{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bb590f7b-ccde-4890-970a-19a371a1e29c",
   "metadata": {},
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9cf99254-b1ec-4f95-a250-be4cbe3dd62d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.1.1/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['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.1.1/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 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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    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\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/1.1.1/dist/bundled/quillinput/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.holoviz.org/panel/1.1.1/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/quillinput/1.3.6/quill.bubble.css\", \"https://cdn.holoviz.org/panel/1.1.1/dist/bundled/quillinput/1.3.6/quill.snow.css\"];\n  var inline_js = [    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cursor: text;\\n}\\n.ql-editor p,\\n.ql-editor ol,\\n.ql-editor ul,\\n.ql-editor pre,\\n.ql-editor blockquote,\\n.ql-editor h1,\\n.ql-editor h2,\\n.ql-editor h3,\\n.ql-editor h4,\\n.ql-editor h5,\\n.ql-editor h6 {\\n  margin: 0;\\n  padding: 0;\\n  counter-reset: list-1 list-2 list-3 list-4 list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol,\\n.ql-editor ul {\\n  padding-left: 1.5em;\\n}\\n.ql-editor ol > li,\\n.ql-editor ul > li {\\n  list-style-type: none;\\n}\\n.ql-editor ul > li::before {\\n  content: '\\\\2022';\\n}\\n.ql-editor ul[data-checked=true],\\n.ql-editor ul[data-checked=false] {\\n  pointer-events: none;\\n}\\n.ql-editor ul[data-checked=true] > li *,\\n.ql-editor ul[data-checked=false] > li * {\\n  pointer-events: all;\\n}\\n.ql-editor ul[data-checked=true] > li::before,\\n.ql-editor ul[data-checked=false] > li::before {\\n  color: #777;\\n  cursor: pointer;\\n  pointer-events: all;\\n}\\n.ql-editor ul[data-checked=true] > li::before {\\n  content: 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padding-right: 27em;\\n}\\n.ql-editor li.ql-indent-9.ql-direction-rtl.ql-align-right {\\n  padding-right: 28.5em;\\n}\\n.ql-editor .ql-video {\\n  display: block;\\n  max-width: 100%;\\n}\\n.ql-editor .ql-video.ql-align-center {\\n  margin: 0 auto;\\n}\\n.ql-editor .ql-video.ql-align-right {\\n  margin: 0 0 0 auto;\\n}\\n.ql-editor .ql-bg-black {\\n  background-color: #000;\\n}\\n.ql-editor .ql-bg-red {\\n  background-color: #e60000;\\n}\\n.ql-editor .ql-bg-orange {\\n  background-color: #f90;\\n}\\n.ql-editor .ql-bg-yellow {\\n  background-color: #ff0;\\n}\\n.ql-editor .ql-bg-green {\\n  background-color: #008a00;\\n}\\n.ql-editor .ql-bg-blue {\\n  background-color: #06c;\\n}\\n.ql-editor .ql-bg-purple {\\n  background-color: #93f;\\n}\\n.ql-editor .ql-color-white {\\n  color: #fff;\\n}\\n.ql-editor .ql-color-red {\\n  color: #e60000;\\n}\\n.ql-editor .ql-color-orange {\\n  color: #f90;\\n}\\n.ql-editor .ql-color-yellow {\\n  color: #ff0;\\n}\\n.ql-editor .ql-color-green {\\n  color: #008a00;\\n}\\n.ql-editor .ql-color-blue {\\n  color: #06c;\\n}\\n.ql-editor .ql-color-purple {\\n  color: #93f;\\n}\\n.ql-editor .ql-font-serif {\\n  font-family: Georgia, Times New Roman, serif;\\n}\\n.ql-editor .ql-font-monospace {\\n  font-family: Monaco, Courier New, monospace;\\n}\\n.ql-editor .ql-size-small {\\n  font-size: 0.75em;\\n}\\n.ql-editor .ql-size-large {\\n  font-size: 1.5em;\\n}\\n.ql-editor .ql-size-huge {\\n  font-size: 2.5em;\\n}\\n.ql-editor .ql-direction-rtl {\\n  direction: rtl;\\n  text-align: inherit;\\n}\\n.ql-editor .ql-align-center {\\n  text-align: center;\\n}\\n.ql-editor .ql-align-justify {\\n  text-align: justify;\\n}\\n.ql-editor .ql-align-right {\\n  text-align: right;\\n}\\n.ql-editor.ql-blank::before {\\n  color: rgba(0,0,0,0.6);\\n  content: attr(data-placeholder);\\n  font-style: italic;\\n  left: 15px;\\n  pointer-events: none;\\n  position: absolute;\\n  right: 15px;\\n}\\n.ql-bubble.ql-toolbar:after,\\n.ql-bubble .ql-toolbar:after {\\n  clear: both;\\n  content: '';\\n  display: table;\\n}\\n.ql-bubble.ql-toolbar button,\\n.ql-bubble .ql-toolbar button {\\n  background: none;\\n  border: none;\\n  cursor: pointer;\\n  display: inline-block;\\n  float: left;\\n  height: 24px;\\n  padding: 3px 5px;\\n  width: 28px;\\n}\\n.ql-bubble.ql-toolbar button svg,\\n.ql-bubble .ql-toolbar button svg {\\n  float: left;\\n  height: 100%;\\n}\\n.ql-bubble.ql-toolbar button:active:hover,\\n.ql-bubble .ql-toolbar button:active:hover {\\n  outline: none;\\n}\\n.ql-bubble.ql-toolbar input.ql-image[type=file],\\n.ql-bubble .ql-toolbar input.ql-image[type=file] {\\n  display: none;\\n}\\n.ql-bubble.ql-toolbar button:hover,\\n.ql-bubble .ql-toolbar button:hover,\\n.ql-bubble.ql-toolbar button:focus,\\n.ql-bubble .ql-toolbar button:focus,\\n.ql-bubble.ql-toolbar button.ql-active,\\n.ql-bubble .ql-toolbar button.ql-active,\\n.ql-bubble.ql-toolbar .ql-picker-label:hover,\\n.ql-bubble .ql-toolbar .ql-picker-label:hover,\\n.ql-bubble.ql-toolbar .ql-picker-label.ql-active,\\n.ql-bubble .ql-toolbar .ql-picker-label.ql-active,\\n.ql-bubble.ql-toolbar .ql-picker-item:hover,\\n.ql-bubble .ql-toolbar .ql-picker-item:hover,\\n.ql-bubble.ql-toolbar .ql-picker-item.ql-selected,\\n.ql-bubble .ql-toolbar .ql-picker-item.ql-selected {\\n  color: #fff;\\n}\\n.ql-bubble.ql-toolbar button:hover .ql-fill,\\n.ql-bubble .ql-toolbar button:hover .ql-fill,\\n.ql-bubble.ql-toolbar button:focus .ql-fill,\\n.ql-bubble .ql-toolbar button:focus .ql-fill,\\n.ql-bubble.ql-toolbar button.ql-active .ql-fill,\\n.ql-bubble .ql-toolbar button.ql-active .ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-label:hover .ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-label:hover .ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-label.ql-active .ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-label.ql-active .ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-item:hover .ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-item:hover .ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-item.ql-selected .ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-item.ql-selected .ql-fill,\\n.ql-bubble.ql-toolbar button:hover .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar button:hover .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar button:focus .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar button:focus .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar button.ql-active .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar button.ql-active .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\\n.ql-bubble.ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill,\\n.ql-bubble .ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill {\\n  fill: #fff;\\n}\\n.ql-bubble.ql-toolbar button:hover .ql-stroke,\\n.ql-bubble .ql-toolbar button:hover .ql-stroke,\\n.ql-bubble.ql-toolbar button:focus .ql-stroke,\\n.ql-bubble .ql-toolbar button:focus .ql-stroke,\\n.ql-bubble.ql-toolbar button.ql-active .ql-stroke,\\n.ql-bubble .ql-toolbar button.ql-active .ql-stroke,\\n.ql-bubble.ql-toolbar .ql-picker-label:hover .ql-stroke,\\n.ql-bubble .ql-toolbar .ql-picker-label:hover .ql-stroke,\\n.ql-bubble.ql-toolbar .ql-picker-label.ql-active .ql-stroke,\\n.ql-bubble .ql-toolbar .ql-picker-label.ql-active .ql-stroke,\\n.ql-bubble.ql-toolbar .ql-picker-item:hover .ql-stroke,\\n.ql-bubble .ql-toolbar .ql-picker-item:hover .ql-stroke,\\n.ql-bubble.ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\\n.ql-bubble .ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\\n.ql-bubble.ql-toolbar button:hover .ql-stroke-miter,\\n.ql-bubble .ql-toolbar button:hover .ql-stroke-miter,\\n.ql-bubble.ql-toolbar button:focus .ql-stroke-miter,\\n.ql-bubble .ql-toolbar button:focus .ql-stroke-miter,\\n.ql-bubble.ql-toolbar button.ql-active .ql-stroke-miter,\\n.ql-bubble .ql-toolbar button.ql-active .ql-stroke-miter,\\n.ql-bubble.ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\\n.ql-bubble .ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\\n.ql-bubble.ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\\n.ql-bubble .ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\\n.ql-bubble.ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\\n.ql-bubble .ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\\n.ql-bubble.ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter,\\n.ql-bubble .ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter {\\n  stroke: #fff;\\n}\\n@media (pointer: coarse) {\\n  .ql-bubble.ql-toolbar button:hover:not(.ql-active),\\n  .ql-bubble .ql-toolbar button:hover:not(.ql-active) {\\n    color: #ccc;\\n  }\\n  .ql-bubble.ql-toolbar button:hover:not(.ql-active) .ql-fill,\\n  .ql-bubble .ql-toolbar button:hover:not(.ql-active) .ql-fill,\\n  .ql-bubble.ql-toolbar button:hover:not(.ql-active) .ql-stroke.ql-fill,\\n  .ql-bubble .ql-toolbar button:hover:not(.ql-active) .ql-stroke.ql-fill {\\n    fill: #ccc;\\n  }\\n  .ql-bubble.ql-toolbar button:hover:not(.ql-active) .ql-stroke,\\n  .ql-bubble .ql-toolbar button:hover:not(.ql-active) .ql-stroke,\\n  .ql-bubble.ql-toolbar button:hover:not(.ql-active) .ql-stroke-miter,\\n  .ql-bubble .ql-toolbar button:hover:not(.ql-active) .ql-stroke-miter {\\n    stroke: #ccc;\\n  }\\n}\\n.ql-bubble {\\n  box-sizing: border-box;\\n}\\n.ql-bubble * {\\n  box-sizing: border-box;\\n}\\n.ql-bubble .ql-hidden {\\n  display: none;\\n}\\n.ql-bubble .ql-out-bottom,\\n.ql-bubble .ql-out-top {\\n  visibility: hidden;\\n}\\n.ql-bubble .ql-tooltip {\\n  position: absolute;\\n  transform: translateY(10px);\\n}\\n.ql-bubble .ql-tooltip a {\\n  cursor: pointer;\\n  text-decoration: none;\\n}\\n.ql-bubble .ql-tooltip.ql-flip {\\n  transform: translateY(-10px);\\n}\\n.ql-bubble .ql-formats {\\n  display: inline-block;\\n  vertical-align: middle;\\n}\\n.ql-bubble .ql-formats:after {\\n  clear: both;\\n  content: '';\\n  display: table;\\n}\\n.ql-bubble .ql-stroke {\\n  fill: none;\\n  stroke: #ccc;\\n  stroke-linecap: round;\\n  stroke-linejoin: round;\\n  stroke-width: 2;\\n}\\n.ql-bubble .ql-stroke-miter {\\n  fill: none;\\n  stroke: #ccc;\\n  stroke-miterlimit: 10;\\n  stroke-width: 2;\\n}\\n.ql-bubble .ql-fill,\\n.ql-bubble .ql-stroke.ql-fill {\\n  fill: #ccc;\\n}\\n.ql-bubble .ql-empty {\\n  fill: none;\\n}\\n.ql-bubble .ql-even {\\n  fill-rule: evenodd;\\n}\\n.ql-bubble .ql-thin,\\n.ql-bubble .ql-stroke.ql-thin {\\n  stroke-width: 1;\\n}\\n.ql-bubble .ql-transparent {\\n  opacity: 0.4;\\n}\\n.ql-bubble .ql-direction svg:last-child {\\n  display: none;\\n}\\n.ql-bubble .ql-direction.ql-active svg:last-child {\\n  display: inline;\\n}\\n.ql-bubble .ql-direction.ql-active svg:first-child {\\n  display: none;\\n}\\n.ql-bubble .ql-editor h1 {\\n  font-size: 2em;\\n}\\n.ql-bubble .ql-editor h2 {\\n  font-size: 1.5em;\\n}\\n.ql-bubble .ql-editor h3 {\\n  font-size: 1.17em;\\n}\\n.ql-bubble .ql-editor h4 {\\n  font-size: 1em;\\n}\\n.ql-bubble .ql-editor h5 {\\n  font-size: 0.83em;\\n}\\n.ql-bubble .ql-editor h6 {\\n  font-size: 0.67em;\\n}\\n.ql-bubble .ql-editor a {\\n  text-decoration: underline;\\n}\\n.ql-bubble .ql-editor blockquote {\\n  border-left: 4px solid #ccc;\\n  margin-bottom: 5px;\\n  margin-top: 5px;\\n  padding-left: 16px;\\n}\\n.ql-bubble .ql-editor code,\\n.ql-bubble .ql-editor pre {\\n  background-color: #f0f0f0;\\n  border-radius: 3px;\\n}\\n.ql-bubble .ql-editor pre {\\n  white-space: pre-wrap;\\n  margin-bottom: 5px;\\n  margin-top: 5px;\\n  padding: 5px 10px;\\n}\\n.ql-bubble .ql-editor code {\\n  font-size: 85%;\\n  padding: 2px 4px;\\n}\\n.ql-bubble .ql-editor pre.ql-syntax {\\n  background-color: #23241f;\\n  color: #f8f8f2;\\n  overflow: visible;\\n}\\n.ql-bubble .ql-editor img {\\n  max-width: 100%;\\n}\\n.ql-bubble .ql-picker {\\n  color: #ccc;\\n  display: inline-block;\\n  float: left;\\n  font-size: 14px;\\n  font-weight: 500;\\n  height: 24px;\\n  position: relative;\\n  vertical-align: middle;\\n}\\n.ql-bubble .ql-picker-label {\\n  cursor: pointer;\\n  display: inline-block;\\n  height: 100%;\\n  padding-left: 8px;\\n  padding-right: 2px;\\n  position: relative;\\n  width: 100%;\\n}\\n.ql-bubble .ql-picker-label::before {\\n  display: inline-block;\\n  line-height: 22px;\\n}\\n.ql-bubble .ql-picker-options {\\n  background-color: #444;\\n  display: none;\\n  min-width: 100%;\\n  padding: 4px 8px;\\n  position: absolute;\\n  white-space: nowrap;\\n}\\n.ql-bubble .ql-picker-options .ql-picker-item {\\n  cursor: pointer;\\n  display: block;\\n  padding-bottom: 5px;\\n  padding-top: 5px;\\n}\\n.ql-bubble .ql-picker.ql-expanded .ql-picker-label {\\n  color: #777;\\n  z-index: 2;\\n}\\n.ql-bubble .ql-picker.ql-expanded .ql-picker-label .ql-fill {\\n  fill: #777;\\n}\\n.ql-bubble .ql-picker.ql-expanded .ql-picker-label .ql-stroke {\\n  stroke: #777;\\n}\\n.ql-bubble .ql-picker.ql-expanded .ql-picker-options {\\n  display: block;\\n  margin-top: -1px;\\n  top: 100%;\\n  z-index: 1;\\n}\\n.ql-bubble .ql-color-picker,\\n.ql-bubble .ql-icon-picker {\\n  width: 28px;\\n}\\n.ql-bubble .ql-color-picker .ql-picker-label,\\n.ql-bubble .ql-icon-picker .ql-picker-label {\\n  padding: 2px 4px;\\n}\\n.ql-bubble .ql-color-picker .ql-picker-label svg,\\n.ql-bubble .ql-icon-picker .ql-picker-label svg {\\n  right: 4px;\\n}\\n.ql-bubble .ql-icon-picker .ql-picker-options {\\n  padding: 4px 0px;\\n}\\n.ql-bubble .ql-icon-picker .ql-picker-item {\\n  height: 24px;\\n  width: 24px;\\n  padding: 2px 4px;\\n}\\n.ql-bubble .ql-color-picker .ql-picker-options {\\n  padding: 3px 5px;\\n  width: 152px;\\n}\\n.ql-bubble .ql-color-picker .ql-picker-item {\\n  border: 1px solid transparent;\\n  float: left;\\n  height: 16px;\\n  margin: 2px;\\n  padding: 0px;\\n  width: 16px;\\n}\\n.ql-bubble .ql-picker:not(.ql-color-picker):not(.ql-icon-picker) svg {\\n  position: absolute;\\n  margin-top: -9px;\\n  right: 0;\\n  top: 50%;\\n  width: 18px;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-label]:not([data-label=''])::before,\\n.ql-bubble .ql-picker.ql-font .ql-picker-label[data-label]:not([data-label=''])::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-label[data-label]:not([data-label=''])::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-label]:not([data-label=''])::before,\\n.ql-bubble .ql-picker.ql-font .ql-picker-item[data-label]:not([data-label=''])::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-label]:not([data-label=''])::before {\\n  content: attr(data-label);\\n}\\n.ql-bubble .ql-picker.ql-header {\\n  width: 98px;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item::before {\\n  content: 'Normal';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"1\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"1\\\"]::before {\\n  content: 'Heading 1';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"2\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"2\\\"]::before {\\n  content: 'Heading 2';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"3\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"3\\\"]::before {\\n  content: 'Heading 