06.private-gpt4all-qa-pdf.ipynb

{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": [],
   "machine_shape": "hm",
   "gpuType": "T4"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  },
  "gpuClass": "standard"
 },
 "cells": [
  {
   "cell_type": "code",
   "source": [
    "!apt-get install poppler-utils "
   ],
   "metadata": {
    "id": "fEo--VJph88f"
   },
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "id": "HF-QO_A9kcNW"
   },
   "outputs": [],
   "source": [
    "!pip install -Uqqq pip --progress-bar off\n",
    "!pip install -qqq langchain==0.0.173 --progress-bar off\n",
    "!pip install -qqq chromadb==0.3.23 --progress-bar off\n",
    "!pip install -qqq pypdf==3.8.1 --progress-bar off\n",
    "!pip install -qqq pygpt4all==1.1.0 --progress-bar off\n",
    "!pip install -qqq pdf2image==1.16.3 --progress-bar off"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!gdown 1DpFisoGXsQbpQJvijuvxkLW_pg-FUUMF"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SZ10dc5_0G9h",
    "outputId": "dcf83cc1-2229-4ba2-9304-180412147c7a"
   },
   "execution_count": 2,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1DpFisoGXsQbpQJvijuvxkLW_pg-FUUMF\n",
      "To: /content/ms-financial-statement.pdf\n",
      "\r  0% 0.00/29.1k [00:00<?, ?B/s]\r100% 29.1k/29.1k [00:00<00:00, 75.4MB/s]\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "!wget https://gpt4all.io/models/ggml-gpt4all-j-v1.3-groovy.bin"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "_CB5erWvXT8s",
    "outputId": "3cd2bc99-b840-4940-df87-2c500a0b9048"
   },
   "execution_count": 3,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "--2023-05-20 07:41:01--  https://gpt4all.io/models/ggml-gpt4all-j-v1.3-groovy.bin\n",
      "Resolving gpt4all.io (gpt4all.io)... 104.26.1.159, 104.26.0.159, 172.67.71.169, ...\n",
      "Connecting to gpt4all.io (gpt4all.io)|104.26.1.159|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3785248281 (3.5G)\n",
      "Saving to: ‘ggml-gpt4all-j-v1.3-groovy.bin’\n",
      "\n",
      "ggml-gpt4all-j-v1.3 100%[===================>]   3.52G  52.6MB/s    in 67s     \n",
      "\n",
      "2023-05-20 07:42:08 (53.6 MB/s) - ‘ggml-gpt4all-j-v1.3-groovy.bin’ saved [3785248281/3785248281]\n",
      "\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "from langchain.chains import RetrievalQA\n",
    "from langchain.document_loaders import PyPDFLoader\n",
    "from langchain.embeddings import HuggingFaceEmbeddings\n",
    "from langchain.llms import GPT4All\n",
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "from langchain.vectorstores import Chroma\n",
    "from pdf2image import convert_from_path"
   ],
   "metadata": {
    "id": "XtsFzzRUnOlS"
   },
   "execution_count": 19,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "images = convert_from_path(\"ms-financial-statement.pdf\", dpi=88)\n",
    "len(images)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-x1lI0qbh0nK",
    "outputId": "220e2649-53f1-480b-8681-e9458dd9b93e"
   },
   "execution_count": 46,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "metadata": {},
     "execution_count": 46
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "images[0]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 986
    },
    "id": "_xDO61eWiFkj",
    "outputId": "32e085d9-abae-424e-f630-7addd20d3d9a"
   },
   "execution_count": 47,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PpmImagePlugin.PpmImageFile image mode=RGB size=749x969 at 0x7EFF403D6740>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 47
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "images[1]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 986
    },
    "id": "qVK2C-vTicPi",
    "outputId": "f89ea0d9-934a-4978-be69-eb058ccc945f"
   },
   "execution_count": 48,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<PIL.PpmImagePlugin.PpmImageFile image mode=RGB size=749x969 at 0x7EFF403D50C0>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "execution_count": 48
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Load Data"
   ],
   "metadata": {
    "id": "C3T21B3R0hHH"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "loader = PyPDFLoader(\"ms-financial-statement.pdf\")"
   ],
   "metadata": {
    "id": "BPMq8BWASZM0"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "documents = loader.load_and_split()"
   ],
   "metadata": {
    "id": "cEcersyxT_gl"
   },
   "execution_count": 4,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "len(documents)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SvmNQEFFLelF",
