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Delete Langchain_QA_Panel.ipynb

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  1. Langchain_QA_Panel.ipynb +0 -835
Langchain_QA_Panel.ipynb DELETED
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- {
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- "cells": [
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- {
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- "cell_type": "code",
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- "execution_count": 1,
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- "id": "a54a31ac-281b-499f-b0c5-0a2b7e33a78e",
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- "metadata": {
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- "tags": []
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- },
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- "outputs": [
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- "name": "stdout",
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- "output_type": "stream",
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- "text": [
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- ]
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- }
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- ],
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- "source": [
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- "!pip install langchain openai chromadb tiktoken pypdf panel"
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- ]
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- },
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- {
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- "cell_type": "code",
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- "execution_count": 27,
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- "id": "863cb54e-071e-4a79-a453-e8b7026127ae",
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- "metadata": {},
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- "outputs": [],
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- "source": [
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- "import os \n",
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- "from langchain.chains import RetrievalQA\n",
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- "from langchain.llms import OpenAI\n",
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- "from langchain.document_loaders import TextLoader\n",
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- "from langchain.document_loaders import PyPDFLoader\n",
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- "from langchain.indexes import VectorstoreIndexCreator\n",
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- "from langchain.text_splitter import CharacterTextSplitter\n",
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- "from langchain.embeddings import OpenAIEmbeddings\n",
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- "from langchain.vectorstores import Chroma\n",
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- "import panel as pn\n",
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- "import tempfile"
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- ]
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- },
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- {
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- "cell_type": "code",
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- "execution_count": 28,
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- "id": "c08a624a-171f-4334-993c-c516d67cd46b",
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- "metadata": {},
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- "outputs": [
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- {
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- "data": {
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- "application/javascript": [
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- "(function(root) {\n",
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- " function now() {\n",
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- " return new Date();\n",
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- " }\n",
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- " var force = true;\n",
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- "\n",
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- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
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- " root._bokeh_onload_callbacks = [];\n",
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- " root._bokeh_is_loading = undefined;\n",
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- " }\n",
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- "\n",
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- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
