{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "A100"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SOTjBO3X5L0s",
        "outputId": "17601a7f-3ae9-4199-ce91-065dfe92d56a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.0/67.0 kB\u001b[0m \u001b[31m8.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting coloredlogs (from onnxruntime>=1.14.1->chromadb)\n",
            "  Downloading coloredlogs-15.0.1-py2.py3-none-any.whl (46 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m4.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: flatbuffers in /usr/local/lib/python3.10/dist-packages (from onnxruntime>=1.14.1->chromadb) (23.3.3)\n",
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            "Collecting monotonic>=1.5 (from posthog>=2.4.0->chromadb)\n",
            "  Downloading monotonic-1.6-py2.py3-none-any.whl (8.2 kB)\n",
            "Collecting backoff>=1.10.0 (from posthog>=2.4.0->chromadb)\n",
            "  Downloading backoff-2.2.1-py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.20->openai) (2.0.12)\n",
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            "Collecting h11>=0.8 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
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            "\u001b[?25hCollecting httptools>=0.5.0 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading httptools-0.5.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (414 kB)\n",
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            "\u001b[?25hCollecting python-dotenv>=0.13 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading python_dotenv-1.0.0-py3-none-any.whl (19 kB)\n",
            "Collecting uvloop!=0.15.0,!=0.15.1,>=0.14.0 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading uvloop-0.17.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.1/4.1 MB\u001b[0m \u001b[31m65.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting watchfiles>=0.13 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading watchfiles-0.19.0-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
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            "\u001b[?25hCollecting websockets>=10.4 (from uvicorn[standard]>=0.18.3->chromadb)\n",
            "  Downloading websockets-11.0.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (129 kB)\n",
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            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from Jinja2>=2.9->bokeh<2.5.0,>=2.4.0->panel) (2.1.2)\n",
            "Requirement already satisfied: anyio<5,>=3.4.0 in /usr/local/lib/python3.10/dist-packages (from starlette<0.28.0,>=0.27.0->fastapi>=0.85.1->chromadb) (3.6.2)\n",
            "Collecting humanfriendly>=9.1 (from coloredlogs->onnxruntime>=1.14.1->chromadb)\n",
            "  Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n",
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            "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.4.0->starlette<0.28.0,>=0.27.0->fastapi>=0.85.1->chromadb) (1.3.0)\n",
            "Building wheels for collected packages: hnswlib\n",
            "  Building wheel for hnswlib (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for hnswlib: filename=hnswlib-0.7.0-cp310-cp310-linux_x86_64.whl size=2119860 sha256=67c6480388ab98a4067018d3b93209826d4f5b95033adcf344e9cdbd87e35aa6\n",
            "  Stored in directory: /root/.cache/pip/wheels/8a/ae/ec/235a682e0041fbaeee389843670581ec6c66872db856dfa9a4\n",
            "Successfully built hnswlib\n",
            "Installing collected packages: tokenizers, monotonic, zstandard, websockets, uvloop, requests, python-dotenv, pypdf, overrides, lz4, humanfriendly, httptools, hnswlib, h11, backoff, watchfiles, uvicorn, tiktoken, starlette, posthog, coloredlogs, clickhouse-connect, openai, onnxruntime, fastapi, chromadb\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.27.1\n",
            "    Uninstalling requests-2.27.1:\n",
            "      Successfully uninstalled requests-2.27.1\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "google-colab 1.0.0 requires requests==2.27.1, but you have requests 2.31.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed backoff-2.2.1 chromadb-0.3.25 clickhouse-connect-0.5.25 coloredlogs-15.0.1 fastapi-0.95.2 h11-0.14.0 hnswlib-0.7.0 httptools-0.5.0 humanfriendly-10.0 lz4-4.3.2 monotonic-1.6 onnxruntime-1.15.0 openai-0.27.7 overrides-7.3.1 posthog-3.0.1 pypdf-3.9.0 python-dotenv-1.0.0 requests-2.31.0 starlette-0.27.0 tiktoken-0.4.0 tokenizers-0.13.3 uvicorn-0.22.0 uvloop-0.17.0 watchfiles-0.19.0 websockets-11.0.3 zstandard-0.21.0\n"
          ]
        }
      ],
      "source": [
        "# install packages\n",
        "!pip install langchain\n",
        "!pip install openai chromadb tiktoken pypdf panel"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# import packages\n",
        "import os \n",
        "from langchain.chains import RetrievalQA\n",
        "from langchain.llms import OpenAI\n",
