5899 lines
211 KiB
Plaintext
5899 lines
211 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"id": "TFu_ibC1eYrz",
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"outputId": "0b7bedf1-b156-4654-d22c-9206754f3f3b",
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"colab": {
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"base_uri": "https://localhost:8080/"
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}
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},
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m69.1/69.1 MB\u001b[0m \u001b[31m7.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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"\u001b[?25h"
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]
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}
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],
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"source": [
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"!pip install torch transformers bitsandbytes -q"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"id": "Zs7QNs0Tet6r"
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},
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"outputs": [],
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"source": [
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"import torch\n",
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"from transformers import pipeline, BitsAndBytesConfig\n",
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"from IPython.display import clear_output\n",
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"from google.colab import output"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"id": "lOhAjLdI2oFt"
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},
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"outputs": [],
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"source": [
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"quantization_config = BitsAndBytesConfig(\n",
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" load_in_4bit=True,\n",
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" bnb_4bit_quant_type=\"nf4\",\n",
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" bnb_4bit_compute_dtype=\"float16\",\n",
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" bnb_4bit_use_double_quant=True,\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"id": "v4uIN6uIeyl3"
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},
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"outputs": [],
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"source": [
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"class ChatBot:\n",
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" _instance = None\n",
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" _current_model = None\n",
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"\n",
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" def __init__(self, model_slug=None):\n",
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" if model_slug and model_slug != ChatBot._current_model:\n",
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" self.load_model(model_slug)\n",
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" ChatBot._current_model = model_slug\n",
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"\n",
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" self.messages = []\n",
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" self.max_tokens = 2048\n",
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" self.temperature = 0.5\n",
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" self.top_k = 100\n",
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" self.top_p = 0.95\n",
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"\n",
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" @classmethod\n",
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" def get_instance(cls, model_slug=None):\n",
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" if not cls._instance or (model_slug and model_slug != cls._current_model):\n",
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" cls._instance = cls(model_slug)\n",
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" return cls._instance\n",
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"\n",
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" def load_model(self, model_slug):\n",
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" print(f\"Loading model {model_slug}...\")\n",
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" self.pipeline = pipeline(\n",
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" \"text-generation\",\n",
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" model=model_slug,\n",
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" model_kwargs={\"quantization_config\": quantization_config},\n",
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" device_map=\"auto\",\n",
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" )\n",
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" clear_output()\n",
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" print(\"Model loaded successfully!\")\n",
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"\n",
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" def reset_conversation(self, system_message):\n",
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" \"\"\"Reset the conversation with a new system message\"\"\"\n",
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" self.messages = [{\"role\": \"system\", \"content\": system_message}]\n",
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"\n",
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" def get_response(self, user_input):\n",
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" \"\"\"Get response with current parameters\"\"\"\n",
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" self.messages.append({\"role\": \"user\", \"content\": user_input})\n",
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" outputs = self.pipeline(\n",
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" self.messages,\n",
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" max_new_tokens=self.max_tokens,\n",
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" do_sample=True,\n",
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" temperature=self.temperature,\n",
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" top_k=self.top_k,\n",
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" top_p=self.top_p\n",
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" )\n",
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" response = outputs[0][\"generated_text\"][-1]\n",
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" content = response.get('content', 'No content available')\n",
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" self.messages.append({\"role\": \"assistant\", \"content\": content})\n",
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" return content\n",
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"\n",
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" def update_params(self, max_tokens=None, temperature=None, top_k=None, top_p=None):\n",
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" \"\"\"Update generation parameters\"\"\"\n",
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" if max_tokens is not None:\n",
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" self.max_tokens = max_tokens\n",
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" if temperature is not None:\n",
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" self.temperature = temperature\n",
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" if top_k is not None:\n",
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" self.top_k = top_k\n",
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" if top_p is not None:\n",
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" self.top_p = top_p"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"id": "H2n_6Xcue3Vn"
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},
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"outputs": [],
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"source": [
|
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"def run_chatbot(\n",
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" model=None,\n",
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" system_message=\"You are Orca Mini, You are expert in following given instructions, Think step by step before coming up with final answer\",\n",
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" max_tokens=None,\n",
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" temperature=None,\n",
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" top_k=None,\n",
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" top_p=None,\n",
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"):\n",
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" try:\n",
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" # Get or create chatbot instance\n",
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" chatbot = ChatBot.get_instance(model)\n",
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"\n",
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" # Update parameters if provided\n",
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" chatbot.update_params(max_tokens, temperature, top_k, top_p)\n",
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"\n",
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" # Reset conversation with new system message\n",
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" chatbot.reset_conversation(system_message)\n",
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"\n",
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" print(\"Chatbot: Hi! Type 'quit' to exit.\")\n",
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"\n",
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" while True:\n",
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" user_input = input(\"You: \").strip()\n",
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" if user_input.lower() == 'quit':\n",
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" break\n",
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" try:\n",
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" response = chatbot.get_response(user_input)\n",
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" print(\"Chatbot:\", response)\n",
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" except Exception as e:\n",
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" print(f\"Chatbot: An error occurred: {str(e)}\")\n",
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" print(\"Please try again.\")\n",
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"\n",
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" except Exception as e:\n",
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" print(f\"Error in chatbot: {str(e)}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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||
"metadata": {
|
||
"colab": {
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||
"base_uri": "https://localhost:8080/",
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||
"height": 694,
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"referenced_widgets": [
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