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- " root._bokeh_timeout = Date.now() + 5000;\n",
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- " root._bokeh_failed_load = false;\n",
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- " }\n",
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- "\n",
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- " function run_callbacks() {\n",
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- " try {\n",
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- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
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- " if (callback != null)\n",
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- " callback();\n",
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- " });\n",
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- " } finally {\n",
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- " delete root._bokeh_onload_callbacks\n",
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- " }\n",
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- " console.debug(\"Bokeh: all callbacks have finished\");\n",
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- " }\n",
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- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
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- " if (css_urls == null) css_urls = [];\n",
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- " if (js_urls == null) js_urls = [];\n",
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- " if (js_modules == null) js_modules = [];\n",
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- "\n",
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- " root._bokeh_onload_callbacks.push(callback);\n",
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- " if (root._bokeh_is_loading > 0) {\n",
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- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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- " return null;\n",
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- " }\n",
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- " if (js_urls.length === 0 && js_modules.length === 0) {\n",
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- " run_callbacks();\n",
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- " return null;\n",
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- " }\n",
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- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
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- "\n",
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- " function on_load() {\n",
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- " root._bokeh_is_loading--;\n",
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- " if (root._bokeh_is_loading === 0) {\n",
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- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
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- " run_callbacks()\n",
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- " }\n",
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- " }\n",
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- "\n",
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- " function on_error() {\n",
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- " console.error(\"failed to load \" + url);\n",
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- " }\n",
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- "\n",
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- " for (var i = 0; i < css_urls.length; i++) {\n",
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- " var url = css_urls[i];\n",
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- " const element = document.createElement(\"link\");\n",
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- " element.rel = \"stylesheet\";\n",
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- " element.type = \"text/css\";\n",
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- " element.href = url;\n",
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- " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
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- " document.body.appendChild(element);\n",
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- " }\n",
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- "\n",
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- " var skip = [];\n",
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- " if (window.requirejs) {\n",
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- " window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
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- " require([\"Quill\"], function(Quill) {\n",
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- "\twindow.Quill = Quill\n",