        "from langchain.document_loaders import TextLoader\n",
        "from langchain.document_loaders import PyPDFLoader\n",
        "from langchain.indexes import VectorstoreIndexCreator\n",
        "from langchain.text_splitter import CharacterTextSplitter\n",
        "from langchain.embeddings import OpenAIEmbeddings\n",
        "from langchain.vectorstores import Chroma\n",
        "import panel as pn\n",
        "import tempfile"
      ],
      "metadata": {
        "id": "UOPKZdg99G-N"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# sets panel framework\n",
        "pn.extension('texteditor', template=\"bootstrap\", sizing_mode='stretch_width')\n",
        "pn.state.template.param.update(\n",
        "    main_max_width=\"690px\",\n",
        "        header_background=\"#F08080\",\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "KASz6vq-D9JX",
        "outputId": "bf0431bb-5e0c-4e3a-cea7-77adac020a68"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, js_modules, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "    if (js_modules == null) js_modules = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls.length === 0 && js_modules.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    var skip = [];\n",
              "    if (window.requirejs) {\n",
              "      window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
              "      require([\"Quill\"], function(Quill) {\n",
              "\twindow.Quill = Quill\n",
              "\ton_load()\n",
              "      })\n",
              "      require([\"gridstack\"], function(GridStack) {\n",
              "\twindow.GridStack = GridStack\n",
              "\ton_load()\n",
              "      })\n",
              "      require([\"notyf\"], function() {\n",
              "\ton_load()\n",
              "      })\n",
              "      root._bokeh_is_loading = css_urls.length + 3;\n",
              "    } else {\n",
              "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
              "    }    if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      if (skip.indexOf(url) >= 0) {\n",
              "\tif (!window.requirejs) {\n",
              "\t  on_load();\n",
              "\t}\n",
              "\tcontinue;\n",
              "      }\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "    for (var i = 0; i < js_modules.length; i++) {\n",
              "      var url = js_modules[i];\n",
              "      if (skip.indexOf(url) >= 0) {\n",
              "\tif (!window.requirejs) {\n",
              "\t  on_load();\n",
              "\t}\n",
              "\tcontinue;\n",
              "      }\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      element.type = \"module\";\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "    if (!js_urls.length && !js_modules.length) {\n",
              "      on_load()\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  var js_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
              "  var js_modules = [];\n",
              "  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.bubble.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.snow.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\"];\n",
              "  var inline_js = [    function(Bokeh) {\n",
              "      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n",
              "    },    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "function(Bokeh) {} // ensure no trailing comma for IE\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
              "      for (var i = 0; i < inline_js.length; i++) {\n",
              "        inline_js[i].call(root, root.Bokeh);\n",
              "      }} else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    }\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, js_modules, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
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i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n      require([\"Quill\"], function(Quill) {\n\twindow.Quill = Quill\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 3;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n    }    if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n  var js_modules = [];\n  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.bubble.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.snow.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, js_modules, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
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          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "              buffers.push(new DataView(buffer))\n",
              "            }\n",
              "            var metadata = message.metadata || {};\n",
              "            var msg = {content, buffers, metadata}\n",
              "            msg_handler(msg);\n",
              "            return messages.next().then(processIteratorResult);\n",
