LangChain_QA_Panel_App.ipynb

{"cells":[{"cell_type":"markdown","id":"04815d1b-44ee-4bd3-878e-fa0c3bf9fa7f","metadata":{"tags":[],"id":"04815d1b-44ee-4bd3-878e-fa0c3bf9fa7f"},"source":["# LangChain QA Panel App\n","\n","This notebook shows how to make this app:"]},{"cell_type":"code","execution_count":7,"id":"a181568b-9cde-4a55-a853-4d2a41dbfdad","metadata":{"tags":[],"colab":{"base_uri":"https://localhost:8080/"},"id":"a181568b-9cde-4a55-a853-4d2a41dbfdad","executionInfo":{"status":"ok","timestamp":1689121960905,"user_tz":420,"elapsed":5818,"user":{"displayName":"","userId":""}},"outputId":"591dbc8e-ef33-4cc1-c419-c2cc0ec5c647"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting langchain\n","  Downloading langchain-0.0.230-py3-none-any.whl (1.3 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m34.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: PyYAML>=5.4.1 in /usr/local/lib/python3.10/dist-packages (from langchain) (6.0)\n","Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.0.18)\n","Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain) (3.8.4)\n","Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (4.0.2)\n","Collecting dataclasses-json<0.6.0,>=0.5.7 (from langchain)\n","  Downloading dataclasses_json-0.5.9-py3-none-any.whl (26 kB)\n","Collecting langchainplus-sdk<0.0.21,>=0.0.20 (from langchain)\n","  Downloading langchainplus_sdk-0.0.20-py3-none-any.whl (25 kB)\n","Requirement already satisfied: numexpr<3.0.0,>=2.8.4 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.8.4)\n","Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (1.22.4)\n","Collecting openapi-schema-pydantic<2.0,>=1.2 (from langchain)\n","  Downloading openapi_schema_pydantic-1.2.4-py3-none-any.whl (90 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m90.0/90.0 kB\u001b[0m \u001b[31m10.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: pydantic<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (1.10.11)\n","Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.27.1)\n","Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (8.2.2)\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) (23.1.0)\n","Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (2.0.12)\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) (6.0.4)\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) (1.9.2)\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) (1.3.3)\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) (1.3.1)\n","Collecting marshmallow<4.0.0,>=3.3.0 (from dataclasses-json<0.6.0,>=0.5.7->langchain)\n","  Downloading marshmallow-3.19.0-py3-none-any.whl (49 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.1/49.1 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting marshmallow-enum<2.0.0,>=1.5.1 (from dataclasses-json<0.6.0,>=0.5.7->langchain)\n","  Downloading marshmallow_enum-1.5.1-py2.py3-none-any.whl (4.2 kB)\n","Collecting typing-inspect>=0.4.0 (from dataclasses-json<0.6.0,>=0.5.7->langchain)\n","  Downloading typing_inspect-0.9.0-py3-none-any.whl (8.8 kB)\n","Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<2,>=1->langchain) (4.7.1)\n","Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (1.26.16)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (2023.5.7)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (3.4)\n","Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy<3,>=1.4->langchain) (2.0.2)\n","Requirement already satisfied: packaging>=17.0 in /usr/local/lib/python3.10/dist-packages (from marshmallow<4.0.0,>=3.3.0->dataclasses-json<0.6.0,>=0.5.7->langchain) (23.1)\n","Collecting mypy-extensions>=0.3.0 (from typing-inspect>=0.4.0->dataclasses-json<0.6.0,>=0.5.7->langchain)\n","  Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n","Installing collected packages: mypy-extensions, marshmallow, typing-inspect, openapi-schema-pydantic, marshmallow-enum, langchainplus-sdk, dataclasses-json, langchain\n","Successfully installed dataclasses-json-0.5.9 langchain-0.0.230 langchainplus-sdk-0.0.20 marshmallow-3.19.0 marshmallow-enum-1.5.1 mypy-extensions-1.0.0 openapi-schema-pydantic-1.2.4 