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- "\ton_load()\n",
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- " })\n",
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- " require([\"gridstack\"], function(GridStack) {\n",
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- "\twindow.GridStack = GridStack\n",
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- "\ton_load()\n",
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- " })\n",
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- " require([\"notyf\"], function() {\n",
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- "\ton_load()\n",
219
- " })\n",
220
- " root._bokeh_is_loading = css_urls.length + 3;\n",
221
- " } else {\n",
222
- " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
223
- " } if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n",
224
- " var urls = ['https://cdn.quilljs.com/1.3.6/quill.js'];\n",
225
- " for (var i = 0; i < urls.length; i++) {\n",
226
- " skip.push(urls[i])\n",
227
- " }\n",
228
- " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
229
- " var urls = ['https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
230
- " for (var i = 0; i < urls.length; i++) {\n",
231
- " skip.push(urls[i])\n",
232
- " }\n",
233
- " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
234
- " var urls = ['https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js'];\n",
235
- " for (var i = 0; i < urls.length; i++) {\n",
236
- " skip.push(urls[i])\n",
237
- " }\n",
238
- " } for (var i = 0; i < js_urls.length; i++) {\n",
239
- " var url = js_urls[i];\n",
240
- " if (skip.indexOf(url) >= 0) {\n",
241
- "\tif (!window.requirejs) {\n",
242
- "\t on_load();\n",
243
- "\t}\n",
244
- "\tcontinue;\n",
245
- " }\n",
246
- " var element = document.createElement('script');\n",
247
- " element.onload = on_load;\n",
248
- " element.onerror = on_error;\n",
249
- " element.async = false;\n",
250
- " element.src = url;\n",
251
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
252
- " document.head.appendChild(element);\n",
253
- " }\n",
254
- " for (var i = 0; i < js_modules.length; i++) {\n",
255
- " var url = js_modules[i];\n",
256
- " if (skip.indexOf(url) >= 0) {\n",
257
- "\tif (!window.requirejs) {\n",
258
- "\t on_load();\n",
259
- "\t}\n",
260
- "\tcontinue;\n",
261
- " }\n",
262
- " var element = document.createElement('script');\n",
263
- " element.onload = on_load;\n",
264
- " element.onerror = on_error;\n",
265
- " element.async = false;\n",
266
- " element.src = url;\n",
267
- " element.type = \"module\";\n",
268
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
269
- " document.head.appendChild(element);\n",
270
- " }\n",
271
- " if (!js_urls.length && !js_modules.length) {\n",
272
- " on_load()\n",
273
- " }\n",
274
- " };\n",
275
- "\n",
276
- " function inject_raw_css(css) {\n",
277
- " const element = document.createElement(\"style\");\n",
278
- " element.appendChild(document.createTextNode(css));\n",
279
- " document.body.appendChild(element);\n",
280
- " }\n",
281
- "\n",
282
- " var js_urls = [\"https://cdn.quilljs.com/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/panel.min.js\"];\n",
283
- " var js_modules = [];\n",
284
- " var css_urls = [\"https://cdn.quilljs.com/1.3.6/quill.bubble.css\", \"https://cdn.quilljs.com/1.3.6/quill.snow.css\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.css\", \"https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/css/all.min.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/debugger.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/card.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/loading.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/dataframe.css\"];\n",
285
- " var inline_js = [ function(Bokeh) {\n",
286
- " inject_raw_css(\"\\n .bk.pn-loading.arcs:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n",
287
- " }, function(Bokeh) {\n",
288
- " Bokeh.set_log_level(\"info\");\n",
289
- " },\n",
290
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
291
- " ];\n",
292
- "\n",
293
- " function run_inline_js() {\n",
294
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
295
- " for (var i = 0; i < inline_js.length; i++) {\n",
296
- " inline_js[i].call(root, root.Bokeh);\n",
297
- " }} else if (Date.now() < root._bokeh_timeout) {\n",
298
- " setTimeout(run_inline_js, 100);\n",
299
- " } else if (!root._bokeh_failed_load) {\n",
300
- " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
301
- " root._bokeh_failed_load = true;\n",
302
- " }\n",
303
- " }\n",
304
- "\n",
305
- " if (root._bokeh_is_loading === 0) {\n",
306
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
307
- " run_inline_js();\n",
308
- " } else {\n",
309
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
310
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
311
- " run_inline_js();\n",
312
- " });\n",
313
- " }\n",
314
- "}(window));"
315
- ],
316