              "          }\n",
              "          return messages.next().then(processIteratorResult);\n",
              "        })\n",
              "      }\n",
              "    }\n",
              "\n",
              "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
              "      if (comm_id in window.PyViz.comms) {\n",
              "        return window.PyViz.comms[comm_id];\n",
              "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
              "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
              "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
              "        if (msg_handler) {\n",
              "          comm.on_msg(msg_handler);\n",
              "        }\n",
              "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
              "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
              "        comm.open();\n",
              "        if (msg_handler) {\n",
              "          comm.onMsg = msg_handler;\n",
              "        }\n",
              "      } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
              "        var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
              "        comm_promise.then((comm) => {\n",
              "          window.PyViz.comms[comm_id] = comm;\n",
              "          if (msg_handler) {\n",
              "            var messages = comm.messages[Symbol.asyncIterator]();\n",
              "            function processIteratorResult(result) {\n",
              "              var message = result.value;\n",
              "              var content = {data: message.data};\n",
              "              var metadata = message.metadata || {comm_id};\n",
              "              var msg = {content, metadata}\n",
              "              msg_handler(msg);\n",
              "              return messages.next().then(processIteratorResult);\n",
              "            }\n",
              "            return messages.next().then(processIteratorResult);\n",
              "          }\n",
              "        }) \n",
              "        var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
              "          return comm_promise.then((comm) => {\n",
              "            comm.send(data, metadata, buffers, disposeOnDone);\n",
              "          });\n",
              "        };\n",
              "        var comm = {\n",
              "          send: sendClosure\n",
              "        };\n",
              "      }\n",
              "      window.PyViz.comms[comm_id] = comm;\n",
              "      return comm;\n",
              "    }\n",
              "    window.PyViz.comm_manager = new JupyterCommManager();\n",
              "    \n",
              "\n",
              "\n",
              "var JS_MIME_TYPE = 'application/javascript';\n",
              "var HTML_MIME_TYPE = 'text/html';\n",
              "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
              "var CLASS_NAME = 'output';\n",
              "\n",
              "/**\n",
              " * Render data to the DOM node\n",
              " */\n",
              "function render(props, node) {\n",
              "  var div = document.createElement(\"div\");\n",
              "  var script = document.createElement(\"script\");\n",
              "  node.appendChild(div);\n",
              "  node.appendChild(script);\n",
              "}\n",
              "\n",
              "/**\n",
              " * Handle when a new output is added\n",
              " */\n",
              "function handle_add_output(event, handle) {\n",
              "  var output_area = handle.output_area;\n",
              "  var output = handle.output;\n",
              "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "    return\n",
              "  }\n",
              "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "  if (id !== undefined) {\n",
              "    var nchildren = toinsert.length;\n",
              "    var html_node = toinsert[nchildren-1].children[0];\n",
              "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "    var scripts = [];\n",
              "    var nodelist = html_node.querySelectorAll(\"script\");\n",
              "    for (var i in nodelist) {\n",
              "      if (nodelist.hasOwnProperty(i)) {\n",
              "        scripts.push(nodelist[i])\n",
              "      }\n",
              "    }\n",
              "\n",
              "    scripts.forEach( function (oldScript) {\n",
              "      var newScript = document.createElement(\"script\");\n",
              "      var attrs = [];\n",
              "      var nodemap = oldScript.attributes;\n",
              "      for (var j in nodemap) {\n",
              "        if (nodemap.hasOwnProperty(j)) {\n",
              "          attrs.push(nodemap[j])\n",
              "        }\n",
              "      }\n",