typing-inspect-0.9.0\n"]}],"source":["#!pip install langchain openai chromadb tiktoken pypdf panel\n","!pip install --upgrade langchain\n"]},{"cell_type":"code","execution_count":8,"id":"9a464409-d064-4766-a9cb-5119f6c4b8f5","metadata":{"tags":[],"id":"9a464409-d064-4766-a9cb-5119f6c4b8f5","executionInfo":{"status":"ok","timestamp":1689122005862,"user_tz":420,"elapsed":4230,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["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\n"]},{"cell_type":"code","execution_count":9,"id":"b2d07ea5-9ff2-4c96-a8dc-92895d870b73","metadata":{"tags":[],"colab":{"base_uri":"https://localhost:8080/","height":17},"id":"b2d07ea5-9ff2-4c96-a8dc-92895d870b73","executionInfo":{"status":"ok","timestamp":1689122009126,"user_tz":420,"elapsed":212,"user":{"displayName":"","userId":""}},"outputId":"e20f0340-009c-49f9-accd-5d1f58dbb0cc"},"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 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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":{}}],"source":["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",")"]},{"cell_type":"code","execution_count":10,"id":"763db4d0-3436-41d3-8b0f-e66ce16468cd","metadata":{"tags":[],"id":"763db4d0-3436-41d3-8b0f-e66ce16468cd","executionInfo":{"status":"ok","timestamp":1689122010882,"user_tz":420,"elapsed":174,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["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",")"]},{"cell_type":"code","execution_count":11,"id":"9b83cc06-3401-498f-8f84-8a98370f3121","metadata":{"tags":[],"id":"9b83cc06-3401-498f-8f84-8a98370f3121","executionInfo":{"status":"ok","timestamp":1689122013407,"user_tz":420,"elapsed":173,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["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"]},{"cell_type":"code","execution_count":12,"id":"2722f43b-daf6-4d17-a842-41203ae9b140","metadata":{"tags":[],"id":"2722f43b-daf6-4d17-a842-41203ae9b140","executionInfo":{"status":"ok","timestamp":1689122015126,"user_tz":420,"elapsed":156,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["# result = qa(\"example.pdf\", \"what is the total number of AI publications?\")"]},{"cell_type":"code","execution_count":13,"id":"60e1b3d3-c0d2-4260-ae0c-26b03f1b8824","metadata":{"id":"60e1b3d3-c0d2-4260-ae0c-26b03f1b8824","executionInfo":{"status":"ok","timestamp":1689122017006,"user_tz":420,"elapsed":214,"user":{"displayName":"","userId":""}}},"outputs":[],"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 convos\n","    return pn.Column(*convos, margin=15, width=575, min_height=400)\n"]},{"cell_type":"code","execution_count":14,"id":"c3a70857-0b98-4f62-a9c0-b62ca42b474c","metadata":{"tags":[],"id":"c3a70857-0b98-4f62-a9c0-b62ca42b474c","executionInfo":{"status":"ok","timestamp":1689122019093,"user_tz":420,"elapsed":166,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["qa_interactive = pn.panel(\n","    pn.bind(qa_result, run_button),\n","    loading_indicator=True,\n",")"]},{"cell_type":"code","execution_count":15,"id":"228e2b42-b1ed-43af-b923-031a70241ab0","metadata":{"tags":[],"id":"228e2b42-b1ed-43af-b923-031a70241ab0","executionInfo":{"status":"ok","timestamp":1689122021192,"user_tz":420,"elapsed":176,"user":{"displayName":"","userId":""}}},"outputs":[],"source":["output = pn.WidgetBox('*Output will show up here:*', qa_interactive, width=630, scroll=True)"]},{"cell_type":"code","execution_count":16,"id":"1b0ec253-2bcd-4f91-96d8-d8456e900a58","metadata":{"tags":[],"colab":{"base_uri":"https://localhost:8080/","height":843},"id":"1b0ec253-2bcd-4f91-96d8-d8456e900a58","executionInfo":{"status":"ok","timestamp":1689122022390,"user_tz":420,"elapsed":178,"user":{"displayName":"","userId":""}},"outputId":"7861b3c6-5347-41ae-d79a-54d630e14852"},"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/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.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));"],"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        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