Week 1 Contribution: Code Explainer by r00trose
- Interactive code explainer using Llama 3.2 via Ollama - Notebook and Terminal modes - Local LLM integration (no API costs) - Multiple examples included
This commit is contained in:
192
week1/community-contributions/r00trose/code_explainer.py
Normal file
192
week1/community-contributions/r00trose/code_explainer.py
Normal file
@@ -0,0 +1,192 @@
|
||||
#!/usr/bin/env python3
|
||||
"""
|
||||
Code Explainer - Interactive Terminal Mode
|
||||
Day 1 LLM Engineering Assignment
|
||||
Explains code snippets using Llama 3.2 via Ollama
|
||||
"""
|
||||
|
||||
import os
|
||||
from dotenv import load_dotenv
|
||||
from openai import OpenAI
|
||||
|
||||
|
||||
class CodeExplainer:
|
||||
"""Interactive code explanation assistant using Llama 3.2"""
|
||||
|
||||
def __init__(self, model="llama3.2"):
|
||||
load_dotenv()
|
||||
|
||||
self.client = OpenAI(
|
||||
base_url='http://localhost:11434/v1',
|
||||
api_key='ollama'
|
||||
)
|
||||
self.model = model
|
||||
|
||||
print(f"🤖 Using Ollama with model: {self.model}")
|
||||
|
||||
# System prompt - defines how the model should behave
|
||||
self.system_prompt = """You are an experienced programming instructor.
|
||||
You analyze and explain code snippets line by line.
|
||||
|
||||
When explaining code:
|
||||
1. Summarize the overall purpose of the code
|
||||
2. Explain each important line or block
|
||||
3. Highlight key programming concepts used
|
||||
4. Use language that beginners can understand
|
||||
5. Include practical examples when helpful
|
||||
|
||||
Be clear, educational, and encouraging."""
|
||||
|
||||
def explain(self, code, stream=True):
|
||||
"""Explain the given code snippet"""
|
||||
messages = [
|
||||
{"role": "system", "content": self.system_prompt},
|
||||
{"role": "user", "content": f"Explain the following code:\n\n{code}"}
|
||||
]
|
||||
|
||||
try:
|
||||
response = self.client.chat.completions.create(
|
||||
model=self.model,
|
||||
messages=messages,
|
||||
stream=stream,
|
||||
temperature=0.3 # Low temperature for consistent explanations
|
||||
)
|
||||
|
||||
if stream:
|
||||
print("\n" + "="*60)
|
||||
print("📝 EXPLANATION:")
|
||||
print("="*60 + "\n")
|
||||
answer = ""
|
||||
for chunk in response:
|
||||
if chunk.choices[0].delta.content:
|
||||
text = chunk.choices[0].delta.content
|
||||
print(text, end="", flush=True)
|
||||
answer += text
|
||||
print("\n" + "="*60 + "\n")
|
||||
return answer
|
||||
else:
|
||||
result = response.choices[0].message.content
|
||||
print(f"\n📝 Explanation:\n{result}\n")
|
||||
return result
|
||||
|
||||
except Exception as e:
|
||||
print(f"❌ Error: {e}")
|
||||
return None
|
||||
|
||||
def chat(self):
|
||||
"""Start interactive chat mode"""
|
||||
print("\n" + "="*60)
|
||||
print("🎓 CODE EXPLAINER - Interactive Terminal Mode")
|
||||
print("="*60)
|
||||
print(f"Model: {self.model}")
|
||||
print(f"Provider: Ollama (Local)")
|
||||
print("\n📖 How to use:")
|
||||
print(" • Paste your code")
|
||||
print(" • Press Enter twice (empty line) when done")
|
||||
print(" • Type 'quit', 'exit', or 'q' to stop")
|
||||
print(" • Type 'clear' to start fresh")
|
||||
print(" • Type 'examples' to see sample code")
|
||||
print("="*60 + "\n")
|
||||
|
||||
while True:
|
||||
try:
|
||||
print("📋 Paste your code below (Enter twice when done):")
|
||||
print()
|
||||
|
||||
# Multi-line input
|
||||
lines = []
|
||||
empty_count = 0
|
||||
|
||||
while True:
|
||||
line = input()
|
||||
|
||||
# Check for exit commands
|
||||
if line.strip().lower() in ['quit', 'exit', 'q']:
|
||||
print("\n👋 Thanks for using Code Explainer! Goodbye!")
|
||||
return
|
||||
|
||||
# Check for clear command
|
||||
if line.strip().lower() == 'clear':
|
||||
print("\n🔄 Starting fresh...\n")
|
||||
break
|
||||
|
||||
# Check for examples command
|
||||
if line.strip().lower() == 'examples':
|
||||
self.show_examples()
|
||||
break
|
||||
|
||||
# Empty line detection
|
||||
if not line.strip():
|
||||
empty_count += 1
|
||||
if empty_count >= 1 and lines: # One empty line is enough
|
||||
break
|
||||
else:
|
||||
empty_count = 0
|
||||
lines.append(line)
|
||||
|
||||
# If we have code, explain it
|
||||
if lines:
|
||||
code = "\n".join(lines)
|
||||
self.explain(code)
|
||||
|
||||
except KeyboardInterrupt:
|
||||
print("\n\n👋 Thanks for using Code Explainer! Goodbye!")
|
||||
break
|
||||
except Exception as e:
|
||||
print(f"❌ Error: {e}\n")
|
||||
|
||||
def show_examples(self):
|
||||
"""Show example code snippets"""
|
||||
print("\n" + "="*60)
|
||||
print("📚 EXAMPLE CODE SNIPPETS")
|
||||
print("="*60)
|
||||
|
||||
examples = {
|
||||
"1. Simple Loop": """
|
||||
for i in range(5):
|
||||
print(i * 2)
|
||||
""",
|
||||
"2. List Comprehension": """
|
||||
numbers = [1, 2, 3, 4, 5]
|
||||
squares = [x**2 for x in numbers if x % 2 == 0]
|
||||
print(squares)
|
||||
""",
|
||||
"3. Function with Recursion": """
|
||||
def factorial(n):
|
||||
if n == 0:
|
||||
return 1
|
||||
return n * factorial(n-1)
|
||||
|
||||
print(factorial(5))
|
||||
""",
|
||||
"4. Class Definition": """
|
||||
class Dog:
|
||||
def __init__(self, name):
|
||||
self.name = name
|
||||
|
||||
def bark(self):
|
||||
return f"{self.name} says Woof!"
|
||||
"""
|
||||
}
|
||||
|
||||
for title, code in examples.items():
|
||||
print(f"\n{title}:{code}")
|
||||
|
||||
print("="*60)
|
||||
print("💡 Copy any example above and paste it when prompted!")
|
||||
print("="*60 + "\n")
|
||||
|
||||
|
||||
def main():
|
||||
"""Main entry point"""
|
||||
load_dotenv()
|
||||
|
||||
print("\n🚀 Starting Code Explainer...")
|
||||
explainer = CodeExplainer()
|
||||
|
||||
# Start interactive mode
|
||||
explainer.chat()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
Reference in New Issue
Block a user