- "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.6/quill', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"Quill\"], function(Quill) {\n\twindow.Quill = Quill\n\ton_load()\n })\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 3;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.quilljs.com/1.3.6/quill.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.quilljs.com/1.3.6/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.js\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/panel.min.js\"];\n var js_modules = [];\n var css_urls = [\"https://cdn.quilljs.com/1.3.6/quill.bubble.css\", \"https://cdn.quilljs.com/1.3.6/quill.snow.css\", \"https://cdn.jsdelivr.net/npm/notyf@3/notyf.min.css\", \"https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/css/all.min.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/debugger.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/card.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/loading.css\", \"https://unpkg.com/@holoviz/panel@0.13.1/dist/css/dataframe.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\"\\n .bk.pn-loading.arcs:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
317
- },
318
- "metadata": {},
319
- "output_type": "display_data"
320
- },
321
- {
322
- "data": {
323
- "application/javascript": [
324
- "\n",
325
- "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
326
- " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
327
- "}\n",
328
- "\n",
329
- "\n",
330
- " function JupyterCommManager() {\n",
331
- " }\n",
332
- "\n",
333
- " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
334
- " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
335
- " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
336
- " comm_manager.register_target(comm_id, function(comm) {\n",
337
- " comm.on_msg(msg_handler);\n",
338
- " });\n",
339
- " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
340
- " window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
341
- " comm.onMsg = msg_handler;\n",
342
- " });\n",
343
- " } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
344
- " google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
345
- " var messages = comm.messages[Symbol.asyncIterator]();\n",
346
- " function processIteratorResult(result) {\n",
347
- " var message = result.value;\n",
348
- " console.log(message)\n",
349
- " var content = {data: message.data, comm_id};\n",
350
- " var buffers = []\n",
351
- " for (var buffer of message.buffers || []) {\n",
352
- " buffers.push(new DataView(buffer))\n",
353
- " }\n",
354
- " var metadata = message.metadata || {};\n",
355
- " var msg = {content, buffers, metadata}\n",
356
- " msg_handler(msg);\n",
357
- " return messages.next().then(processIteratorResult);\n",
358
- " }\n",
359
- " return messages.next().then(processIteratorResult);\n",
360
- " })\n",
361
- " }\n",
362
- " }\n",
363
- "\n",
364
- " JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
365
- " if (comm_id in window.PyViz.comms) {\n",
366
- " return window.PyViz.comms[comm_id];\n",
367
- " } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
368
- " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
369
- " var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
370
- " if (msg_handler) {\n",
371
- " comm.on_msg(msg_handler);\n",
372
- " }\n",
373
- " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
374
- " var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
375
- " comm.open();\n",
376
- " if (msg_handler) {\n",
377
- " comm.onMsg = msg_handler;\n",
378
- " }\n",
379
- " } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
380
- " var comm_promise = google.colab.kernel.comms.open(comm_id)\n",
381
- " comm_promise.then((comm) => {\n",
382
- " window.PyViz.comms[comm_id] = comm;\n",
383
- " if (msg_handler) {\n",
384
- " var messages = comm.messages[Symbol.asyncIterator]();\n",
385
- " function processIteratorResult(result) {\n",
386
- " var message = result.value;\n",
387
- " var content = {data: message.data};\n",
388
- " var metadata = message.metadata || {comm_id};\n",
389
- " var msg = {content, metadata}\n",
390
- " msg_handler(msg);\n",
391
- " return messages.next().then(processIteratorResult);\n",
392
- " }\n",
393
- " return messages.next().then(processIteratorResult);\n",
394
- " }\n",
395
- " }) \n",
396
- " var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
397
- " return comm_promise.then((comm) => {\n",
398
- " comm.send(data, metadata, buffers, disposeOnDone);\n",
399
- " });\n",
400
- " };\n",
401
- " var comm = {\n",
402
- " send: sendClosure\n",
403
- " };\n",
404
- " }\n",
405
- " window.PyViz.comms[comm_id] = comm;\n",
406
- " return comm;\n",
407
- " }\n",
408
- " window.PyViz.comm_manager = new JupyterCommManager();\n",
409
- " \n",
410
- "\n",
411
- "\n",
412
- "var JS_MIME_TYPE = 'application/javascript';\n",
413
- "var HTML_MIME_TYPE = 'text/html';\n",
414
