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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "34a0bbae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from langchain_community.document_loaders import TextLoader\n",
    "from langchain.text_splitter import CharacterTextSplitter\n",
    "from langchain_chroma import Chroma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "50e4e99b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "Created a chunk of size 375, which is longer than the specified 0\n",
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      "Created a chunk of size 285, which is longer than the specified 0\n",
      "Created a chunk of size 999, which is longer than the specified 0\n",
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      "Created a chunk of size 563, which is longer than the specified 0\n",
      "Created a chunk of size 651, which is longer than the specified 0\n",
      "Created a chunk of size 226, which is longer than the specified 0\n",
      "Created a chunk of size 1050, which is longer than the specified 0\n",
      "Created a chunk of size 1274, which is longer than the specified 0\n",
      "Created a chunk of size 163, which is longer than the specified 0\n",
      "Created a chunk of size 150, which is longer than the specified 0\n",
      "Created a chunk of size 952, which is longer than the specified 0\n",
      "Created a chunk of size 182, which is longer than the specified 0\n",
      "Created a chunk of size 453, which is longer than the specified 0\n",
      "Created a chunk of size 386, which is longer than the specified 0\n",
      "Created a chunk of size 682, which is longer than the specified 0\n",
      "Created a chunk of size 348, which is longer than the specified 0\n",
      "Created a chunk of size 73, which is longer than the specified 0\n",
      "Created a chunk of size 586, which is longer than the specified 0\n",
      "Created a chunk of size 253, which is longer than the specified 0\n",
      "Created a chunk of size 197, which is longer than the specified 0\n",
      "Created a chunk of size 317, which is longer than the specified 0\n",
      "Created a chunk of size 308, which is longer than the specified 0\n",
      "Created a chunk of size 1657, which is longer than the specified 0\n",
      "Created a chunk of size 389, which is longer than the specified 0\n",
      "Created a chunk of size 765, which is longer than the specified 0\n",
      "Created a chunk of size 1034, which is longer than the specified 0\n",
      "Created a chunk of size 1559, which is longer than the specified 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 6381 documents\n"
     ]
    }
   ],
   "source": [
    "raw_docs = TextLoader(\"tagged_description.txt\", encoding=\"utf-8\").load()\n",
    "text_splitter = CharacterTextSplitter(\n",
    "    separator=\"\\n\",\n",
    "    chunk_size=0,\n",
    "    chunk_overlap=0,\n",
    "    length_function=len,\n",
    ")\n",
    "documents= text_splitter.split_documents(raw_docs)\n",
    "print(f\"Loaded {len(documents)} documents\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89f9cf0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_huggingface import HuggingFaceEmbeddings\n",
    "\n",
    "embeddings = HuggingFaceEmbeddings(\n",
    "    model_name=\"sentence-transformers/all-MiniLM-L6-v2\"  # Fast and good quality\n",
    "    # or \"sentence-transformers/all-mpnet-base-v2\"  # Higher quality, slower\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e54ac77a",
   "metadata": {},
   "outputs": [],
   "source": [
    "db_books = Chroma.from_documents(\n",
    "    documents,\n",
    "    embedding=embeddings,  # Replace with your embedding function if needed\n",
    "    collection_name=\"books\",\n",
    "    persist_directory=\"chroma_books\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "584a1c8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available collections in chroma_books:\n",
      "Collection(name=books)\n"
     ]
    }
   ],
   "source": [
    "# docs = db_books.similarity_search(\n",
    "#     \"powerful people\",\n",
    "#     k=5,\n",
    "# )\n",
    "\n",
    "client = db_books._client\n",
    "collections = client.list_collections()\n",
    "print(\"Available collections in chroma_books:\")\n",
    "for col in collections:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9b979a69",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = db_books.similarity_search(\n",
    "    \"powerful people\",\n",
    "    k=5,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "df33a5ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['\"9780938045557',\n",
       " '9780452011878',\n",
       " '\"9780765305114',\n",
       " '\"9781401209414',\n",
       " '\"9780743269513']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isbns = []\n",
    "for doc in docs:\n",
    "    isbn = doc.page_content.split(\" \")[0]\n",
    "    isbns.append(isbn)\n",
    "\n",
    "isbns\n",
    "# df[df[\"isbn13\"].apply(str).isin(isbns)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cffefb01",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ef7c727",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "51c36bbf",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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