    "outputId": "b0adcb2c-a65d-421d-f687-47b48aef45d5"
   },
   "execution_count": 5,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(documents[0].page_content)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Al0yUjGiUAgj",
    "outputId": "ec8f8e69-60e4-44b4-fe91-89e0d5a6b2a9"
   },
   "execution_count": 6,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "9   \n",
      "Dividends  \n",
      "Our Board of Directors declared the following dividends:  \n",
      "  \n",
      "Declaration Date  Record Date  Payment  Date  Dividend  \n",
      "Per Share  Amount    \n",
      "          \n",
      "Fiscal Year 2022        (In millions)  \n",
      "          \n",
      "September  14, 2021   November  18, 2021    December  9, 2021   $   0.62  $ 4,652   \n",
      "December  7, 2021   February  17, 2022    March  10, 2022    0.62   4,645   \n",
      "March  14, 2022   May 19, 2022    June  9, 2022    0.62   4,632   \n",
      "June  14, 2022   August  18, 2022    September  8, 2022    0.62   4,627     \n",
      "Total      $   2.48  $   18,556             \n",
      "          \n",
      "Fiscal Year 2021          \n",
      "          \n",
      "September  15, 2020   November  19, 2020    December  10, 2020   $ 0.56  $ 4,230   \n",
      "December  2, 2020   February  18, 2021    March  11, 2021    0.56   4,221   \n",
      "March  16, 2021   May 20, 2021    June  10, 2021    0.56   4,214   \n",
      "June  16, 2021   August  19, 2021    September  9, 2021    0.56   4,206     \n",
      "          \n",
      "Total      $ 2.24  $ 16,871             \n",
      "The dividend declared on June  14, 2022 was included in other current liabilities as of June  30, 2022.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1024, chunk_overlap=64)\n",
    "texts = text_splitter.split_documents(documents)"
   ],
   "metadata": {
    "id": "UVpykqFoWiWb"
   },
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "len(texts)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZoYnqSgCXKnp",
    "outputId": "13bf91f2-3bdd-466b-c60a-3f41c64dc2ac"
   },
   "execution_count": 8,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(texts[0].page_content)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OiFYKMTPXNn_",
    "outputId": "4115112d-0cf0-47d0-ae8e-e8ac9dee70ed"
   },
   "execution_count": 9,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "9   \n",
      "Dividends  \n",
      "Our Board of Directors declared the following dividends:  \n",
      "  \n",
      "Declaration Date  Record Date  Payment  Date  Dividend  \n",
      "Per Share  Amount    \n",
      "          \n",
      "Fiscal Year 2022        (In millions)  \n",
      "          \n",
      "September  14, 2021   November  18, 2021    December  9, 2021   $   0.62  $ 4,652   \n",
      "December  7, 2021   February  17, 2022    March  10, 2022    0.62   4,645   \n",
      "March  14, 2022   May 19, 2022    June  9, 2022    0.62   4,632   \n",
      "June  14, 2022   August  18, 2022    September  8, 2022    0.62   4,627     \n",
      "Total      $   2.48  $   18,556             \n",
      "          \n",
      "Fiscal Year 2021          \n",
      "          \n",
      "September  15, 2020   November  19, 2020    December  10, 2020   $ 0.56  $ 4,230   \n",
      "December  2, 2020   February  18, 2021    March  11, 2021    0.56   4,221   \n",
      "March  16, 2021   May 20, 2021    June  10, 2021    0.56   4,214   \n",
      "June  16, 2021   August  19, 2021    September  9, 2021    0.56   4,206     \n",
      "          \n",
      "Total      $ 2.24  $ 16,871\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create Embeddings"
   ],
   "metadata": {
    "id": "FGlS3t9K0kTA"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "embeddings = HuggingFaceEmbeddings(model_name=\"sentence-transformers/all-MiniLM-L6-v2\")"
   ],
   "metadata": {
    "id": "bAcy1J0UXngi"
   },
   "execution_count": 10,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "db = Chroma.from_documents(texts, embeddings, persist_directory=\"db\")"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pyM7ySBRaKgV",
    "outputId": "1ffe7795-6145-4e59-cd11-f43ecacf95a9"
   },
   "execution_count": 11,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "WARNING:chromadb:Using embedded DuckDB with persistence: data will be stored in: db\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Create Chain"
   ],
   "metadata": {
    "id": "LF1qakPS2MCD"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "model_n_ctx = 1000\n",