- "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
415
- "var CLASS_NAME = 'output';\n",
416
- "\n",
417
- "/**\n",
418
- " * Render data to the DOM node\n",
419
- " */\n",
420
- "function render(props, node) {\n",
421
- " var div = document.createElement(\"div\");\n",
422
- " var script = document.createElement(\"script\");\n",
423
- " node.appendChild(div);\n",
424
- " node.appendChild(script);\n",
425
- "}\n",
426
- "\n",
427
- "/**\n",
428
- " * Handle when a new output is added\n",
429
- " */\n",
430
- "function handle_add_output(event, handle) {\n",
431
- " var output_area = handle.output_area;\n",
432
- " var output = handle.output;\n",
433
- " if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
434
- " return\n",
435
- " }\n",
436
- " var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
437
- " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
438
- " if (id !== undefined) {\n",
439
- " var nchildren = toinsert.length;\n",
440
- " var html_node = toinsert[nchildren-1].children[0];\n",
441
- " html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
442
- " var scripts = [];\n",
443
- " var nodelist = html_node.querySelectorAll(\"script\");\n",
444
- " for (var i in nodelist) {\n",
445
- " if (nodelist.hasOwnProperty(i)) {\n",
446
- " scripts.push(nodelist[i])\n",
447
- " }\n",
448
- " }\n",
449
- "\n",
450
- " scripts.forEach( function (oldScript) {\n",
451
- " var newScript = document.createElement(\"script\");\n",
452
- " var attrs = [];\n",
453
- " var nodemap = oldScript.attributes;\n",
454
- " for (var j in nodemap) {\n",
455
- " if (nodemap.hasOwnProperty(j)) {\n",
456
- " attrs.push(nodemap[j])\n",
457
- " }\n",
458
- " }\n",
459
- " attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
460
- " newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
461
- " oldScript.parentNode.replaceChild(newScript, oldScript);\n",
462
- " });\n",
463
- " if (JS_MIME_TYPE in output.data) {\n",
464
- " toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
465
- " }\n",
466
- " output_area._hv_plot_id = id;\n",
467
- " if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
468
- " window.PyViz.plot_index[id] = Bokeh.index[id];\n",
469
- " } else {\n",
470
- " window.PyViz.plot_index[id] = null;\n",
471
- " }\n",
472
- " } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
473
- " var bk_div = document.createElement(\"div\");\n",
474
- " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
475
- " var script_attrs = bk_div.children[0].attributes;\n",
476
- " for (var i = 0; i < script_attrs.length; i++) {\n",
477
- " toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
478
- " }\n",
479
- " // store reference to server id on output_area\n",
480
- " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
481
- " }\n",
482
- "}\n",
483
- "\n",
484
- "/**\n",
485
- " * Handle when an output is cleared or removed\n",
486
- " */\n",
487
- "function handle_clear_output(event, handle) {\n",
488
- " var id = handle.cell.output_area._hv_plot_id;\n",
489
- " var server_id = handle.cell.output_area._bokeh_server_id;\n",
490
- " if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
491
- " var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
492
- " if (server_id !== null) {\n",
493
- " comm.send({event_type: 'server_delete', 'id': server_id});\n",
494
- " return;\n",
495
- " } else if (comm !== null) {\n",
496
- " comm.send({event_type: 'delete', 'id': id});\n",
497
- " }\n",
498
- " delete PyViz.plot_index[id];\n",
499
- " if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
500
- " var doc = window.Bokeh.index[id].model.document\n",
501
- " doc.clear();\n",
502
- " const i = window.Bokeh.documents.indexOf(doc);\n",
503
- " if (i > -1) {\n",
504
- " window.Bokeh.documents.splice(i, 1);\n",
505
- " }\n",
506
- " }\n",
507
- "}\n",
508
- "\n",
509
- "/**\n",
510
- " * Handle kernel restart event\n",
511
- " */\n",
512
- "function handle_kernel_cleanup(event, handle) {\n",
513
- " delete PyViz.comms[\"hv-extension-comm\"];\n",
514
- " window.PyViz.plot_index = {}\n",
515
- "}\n",
516
- "\n",
517
- "/**\n",
518
- " * Handle update_display_data messages\n",
519
- " */\n",
520
- "function handle_update_output(event, handle) {\n",
521
- " handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
522
- " handle_add_output(event, handle)\n",
523
- "}\n",
524
- "\n",
525
- "function register_renderer(events, OutputArea) {\n",
526
- " function append_mime(data, metadata, element) {\n",
527
- " // create a DOM node to render to\n",
528
- " var toinsert = this.create_output_subarea(\n",
529
- " metadata,\n",
530
- " CLASS_NAME,\n",
531
- " EXEC_MIME_TYPE\n",
532
- " );\n",
533
- " this.keyboard_manager.register_events(toinsert);\n",
534
- " // Render to node\n",
535
- " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
536
- " render(props, toinsert[0]);\n",
537
- " element.append(toinsert);\n",
538
- " return toinsert\n",
539
- " }\n",
540
- "\n",
541