3';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"4\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"4\\\"]::before {\\n  content: 'Heading 4';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"5\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"5\\\"]::before {\\n  content: 'Heading 5';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-label[data-value=\\\"6\\\"]::before,\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"6\\\"]::before {\\n  content: 'Heading 6';\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"1\\\"]::before {\\n  font-size: 2em;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"2\\\"]::before {\\n  font-size: 1.5em;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"3\\\"]::before {\\n  font-size: 1.17em;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"4\\\"]::before {\\n  font-size: 1em;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"5\\\"]::before {\\n  font-size: 0.83em;\\n}\\n.ql-bubble .ql-picker.ql-header .ql-picker-item[data-value=\\\"6\\\"]::before {\\n  font-size: 0.67em;\\n}\\n.ql-bubble .ql-picker.ql-font {\\n  width: 108px;\\n}\\n.ql-bubble .ql-picker.ql-font .ql-picker-label::before,\\n.ql-bubble .ql-picker.ql-font .ql-picker-item::before {\\n  content: 'Sans Serif';\\n}\\n.ql-bubble .ql-picker.ql-font .ql-picker-label[data-value=serif]::before,\\n.ql-bubble .ql-picker.ql-font .ql-picker-item[data-value=serif]::before {\\n  content: 'Serif';\\n}\\n.ql-bubble .ql-picker.ql-font .ql-picker-label[data-value=monospace]::before,\\n.ql-bubble .ql-picker.ql-font .ql-picker-item[data-value=monospace]::before {\\n  content: 'Monospace';\\n}\\n.ql-bubble .ql-picker.ql-font .ql-picker-item[data-value=serif]::before {\\n  font-family: Georgia, Times New Roman, serif;\\n}\\n.ql-bubble .ql-picker.ql-font .ql-picker-item[data-value=monospace]::before {\\n  font-family: Monaco, Courier New, monospace;\\n}\\n.ql-bubble .ql-picker.ql-size {\\n  width: 98px;\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-label::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-item::before {\\n  content: 'Normal';\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-label[data-value=small]::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=small]::before {\\n  content: 'Small';\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-label[data-value=large]::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=large]::before {\\n  content: 'Large';\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-label[data-value=huge]::before,\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=huge]::before {\\n  content: 'Huge';\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=small]::before {\\n  font-size: 10px;\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=large]::before {\\n  font-size: 18px;\\n}\\n.ql-bubble .ql-picker.ql-size .ql-picker-item[data-value=huge]::before {\\n  font-size: 32px;\\n}\\n.ql-bubble .ql-color-picker.ql-background .ql-picker-item {\\n  background-color: #fff;\\n}\\n.ql-bubble .ql-color-picker.ql-color .ql-picker-item {\\n  background-color: #000;\\n}\\n.ql-bubble .ql-toolbar .ql-formats {\\n  margin: 8px 12px 8px 0px;\\n}\\n.ql-bubble .ql-toolbar .ql-formats:first-child {\\n  margin-left: 12px;\\n}\\n.ql-bubble .ql-color-picker svg {\\n  margin: 1px;\\n}\\n.ql-bubble .ql-color-picker .ql-picker-item.ql-selected,\\n.ql-bubble .ql-color-picker .ql-picker-item:hover {\\n  border-color: #fff;\\n}\\n.ql-bubble .ql-tooltip {\\n  background-color: #444;\\n  border-radius: 25px;\\n  color: #fff;\\n}\\n.ql-bubble .ql-tooltip-arrow {\\n  border-left: 6px solid transparent;\\n  border-right: 6px solid transparent;\\n  content: \\\" \\\";\\n  display: block;\\n  left: 50%;\\n  margin-left: -6px;\\n  position: absolute;\\n}\\n.ql-bubble .ql-tooltip:not(.ql-flip) .ql-tooltip-arrow {\\n  border-bottom: 6px solid #444;\\n  top: -6px;\\n}\\n.ql-bubble .ql-tooltip.ql-flip .ql-tooltip-arrow {\\n  border-top: 6px solid #444;\\n  bottom: -6px;\\n}\\n.ql-bubble .ql-tooltip.ql-editing .ql-tooltip-editor {\\n  display: block;\\n}\\n.ql-bubble .ql-tooltip.ql-editing .ql-formats {\\n  visibility: hidden;\\n}\\n.ql-bubble .ql-tooltip-editor {\\n  display: none;\\n}\\n.ql-bubble .ql-tooltip-editor input[type=text] {\\n  background: transparent;\\n  border: none;\\n  color: #fff;\\n  font-size: 13px;\\n  height: 100%;\\n  outline: none;\\n  padding: 10px 20px;\\n  position: absolute;\\n  width: 100%;\\n}\\n.ql-bubble .ql-tooltip-editor a {\\n  top: 10px;\\n  position: absolute;\\n  right: 20px;\\n}\\n.ql-bubble .ql-tooltip-editor a:before {\\n  color: #ccc;\\n  content: \\\"\\\\D7\\\";\\n  font-size: 16px;\\n  font-weight: bold;\\n}\\n.ql-container.ql-bubble:not(.ql-disabled) a {\\n  position: relative;\\n  white-space: nowrap;\\n}\\n.ql-container.ql-bubble:not(.ql-disabled) a::before {\\n  background-color: #444;\\n  border-radius: 15px;\\n  top: -5px;\\n  font-size: 12px;\\n  color: #fff;\\n  content: attr(href);\\n  font-weight: normal;\\n  overflow: hidden;\\n  padding: 5px 15px;\\n  text-decoration: none;\\n  z-index: 1;\\n}\\n.ql-container.ql-bubble:not(.ql-disabled) a::after {\\n  border-top: 6px solid #444;\\n  border-left: 6px solid transparent;\\n  border-right: 6px solid transparent;\\n  top: 0;\\n  content: \\\" \\\";\\n  height: 0;\\n  width: 0;\\n}\\n.ql-container.ql-bubble:not(.ql-disabled) a::before,\\n.ql-container.ql-bubble:not(.ql-disabled) a::after {\\n  left: 0;\\n  margin-left: 50%;\\n  position: absolute;\\n  transform: translate(-50%, -100%);\\n  transition: visibility 0s ease 200ms;\\n  visibility: hidden;\\n}\\n.ql-container.ql-bubble:not(.ql-disabled) a:hover::before,\\n.ql-container.ql-bubble:not(.ql-disabled) a:hover::after {\\n  visibility: visible;\\n}\\n\");\n    },    function(Bokeh) {\n      inject_raw_css(\"/*!\\n * Quill Editor v1.3.6\\n * https://quilljs.com/\\n * Copyright (c) 2014, Jason Chen\\n * Copyright (c) 2013, salesforce.com\\n */\\n.ql-container {\\n  box-sizing: border-box;\\n  font-family: Helvetica, Arial, sans-serif;\\n  font-size: 13px;\\n  height: 100%;\\n  margin: 0px;\\n  position: relative;\\n}\\n.ql-container.ql-disabled .ql-tooltip {\\n  visibility: hidden;\\n}\\n.ql-container.ql-disabled .ql-editor ul[data-checked] > li::before {\\n  pointer-events: none;\\n}\\n.ql-clipboard {\\n  left: -100000px;\\n  height: 1px;\\n  overflow-y: hidden;\\n  position: absolute;\\n  top: 50%;\\n}\\n.ql-clipboard p {\\n  margin: 0;\\n  padding: 0;\\n}\\n.ql-editor {\\n  box-sizing: border-box;\\n  line-height: 1.42;\\n  height: 100%;\\n  outline: none;\\n  overflow-y: auto;\\n  padding: 12px 15px;\\n  tab-size: 4;\\n  -moz-tab-size: 4;\\n  text-align: left;\\n  white-space: pre-wrap;\\n  word-wrap: break-word;\\n}\\n.ql-editor > * {\\n  cursor: text;\\n}\\n.ql-editor p,\\n.ql-editor ol,\\n.ql-editor ul,\\n.ql-editor pre,\\n.ql-editor blockquote,\\n.ql-editor h1,\\n.ql-editor h2,\\n.ql-editor h3,\\n.ql-editor h4,\\n.ql-editor h5,\\n.ql-editor h6 {\\n  margin: 0;\\n  padding: 0;\\n  counter-reset: list-1 list-2 list-3 list-4 list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol,\\n.ql-editor ul {\\n  padding-left: 1.5em;\\n}\\n.ql-editor ol > li,\\n.ql-editor ul > li {\\n  list-style-type: none;\\n}\\n.ql-editor ul > li::before {\\n  content: '\\\\2022';\\n}\\n.ql-editor ul[data-checked=true],\\n.ql-editor ul[data-checked=false] {\\n  pointer-events: none;\\n}\\n.ql-editor ul[data-checked=true] > li *,\\n.ql-editor ul[data-checked=false] > li * {\\n  pointer-events: all;\\n}\\n.ql-editor ul[data-checked=true] > li::before,\\n.ql-editor ul[data-checked=false] > li::before {\\n  color: #777;\\n  cursor: pointer;\\n  pointer-events: all;\\n}\\n.ql-editor ul[data-checked=true] > li::before {\\n  content: '\\\\2611';\\n}\\n.ql-editor ul[data-checked=false] > li::before {\\n  content: '\\\\2610';\\n}\\n.ql-editor li::before {\\n  display: inline-block;\\n  white-space: nowrap;\\n  width: 1.2em;\\n}\\n.ql-editor li:not(.ql-direction-rtl)::before {\\n  margin-left: -1.5em;\\n  margin-right: 0.3em;\\n  text-align: right;\\n}\\n.ql-editor li.ql-direction-rtl::before {\\n  margin-left: 0.3em;\\n  margin-right: -1.5em;\\n}\\n.ql-editor ol li:not(.ql-direction-rtl),\\n.ql-editor ul li:not(.ql-direction-rtl) {\\n  padding-left: 1.5em;\\n}\\n.ql-editor ol li.ql-direction-rtl,\\n.ql-editor ul li.ql-direction-rtl {\\n  padding-right: 1.5em;\\n}\\n.ql-editor ol li {\\n  counter-reset: list-1 list-2 list-3 list-4 list-5 list-6 list-7 list-8 list-9;\\n  counter-increment: list-0;\\n}\\n.ql-editor ol li:before {\\n  content: counter(list-0, decimal) '. ';\\n}\\n.ql-editor ol li.ql-indent-1 {\\n  counter-increment: list-1;\\n}\\n.ql-editor ol li.ql-indent-1:before {\\n  content: counter(list-1, lower-alpha) '. ';\\n}\\n.ql-editor ol li.ql-indent-1 {\\n  counter-reset: list-2 list-3 list-4 list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-2 {\\n  counter-increment: list-2;\\n}\\n.ql-editor ol li.ql-indent-2:before {\\n  content: counter(list-2, lower-roman) '. ';\\n}\\n.ql-editor ol li.ql-indent-2 {\\n  counter-reset: list-3 list-4 list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-3 {\\n  counter-increment: list-3;\\n}\\n.ql-editor ol li.ql-indent-3:before {\\n  content: counter(list-3, decimal) '. ';\\n}\\n.ql-editor ol li.ql-indent-3 {\\n  counter-reset: list-4 list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-4 {\\n  counter-increment: list-4;\\n}\\n.ql-editor ol li.ql-indent-4:before {\\n  content: counter(list-4, lower-alpha) '. ';\\n}\\n.ql-editor ol li.ql-indent-4 {\\n  counter-reset: list-5 list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-5 {\\n  counter-increment: list-5;\\n}\\n.ql-editor ol li.ql-indent-5:before {\\n  content: counter(list-5, lower-roman) '. ';\\n}\\n.ql-editor ol li.ql-indent-5 {\\n  counter-reset: list-6 list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-6 {\\n  counter-increment: list-6;\\n}\\n.ql-editor ol li.ql-indent-6:before {\\n  content: counter(list-6, decimal) '. ';\\n}\\n.ql-editor ol li.ql-indent-6 {\\n  counter-reset: list-7 list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-7 {\\n  counter-increment: list-7;\\n}\\n.ql-editor ol li.ql-indent-7:before {\\n  content: counter(list-7, lower-alpha) '. ';\\n}\\n.ql-editor ol li.ql-indent-7 {\\n  counter-reset: list-8 list-9;\\n}\\n.ql-editor ol li.ql-indent-8 {\\n  counter-increment: list-8;\\n}\\n.ql-editor ol li.ql-indent-8:before {\\n  content: counter(list-8, lower-roman) '. ';\\n}\\n.ql-editor ol li.ql-indent-8 {\\n  counter-reset: list-9;\\n}\\n.ql-editor ol li.ql-indent-9 {\\n  counter-increment: list-9;\\n}\\n.ql-editor ol li.ql-indent-9:before {\\n  content: counter(list-9, decimal) '. ';\\n}\\n.ql-editor .ql-indent-1:not(.ql-direction-rtl) {\\n  padding-left: 3em;\\n}\\n.ql-editor li.ql-indent-1:not(.ql-direction-rtl) {\\n  padding-left: 4.5em;\\n}\\n.ql-editor .ql-indent-1.ql-direction-rtl.ql-align-right {\\n  padding-right: 3em;\\n}\\n.ql-editor li.ql-indent-1.ql-direction-rtl.ql-align-right {\\n  padding-right: 4.5em;\\n}\\n.ql-editor .ql-indent-2:not(.ql-direction-rtl) {\\n  padding-left: 6em;\\n}\\n.ql-editor li.ql-indent-2:not(.ql-direction-rtl) {\\n  padding-left: 7.5em;\\n}\\n.ql-editor .ql-indent-2.ql-direction-rtl.ql-align-right {\\n  padding-right: 6em;\\n}\\n.ql-editor li.ql-indent-2.ql-direction-rtl.ql-align-right {\\n  padding-right: 7.5em;\\n}\\n.ql-editor .ql-indent-3:not(.ql-direction-rtl) {\\n  padding-left: 9em;\\n}\\n.ql-editor li.ql-indent-3:not(.ql-direction-rtl) {\\n  padding-left: 10.5em;\\n}\\n.ql-editor .ql-indent-3.ql-direction-rtl.ql-align-right {\\n  padding-right: 9em;\\n}\\n.ql-editor li.ql-indent-3.ql-direction-rtl.ql-align-right {\\n  padding-right: 10.5em;\\n}\\n.ql-editor .ql-indent-4:not(.ql-direction-rtl) {\\n  padding-left: 12em;\\n}\\n.ql-editor li.ql-indent-4:not(.ql-direction-rtl) {\\n  padding-left: 13.5em;\\n}\\n.ql-editor .ql-indent-4.ql-direction-rtl.ql-align-right {\\n  padding-right: 12em;\\n}\\n.ql-editor li.ql-indent-4.ql-direction-rtl.ql-align-right {\\n  padding-right: 13.5em;\\n}\\n.ql-editor .ql-indent-5:not(.ql-direction-rtl) {\\n  padding-left: 15em;\\n}\\n.ql-editor li.ql-indent-5:not(.ql-direction-rtl) {\\n  padding-left: 16.5em;\\n}\\n.ql-editor .ql-indent-5.ql-direction-rtl.ql-align-right {\\n  padding-right: 15em;\\n}\\n.ql-editor li.ql-indent-5.ql-direction-rtl.ql-align-right {\\n  padding-right: 16.5em;\\n}\\n.ql-editor .ql-indent-6:not(.ql-direction-rtl) {\\n  padding-left: 18em;\\n}\\n.ql-editor li.ql-indent-6:not(.ql-direction-rtl) {\\n  padding-left: 19.5em;\\n}\\n.ql-editor .ql-indent-6.ql-direction-rtl.ql-align-right {\\n  padding-right: 18em;\\n}\\n.ql-editor li.ql-indent-6.ql-direction-rtl.ql-align-right {\\n  padding-right: 19.5em;\\n}\\n.ql-editor .ql-indent-7:not(.ql-direction-rtl) {\\n  padding-left: 21em;\\n}\\n.ql-editor li.ql-indent-7:not(.ql-direction-rtl) {\\n  padding-left: 22.5em;\\n}\\n.ql-editor .ql-indent-7.ql-direction-rtl.ql-align-right {\\n  padding-right: 21em;\\n}\\n.ql-editor li.ql-indent-7.ql-direction-rtl.ql-align-right {\\n  padding-right: 22.5em;\\n}\\n.ql-editor .ql-indent-8:not(.ql-direction-rtl) {\\n  padding-left: 24em;\\n}\\n.ql-editor li.ql-indent-8:not(.ql-direction-rtl) {\\n  padding-left: 25.5em;\\n}\\n.ql-editor .ql-indent-8.ql-direction-rtl.ql-align-right {\\n  padding-right: 24em;\\n}\\n.ql-editor li.ql-indent-8.ql-direction-rtl.ql-align-right {\\n  padding-right: 25.5em;\\n}\\n.ql-editor .ql-indent-9:not(.ql-direction-rtl) {\\n  padding-left: 27em;\\n}\\n.ql-editor li.ql-indent-9:not(.ql-direction-rtl) {\\n  padding-left: 28.5em;\\n}\\n.ql-editor .ql-indent-9.ql-direction-rtl.ql-align-right {\\n  padding-right: 27em;\\n}\\n.ql-editor li.ql-indent-9.ql-direction-rtl.ql-align-right {\\n  padding-right: 28.5em;\\n}\\n.ql-editor .ql-video {\\n  display: block;\\n  max-width: 100%;\\n}\\n.ql-editor .ql-video.ql-align-center {\\n  margin: 0 auto;\\n}\\n.ql-editor .ql-video.ql-align-right {\\n  margin: 0 0 0 auto;\\n}\\n.ql-editor .ql-bg-black {\\n  background-color: #000;\\n}\\n.ql-editor .ql-bg-red {\\n  background-color: #e60000;\\n}\\n.ql-editor .ql-bg-orange {\\n  background-color: #f90;\\n}\\n.ql-editor .ql-bg-yellow {\\n  background-color: #ff0;\\n}\\n.ql-editor .ql-bg-green {\\n  background-color: #008a00;\\n}\\n.ql-editor .ql-bg-blue {\\n  background-color: #06c;\\n}\\n.ql-editor .ql-bg-purple {\\n  background-color: #93f;\\n}\\n.ql-editor .ql-color-white {\\n  color: #fff;\\n}\\n.ql-editor .ql-color-red {\\n  color: #e60000;\\n}\\n.ql-editor .ql-color-orange {\\n  color: #f90;\\n}\\n.ql-editor .ql-color-yellow {\\n  color: #ff0;\\n}\\n.ql-editor .ql-color-green {\\n  color: #008a00;\\n}\\n.ql-editor .ql-color-blue {\\n  color: #06c;\\n}\\n.ql-editor .ql-color-purple {\\n  color: #93f;\\n}\\n.ql-editor .ql-font-serif {\\n  font-family: Georgia, Times New Roman, serif;\\n}\\n.ql-editor .ql-font-monospace {\\n  font-family: Monaco, Courier New, monospace;\\n}\\n.ql-editor .ql-size-small {\\n  font-size: 0.75em;\\n}\\n.ql-editor .ql-size-large {\\n  font-size: 1.5em;\\n}\\n.ql-editor .ql-size-huge {\\n  font-size: 2.5em;\\n}\\n.ql-editor .ql-direction-rtl {\\n  direction: rtl;\\n  text-align: inherit;\\n}\\n.ql-editor .ql-align-center {\\n  text-align: center;\\n}\\n.ql-editor .ql-align-justify {\\n  text-align: justify;\\n}\\n.ql-editor .ql-align-right {\\n  text-align: right;\\n}\\n.ql-editor.ql-blank::before {\\n  color: rgba(0,0,0,0.6);\\n  content: attr(data-placeholder);\\n  font-style: italic;\\n  left: 15px;\\n  pointer-events: none;\\n  position: absolute;\\n  right: 15px;\\n}\\n.ql-snow.ql-toolbar:after,\\n.ql-snow .ql-toolbar:after {\\n  clear: both;\\n  content: '';\\n  display: table;\\n}\\n.ql-snow.ql-toolbar button,\\n.ql-snow .ql-toolbar button {\\n  background: none;\\n  border: none;\\n  cursor: pointer;\\n  display: inline-block;\\n  float: left;\\n  height: 24px;\\n  padding: 3px 5px;\\n  width: 28px;\\n}\\n.ql-snow.ql-toolbar button svg,\\n.ql-snow .ql-toolbar button svg {\\n  float: left;\\n  height: 100%;\\n}\\n.ql-snow.ql-toolbar button:active:hover,\\n.ql-snow .ql-toolbar button:active:hover {\\n  outline: none;\\n}\\n.ql-snow.ql-toolbar input.ql-image[type=file],\\n.ql-snow .ql-toolbar input.ql-image[type=file] {\\n  display: none;\\n}\\n.ql-snow.ql-toolbar button:hover,\\n.ql-snow .ql-toolbar button:hover,\\n.ql-snow.ql-toolbar button:focus,\\n.ql-snow .ql-toolbar button:focus,\\n.ql-snow.ql-toolbar button.ql-active,\\n.ql-snow .ql-toolbar button.ql-active,\\n.ql-snow.ql-toolbar .ql-picker-label:hover,\\n.ql-snow .ql-toolbar .ql-picker-label:hover,\\n.ql-snow.ql-toolbar .ql-picker-label.ql-active,\\n.ql-snow .ql-toolbar .ql-picker-label.ql-active,\\n.ql-snow.ql-toolbar .ql-picker-item:hover,\\n.ql-snow .ql-toolbar .ql-picker-item:hover,\\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected,\\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected {\\n  color: #06c;\\n}\\n.ql-snow.ql-toolbar button:hover .ql-fill,\\n.ql-snow .ql-toolbar button:hover .ql-fill,\\n.ql-snow.ql-toolbar button:focus .ql-fill,\\n.ql-snow .ql-toolbar button:focus .ql-fill,\\n.ql-snow.ql-toolbar button.ql-active .ql-fill,\\n.ql-snow .ql-toolbar button.ql-active .ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-fill,\\n.ql-snow.ql-toolbar button:hover .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar button:hover .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar button:focus .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar button:focus .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar button.ql-active .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar button.ql-active .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill,\\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill {\\n  fill: #06c;\\n}\\n.ql-snow.ql-toolbar button:hover .ql-stroke,\\n.ql-snow .ql-toolbar button:hover .ql-stroke,\\n.ql-snow.ql-toolbar button:focus .ql-stroke,\\n.ql-snow .ql-toolbar button:focus .ql-stroke,\\n.ql-snow.ql-toolbar button.ql-active .ql-stroke,\\n.ql-snow .ql-toolbar button.ql-active .ql-stroke,\\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke,\\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke,\\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke,\\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke,\\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke,\\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke,\\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\\n.ql-snow.ql-toolbar button:hover .ql-stroke-miter,\\n.ql-snow .ql-toolbar button:hover .ql-stroke-miter,\\n.ql-snow.ql-toolbar button:focus .ql-stroke-miter,\\n.ql-snow .ql-toolbar button:focus .ql-stroke-miter,\\n.ql-snow.ql-toolbar button.ql-active .ql-stroke-miter,\\n.ql-snow .ql-toolbar button.ql-active .ql-stroke-miter,\\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter,\\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter {\\n  stroke: #06c;\\n}\\n@media (pointer: coarse) {\\n  .ql-snow.ql-toolbar button:hover:not(.ql-active),\\n  .ql-snow .ql-toolbar button:hover:not(.ql-active) {\\n    color: #444;\\n  }\\n  .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-fill,\\n  .ql-snow .ql-toolbar button:hover:not(.ql-active) .ql-fill,\\n  .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-stroke.ql-fill,\\n  .ql-snow .ql-toolbar button:hover:not(.ql-active) 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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 */\nfunction 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  } 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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\nif (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",
      "application/vnd.holoviews_load.v0+json": ""
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     "data": {
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       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
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       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(> .cell-output-ipywidget-background\n",
       "    > .lm-Widget\n",
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       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
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      "text/html": [
       "<div id='e866f210-da45-4396-b3c7-82a71cacf313'>\n",
       "  <div id=\"d8b22f60-0301-4e85-a4aa-4f2a346705e1\" data-root-id=\"e866f210-da45-4396-b3c7-82a71cacf313\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"9ee018c4-144d-4f2e-9976-65f0d5ecdac4\":{\"version\":\"3.1.1\",\"title\":\"Bokeh Application\",\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}],\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"e866f210-da45-4396-b3c7-82a71cacf313\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"5faf4742-e751-4921-8846-9f19fd3992d2\",\"attributes\":{\"plot_id\":\"e866f210-da45-4396-b3c7-82a71cacf313\",\"comm_id\":\"60bad51de2034762a1f16673ce3c92fc\",\"client_comm_id\":\"6af865e3f1294a5b977e281ee16d6d8b\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"9ee018c4-144d-4f2e-9976-65f0d5ecdac4\",\"roots\":{\"e866f210-da45-4396-b3c7-82a71cacf313\":\"d8b22f60-0301-4e85-a4aa-4f2a346705e1\"},\"root_ids\":[\"e866f210-da45-4396-b3c7-82a71cacf313\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
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       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
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       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
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       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
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       "      }\n",
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       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
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     "output_type": "display_data"
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   "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",
    ")"
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  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "48a82bb6-7097-4f5f-be03-08364c297e98",
   "metadata": {},
   "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": 4,
   "id": "c047124f-494c-4fb9-8ac3-e5a71d72b65e",
   "metadata": {},
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     "data": {},
     "metadata": {},
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"d74e9c37-3732-46e7-b28d-4bfc7afd6043\":{\"version\":\"3.1.1\",\"title\":\"Bokeh 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       "  var render_items = [{\"docid\":\"d74e9c37-3732-46e7-b28d-4bfc7afd6043\",\"roots\":{\"acb08554-5f93-484e-a843-0af19dc7f618\":\"a3f0eedd-f5c2-4c71-80b7-6824ed201b1f\"},\"root_ids\":[\"acb08554-5f93-484e-a843-0af19dc7f618\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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",
