bodhibot.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
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  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rqta-SNsXbLN",
        "outputId": "be346fbc-fdbc-49bb-c210-9d24160a6838"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Building wheels for collected packages: literalai, pypika, syncer\n",
            "  Building wheel for literalai (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "Successfully built literalai pypika syncer\n",
            "Installing collected packages: syncer, pypika, monotonic, mmh3, lazify, filetype, chevron, websockets, uvloop, python-multipart, python-dotenv, pypdf, pyjwt, packaging, overrides, orjson, opentelemetry-util-http, opentelemetry-semantic-conventions, opentelemetry-proto, mypy-extensions, jsonpointer, importlib-metadata, humanfriendly, httptools, h11, deprecated, chroma-hnswlib, bcrypt, backoff, asgiref, aiofiles, wsproto, watchfiles, uvicorn, typing-inspect, tiktoken, starlette, posthog, opentelemetry-exporter-otlp-proto-common, opentelemetry-api, marshmallow, jsonpatch, httpcore, coloredlogs, asyncer, simple-websocket, opentelemetry-sdk, opentelemetry-instrumentation, onnxruntime, langsmith, kubernetes, httpx, fastapi, dataclasses-json, python-engineio, opentelemetry-instrumentation-asgi, opentelemetry-exporter-otlp-proto-http, opentelemetry-exporter-otlp-proto-grpc, literalai, langchain-core, anthropic, python-socketio, opentelemetry-instrumentation-fastapi, opentelemetry-exporter-otlp, langchain-text-splitters, langchain-community, langchain-anthropic, uptrace, langchain, fastapi-socketio, chromadb, langchain-google-genai, chainlit\n",
            "  Attempting uninstall: pyjwt\n",
            "    Found existing installation: PyJWT 2.3.0\n",
            "    Uninstalling PyJWT-2.3.0:\n",
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            "    Found existing installation: packaging 24.0\n",
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            "      Successfully uninstalled importlib_metadata-7.1.0\n",
            "Successfully installed aiofiles-23.2.1 anthropic-0.25.9 asgiref-3.8.1 asyncer-0.0.2 backoff-2.2.1 bcrypt-4.1.3 chainlit-1.1.101 chevron-0.14.0 chroma-hnswlib-0.7.3 chromadb-0.5.0 coloredlogs-15.0.1 dataclasses-json-0.5.14 deprecated-1.2.14 fastapi-0.110.3 fastapi-socketio-0.0.10 filetype-1.2.0 h11-0.14.0 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 humanfriendly-10.0 importlib-metadata-7.0.0 jsonpatch-1.33 jsonpointer-2.4 kubernetes-29.0.0 langchain-0.1.20 langchain-anthropic-0.1.12 langchain-community-0.0.38 langchain-core-0.1.52 langchain-google-genai-1.0.3 langchain-text-splitters-0.0.2 langsmith-0.1.59 lazify-0.4.0 literalai-0.0.601 marshmallow-3.21.2 mmh3-4.1.0 monotonic-1.6 mypy-extensions-1.0.0 onnxruntime-1.17.3 opentelemetry-api-1.24.0 opentelemetry-exporter-otlp-1.24.0 opentelemetry-exporter-otlp-proto-common-1.24.0 opentelemetry-exporter-otlp-proto-grpc-1.24.0 opentelemetry-exporter-otlp-proto-http-1.24.0 opentelemetry-instrumentation-0.45b0 opentelemetry-instrumentation-asgi-0.45b0 opentelemetry-instrumentation-fastapi-0.45b0 opentelemetry-proto-1.24.0 opentelemetry-sdk-1.24.0 opentelemetry-semantic-conventions-0.45b0 opentelemetry-util-http-0.45b0 orjson-3.10.3 overrides-7.7.0 packaging-23.2 posthog-3.5.0 pyjwt-2.8.0 pypdf-3.8.1 pypika-0.48.9 python-dotenv-1.0.1 python-engineio-4.9.0 python-multipart-0.0.9 python-socketio-5.11.2 simple-websocket-1.0.0 starlette-0.37.2 syncer-2.0.3 tiktoken-0.3.3 typing-inspect-0.9.0 uptrace-1.24.0 uvicorn-0.25.0 uvloop-0.19.0 watchfiles-0.20.0 websockets-12.0 wsproto-1.2.0\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/jahnvisahni31/BodhiBot\n",
        "%cd BodhiBot\n",
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python ingest.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hc_sip1GYElu",
        "outputId": "6ebd2b8f-d020-4f9f-aab4-b73b437ee844"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing HuggingFaceEmbeddings from langchain.embeddings is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing FAISS from langchain.vectorstores is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.vectorstores import FAISS\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.vectorstores import FAISS\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing PyPDFLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import PyPDFLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import PyPDFLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing DirectoryLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import DirectoryLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import DirectoryLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/langchain_community/embeddings/huggingface.py\", line 64, in __init__\n",
            "    import sentence_transformers\n",
            "ModuleNotFoundError: No module named 'sentence_transformers'\n",
            "\n",
            "The above exception was the direct cause of the following exception:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/BodhiBot/ingest.py\", line 27, in <module>\n",
            "    create_vector_db()\n",
            "  File \"/content/BodhiBot/ingest.py\", line 20, in create_vector_db\n",
            "    embeddings = HuggingFaceEmbeddings(model_name='sentence-transformers/all-MiniLM-L6-v2',\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/langchain_community/embeddings/huggingface.py\", line 67, in __init__\n",
            "    raise ImportError(\n",
            "ImportError: Could not import sentence_transformers python package. Please install it with `pip install sentence-transformers`.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install sentence-transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ho_hDNSlYaxg",
        "outputId": "5e2b719f-eb11-47ac-854c-f8c75b125bde"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting sentence-transformers\n",
            "  Downloading sentence_transformers-2.7.0-py3-none-any.whl (171 kB)\n",
