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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: tqdm>=4.42.1 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from huggingface_hub) (4.66.4)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4.3 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from huggingface_hub) (4.11.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from tqdm>=4.42.1->huggingface_hub) (0.4.6)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from requests->huggingface_hub) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from requests->huggingface_hub) (3.7)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from requests->huggingface_hub) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\kirai\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from requests->huggingface_hub) (2024.2.2)\n"
     ]
    }
   ],
   "source": [
    "!pip install pypdf\n",
    "!pip install sentence-transformers\n",
    "!pip install llama_index\n",
    "!pip install langchain\n",
    "!pip install torch\n",
    "!pip install huggingface_hub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'llama_index'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mllama_index\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m VectorStoreIndex, SimpleDirectoryReader, ServiceContext\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mllama_index\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mllms\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m HuggingFaceLLM\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mllama_index\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprompts\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprompts\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SimpleInputPrompt\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'llama_index'"
     ]
    }
   ],
   "source": [
    "from llama_index import VectorStoreIndex, SimpleDirectoryReader, ServiceContext\n",
    "from llama_index.llms import HuggingFaceLLM\n",
    "from llama_index.prompts.prompts import SimpleInputPrompt\n",
    "from langchain.embeddings.huggingface import HuggingFaceEmbeddings\n",
    "from llama_index.embeddings import LangchainEmbedding\n",
    "import torch\n",
    "import chromadb\n",
    "from chromadb.utils import embedding_functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "documents = SimpleDirectoryReader(\"/content/data\").load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "system_prompt = \"\"\"\n",
    "You are a Q&A assistant. Your goal is to answer questions as\n",
    "accurately as possible based on the instructions and context provided.\n",
    "query_wrapper_prompt = SimpleInputPrompt(\"{query_str}\")"
   ]
  }
 ],
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