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       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
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       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
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       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
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       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
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       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
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     "execution_count": 4,
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   "id": "d5493830-55a2-4db5-a54e-9ec84000cea1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'iot.pdf'"
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   "id": "ae340a1f-74e1-4f12-87bf-ab1ebfb6f159",
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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       "  var render_items = [{\"docid\":\"50ca44dd-5032-4a13-a33d-c9c66bbf74b9\",\"roots\":{\"96089e94-352a-4a4b-959b-0bcfcf873ee4\":\"c4f8da9a-a7a2-4086-a656-9b19c99511f9\"},\"root_ids\":[\"96089e94-352a-4a4b-959b-0bcfcf873ee4\"]}];\n",
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       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
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       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
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   "id": "c405e747-d892-4d28-adb3-7d9884d712c4",
   "metadata": {},
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"8103b4f9-f7ef-4689-8363-5e1a712bc29a\"},{\"id\":\"e007589f-f7a6-4d25-ac8a-9c09ade2f0af\"},{\"id\":\"3b5f9a96-9219-4873-b4f6-ef35e95ce1b5\"},{\"id\":\"c6bc3d06-4c0f-4340-b98e-48514d94567d\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"RadioButtonGroup\",\"id\":\"8254a913-5cd7-44fb-a7de-d8bd317f893d\",\"attributes\":{\"css_classes\":[\"solid\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"8103b4f9-f7ef-4689-8363-5e1a712bc29a\"},{\"id\":\"1da7a1e4-5963-4e4f-a29e-32eafe263b55\"},{\"id\":\"3b5f9a96-9219-4873-b4f6-ef35e95ce1b5\"},{\"id\":\"c6bc3d06-4c0f-4340-b98e-48514d94567d\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"labels\":[\"stuff\",\"map_reduce\",\"refine\",\"map_rerank\"],\"active\":0}},{\"type\":\"object\",\"name\":\"Slider\",\"id\":\"5e80eb2b-80bb-474e-87e0-ed0abfd3674c\",\"attributes\":{\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"8103b4f9-f7ef-4689-8363-5e1a712bc29a\"},{\"id\":\"3b5f9a96-9219-4873-b4f6-ef35e95ce1b5\"},{\"id\":\"c6bc3d06-4c0f-4340-b98e-48514d94567d\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"title\":\"Number of relevant chunks\",\"start\":1,\"end\":5,\"value\":2}}]}}],\"active_header_background\":\"\",\"button_css_classes\":[\"card-button\"],\"collapsed\":false,\"header_background\":\"\",\"header_color\":\"\",\"header_css_classes\":[\"card-header\"]}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"415e6829-bfd7-46a5-8f0a-1321cfda2044\",\"attributes\":{\"plot_id\":\"f2524526-e01e-40c0-8135-5c515a63566c\",\"comm_id\":\"10f59a30d476442c845aac3275c0385c\",\"client_comm_id\":\"0abc388659e84fb8b8b1451d1057b925\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"5a563e33-3f08-40be-b2c4-2be37e9a98bc\",\"roots\":{\"f2524526-e01e-40c0-8135-5c515a63566c\":\"bacf65d0-4b34-4289-961b-765936a83994\"},\"root_ids\":[\"f2524526-e01e-40c0-8135-5c515a63566c\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "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)"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "f2524526-e01e-40c0-8135-5c515a63566c"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9b6b4cda-ab83-4a00-9214-10903bbba6e8",
   "metadata": {},
   "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": 10,
   "id": "53f5b9f6-015f-4b26-8c4e-df0e6236a6ff",
   "metadata": {},
   "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(\"/.cache/temp.pdf\")\n",
    "    \n",
    "        prompt_text = prompt.value\n",
    "        if prompt_text:\n",
    "            result = qa(file=\"/.cache/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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5a2e33a0-9faa-48b0-8f45-9f5e6c73f006",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " IoT adalah singkatan dari Internet of Things, yaitu gagasan untuk menghubungkan benda-benda di dunia nyata ke sistem komputer. Dasar prinsip kerjanya adalah dengan memberi benda-benda di dunia nyata identitas unik dan dapat dikenali di sistem komputer, kemudian benda-benda tersebut dapat diwakili dalam bentuk data di sebuah sistem komputer. Pengenal yang dapat digunakan untuk identifikasi benda dapat berupa kode batang, kode QR, atau identifikasi frekuensi radio. Benda-benda tersebut dapat diberikan pengenal berupa IP address dan dapat menggunakan jaringan internet untuk berkomunikasi dengan benda lain yang memiliki IP address.\n"
     ]
    }
   ],
   "source": [
    "qa_interactive = pn.panel(\n",
    "    pn.bind(qa_result, run_button),\n",
    "    loading_indicator=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8cab2623-915a-4324-b16b-34eb323717c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "output = pn.WidgetBox('*Output will show up here:*', qa_interactive, width=630, scroll=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7dd2a74e-f072-492e-a701-69cc25edb99d",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='0644abfd-30ba-4692-ad84-8f70555ef0eb'>\n",
       "  <div id=\"b4e43c15-cde7-4dd0-92c6-9c266ed1ae0d\" data-root-id=\"0644abfd-30ba-4692-ad84-8f70555ef0eb\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"6e648496-43a5-43f8-a343-3cba00c53f26\":{\"version\":\"3.1.1\",\"title\":\"Bokeh 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url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"f63a3eb0-1dc3-43bd-b4e5-8b11689a81b7\"},{\"id\":\"c42eed4d-d9bc-4c06-9376-4a8bf0ee5048\"},{\"id\":\"b0c9bd6b-9229-463a-88c6-93424ec19297\"},{\"id\":\"00315b7b-8ed0-4adc-b6df-f34150c91333\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"text\":\"&lt;p&gt;IoT adalah singkatan dari Internet of Things, yaitu gagasan untuk menghubungkan benda-benda di dunia nyata ke sistem komputer. Dasar prinsip kerjanya adalah dengan memberi benda-benda di dunia nyata identitas unik dan dapat dikenali di sistem komputer, kemudian benda-benda tersebut dapat diwakili dalam bentuk data di sebuah sistem komputer. Pengenal yang dapat digunakan untuk identifikasi benda dapat berupa kode batang, kode QR, atau identifikasi frekuensi radio. Benda-benda tersebut dapat diberikan pengenal berupa IP address dan dapat menggunakan jaringan internet untuk berkomunikasi dengan benda lain yang memiliki IP address.