- " events.on('output_added.OutputArea', handle_add_output);\n",
542
- " events.on('output_updated.OutputArea', handle_update_output);\n",
543
- " events.on('clear_output.CodeCell', handle_clear_output);\n",
544
- " events.on('delete.Cell', handle_clear_output);\n",
545
- " events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
546
- "\n",
547
- " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
548
- " safe: true,\n",
549
- " index: 0\n",
550
- " });\n",
551
- "}\n",
552
- "\n",
553
- "if (window.Jupyter !== undefined) {\n",
554
- " try {\n",
555
- " var events = require('base/js/events');\n",
556
- " var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
557
- " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
558
- " register_renderer(events, OutputArea);\n",
559
- " }\n",
560
- " } catch(err) {\n",
561
- " }\n",
562
- "}\n"
563
- ],
564
- "application/vnd.holoviews_load.v0+json": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\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 } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\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"
565
- },
566
- "metadata": {},
567
- "output_type": "display_data"
568
- },
569
- {
570
- "data": {
571
- "text/html": [
572
- "<style>.bk-root, .bk-root .bk:before, .bk-root .bk:after {\n",
573
- " font-family: var(--jp-ui-font-size1);\n",
574
- " font-size: var(--jp-ui-font-size1);\n",
575
- " color: var(--jp-ui-font-color1);\n",
576
- "}\n",
577
- "</style>"
578
- ]
579
- },
580
- "metadata": {},
581
- "output_type": "display_data"
582
- }
583
- ],
584
- "source": [
585
- "pn.extension('texteditor', template=\"bootstrap\", sizing_mode='stretch_width')\n",
586
- "pn.state.template.param.update(\n",
587
- " main_max_width=\"690px\",\n",
588
- " header_background=\"#eddf15\",\n",
589
- ")"
590
- ]
591
- },
592
- {
593
- "cell_type": "code",
594
- "execution_count": 29,
595
- "id": "ac074e46-004b-41e7-b3b6-79ccd92d2051",
596
- "metadata": {},
597
- "outputs": [],
598
- "source": [
599
- "file_input = pn.widgets.FileInput(width=300)\n",
600
- "\n",
601
- "openaikey = pn.widgets.PasswordInput(\n",
602
- " value=\"\", placeholder=\"Enter your OpenAI API Key here...\", width=300\n",
603
- ")\n",
604
- "prompt = pn.widgets.TextEditor(\n",
605
- " value=\"\", placeholder=\"Enter your questions here...\", height=160, toolbar=False\n",
606
- ")\n",
607
- "run_button = pn.widgets.Button(name=\"Run!\")\n",
608
- "\n",
609
- "select_k = pn.widgets.IntSlider(\n",
610
- " name=\"Number of relevant chunks\", start=1, end=5, step=1, value=2\n",
611
- ")\n",
612
- "select_chain_type = pn.widgets.RadioButtonGroup(\n",
613
- " name='Chain type', \n",
614
- " options=['stuff', 'map_reduce', \"refine\", \"map_rerank\"]\n",
615
- ")\n",
616
- "\n",
617
- "widgets = pn.Row(\n",
618
- " pn.Card(\n",
619
- " \"Chain type:\",\n",
620
- " pn.Column(select_chain_type, select_k),\n",
621
- " title=\"Advanced settings\", margin=10\n",
622
- " ), \n",
623
- " pn.Column(prompt, run_button, margin=5),\n",
624
- " width=600\n",
625
- ")"
626
- ]
627
- },
628
- {
629
- "cell_type": "code",
630
- "execution_count": 30,
631
- "id": "43670abb-f7a3-452a-89e4-d335e5d4ae77",
632
- "metadata": {},
633
- "outputs": [],
634
- "source": [
635
- "def qa(file, query, chain_type, k):\n",
636
- " # load document\n",
637
- " loader = PyPDFLoader(file)\n",
638
- " documents = loader.load()\n",
639
- " # split the documents into chunks\n",
640
- " text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n",
641
- " texts = text_splitter.split_documents(documents)\n",
642
- " # select which embeddings we want to use\n",
643
- " embeddings = OpenAIEmbeddings()\n",
644
- " # create the vectorestore to use as the index\n",
645
- " db = Chroma.from_documents(texts, embeddings)\n",
646
- " # expose this index in a retriever interface\n",
647
- " retriever = db.as_retriever(search_type=\"similarity\", search_kwargs={\"k\": k})\n",
648
- " # create a chain to answer questions \n",
649
- " qa = RetrievalQA.from_chain_type(\n",
650
- " llm=OpenAI(), chain_type=chain_type, retriever=retriever, return_source_documents=True)\n",
651
- " result = qa({\"query\": query})\n",
652
- " print(result['result'])\n",
653
- " return result"
654
- ]
655
- },
656
- {
657
- "cell_type": "code",
658
- "execution_count": 31,
659
- "id": "f54690e3-81c1-4221-b5b1-9b2acc3f2c40",
660
- "metadata": {},
661
- "outputs": [],
662
- "source": [
663
- "convos = [] # store all panel objects in a list\n",
664
- "\n",
665
- "def qa_result(_):\n",
666
- " os.environ[\"OPENAI_API_KEY\"] = openaikey.value\n",
667
- " \n",
668
- " # save pdf file to a temp file \n",
669
- " if file_input.value is not None:\n",
670
- " file_input.save(\"/.cache/temp.pdf\")\n",
671
- " \n",
672
- " prompt_text = prompt.value\n",
673
- " if prompt_text:\n",
674
- " result = qa(file=\"/.cache/temp.pdf\", query=prompt_text, chain_type=select_chain_type.value, k=select_k.value)\n",
