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LLM_Engineering_OLD/week6/community-contributions/09_part1_data_curation.ipynb
2025-06-05 16:41:08 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "40978455-23da-4159-bf08-15d9e8f79984",
"metadata": {},
"source": [
"# 🔍 Predicting Item Prices from Descriptions (Part 1)\n",
"A complete pipeline from raw text to fine-tuned frontier and open source models\n",
"\n",
"---\n",
"In this project, we aim to **predict item prices based solely on their textual descriptions**. \n",
"\n",
"We approach the problem with a structured 8-part pipeline:\n",
"\n",
"- 🧩 **Part 1: Data Curation & Preprocessing** : We aggregate, clean, analyze, and balance the dataset — then export it in .pkl format and save it in the HuggingFace Hub for the next step: model training and evaluation.\n",
"\n",
"- ⚔️ **Part 2: Traditional ML vs Frontier LLMs** : We compare traditional machine learning models (LR, SVR, XGBoost) using vectorized text inputs (BoW, Word2Vec) against LLMs like GPT-4o, LLaMA, Deepseek ... ❗ Who will predict better: handcrafted features or massive pretraining?\n",
"\n",
"- 🧠 **Part 3: E5 Embeddings & RAG** : We compare XGBoost on **contextual dense embeddings** vs. Word2Vec, and test if **RAG** boosts GPT-4o Minis price predictions. 📦 Do contextual embeddings and retrieval improve price prediction?\n",
"\n",
"- 🔧 **Part 4: Fine-Tuning GPT-4o Mini** : We fine-tune GPT-4o Mini on our curated dataset and compare performance before and after.\n",
"🤖 Can a fine-tuned GPT-4o Mini beat its own zero-shot performance?\n",
"\n",
"- 🦙 **Part 5: Evaluating LLaMA 3.1 8B Quantized** : We run LLaMA 3.1 (8B, quantized) using the same evaluation setup to see how well an open-source base model performs with no fine-tuning.\n",
"\n",
"- ⚙️ **Part 6: Fine-Tuning LLaMA 3.1 with QLoRA** : We fine-tune LLaMA 3.1 using QLoRA and explore key hyperparameters, tracking **training and validation loss** to monitor overfitting and select the best configuration.\n",
"\n",
"- 🧪 **Part 7: Evaluating Fine-Tuned LLaMA 3.1 8B (Quantized)** : After fine-tuning LLaMA 3.1, it's time to evaluate its performance and see how it stacks up against other models. Let's dive into the results.\n",
"\n",
"- 🏆**Part 8: Summary & Leaderboard** : Who comes out on top? Lets find out. We wrap up with final model rankings and key insights across ML, embeddings, RAG, and fine-tuned frontier and open-source models.\n",
"\n",
"---\n",
"- ➡️ Data Curation & Preprocessing\n",
"- Model Benchmarking Traditional ML vs LLMs\n",
"- E5 Embeddings & RAG\n",
"- Fine-Tuning GPT-4o Mini\n",
"- Evaluating LLaMA 3.1 8B Quantized\n",
"- Fine-Tuning LLaMA 3.1 with QLoRA\n",
"- Evaluating Fine-Tuned LLaMA \n",
"- Summary & Leaderboard\n",
"\n",
"---\n",
"\n",
"Lets begin with Part 1.\n",
"\n",
"# 🧩 Part 1: Data Curation & Preprocessing\n",
"\n",
"- Tasks:\n",
" - Load and filter dataset, then prepare each datapoint\n",
" - Explore, visualize, balance price distribution\n",
" - Export .pkl, upload to HF Hub\n",
"- 🧑‍💻 Skill Level: Advanced\n",
"- ⚙️ Hardware: ✅ CPU is sufficient — no GPU required\n",
"- 🛠️ Requirements: 🔑 Hugging Face Token\n",
"\n",
"---\n",
"📢 Find more LLM notebooks on my [GitHub repository](https://github.com/lisekarimi/lexo)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dcf2f470",
"metadata": {},
"outputs": [],
"source": [
"!uv pip install transformers"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ddbb5eb0-9ab7-4675-b195-0bf4055b9320",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import sys\n",
"import random\n",
"import pickle\n",
"import importlib\n",
"from dotenv import load_dotenv\n",
"from huggingface_hub import login\n",
"from datasets import Dataset, DatasetDict\n",
"from collections import Counter, defaultdict\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fa916b7a-9044-4461-b29a-815d47973e75",
"metadata": {},
"outputs": [],
"source": [
"# import datasets\n",
"# print(datasets.__version__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e6cf6e19-1276-4b37-8f9b-6acf1473a7c6",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv(override=True)\n",
"hf_token = os.getenv('HF_TOKEN')\n",
"if not hf_token:\n",
" print(\"❌ HF_TOKEN is missing\")\n",
"\n",
"login(hf_token, add_to_git_credential=True)"
]
},
{
"cell_type": "markdown",
"id": "a1637a14-b2df-4286-a8d6-ddae413f4a8a",
"metadata": {},
"source": [
"## ⚙️ Data Loading & Curation (Simultaneously)\n",
"We load and curate the data at the same time using loaders.py and items.py.\n",
"- Datasets come from: https://huggingface.co/datasets/McAuley-Lab/Amazon-Reviews-2023/tree/main/raw/meta_categories\n",
"- `loaders.py` handles parallel loading and filtering of products\n",