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            "\u001b[?25hRequirement already satisfied: transformers<5.0.0,>=4.34.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers) (4.40.2)\n",
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            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (3.14.0)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (2023.6.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (2.31.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (6.0.1)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (4.11.0)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.15.1->sentence-transformers) (23.2)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers) (3.3)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers) (3.1.4)\n",
            "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
            "Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)\n",
            "Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)\n",
            "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n",
            "Collecting nvidia-cublas-cu12==12.1.3.1 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n",
            "Collecting nvidia-cufft-cu12==11.0.2.54 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)\n",
            "Collecting nvidia-curand-cu12==10.3.2.106 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)\n",
            "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n",
            "Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl (196.0 MB)\n",
            "Collecting nvidia-nccl-cu12==2.19.3 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl (166.0 MB)\n",
            "Collecting nvidia-nvtx-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)\n",
            "Requirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers) (2.2.0)\n",
            "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.11.0->sentence-transformers)\n",
            "  Using cached nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl (21.1 MB)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (2023.12.25)\n",
            "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (0.19.1)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers) (0.4.3)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->sentence-transformers) (1.4.2)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->sentence-transformers) (3.5.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers) (2.1.5)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.15.1->sentence-transformers) (2024.2.2)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.11.0->sentence-transformers) (1.3.0)\n",
            "Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, sentence-transformers\n",
            "Successfully installed nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.4.127 nvidia-nvtx-cu12-12.1.105 sentence-transformers-2.7.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install faiss-gpu"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rMFUaE1ZeP9T",
        "outputId": "d108b663-603c-4289-97ab-78879933f2be"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting faiss-gpu\n",
            "  Downloading faiss_gpu-1.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (85.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.5/85.5 MB\u001b[0m \u001b[31m7.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: faiss-gpu\n",
            "Successfully installed faiss-gpu-1.7.2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python ingest.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MLAQSbTeY0oq",
        "outputId": "cf6a2515-b5ee-4b52-a93b-e3dbe0cdac4c"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing HuggingFaceEmbeddings from langchain.embeddings is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing FAISS from langchain.vectorstores is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.vectorstores import FAISS\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.vectorstores import FAISS\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing PyPDFLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import PyPDFLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import PyPDFLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing DirectoryLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import DirectoryLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import DirectoryLoader\n",
            "\n",
            "  warn_deprecated(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab.output import eval_js\n",
        "print(eval_js(\"google.colab.kernel.proxyPort(8000)\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "Du_iKNUPpzk0",
        "outputId": "1edbbe9e-e302-401d-bea8-fcb7816ad404"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "https://uoyth6w696-496ff2e9c6d22116-8000-colab.googleusercontent.com/\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!chainlit run model.py -w"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RrFwNb99p_Ax",
        "outputId": "fa5d19b6-519d-481d-d08c-265c724d3c1c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-16 09:07:25 - Created default config file at /content/BodhiBot/.chainlit/config.toml\n",
            "2024-05-16 09:07:25 - Created default translation directory at /content/BodhiBot/.chainlit/translations\n",
            "2024-05-16 09:07:25 - Created default translation file at /content/BodhiBot/.chainlit/translations/en-US.json\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing PyPDFLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import PyPDFLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import PyPDFLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing DirectoryLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import DirectoryLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import DirectoryLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/__init__.py:29: UserWarning: Importing PromptTemplate from langchain root module is no longer supported. Please use langchain_core.prompts.PromptTemplate instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing HuggingFaceEmbeddings from langchain.embeddings is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing FAISS from langchain.vectorstores is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.vectorstores import FAISS\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.vectorstores import FAISS\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