              "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
              "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
              "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
              "    });\n",
              "    if (JS_MIME_TYPE in output.data) {\n",
              "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
              "    }\n",
              "    output_area._hv_plot_id = id;\n",
              "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
              "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
              "    } else {\n",
              "      window.PyViz.plot_index[id] = null;\n",
              "    }\n",
              "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "    var bk_div = document.createElement(\"div\");\n",
              "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "    var script_attrs = bk_div.children[0].attributes;\n",
              "    for (var i = 0; i < script_attrs.length; i++) {\n",
              "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "    }\n",
              "    // store reference to server id on output_area\n",
              "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "  }\n",
              "}\n",
              "\n",
              "/**\n",
              " * Handle when an output is cleared or removed\n",
              " */\n",
              "function handle_clear_output(event, handle) {\n",
              "  var id = handle.cell.output_area._hv_plot_id;\n",
              "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
              "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
              "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
              "  if (server_id !== null) {\n",
              "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
              "    return;\n",
              "  } else if (comm !== null) {\n",
              "    comm.send({event_type: 'delete', 'id': id});\n",
              "  }\n",
              "  delete PyViz.plot_index[id];\n",
              "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
              "    var doc = window.Bokeh.index[id].model.document\n",
              "    doc.clear();\n",
              "    const i = window.Bokeh.documents.indexOf(doc);\n",
              "    if (i > -1) {\n",
              "      window.Bokeh.documents.splice(i, 1);\n",
              "    }\n",
              "  }\n",
              "}\n",
              "\n",
              "/**\n",
              " * Handle kernel restart event\n",
              " */\n",
              "function handle_kernel_cleanup(event, handle) {\n",
              "  delete PyViz.comms[\"hv-extension-comm\"];\n",
              "  window.PyViz.plot_index = {}\n",
              "}\n",
              "\n",
              "/**\n",
              " * Handle update_display_data messages\n",
              " */\n",
              "function handle_update_output(event, handle) {\n",
              "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
              "  handle_add_output(event, handle)\n",
              "}\n",
              "\n",
              "function register_renderer(events, OutputArea) {\n",
              "  function append_mime(data, metadata, element) {\n",
              "    // create a DOM node to render to\n",
              "    var toinsert = this.create_output_subarea(\n",
              "    metadata,\n",
              "    CLASS_NAME,\n",
              "    EXEC_MIME_TYPE\n",
              "    );\n",
              "    this.keyboard_manager.register_events(toinsert);\n",
              "    // Render to node\n",
              "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "    render(props, toinsert[0]);\n",
              "    element.append(toinsert);\n",
              "    return toinsert\n",
              "  }\n",
              "\n",
              "  events.on('output_added.OutputArea', handle_add_output);\n",
              "  events.on('output_updated.OutputArea', handle_update_output);\n",
              "  events.on('clear_output.CodeCell', handle_clear_output);\n",
              "  events.on('delete.Cell', handle_clear_output);\n",
              "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
              "\n",
              "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "    safe: true,\n",
              "    index: 0\n",
              "  });\n",
              "}\n",
              "\n",
              "if (window.Jupyter !== undefined) {\n",
              "  try {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  } catch(err) {\n",
              "  }\n",
              "}\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<style>.bk-root, .bk-root .bk:before, .bk-root .bk:after {\n",
              "  font-family: var(--jp-ui-font-size1);\n",
              "  font-size: var(--jp-ui-font-size1);\n",
              "  color: var(--jp-ui-font-color1);\n",
              "}\n",