"- `items.py` defines the Item class to clean, validate, and prepare each datapoint (title, description, price...) for modeling.\n",
"\n",
"\n",
"🛠️ Note: Data is filtered to include items priced between 1 and 999 USD.\n",
"\n",
"💡 Comments have been added in both files to clarify the processing logic.\n",
"\n",
"⚠️ Loading 2.8M+ items can take 40+ mins on a regular laptop.\n",
"\n",
"⚠️ Set WORKER wisely in `loaders.py` to match your system capacity. Too many may crash your machine."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8b89273c-e02f-4c15-8394-5d948a266bfc",
"metadata": {},
"outputs": [],
"source": [
"sys.path.append('./helpers')\n",
"import helpers.items\n",
"import helpers.loaders\n",
"\n",
"importlib.reload(helpers.items)\n",
"importlib.reload(helpers.loaders)\n",
"\n",
"from helpers.items import Item # noqa: E402\n",
"from helpers.loaders import ItemLoader # noqa: E402"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "260a123b-8f34-4c66-bcac-1c3b25e95d7f",
"metadata": {},
"outputs": [],
"source": [
"dataset_names = [\n",
" \"Automotive\",\n",
" \"Electronics\",\n",
" \"Office_Products\",\n",
" \"Tools_and_Home_Improvement\",\n",
" \"Cell_Phones_and_Accessories\",\n",
" \"Toys_and_Games\",\n",
" \"Appliances\",\n",
" \"Musical_Instruments\",\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9b482032-cba9-4ee9-9451-9b7dc9f41be6",
"metadata": {},
"outputs": [],
"source": [
"items = []\n",
"for dataset_name in dataset_names:\n",
" loader = ItemLoader(dataset_name)\n",
" items.extend(loader.load())\n",
"\n",
"# Now, time for a coffee break!!\n",
"# By the way, the larger datasets first... it speeds up the process."
]
},
{
"cell_type": "markdown",
"id": "145d0648-e01d-46b9-ad42-f10b69fccbc3",
"metadata": {},
"source": [
"## 🔍 Inspecting a Sample Datapoint"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0185985d-5f67-4e4b-ac66-95b5b293231f",
"metadata": {},
"outputs": [],
"source": [
"print(f\"A grand total of {len(items):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2b0c0ae8-c0ec-4f6f-b847-800da379c01b",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Investigate the first item from the list\n",
"\n",
"datapoint = items[0]\n",
"\n",
"# Access various attributes\n",
"title = datapoint.title\n",
"details = datapoint.details\n",
"price = datapoint.price\n",
"category = datapoint.category\n",
"\n",
"print(f\"Datapoint: {datapoint}\")\n",
"print('*' * 40)\n",
"print(f\"Title: {title}\")\n",
"print('*' * 40)\n",
"print(f\"Detail: {details}\")\n",
"print('*' * 40)\n",
"print(f\"Price: ${price}\")\n",
"print('*' * 40)\n",
"print(f\"Category: {category}\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e05ed6e4-1cbc-46a4-be2f-4832b99e5ec3",
"metadata": {},
"outputs": [],
"source": [
"# The prompt that will be used during training\n",
"print(items[0].prompt)\n",
"print('*' * 40)\n",
"# The prompt that will be used during testing\n",
"print(items[0].test_prompt())"
]
},
{
"cell_type": "markdown",
"id": "f66e714d-2bae-458e-a0f6-1ce78d0696b3",
"metadata": {},
"source": [
"## 📊 Data Visualization"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd50ae2c-b34e-4be7-bd74-62055e4d5b2d",
"metadata": {},
"outputs": [],
"source": [
"plt.figure(figsize=(15, 6))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c736b038-2dcd-40b9-8ae9-d17271f1ff81",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of token counts\n",
"\n",
"tokens = [item.token_count for item in items]\n",
"plt.title(f\"Token counts: Avg {sum(tokens)/len(tokens):,.1f} and highest {max(tokens):,}\\n\")\n",
"plt.xlabel('Length (tokens)')\n",
"plt.ylabel('Count')\n",
"plt.hist(tokens, rwidth=0.7, color=\"blue\", bins=range(0, 300, 10))\n",
"plt.show()"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "940ba698",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "da33633a-7ad5-479c-8dff-f7a7a149d49c",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [item.price for item in items]\n",
"plt.title(f\"Prices: Avg {sum(prices)/len(prices):,.1f} and highest {max(prices):,}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"blueviolet\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "5638907c",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d0f494d7-349e-4878-929c-075ac97c6b6d",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of categories\n",
"\n",
"category_counts = Counter()\n",
"for item in items:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"# Bar chart by category\n",
"plt.bar(categories, counts, color=\"goldenrod\")\n",
"plt.title('How many items in each category')\n",
"plt.xlabel('Categories')\n",
"plt.ylabel('Count')\n",
"\n",
"plt.xticks(rotation=30, ha='right')\n",
"\n",
"# Add value labels on top of each bar\n",
"for i, v in enumerate(counts):\n",
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n",
"\n",