            "\n",
            "`from langchain_community.llms import CTransformers`.\n",
            "\n",
            "To install langchain-community run `pip install -U langchain-community`.\n",
            "  warnings.warn(\n",
            "2024-05-16 09:07:27 - Your app is available at http://localhost:8000\n",
            "^C\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -U langchain-community"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O_Xzz5lyqbL3",
        "outputId": "d1b7535d-012e-4471-8803-8f9b90f315da"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: langchain-community in /usr/local/lib/python3.10/dist-packages (0.0.38)\n",
            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (6.0.1)\n",
            "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (2.0.30)\n",
            "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (3.9.5)\n",
            "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (0.5.14)\n",
            "Requirement already satisfied: langchain-core<0.2.0,>=0.1.52 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (0.1.52)\n",
            "Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (0.1.59)\n",
            "Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (1.25.2)\n",
            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (2.31.0)\n",
            "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (8.3.0)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.3.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (23.2.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.4.1)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (6.0.5)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (1.9.4)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain-community) (4.0.3)\n",
            "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain-community) (3.21.2)\n",
            "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain-community) (0.9.0)\n",
            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2.0,>=0.1.52->langchain-community) (1.33)\n",
            "Requirement already satisfied: packaging<24.0,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2.0,>=0.1.52->langchain-community) (23.2)\n",
            "Requirement already satisfied: pydantic<3,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.2.0,>=0.1.52->langchain-community) (2.7.1)\n",
            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.0->langchain-community) (3.10.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain-community) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain-community) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain-community) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain-community) (2024.2.2)\n",
            "Requirement already satisfied: typing-extensions>=4.6.0 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy<3,>=1.4->langchain-community) (4.11.0)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy<3,>=1.4->langchain-community) (3.0.3)\n",
            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.10/dist-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.2.0,>=0.1.52->langchain-community) (2.4)\n",
            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core<0.2.0,>=0.1.52->langchain-community) (0.6.0)\n",
            "Requirement already satisfied: pydantic-core==2.18.2 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain-core<0.2.0,>=0.1.52->langchain-community) (2.18.2)\n",
            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain-community) (1.0.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!chainlit run model.py -w"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZbYlBWIHqjPU",
        "outputId": "332a6ac1-316e-4289-8a82-92f63acf10a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing PyPDFLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import PyPDFLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import PyPDFLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing DirectoryLoader from langchain.document_loaders is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.document_loaders import DirectoryLoader\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.document_loaders import DirectoryLoader\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/__init__.py:29: UserWarning: Importing PromptTemplate from langchain root module is no longer supported. Please use langchain_core.prompts.PromptTemplate instead.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing HuggingFaceEmbeddings from langchain.embeddings is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.embeddings import HuggingFaceEmbeddings\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/_api/module_import.py:120: LangChainDeprecationWarning: Importing FAISS from langchain.vectorstores is deprecated. Please replace deprecated imports:\n",
            "\n",
            ">> from langchain.vectorstores import FAISS\n",
            "\n",
            "with new imports of:\n",
            "\n",
            ">> from langchain_community.vectorstores import FAISS\n",
            "\n",
            "  warn_deprecated(\n",
            "/usr/local/lib/python3.10/dist-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
            "\n",
            "`from langchain_community.llms import CTransformers`.\n",
            "\n",
            "To install langchain-community run `pip install -U langchain-community`.\n",
            "  warnings.warn(\n",
            "2024-05-16 09:10:48 - Your app is available at http://localhost:8000\n"
          ]
        }
      ]
    }
  ]
}