              "</style>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# sets widgets\n",
        "file_input = pn.widgets.FileInput(width=300)\n",
        "\n",
        "openaikey = pn.widgets.PasswordInput(\n",
        "    value=\"\", placeholder=\"Enter your OpenAI API Key here...\", width=300\n",
        ")\n",
        "prompt = pn.widgets.TextEditor(\n",
        "    value=\"\", placeholder=\"Enter your questions here...\", height=160, toolbar=False\n",
        ")\n",
        "run_button = pn.widgets.Button(name=\"Run!\")\n",
        "\n",
        "select_k = pn.widgets.IntSlider(\n",
        "    name=\"Number of relevant chunks\", start=1, end=5, step=1, value=2\n",
        ")\n",
        "select_chain_type = pn.widgets.RadioButtonGroup(\n",
        "    name='Chain type', \n",
        "    options=['stuff', 'map_reduce', \"refine\", \"map_rerank\"]\n",
        ")\n",
        "\n",
        "widgets = pn.Row(\n",
        "    pn.Column(prompt, run_button, margin=5),\n",
        "    pn.Card(\n",
        "        \"Chain type:\",\n",
        "        pn.Column(select_chain_type, select_k),\n",
        "        title=\"Advanced settings\", margin=10\n",
        "    ), width=600\n",
        ")"
      ],
      "metadata": {
        "id": "MKhFa0c0EA1B"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# define the question answering function\n",
        "def qa(file, query, chain_type, k):\n",
        "    # load document\n",
        "    loader = PyPDFLoader(file)\n",
        "    documents = loader.load()\n",
        "    # split the documents into chunks\n",
        "    text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
        "    texts = text_splitter.split_documents(documents)\n",
        "    # select which embeddings we want to use\n",
        "    embeddings = OpenAIEmbeddings()\n",
        "    # create the vectorestore to use as the index\n",
        "    db = Chroma.from_documents(texts, embeddings)\n",
        "    # expose this index in a retriever interface\n",
        "    retriever = db.as_retriever(search_type=\"similarity\", search_kwargs={\"k\": k})\n",
        "    # create a chain to answer questions \n",
        "    qa = RetrievalQA.from_chain_type(\n",
        "    llm=OpenAI(), chain_type=chain_type, retriever=retriever, return_source_documents=True)\n",
        "    result = qa({\"query\": query})\n",
        "    print(result['result'])\n",
        "    return result"
      ],
      "metadata": {
        "id": "MkXQaQ65Ee3R"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "convos = []  # store all panel objects in a list\n",
        "\n",
        "def qa_result(_):\n",
        "    os.environ[\"OPENAI_API_KEY\"] = openaikey.value\n",
        "          \n",
        "    # save pdf file to a temp file \n",
        "    if file_input.value is not None:\n",
        "        file_input.save(\"temp.pdf\")\n",
        "\n",
        "        prompt_text = prompt.value\n",
        "        if prompt_text:\n",
        "            result = qa(file=\"temp.pdf\", query=prompt_text, chain_type=select_chain_type.value, k=select_k.value)\n",
        "            convos.extend([\n",
        "                pn.Row(\n",
        "                     pn.panel(\"\\U0001F60A\", width=10),\n",
        "                     prompt_text,\n",
        "                     width=600\n",
        "                ),\n",
        "                pn.Row(\n",
        "                    pn.panel(\"\\U0001F916\", width=10),\n",
        "                    pn.Column(\n",
        "                         result[\"result\"],\n",
        "                         \"Relevant source text:\",\n",
        "                         pn.pane.Markdown('\\n--------------------------------------------------------------------\\n'.join(doc.page_content for doc in result[\"source_documents\"]))\n",
        "                    )\n",
        "                )\n",
        "            ])\n",
        "    return pn.Column(*convos, margin=15, width=575, min_height=400)                 "
      ],
      "metadata": {
        "id": "JFTlkTTBFA8Y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# bind run button with the qa_result function\n",
        "qa_interactive = pn.panel(\n",
        "    pn.bind(qa_result, run_button),\n",
        "    loading_indicator=True,\n",
        "    )"
      ],
      "metadata": {
        "id": "RHdQrAYDHiOu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "l9i0oLEVXowV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "output = pn.WidgetBox('*Output will show up here:*', qa_interactive, width=630, scroll=True)"
      ],
      "metadata": {
        "id": "8Jpd5h9dHn0L"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# define the layout\n",
        "pn.Column(\n",
        "    pn.pane.Markdown(\"\"\"\n",
        "    ## \\U0001F60A! Question Answering with your PDF file\n",
        "            \n",