&lt;/p&gt;\\n\"}},{\"type\":\"object\",\"name\":\"panel.models.markup.HTML\",\"id\":\"784b6940-0f44-4d37-a15b-c92f0cc833d1\",\"attributes\":{\"css_classes\":[\"markdown\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"f63a3eb0-1dc3-43bd-b4e5-8b11689a81b7\"},{\"id\":\"c42eed4d-d9bc-4c06-9376-4a8bf0ee5048\"},{\"id\":\"b0c9bd6b-9229-463a-88c6-93424ec19297\"},{\"id\":\"00315b7b-8ed0-4adc-b6df-f34150c91333\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"text\":\"&lt;p&gt;Relevant source text:&lt;/p&gt;\\n\"}},{\"type\":\"object\",\"name\":\"panel.models.markup.HTML\",\"id\":\"c6f3c0db-eddb-4771-8d8d-3c39a2c6946f\",\"attributes\":{\"css_classes\":[\"markdown\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"f63a3eb0-1dc3-43bd-b4e5-8b11689a81b7\"},{\"id\":\"c42eed4d-d9bc-4c06-9376-4a8bf0ee5048\"},{\"id\":\"b0c9bd6b-9229-463a-88c6-93424ec19297\"},{\"id\":\"00315b7b-8ed0-4adc-b6df-f34150c91333\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"text\":\"&lt;p&gt;Copyright \\u00a9 2018 FIKOM \\u2013 UNASMAN\\n&lt;a href=&quot;http://ejournal.fikom-unasman.ac.id&quot;&gt;http://ejournal.fikom-unasman.ac.id&lt;/a&gt;&lt;/p&gt;\\n&lt;p&gt;Jurnal Ilmiah Ilmu Komputer, Vol. 4, No. 1, April 2018  (P) ISSN 2 442-4512&lt;br /&gt;\\n(O) ISSN 2503-3832&lt;/p&gt;\\n&lt;p&gt;21&lt;/p&gt;\\n&lt;p&gt;anda, dan Cloud Data Center tempat untuk\\nmenyimpan aplikasi beserta data base.&lt;/p&gt;\\n&lt;p&gt;Gambar 2.1. Konsep IOT\\n(&lt;a href=&quot;http://www.mobnasesemka.com/internet-&quot;&gt;http://www.mobnasesemka.com/internet-&lt;/a&gt; of-things/)&lt;/p&gt;\\n&lt;p&gt;Dasar prinsip kerja perangkat IoT adalah benda di\\ndunia nyata diberikan identitas unik dan dapat dikali\\ndi sistem komputer  dan dapat di representasikan\\ndalam bentuk data di sebuah sistem komputer. Pada\\nawal-awal implementasi gagasan IoT pengenal yang\\ndigunakan agar benda dapat diidentifikasi dan dibaca\\noleh komputer adalah dengan menggunakan kode\\nbatang ( Barcode ), Kode QR (QR Code) dan\\nIdentifikasi Frekuensi Radio (RFID). Dalam\\nperkembangan nya sebuah benda dapat diberi\\npengenal berupa IP address dan menggunakan\\njaringan internet untuk bisa berkomunikasi dengan\\nbenda lain yang memiliki pengenal IP address.\\nCara Kerja Internet of Things  yaitu dengan\\nmemanfaatkan sebuah argumentasi pemrograman\\nyang dimana tiap-tiap perintah argumennya itu\\nmenghasilkan sebuah interaksi antara sesama mesin\\nyang terhubung secara otomatis tanpa campur tangan\\nmanusia dan dalam jarak berapa pun. Internetlah yang\\nmenjadi penghubung di antara kedua interaksi mesin\\ntersebut, sementara manusia hanya bertugas sebagai\\npengatur dan pengawas bekerjanya alat tersebut secara\\nlangsung.&lt;/p&gt;\\n&lt;p&gt;2.1.2. Implementasi IoT\\nMesin dibuat agar pekerjaan manusia menjadi\\nlebih mudah, pada awalnya mesin dibuat hanya untuk\\nmembantu manusia dan dioperasikan secara manual,\\nlambat laun mesin bisa berjalan sendiri (otomatis) ,\\ntetapi dalam perkembangan nya pemanfaatan mesin\\nsebagai alat dalam sebuah sistem akan menemui\\nkendala jika sudah menyangkut jarak dan waktu.\\ndengan jarak yang begitu jauh maka mesin tikdak\\nakan bisa merinteraksi dengan mesin yang lain, untuk\\nmengatasi hal inilah diterapkan gagasan internet of\\nthings dinama semua mesin dengan pengenal IP\\naddress dapat menggunakan jaringan internet sebagai\\nmedia komnukasi (Saling bertukar data).\\nTabel 2.1.2 : Penerapan IoT  Implementasi IoT\\nDalam Bidang\\nKeamanan  Pengamanan\\nmenggunakan kamera\\nCCTV di rumah, jalan dan\\ngedung dapat dikontrol\\ndimana saja\\nImplementasi IoT\\nDalam Bidang\\nProperty\\neskalator, sistem\\npendingin gedung, sistem\\nkeamanan, CCTV , sistem\\nadministrasi, kelistrikan,\\ninstalasi saluran air dan\\ngas dan lain sebagainya.&lt;br /&gt;\\nImplementasi IoT\\ndalam bidang Medis\\npemasangan sensor detak\\njantung dan sensor yang\\nlain pada pasien yang\\nterhubung ke ruang pusat\\nkontrol untuk memonitor\\nkeadaan pasien secara\\notomatis dan memberikan\\nperingata jika terjadi hal\\nburuk,sistem pembayaran\\nrumah sakit dll.&lt;/p&gt;\\n&lt;p&gt;2.2. Aplikasi Mobile&lt;/p&gt;\\n&lt;p&gt;Aplikasi Mobile adalah perangkat lunak yang\\nberjalan pada perangkat mobile seperti smartphone atau\\ntablet PC [4]. Aplikasi Mobile juga dikenal sebagai\\naplikasi yang dapat diunduh dan memiliki fungsi\\ntertentu sehingga menambah fungsionalitas dari\\nperangkat mobile itu sendiri. Untuk mendapatkan\\nmobile application yang diinginkan, user dapat\\nmengunduhnya melalui situs tertentu sesuai dengan\\nsistem operasi yang dimiliki. Google Play dan iTunes\\nmerupakan beberapa contoh dari situs yang\\nmenyediakan beragam aplikasi bagi pengguna Android\\ndan iOS untuk mengunduh aplikasi yang diinginkan.\\nMaka aplikasi mobile dapat di artikan sebuah\\nprogram aplikasi yang dapat dijalankan atau digunakan\\nwalaupun pengguna berpindah \\u2013 pindah dari satu\\ntempat ke tempat yang lain serta mempunyai ukuran\\nyang kecil. Aplikasi mobile ini dapat di akses melalui\\nperangkat nirkabel, pager, PDA, telepon seluler,\\nsmartphone, dan perangkat sejenisnya.&lt;/p&gt;\\n&lt;p&gt;2.2.1 Android\\nMenurut (Warangkiran, Kaunang, Lumenta, &amp;amp;\\nSt, 2014), Android adalah sistem operasi untuk telepon\\nseluler yang berbasis Linux. Android utamanya adalah\\nproduk Google, tetapi lebih tepatnya bagian dari Open\\nHandset Alliance. Open Handset Alliance merupakan\\naliansi dari 30 organisasi yang berkomitmen untuk\\nmembawa sebuah perangkat seluler yang lebih baik dan\\nterbuka untuk pasar. Android termasuk kernel berbasis\\nLinux, aplikasi end-user, dan framework aplikasi. User\\napplication dibangun berbasiskan bahasa pemrograman&lt;/p&gt;\\n\"}}]}}]}}]}}]}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"f219d8bb-352e-46ab-b085-3329c7dcbb15\",\"attributes\":{\"plot_id\":\"0644abfd-30ba-4692-ad84-8f70555ef0eb\",\"comm_id\":\"9cdd23807700494f8ebd833c24fe2c88\",\"client_comm_id\":\"8354d799b66441b4a03e9b353ec5dc8c\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"6e648496-43a5-43f8-a343-3cba00c53f26\",\"roots\":{\"0644abfd-30ba-4692-ad84-8f70555ef0eb\":\"b4e43c15-cde7-4dd0-92c6-9c266ed1ae0d\"},\"root_ids\":[\"0644abfd-30ba-4692-ad84-8f70555ef0eb\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "WidgetBox(scroll=True, width=630)\n",
       "    [0] Markdown(str, sizing_mode='stretch_width')\n",
       "    [1] ParamFunction(function, _pane=Column, defer_load=False, loading_indicator=True, sizing_mode='stretch_width')"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "0644abfd-30ba-4692-ad84-8f70555ef0eb"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ac6c0737-4ce6-4582-8d65-4e3a8a88f395",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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Konsep IOT\\n(&lt;a href=&quot;http://www.mobnasesemka.com/internet-&quot;&gt;http://www.mobnasesemka.com/internet-&lt;/a&gt; of-things/)&lt;/p&gt;\\n&lt;p&gt;Dasar prinsip kerja perangkat IoT adalah benda di\\ndunia nyata diberikan identitas unik dan dapat dikali\\ndi sistem komputer  dan dapat di representasikan\\ndalam bentuk data di sebuah sistem komputer. Pada\\nawal-awal implementasi gagasan IoT pengenal yang\\ndigunakan agar benda dapat diidentifikasi dan dibaca\\noleh komputer adalah dengan menggunakan kode\\nbatang ( Barcode ), Kode QR (QR Code) dan\\nIdentifikasi Frekuensi Radio (RFID). Dalam\\nperkembangan nya sebuah benda dapat diberi\\npengenal berupa IP address dan menggunakan\\njaringan internet untuk bisa berkomunikasi dengan\\nbenda lain yang memiliki pengenal IP address.\\nCara Kerja Internet of Things  yaitu dengan\\nmemanfaatkan sebuah argumentasi pemrograman\\nyang dimana tiap-tiap perintah argumennya itu\\nmenghasilkan sebuah interaksi antara sesama mesin\\nyang terhubung secara otomatis tanpa campur tangan\\nmanusia dan dalam jarak berapa pun. Internetlah yang\\nmenjadi penghubung di antara kedua interaksi mesin\\ntersebut, sementara manusia hanya bertugas sebagai\\npengatur dan pengawas bekerjanya alat tersebut secara\\nlangsung.