_train_tfidf = vectorizer.fit_transform(X_train)
+
+X_test_tfidf = vectorizer.transform(X_test)
+
+clf = LogisticRegression(max_iter=300, class_weight="balanced")
+clf.fit(X_train_tfidf, y_train)
+
+print("Balanced model trained successfully ")
+
+#evaluate agan
+y_pred = clf.predict(X_test_tfidf)
+
+print("Classification Report:\n", classification_report(y_test, y_pred))
+
+print("\nConfusion Matrix:\n", confusion_matrix(y_test, y_pred))
+
+"""#Agents"""
+
+# Base class for all agents
+class BaseAgent:
+ """A simple base agent with a name and a run() method."""
+
+ def __init__(self, name):
+ self.name = name
+
+ def run(self, *args, **kwargs):
+ raise NotImplementedError("Subclasses must implement run() method.")
+
+ def log(self, message):
+ print(f"[{self.name}] {message}")
+
+#DataAgent for loading/cleaning
+class DataAgent(BaseAgent):
+ """Handles dataset preparation tasks."""
+
+ def __init__(self, data):
+ super().__init__("DataAgent")
+ self.data = data
+
+ def run(self):
+ self.log("Preprocessing data...")
+ df_clean = self.data.copy()
+ df_clean["review_body"] = df_clean["review_body"].str.strip()
+ df_clean.drop_duplicates(subset=["review_body"], inplace=True)
+ self.log(f"Dataset ready with {len(df_clean)} reviews.")
+ return df_clean
+
+#analisyis agent-->using the tianed sentiment model *TF-IDF +Logistic Regression) to classfy Reviews
+class AnalysisAgent(BaseAgent):
+ """Analyzes text sentiment using a trained model."""
+
+ def __init__(self, vectorizer, model):
+ super().__init__("AnalysisAgent")
+ self.vectorizer = vectorizer
+ self.model = model
+
+ def run(self, reviews):
+ self.log(f"Analyzing {len(reviews)} reviews...")
+ X = self.vectorizer.transform(reviews)
+ predictions = self.model.predict(X)
+ return predictions
+
+#ReviewerAgent. Serves as the summary agnt using the anthropic API to give LLM review insights
+class ReviewerAgent(BaseAgent):
+ """Summarizes overall sentiment trends using Anthropic Claude."""
+
+ def __init__(self):
+ super().__init__("ReviewerAgent")
+ # Retrieve your key once — it’s already stored in Colab userdata
+ api_key = os.getenv("ANTHROPIC_API_KEY")
+ if not api_key:
+ from google.colab import userdata
+ api_key = userdata.get("ANTHROPIC_API_KEY")
+
+ if not api_key:
+ raise ValueError("Anthropic API key not found. Make sure it's set in Colab userdata as 'ANTHROPIC_API_KEY'.")
+
+ self.client = Anthropic(api_key=api_key)
+
+ def run(self, summary_text):
+ """Generate an insights summary using Claude."""
+ self.log("Generating summary using Claude...")
+
+ prompt = f"""
+ You are a product insights assistant.
+ Based on the following summarized customer reviews, write a concise 3–4 sentence sentiment analysis report.
+ Clearly describe the main themes and tone in user feedback on these home appliance products.
+
+ Reviews Summary:
+ {summary_text}
+ """
+
+ response = self.client.messages.create(
+ model="claude-3-5-haiku-20241022",
+ max_tokens=250,
+ temperature=0.6,
+ messages=[{"role": "user", "content": prompt}]
+ )
+
+ output = response.content[0].text.strip()
+ self.log("Summary generated successfully ")
+ return output
+
+# Instantiate agents
+data_agent = DataAgent(df)
+analysis_agent = AnalysisAgent(vectorizer, clf)
+reviewer_agent = ReviewerAgent()
+
+# Clean data
+df_ready = data_agent.run()
+
+# Classify sentiments
+df_ready["predicted_sentiment"] = analysis_agent.run(df_ready["review_body"])
+
+# Prepare summary text by sentiment group
+summary_text = df_ready.groupby("predicted_sentiment")["review_body"].apply(lambda x: " ".join(x[:3])).to_string()
+
+# Generate AI summary using Anthropic
+insight_summary = reviewer_agent.run(summary_text)
+
+print(insight_summary)
+
+"""#Evaluation & Visualization"""
+
+# Evaluation & Visualization ===
+
+# Count predicted sentiments
+sentiment_counts = df_ready["predicted_sentiment"].value_counts()
+
+print(sentiment_counts)
+
+# Plot sentiment distribution
+plt.figure(figsize=(6,4))
+sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette="viridis")
+plt.title("Sentiment Distribution of Reviews", fontsize=14)
+plt.xlabel("Sentiment")
+plt.ylabel("Number of Reviews")
+plt.show()
+
+# Compute average review length per sentiment
+df_ready["review_length"] = df_ready["review_body"].apply(lambda x: len(x.split()))
+
+avg_length = df_ready.groupby("predicted_sentiment")["review_length"].mean()
+
+print(avg_length)
+
+# Visualize it
+plt.figure(figsize=(6,4))
+sns.barplot(x=avg_length.index, y=avg_length.values, palette="coolwarm")
+plt.title("Average Review Length per Sentiment")
+plt.xlabel("Sentiment")
+plt.ylabel("Average Word Count")
+plt.show()
\ No newline at end of file
Travel Deal Hunter - Dual Estimation System
+