"# Display the chart\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "500fa766",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "d4fe384d-049b-4742-98e5-20d162db5151",
"metadata": {},
"source": [
"## 🎯 Data Sampling\n",
"\n",
"We sample to keep the dataset balanced but rich:\n",
"- 🎯 Keep all items if price ≥ $240 or group size ≤ 1200\n",
"- 🎯 For large groups, randomly sample 1200 items, favoring rare categories\n",
"\n",
"✅ This keeps valuable high-price items and avoids overrepresented classes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "20330037-744d-4834-8ece-413a8dbe2030",
"metadata": {},
"outputs": [],
"source": [
"HEAVY_DATASET = \"Automative\"\n",
"\n",
"# Group items by rounded price\n",
"# Slots is a dictionary where the keys are rounded prices and the values are lists of items that have that rounded price\n",
"slots = defaultdict(list)\n",
"for item in items:\n",
" slots[round(item.price)].append(item)\n",
"\n",
"np.random.seed(42) # Set random seed for reproducibility\n",
"sample = [] # Final collection of items after our sampling process completes\n",
"\n",
"# Sampling loop\n",
"for price, items_at_price in slots.items():\n",
"\n",
" # Take all items if price ≥ 240 or small group\n",
" if price >= 240 or len(items_at_price) <= 1200:\n",
" sample.extend(items_at_price)\n",
"\n",
" # Otherwise sample 1200 items with weights\n",
" else:\n",
"\n",
" # Weight: 1 for toys, 5 for others\n",
" weights = [1 if item.category == HEAVY_DATASET else 5 for item in items_at_price]\n",
" weights = np.array(weights) / sum(weights)\n",
"\n",
" indices = np.random.choice(len(items_at_price), 1200, False, weights) # False = don't pick the same index twice\n",
" sample.extend([items_at_price[i] for i in indices])\n",
"\n",
"print(f\"There are {len(sample):,} items in the sample\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "21aed337-6f15-48e4-8155-70551ed1d5e0",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices in the sample\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count')\n",
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "5b3f0f3b",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08a7353e-2752-4493-bb0b-6057d1eab16d",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of categories in the sample\n",
"\n",
"category_counts = Counter()\n",
"for item in sample:\n",
" category_counts[item.category]+=1\n",
"\n",
"categories = category_counts.keys()\n",
"counts = [category_counts[category] for category in categories]\n",
"\n",
"# Create bar chart\n",
"plt.bar(categories, counts, color=\"pink\")\n",
"\n",
"# Customize the chart\n",
"plt.title('How many in each category')\n",
"plt.xlabel('Categories')\n",
"plt.ylabel('Count')\n",
"\n",
"plt.xticks(rotation=30, ha='right')\n",
"\n",
"# Add value labels on top of each bar\n",
"for i, v in enumerate(counts):\n",
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n",
"\n",
"# Display the chart\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "7e2c15d2",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "9bdb0c58-24e0-4ab5-8a28-2136b53ab915",
"metadata": {},
"source": [
"The HEAVY_DATASET still in the lead, but improved somewhat"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4ce8ff80-cd19-4c3b-965f-ce6af8ee347d",
"metadata": {},
"outputs": [],
"source": [
"# Create pie chart\n",
"\n",
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"wedges, texts, autotexts = ax.pie(\n",
" counts,\n",
" # labels=categories,\n",
" autopct='%1.0f%%',\n",
" startangle=90,\n",
" pctdistance=0.85,\n",
" labeldistance=1.1\n",
")\n",
"ax.legend(wedges, categories, title=\"Categories\", loc=\"lower center\", bbox_to_anchor=(0.5, 1.15), ncol=3)\n",
"\n",
"# Draw donut center\n",
"centre_circle = plt.Circle((0, 0), 0.70, fc='white')\n",
"fig.gca().add_artist(centre_circle)\n",
"\n",
"# Add center label\n",
"ax.text(0, 0, \"Categories\", ha='center', va='center', fontsize=14, fontweight='bold')\n",
"\n",
"# Equal aspect ratio\n",
"plt.axis('equal')\n",
"plt.title(\"Category Distribution\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "132b639b",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "acbc6beb-fab4-49ab-bc7e-243638c1fa99",
"metadata": {},
"outputs": [],
"source": [
"# How does the price vary with the character count of the prompt?\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.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 between prompt length and item price?')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "b19b606d",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "76b060a4-0b8d-495c-bb96-28cb7b7ec623",
"metadata": {},
"source": [
"There is no strong or simple correlation between prompt length and item price.\n",
"\n",
"In other words, longer prompts dont clearly mean higher prices, and vice versa."