        "    1) Upload a PDF. 2) Enter OpenAI API key. This costs $. Set up billing at [OpenAI](https://platform.openai.com/account). 3) Type a question and click \"Run\".\n",
        "                    \n",
        "    \"\"\"),\n",
        "    pn.Row(file_input,openaikey),\n",
        "    output,\n",
        "    widgets\n",
        ").servable()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "2BQfSxFQHttG",
        "outputId": "81b6c046-900f-4efb-ca3f-bf0d5741c3d8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, js_modules, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "    if (js_modules == null) js_modules = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls.length === 0 && js_modules.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    var skip = [];\n",
              "    if (window.requirejs) {\n",
              "      window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
              "      require([\"Quill\"], function(Quill) {\n",
              "\twindow.Quill = Quill\n",
              "\ton_load()\n",
              "      })\n",
              "      require([\"gridstack\"], function(GridStack) {\n",
              "\twindow.GridStack = GridStack\n",
              "\ton_load()\n",
              "      })\n",
              "      require([\"notyf\"], function() {\n",
              "\ton_load()\n",
              "      })\n",
              "      root._bokeh_is_loading = css_urls.length + 3;\n",
              "    } else {\n",
              "      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
              "    }    if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
              "      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
              "      for (var i = 0; i < urls.length; i++) {\n",
              "        skip.push(urls[i])\n",
              "      }\n",
              "    }    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      if (skip.indexOf(url) >= 0) {\n",
              "\tif (!window.requirejs) {\n",
              "\t  on_load();\n",
              "\t}\n",
              "\tcontinue;\n",
              "      }\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "    for (var i = 0; i < js_modules.length; i++) {\n",
              "      var url = js_modules[i];\n",
              "      if (skip.indexOf(url) >= 0) {\n",
              "\tif (!window.requirejs) {\n",
              "\t  on_load();\n",
              "\t}\n",
              "\tcontinue;\n",
              "      }\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      element.type = \"module\";\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "    if (!js_urls.length && !js_modules.length) {\n",
              "      on_load()\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  var js_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
              "  var js_modules = [];\n",
              "  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.bubble.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.snow.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\"];\n",
              "  var inline_js = [    function(Bokeh) {\n",
              "      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHN0eWxlPSJtYXJnaW46IGF1dG87IGJhY2tncm91bmQ6IG5vbmU7IGRpc3BsYXk6IGJsb2NrOyBzaGFwZS1yZW5kZXJpbmc6IGF1dG87IiB2aWV3Qm94PSIwIDAgMTAwIDEwMCIgcHJlc2VydmVBc3BlY3RSYXRpbz0ieE1pZFlNaWQiPiAgPGNpcmNsZSBjeD0iNTAiIGN5PSI1MCIgZmlsbD0ibm9uZSIgc3Ryb2tlPSIjYzNjM2MzIiBzdHJva2Utd2lkdGg9IjEwIiByPSIzNSIgc3Ryb2tlLWRhc2hhcnJheT0iMTY0LjkzMzYxNDMxMzQ2NDE1IDU2Ljk3Nzg3MTQzNzgyMTM4Ij4gICAgPGFuaW1hdGVUcmFuc2Zvcm0gYXR0cmlidXRlTmFtZT0idHJhbnNmb3JtIiB0eXBlPSJyb3RhdGUiIHJlcGVhdENvdW50PSJpbmRlZmluaXRlIiBkdXI9IjFzIiB2YWx1ZXM9IjAgNTAgNTA7MzYwIDUwIDUwIiBrZXlUaW1lcz0iMDsxIj48L2FuaW1hdGVUcmFuc2Zvcm0+ICA8L2NpcmNsZT48L3N2Zz4=\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n",
              "    },    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "function(Bokeh) {} // ensure no trailing comma for IE\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
              "      for (var i = 0; i < inline_js.length; i++) {\n",
              "        inline_js[i].call(root, root.Bokeh);\n",
              "      }} else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    }\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, js_modules, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.holoviews_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n      require([\"Quill\"], function(Quill) {\n\twindow.Quill = Quill\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 3;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n    }    if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n  var js_modules = [];\n  var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.bubble.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/bundled/quillinput/1.3.6/quill.snow.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\"\\n    .bk.pn-loading.arc:before {\\n      background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n      background-size: auto calc(min(50%, 400px));\\n    }\\n    \");\n    },    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, js_modules, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              " The Benchmark is intended for users who want to secure their environments with technology-specific guidance.</br>\n",