    "model_path = \"./ggml-gpt4all-j-v1.3-groovy.bin\"\n",
    "llm = GPT4All(model=model_path, n_ctx=1000, backend=\"gptj\", verbose=False)"
   ],
   "metadata": {
    "id": "qBZOUYGVbKPZ"
   },
   "execution_count": 12,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "qa = RetrievalQA.from_chain_type(\n",
    "    llm=llm,\n",
    "    chain_type=\"stuff\",\n",
    "    retriever=db.as_retriever(search_kwargs={\"k\": 3}),\n",
    "    return_source_documents=True,\n",
    "    verbose=False,\n",
    ")"
   ],
   "metadata": {
    "id": "POCnAlJAgstA"
   },
   "execution_count": 13,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Ask Questions"
   ],
   "metadata": {
    "id": "QaMXzvcPhOM7"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "%%time\n",
    "res = qa(\n",
    "    \"How much is the dividend per share during during 2022? Extract it from the text.\"\n",
    ")"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FyZ0zw_zgu9v",
    "outputId": "0c94f00b-6af9-42ba-c12a-5c507ce68de6"
   },
   "execution_count": 18,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "CPU times: user 7min 48s, sys: 9.76 s, total: 7min 58s\n",
      "Wall time: 2min 9s\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "res"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TFpY1O989W12",
    "outputId": "52d0fb18-eafe-4e56-f39c-521a9dae1d71"
   },
   "execution_count": 19,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'query': 'How much is the dividend per share during during 2022? Extract it from the text.',\n",
       " 'result': ' The dividend per share during 2022 is $0.62.',\n",
       " 'source_documents': [Document(page_content='Total      $ 2.24  $ 16,871             \\nThe dividend declared on June  14, 2022 was included in other current liabilities as of June  30, 2022.', metadata={'source': 'ms-financial-statement.pdf', 'page': 0}),\n",
       "  Document(page_content='9   \\nDividends  \\nOur Board of Directors declared the following dividends:  \\n  \\nDeclaration Date  Record Date  Payment  Date  Dividend  \\nPer Share  Amount    \\n          \\nFiscal Year 2022        (In millions)  \\n          \\nSeptember  14, 2021   November  18, 2021    December  9, 2021   $   0.62  $ 4,652   \\nDecember  7, 2021   February  17, 2022    March  10, 2022    0.62   4,645   \\nMarch  14, 2022   May 19, 2022    June  9, 2022    0.62   4,632   \\nJune  14, 2022   August  18, 2022    September  8, 2022    0.62   4,627     \\nTotal      $   2.48  $   18,556             \\n          \\nFiscal Year 2021          \\n          \\nSeptember  15, 2020   November  19, 2020    December  10, 2020   $ 0.56  $ 4,230   \\nDecember  2, 2020   February  18, 2021    March  11, 2021    0.56   4,221   \\nMarch  16, 2021   May 20, 2021    June  10, 2021    0.56   4,214   \\nJune  16, 2021   August  19, 2021    September  9, 2021    0.56   4,206     \\n          \\nTotal      $ 2.24  $ 16,871', metadata={'source': 'ms-financial-statement.pdf', 'page': 0})]}"
      ]
     },
     "metadata": {},
     "execution_count": 19
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(res[\"result\"])"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "59ACA33dEmYz",
    "outputId": "dff01e34-7410-40cd-eb1d-14d498189987"
   },
   "execution_count": 21,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " The dividend per share during 2022 is $0.62.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "%%time\n",
    "prompt = f\"\"\"How much is the investment amount in Microsoft on 6/22? Extract the answer from the text.\"\"\"\n",
    "res = qa(prompt.strip())"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "y-oaTK7eMYFf",
    "outputId": "40c9e505-c027-46c6-e750-5725c0a39563"
   },
   "execution_count": 14,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "CPU times: user 12min 41s, sys: 9.47 s, total: 12min 51s\n",
      "Wall time: 3min 29s\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "print(res[\"result\"])"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Lgwzya6JP_JL",
    "outputId": "8c3f2fb4-4fdc-4904-fc41-a939bdbead02"
   },
   "execution_count": 15,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      " The investment amount in Microsoft on 6/22 is $309.69.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## References\n",
    "\n",
    "- [GPT4All](https://gpt4all.io/)\n",
    "- [MICROSOFT 2022 ANNUAL REPORT](https://www.microsoft.com/investor/reports/ar22/download-center/)"
   ],
   "metadata": {
    "id": "F-FofoJ5CCp0"
   }
  }
 ]
}