From 64f93291b587282a8f090eed60bd98ada4fdcfc3 Mon Sep 17 00:00:00 2001
From: ChrisW19 <58227421+ChrisW19@users.noreply.github.com>
Date: Wed, 12 Mar 2025 13:34:11 -0700
Subject: [PATCH] Create Day5_Synthetic_Dataset_Generator.ipynb
Creates a dataset for EV Drivers personal information and location. Allows for selection of where the driver is located.
---
.../Day5_Synthetic_Dataset_Generator.ipynb | 4784 +++++++++++++++++
1 file changed, 4784 insertions(+)
create mode 100644 week3/community-contributions/Day5_Synthetic_Dataset_Generator.ipynb
diff --git a/week3/community-contributions/Day5_Synthetic_Dataset_Generator.ipynb b/week3/community-contributions/Day5_Synthetic_Dataset_Generator.ipynb
new file mode 100644
index 0000000..044acab
--- /dev/null
+++ b/week3/community-contributions/Day5_Synthetic_Dataset_Generator.ipynb
@@ -0,0 +1,4784 @@
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+ "\u001b[?25h"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install -q requests torch bitsandbytes transformers sentencepiece accelerate openai gradio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#imports\n",
+ "\n",
+ "import time\n",
+ "from io import StringIO\n",
+ "import torch\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import random\n",
+ "from openai import OpenAI\n",
+ "from sqlalchemy import create_engine\n",
+ "from google.colab import drive, userdata\n",
+ "import gradio as gr\n",
+ "from huggingface_hub import login\n",
+ "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig"
+ ],
+ "metadata": {
+ "id": "JXpWOzKve7kr"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Model Constants\n",
+ "LLAMA = \"meta-llama/Meta-Llama-3.1-8B-Instruct\""
+ ],
+ "metadata": {
+ "id": "rcv0lCS5GRPX"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Authentication\n",
+ "\n",
+ "hf_token = userdata.get(\"HF_TOKEN\")\n",
+ "openai_api_key = userdata.get(\"OPENAI_API_KEY\")\n",
+ "if not hf_token or not openai_api_key:\n",
+ " raise ValueError(\"Missing HF_TOKEN or OPENAI_API_KEY. Set them as environment variables.\")\n",
+ "\n",
+ "login(hf_token, add_to_git_credential=True)\n",
+ "openai = OpenAI(api_key=openai_api_key)"
+ ],
+ "metadata": {
+ "id": "3XS-s_CwFSQU"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Tokenizer Setup\n",
+ "\n",
+ "tokenizer = AutoTokenizer.from_pretrained(LLAMA)\n",
+ "tokenizer.pad_token = tokenizer.eos_token"
+ ],
+ "metadata": {
+ "id": "oRdmdzXoF_f9",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 113,
+ "referenced_widgets": [
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+ },
+ "outputId": "ad3d1ca1-b6c1-4456-c563-41c7eb1d283c"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "tokenizer_config.json: 0%| | 0.00/55.4k [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "4e96acd5f9b844828892423e01e985af"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "tokenizer.json: 0%| | 0.00/9.09M [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "168db3ccd3584d8787372a430e81afc1"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "special_tokens_map.json: 0%| | 0.00/296 [00:00, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
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+ }
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Model Quantization for Performance Optimization\n",
+ "\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",
+ ")"
+ ],
+ "metadata": {
+ "id": "kRN0t2yrGmAe"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Load Model Efficiency\n",
+ "\n",
+ "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
+ "model = AutoModelForCausalLM.from_pretrained(LLAMA, device_map=\"auto\", quantization_config=quant_config)"
+ ],
+ "metadata": {
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+ {
+ "cell_type": "code",
+ "source": [
+ "def generate_ev_driver(num_records, address_type):\n",
+ " # Adjusting the prompt based on checkbox selection\n",
+ " address_prompts = {\n",
+ " \"international\": f\"Generate {num_records} rows of synthetic personal data with international addresses and phone numbers.\",\n",
+ " \"us_only\": f\"Generate {num_records} rows of synthetic personal data with U.S.-only addresses and phone numbers.\",\n",
+ " \"us_international\": f\"Generate {num_records} rows of synthetic personal data with a mix of U.S. and international addresses and phone numbers.\",\n",
+ " \"americas\": f\"Generate {num_records} rows of synthetic personal data with a mix of U.S., Canada, Central America, and South America addresses and phone numbers.\",\n",
+ " \"europe\": f\"Generate {num_records} rows of synthetic personal data with Europe-only addresses and phone numbers.\",\n",
+ " }\n",
+ "\n",
+ " address_prompt = address_prompts.get(address_type, \"Generate synthetic personal data.\")\n",
+ " # Generate unique driver IDs\n",
+ " driver_ids = random.sample(range(1, 1000001), num_records)\n",
+ "\n",