              " Ensure auditing is configured for Docker files and directories - /usr/bin/runc.</br>\n",
              " The rationale statement for recommendation 1.1.18 is \"As well as auditing the normal Linux file system and system calls, you should also audit all Docker related files and directories. The Docker daemon runs with root privileges and its behavior depends on some key files and directories. /usr/bin/runc is one such file, and as such it should be audited.\"</br>\n",
              " I don't know.</br>\n",
              " I don't know.</br>\n",
              " The audit section of recommendation 3.22 says to execute the command \"stat -c %U:%G /etc/sysconfig/docker | grep -v root:root\" to verify that the file is individually owned and group owned by root.</br>\n",
              " The remediation section of recommendation 3.22 says to execute the command \"chown root:root /etc/sysconfig/docker\" to set the ownership and group ownership of the file to root.</br>\n",
              " The rationale section for 9.2.3 states that blocking outbound connections by default will force users to deal with a large number of dialog boxes prompting them to authorize or block applications such as their web browser or instant messaging software. Additionally, blocking outbound traffic has little value because if an attacker has compromised the system they can reconfigure the firewall anyway.</br>\n",
              " I don't know.</br>\n",
              " I don't know, but you can find the recommendations in sections 9.2 and 9.3.</br>\n",
              " The recommendations are about the Private Profile and the Public Profile of the Windows Firewall.</br>\n",
              " 9.2.3, 9.3.3, 9.3.4, 9.3.5, 9.3.6, 9.3.7, 9.3.8, 9.3.9, 9.3.10.</br>"
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              "    var render_items = [{\"docid\":\"f53b5a35-1eb5-4482-a6ba-4da6a60359a0\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"2852606d-dce3-4b9d-bb73-4302f1cf15c0\"}}];\n",
              "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "    for (const render_item of render_items) {\n",
              "      for (const root_id of render_item.root_ids) {\n",
              "\tconst id_el = document.getElementById(root_id)\n",
              "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
              "\t  const root_el = id_el.children[0]\n",
              "\t  root_el.id = root_el.id + '-rendered'\n",
              "\t}\n",
              "      }\n",
              "    }\n",
              "  }\n",
              "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else if (document.readyState == \"complete\") {\n",
              "        attempts++;\n",
              "        if (attempts > 200) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 25, root)\n",
              "  }\n",
              "})(window);</script>"
            ],
            "application/vnd.holoviews_exec.v0+json": "",
            "text/plain": [
              "Column(sizing_mode='stretch_width')\n",
              "    [0] Markdown(str, sizing_mode='stretch_width')\n",
              "    [1] Row(sizing_mode='stretch_width')\n",
              "        [0] FileInput(width=300)\n",
              "        [1] PasswordInput(placeholder='Enter your OpenAI A..., width=300)\n",
              "    [2] WidgetBox(scroll=True, width=630)\n",
              "        [0] Markdown(str, sizing_mode='stretch_width')\n",
              "        [1] ParamFunction(function, _pane=Column, loading_indicator=True, sizing_mode='stretch_width')\n",
              "    [3] Row(width=600)\n",
              "        [0] Column(margin=5, sizing_mode='stretch_width')\n",
              "            [0] TextEditor(height=160, placeholder='Enter your questions h..., sizing_mode='stretch_width', toolbar=False)\n",
              "            [1] Button(name='Run!', sizing_mode='stretch_width')\n",
              "        [1] Card(margin=10, sizing_mode='stretch_width', title='Advanced settings')\n",
              "            [0] Markdown(str, sizing_mode='stretch_width')\n",
              "            [1] Column(sizing_mode='stretch_width')\n",
              "                [0] RadioButtonGroup(name='Chain type', options=['stuff', 'map_reduce', ...], sizing_mode='stretch_width', value='stuff')\n",
              "                [1] IntSlider(end=5, name='Number of relevant c..., sizing_mode='stretch_width', start=1, value=2)"
            ]
          },
          "metadata": {
            "application/vnd.holoviews_exec.v0+json": {
              "id": "1002"
            }
          },
          "execution_count": 9
        }
      ]
    }
  ]
}