]
},
{
"cell_type": "markdown",
"id": "0f33211c-3548-4a21-990b-21aa55089186",
"metadata": {},
"source": [
"## ✅ Final Check Before Training"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "be8d0c68-ac6e-4a4d-a6c7-64e9c6763ec4",
"metadata": {},
"outputs": [],
"source": [
"# Ensure the price label is correctly placed by the end of the prompt\n",
"\n",
"def report(item):\n",
" prompt = item.prompt\n",
" tokens = Item.tokenizer.encode(item.prompt)\n",
" print(prompt)\n",
" print(tokens[-6:])\n",
" print(Item.tokenizer.batch_decode(tokens[-6:]))\n",
"\n",
"report(sample[50])"
]
},
{
"cell_type": "markdown",
"id": "656d523d-8297-4d75-a973-a7e5517d21bc",
"metadata": {},
"source": [
"LLaMA and GPT-4o both tokenize numbers from 1 to 999 as a single token, while models like Qwen2, Gemma, and Phi-3 split them into multiple tokens. This helps keep prices compact in our prompts — useful for our project, though not strictly required."
]
},
{
"cell_type": "markdown",
"id": "e36254ba-d20f-44ad-b991-1f1f3cdc4aaa",
"metadata": {},
"source": [
"## 📦 Creating Train/Test Datasets"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5cfb5092-c38d-4c14-8dd0-e1d97c06d7f6",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:400_000]\n",
"test = sample[400_000:402_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": "2f084822-e489-4946-8cf5-f5b0ebd7a23c",
"metadata": {},
"outputs": [],
"source": [
"print(train[0].prompt)\n",
"print('*' * 40)\n",
"print(test[0].test_prompt())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d49a08ce-dd41-4af8-82f6-4701628e8152",
"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()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "7730f426",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0c581439-93f2-422a-924f-fd6c58ef8693",
"metadata": {},
"outputs": [],
"source": [
"# Extract prompts and prices\n",
"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]\n",
"\n",
"# Create Hugging Face datasets\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",
"})\n",
"\n",
"# Save full Item objects\n",
"os.makedirs(\"data\", exist_ok=True) # Make sure the folder exists\n",
"\n",
"# Save full Item objects to the folder\n",
"with open('data/train.pkl', 'wb') as file:\n",
" pickle.dump(train, file)\n",
"\n",
"with open('data/test.pkl', 'wb') as file:\n",
" pickle.dump(test, file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3914d029-350e-4140-a31f-e931fa289a41",
"metadata": {},
"outputs": [],
"source": [
"# Push to the Hugging Face Hub\n",
"USERNAME = \"lisekarimi\" # 🔧 Replace with your Hugging Face username\n",
"DATASET_NAME = f\"{USERNAME}/pricer-data\"\n",
"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
"cell_type": "markdown",
"id": "3d8f3b33-41f8-4ee6-96ed-27677ffc8ec4",
"metadata": {},
"source": [
"**Note:** \n",
"- The dataset `pricer-data` on Hugging Face only contains `text` and `price`:\n",
"\n",
"\n",
"{\n",
" \"text\": \"How much does this cost...Price is $175.00\",\n",
" \"price\": 175.0\n",
"}\n",
"\n",
"- Full `Item` objects (with metadata) are available in `train.pkl` and `test.pkl`:\n",
"\n",
"Item(data={\n",
" \"title\": str,\n",
" \"description\": list[str],\n",
" \"features\": list[str],\n",
" \"details\": str\n",
"}, price=float)\n",
"\n",
"\n",
"Now, its time to move on to **Part 2: Model Benchmarking Traditional ML vs Frontier LLMs.**\n",
"\n",
"🔜 See you in the [next notebook](https://github.com/lisekarimi/lexo/blob/main/09_part2_tradml_vs_frontier.ipynb)"
]
}
],
"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": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}