+ " user_prompt = f\"\"\"\n",
+ " {address_prompt}\n",
+ " Each row should include:\n",
+ " - driverid (unique from the provided list: {driver_ids})\n",
+ " - first_name (string)\n",
+ " - last_name (string)\n",
+ " - email (string)\n",
+ " - phone_number (string)\n",
+ " - address (string)\n",
+ " - city (string)\n",
+ " - state (string)\n",
+ " - zip_code (string)\n",
+ " - country (string)\n",
+ "\n",
+ " Ensure the CSV format is valid, with proper headers and comma separation.\n",
+ " \"\"\"\n",
+ "\n",
+ " response = openai.chat.completions.create(\n",
+ " model=\"gpt-4o-mini\",\n",
+ " messages=[\n",
+ " {\"role\": \"system\", \"content\": \"You are a helpful assistant that generates structured CSV data.\"},\n",
+ " {\"role\": \"user\", \"content\": user_prompt}\n",
+ " ]\n",
+ " )\n",
+ "\n",
+ " # Call the new function to clean and extract the CSV data\n",
+ " return clean_and_extract_csv(response)"
+ ],
+ "metadata": {
+ "id": "9q9ccNr8fMyg"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def clean_and_extract_csv(response):\n",
+ " # Clean up the response and remove the last occurrence of the code block formatting\n",
+ " csv_data = response.choices[0].message.content.strip()\n",
+ " csv_data = csv_data.rsplit(\"```\", 1)[0].strip()\n",
+ "\n",
+ " # Define header and split the content to extract the data\n",
+ " header = \"driverid,first_name,last_name,email,phone_number,address,city,state,zip_code,country\"\n",
+ " _, *content = csv_data.split(header, 1)\n",
+ "\n",
+ " # Return the cleaned CSV data along with the header\n",
+ " return header + content[0].split(\"\\n\\n\")[0] if content else csv_data"
+ ],
+ "metadata": {
+ "id": "So1aGRNJBUyv"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def update_dataset(num_records, address_type):\n",
+ " response = generate_ev_driver(num_records, address_type)\n",
+ "\n",
+ " # Convert response to DataFrame\n",
+ " try:\n",
+ " df = pd.read_csv(StringIO(response))\n",
+ " except Exception as e:\n",
+ " return pd.DataFrame(), f\"Error parsing dataset: {str(e)}\"\n",
+ "\n",
+ " return df, response"
+ ],
+ "metadata": {
+ "id": "T0KxUm2yYtuQ"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Function to handle address type selection\n",
+ "def check_address_selection(selected_type):\n",
+ " if not selected_type:\n",
+ " # Return the error message and set button to yellow and disabled\n",
+ " return (\n",
+ " \"⚠️ Address type is required. Please select one.\",\n",
+ " gr.update(interactive=False, elem_classes=\"yellow_btn\")\n",
+ " )\n",
+ " # Return success message and set button to blue and enabled\n",
+ " return (\n",
+ " \"Ready to generate dataset.\",\n",
+ " gr.update(interactive=True, elem_classes=\"blue_btn\")\n",
+ " )\n"
+ ],
+ "metadata": {
+ "id": "z5pFDbnTz-fP"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Gradio UI\n",
+ "with gr.Blocks() as app:\n",
+ " gr.Markdown(\"## Dynamic CSV Dataset Viewer\")\n",
+ "\n",
+ " num_records_slider = gr.Slider(minimum=5, maximum=50, step=5, value=20, label=\"Number of Records\")\n",
+ "\n",
+ " with gr.Row(equal_height=True):\n",
+ " address_type_radio = gr.Radio(\n",
+ " [\"us_only\", \"international\", \"us_international\", \"americas\", \"europe\"],\n",
+ " value=\"\",\n",
+ " label=\"Address and Phone Type\",\n",
+ " info=\"Select the type of addresses and phone numbers\"\n",
+ " )\n",
+ " status_text = gr.Markdown(\n",
+ " \"⚠️ Please select an address type above to proceed.\",\n",
+ " elem_id=\"status_text\"\n",
+ " )\n",
+ "\n",
+ " generate_btn = gr.Button(\"Generate Data\", interactive=True, elem_id=\"generate_btn\")\n",
+ "\n",
+ " response_text = gr.Textbox(value=\"\", label=\"Generated Driver List CSV\", interactive=False)\n",
+ " dataframe_output = gr.Dataframe(value=pd.DataFrame(), label=\"Generated Driver List Dataset\")\n",
+ "\n",
+ " # Update status text and button style dynamically\n",
+ " address_type_radio.change(fn=check_address_selection, inputs=[address_type_radio], outputs=[status_text, generate_btn])\n",
+ "\n",
+ " generate_btn.click(update_dataset, inputs=[num_records_slider, address_type_radio], outputs=[dataframe_output, response_text])\n",
+ "\n",
+ " # Custom CSS for button colors\n",
+ " app.css = \"\"\"\n",
+ " .blue_btn {\n",
+ " background-color: green;\n",
+ " color: white;\n",
+ " }\n",
+ " \"\"\"\n",
+ "\n",
+ "app.launch(share=True) # Ensure sharing is enabled in Colab"
+ ],
+ "metadata": {
+ "id": "z3K6PfAiL2ZA",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 591
+ },
+ "outputId": "50cd6ee9-8229-4f58-ad1f-da67990dfc28"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
+ "* Running on public URL: https://2d1cc8e9fab628c1ca.gradio.live\n",
+ "\n",
+ "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": []
+ },
+ "metadata": {},
+ "execution_count": 16
+ }
+ ]
+ }
+ ]
+}
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