&lt;/p&gt;\\n&lt;p&gt;2.1.2. Implementasi IoT\\nMesin dibuat agar pekerjaan manusia menjadi\\nlebih mudah, pada awalnya mesin dibuat hanya untuk\\nmembantu manusia dan dioperasikan secara manual,\\nlambat laun mesin bisa berjalan sendiri (otomatis) ,\\ntetapi dalam perkembangan nya pemanfaatan mesin\\nsebagai alat dalam sebuah sistem akan menemui\\nkendala jika sudah menyangkut jarak dan waktu.\\ndengan jarak yang begitu jauh maka mesin tikdak\\nakan bisa merinteraksi dengan mesin yang lain, untuk\\nmengatasi hal inilah diterapkan gagasan internet of\\nthings dinama semua mesin dengan pengenal IP\\naddress dapat menggunakan jaringan internet sebagai\\nmedia komnukasi (Saling bertukar data).\\nTabel 2.1.2 : Penerapan IoT  Implementasi IoT\\nDalam Bidang\\nKeamanan  Pengamanan\\nmenggunakan kamera\\nCCTV di rumah, jalan dan\\ngedung dapat dikontrol\\ndimana saja\\nImplementasi IoT\\nDalam Bidang\\nProperty\\neskalator, sistem\\npendingin gedung, sistem\\nkeamanan, CCTV , sistem\\nadministrasi, kelistrikan,\\ninstalasi saluran air dan\\ngas dan lain sebagainya.&lt;br /&gt;\\nImplementasi IoT\\ndalam bidang Medis\\npemasangan sensor detak\\njantung dan sensor yang\\nlain pada pasien yang\\nterhubung ke ruang pusat\\nkontrol untuk memonitor\\nkeadaan pasien secara\\notomatis dan memberikan\\nperingata jika terjadi hal\\nburuk,sistem pembayaran\\nrumah sakit dll.&lt;/p&gt;\\n&lt;p&gt;2.2. Aplikasi Mobile&lt;/p&gt;\\n&lt;p&gt;Aplikasi Mobile adalah perangkat lunak yang\\nberjalan pada perangkat mobile seperti smartphone atau\\ntablet PC [4]. Aplikasi Mobile juga dikenal sebagai\\naplikasi yang dapat diunduh dan memiliki fungsi\\ntertentu sehingga menambah fungsionalitas dari\\nperangkat mobile itu sendiri. Untuk mendapatkan\\nmobile application yang diinginkan, user dapat\\nmengunduhnya melalui situs tertentu sesuai dengan\\nsistem operasi yang dimiliki. Google Play dan iTunes\\nmerupakan beberapa contoh dari situs yang\\nmenyediakan beragam aplikasi bagi pengguna Android\\ndan iOS untuk mengunduh aplikasi yang diinginkan.\\nMaka aplikasi mobile dapat di artikan sebuah\\nprogram aplikasi yang dapat dijalankan atau digunakan\\nwalaupun pengguna berpindah \\u2013 pindah dari satu\\ntempat ke tempat yang lain serta mempunyai ukuran\\nyang kecil. Aplikasi mobile ini dapat di akses melalui\\nperangkat nirkabel, pager, PDA, telepon seluler,\\nsmartphone, dan perangkat sejenisnya.&lt;/p&gt;\\n&lt;p&gt;2.2.1 Android\\nMenurut (Warangkiran, Kaunang, Lumenta, &amp;amp;\\nSt, 2014), Android adalah sistem operasi untuk telepon\\nseluler yang berbasis Linux. Android utamanya adalah\\nproduk Google, tetapi lebih tepatnya bagian dari Open\\nHandset Alliance. Open Handset Alliance merupakan\\naliansi dari 30 organisasi yang berkomitmen untuk\\nmembawa sebuah perangkat seluler yang lebih baik dan\\nterbuka untuk pasar. Android termasuk kernel berbasis\\nLinux, aplikasi end-user, dan framework aplikasi. User\\napplication dibangun berbasiskan bahasa pemrograman&lt;/p&gt;\\n\"}}]}}]}}]}}]}}]}},{\"type\":\"object\",\"name\":\"Row\",\"id\":\"a7b30cd3-54ef-4421-a33b-ae5498b0cf37\",\"attributes\":{\"name\":\"Row00189\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: 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url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"134504ee-8a8f-453b-9096-a653ad8af0cb\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.1.1/dist/css/card.css\"}},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":10,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"8a88f136-b686-4b2f-94e0-45f00f4ab45a\",\"attributes\":{\"name\":\"Row00171\",\"css_classes\":[\"card-header-row\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"9048826c-5f29-46ef-8ed9-630c5f359b54\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"panel.models.markup.HTML\",\"id\":\"d0ce0fbb-8b62-455c-88cb-624b8ecab852\",\"attributes\":{\"css_classes\":[\"card-title\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":[5,0],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"text\":\"&lt;h3&gt;Advanced settings&lt;/h3&gt;\",\"disable_math\":true}}]}},{\"type\":\"object\",\"name\":\"panel.models.markup.HTML\",\"id\":\"95612fd4-d003-4a2d-8943-f5cbdcd439c6\",\"attributes\":{\"css_classes\":[\"markdown\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"9cbb4c8b-14af-4553-90cf-368a69e5c6b5\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"text\":\"&lt;p&gt;Chain type:&lt;/p&gt;\\n\"}},{\"type\":\"object\",\"name\":\"Column\",\"id\":\"15e35607-0d59-4c67-9fbf-a32e2d2c8e13\",\"attributes\":{\"name\":\"Column00168\",\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"9048826c-5f29-46ef-8ed9-630c5f359b54\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"RadioButtonGroup\",\"id\":\"75025c10-6382-4d68-a568-d599956afa5f\",\"attributes\":{\"css_classes\":[\"solid\"],\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"3ea69ab1-5fd7-415d-87f0-25c7a7e6fbe8\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"labels\":[\"stuff\",\"map_reduce\",\"refine\",\"map_rerank\"],\"active\":0}},{\"type\":\"object\",\"name\":\"Slider\",\"id\":\"9f54ddde-691b-4c62-bde5-4f69de332f6a\",\"attributes\":{\"stylesheets\":[\"\\n:host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\\n  background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n  background-size: auto calc(min(50%, 400px));\\n}\",{\"id\":\"b10288e4-dd89-4821-a38b-4b3e283cd4a4\"},{\"id\":\"4f4ddb63-5cf7-4496-a046-b3fd18ec36e2\"},{\"id\":\"7a48cd17-4f4b-4391-ae77-bdfae4ae80eb\"}],\"margin\":[5,10],\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"title\":\"Number of relevant chunks\",\"start\":1,\"end\":5,\"value\":1}}]}}],\"active_header_background\":\"\",\"button_css_classes\":[\"card-button\"],\"collapsed\":false,\"header_background\":\"\",\"header_color\":\"\",\"header_css_classes\":[\"card-header\"]}}]}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"787c849e-8041-45fd-856c-8416d5a19fb9\",\"attributes\":{\"plot_id\":\"52603fbe-cff5-4989-a48d-c28d24f88268\",\"comm_id\":\"7876349753ff4ed084dd87676ac939f6\",\"client_comm_id\":\"db10b22c8f0b41dea43be0f4e1c11a3d\"}}],\"callbacks\":{\"type\":\"map\"}}};\n",
       "  var render_items = [{\"docid\":\"f2a3d46e-d7ec-48e3-90d4-07a428f0a9bf\",\"roots\":{\"52603fbe-cff5-4989-a48d-c28d24f88268\":\"b23dd479-21b4-41eb-aded-905dc0f79350\"},\"root_ids\":[\"52603fbe-cff5-4989-a48d-c28d24f88268\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version && !is_dev) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "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(filename='iot.pdf', mime_type='application/pdf', value=b'%PDF-1.4\\n%\\xc7\\xec\\x8f\\..., width=300)\n",
       "        [1] PasswordInput(placeholder='Enter your OpenAI A..., value='sk-3kvONAwOrrX8bSlFWfqDT3..., value_input='sk-3kvONAwOrrX8bSlFWfqDT3...)\n",
       "    [2] WidgetBox(scroll=True, width=630)\n",
       "        [0] Markdown(str, sizing_mode='stretch_width')\n",
       "        [1] ParamFunction(function, _pane=Column, defer_load=False, 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, value='<p>Apa itu iot? b...)\n",
       "            [1] Button(clicks=1, 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=1)"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "52603fbe-cff5-4989-a48d-c28d24f88268"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 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",
    "\n",
    ").servable()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d63fde40-36c8-4abe-b123-7c3d8b807164",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}