675
- " convos.extend([\n",
676
- " pn.Row(\n",
677
- " pn.panel(\"\\U0001F60A\", width=10),\n",
678
- " prompt_text,\n",
679
- " width=600\n",
680
- " ),\n",
681
- " pn.Row(\n",
682
- " pn.panel(\"\\U0001F916\", width=10),\n",
683
- " pn.Column(\n",
684
- " result[\"result\"],\n",
685
- " \"Relevant source text:\",\n",
686
- " pn.pane.Markdown('\\n--------------------------------------------------------------------\\n'.join(doc.page_content for doc in result[\"source_documents\"]))\n",
687
- " )\n",
688
- " )\n",
689
- " ])\n",
690
- " #return convos\n",
691
- " return pn.Column(*convos, margin=15, width=575, min_height=400)\n"
692
- ]
693
- },
694
- {
695
- "cell_type": "code",
696
- "execution_count": 32,
697
- "id": "989d5916-427e-4c48-987f-99b7d219b791",
698
- "metadata": {},
699
- "outputs": [],
700
- "source": [
701
- "qa_interactive = pn.panel(\n",
702
- " pn.bind(qa_result, run_button),\n",
703
- " loading_indicator=True,\n",
704
- ")"
705
- ]
706
- },
707
- {
708
- "cell_type": "code",
709
- "execution_count": 33,
710
- "id": "b1553e1e-9c6d-4d83-89ef-db3bebfe65e0",
711
- "metadata": {},
712
- "outputs": [],
713
- "source": [
714
- "output = pn.WidgetBox('*Output will show up here:*', qa_interactive, width=630, scroll=True)"
715
- ]
716
- },
717
- {
718
- "cell_type": "code",
719
- "execution_count": 34,
720
- "id": "eec3dc8e-c8d3-4e4c-b250-51331efab1e9",
721
- "metadata": {},
722
- "outputs": [
723
- {
724
- "data": {},
725
- "metadata": {},
726
- "output_type": "display_data"
727
- },
728
- {
729
- "data": {
730
- "application/vnd.holoviews_exec.v0+json": "",
731
- "text/html": [
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752
- " clearInterval(timer);\n",
753
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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- " }\n",
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- " }, 25, root)\n",
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- "Column(sizing_mode='stretch_width')\n",
762
- " [0] Markdown(str, sizing_mode='stretch_width')\n",
763
- " [1] Row(sizing_mode='stretch_width')\n",
764
- " [0] FileInput(sizing_mode='stretch_width', width=300)\n",
765
- " [1] PasswordInput(placeholder='Enter your OpenAI A..., sizing_mode='stretch_width', width=300)\n",
766
- " [2] WidgetBox(scroll=True, sizing_mode='stretch_width', width=630)\n",
767
- " [0] Markdown(str, sizing_mode='stretch_width')\n",
768
- " [1] ParamFunction(function, loading_indicator=True, sizing_mode='stretch_width')\n",
769
- " [3] Row(sizing_mode='stretch_width', width=600)\n",
770
- " [0] Card(margin=10, sizing_mode='stretch_width', title='Advanced settings')\n",
771
- " [0] Markdown(str, sizing_mode='stretch_width')\n",
772
- " [1] Column(sizing_mode='stretch_width')\n",
773
- " [0] RadioButtonGroup(name='Chain type', options=['stuff', 'map_reduce', ...], sizing_mode='stretch_width', value='stuff')\n",
774
- " [1] IntSlider(end=5, name='Number of relevant c..., sizing_mode='stretch_width', start=1, value=2)\n",
775
- " [1] Column(margin=5, sizing_mode='stretch_width')\n",
776
- " [0] TextEditor(height=160, placeholder='Enter your questions h..., sizing_mode='stretch_width', toolbar=False)\n",
777
- " [1] Button(name='Run!', sizing_mode='stretch_width')"
778
- ]
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- }
785
- },
786
- "output_type": "execute_result"
787
- }
788
- ],
789
- "source": [
790
- "# layout\n",
791
- "pn.Column(\n",
792
- " pn.pane.Markdown(\"\"\"\n",
793
- " ## \\U0001F60A! Question Answering with your PDF file\n",
794
- " \n",
795
- " 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",
796
- " \n",
797
- " \"\"\"),\n",
798
- " pn.Row(file_input,openaikey),\n",
799
- " output,\n",
800
- " widgets\n",
801
- "\n",
802
- ").servable()"
803
- ]
804
- },
805
- {
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- "cell_type": "code",
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- "execution_count": null,
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- "id": "c5ef3d1d-eca6-43d3-900d-823206858927",
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- "outputs": [],
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- "source": []
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- }
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- "name": "ipython",
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- "version": 3
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- },
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- "mimetype": "text/x-python",
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- "name": "python",
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- "nbconvert_exporter": "python",
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- "pygments_lexer": "ipython3",
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- "version": "3.9.13"
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