"
- ]
- },
- "metadata": {},
- "execution_count": 24
- }
- ],
- "source": [
- "pn.extension('texteditor', template=\"bootstrap\", sizing_mode='stretch_width')\n",
- "pn.state.template.param.update(\n",
- " main_max_width=\"690px\",\n",
- " header_background=\"#F08080\",\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "763db4d0-3436-41d3-8b0f-e66ce16468cd",
- "metadata": {
- "tags": [],
- "id": "763db4d0-3436-41d3-8b0f-e66ce16468cd"
- },
- "outputs": [],
- "source": [
- "file_input = pn.widgets.FileInput(width=300)\n",
- "\n",
- "hfkey = pn.widgets.PasswordInput(\n",
- " value=\"\", placeholder=\"Enter your Huggingface Key...\", 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",
- " value='map_reduce'\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\"\n",
- " ), width=670\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "9b83cc06-3401-498f-8f84-8a98370f3121",
- "metadata": {
- "tags": [],
- "id": "9b83cc06-3401-498f-8f84-8a98370f3121"
- },
- "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",
- " embeddings = HuggingFaceEmbeddings()\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 = HuggingFaceHub(), 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": null,
- "id": "2722f43b-daf6-4d17-a842-41203ae9b140",
- "metadata": {
- "tags": [],
- "id": "2722f43b-daf6-4d17-a842-41203ae9b140"
- },
- "outputs": [],
- "source": [
- "# os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
- "# result = qa(\"materials/example.pdf\", \"When was GPT-2 created?\", \"map_reduce\", 2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "60e1b3d3-c0d2-4260-ae0c-26b03f1b8824",
- "metadata": {
- "id": "60e1b3d3-c0d2-4260-ae0c-26b03f1b8824"
- },
- "outputs": [],
- "source": [
- "convos = [] # store all panel objects in a list\n",
- "\n",
- "def qa_result(_):\n",
- " #os.environ[\"OPENAI_API_KEY\"] = openaikey.value\n",
- " os.environ['HUGGING_FACE_HUB_API_KEY'] = hfkey.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 pn.Column(*convos, margin=15, width=575, min_height=400)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "c3a70857-0b98-4f62-a9c0-b62ca42b474c",
- "metadata": {
- "tags": [],
- "id": "c3a70857-0b98-4f62-a9c0-b62ca42b474c"
- },
- "outputs": [],
- "source": [
- "qa_interactive = pn.panel(\n",
- " pn.bind(qa_result, run_button),\n",
- " loading_indicator=True,\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "228e2b42-b1ed-43af-b923-031a70241ab0",
- "metadata": {
- "tags": [],
- "id": "228e2b42-b1ed-43af-b923-031a70241ab0"
- },
- "outputs": [],
- "source": [
- "output = pn.WidgetBox('*Output will show up here:*', qa_interactive, width=670, scroll=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "1b0ec253-2bcd-4f91-96d8-d8456e900a58",
- "metadata": {
- "tags": [],
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1000
- },
- "id": "1b0ec253-2bcd-4f91-96d8-d8456e900a58",
- "outputId": "ec0adccd-22df-4669-c82a-1e8d05d6e84c"
- },
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- " var py_version = '3.3.4'.replace('rc', '-rc.').replace('.dev', '-dev.');\n",
- " var reloading = false;\n",
- " var Bokeh = root.Bokeh;\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\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, js_exports, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- " if (js_exports == null) js_exports = {};\n",
- "\n",
- " root._bokeh_onload_callbacks.push(callback);\n",
- "\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 && Object.keys(js_exports).length === 0) {\n",
- " run_callbacks();\n",
- " return null;\n",
- " }\n",
- " if (!reloading) {\n",
- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
- " }\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",
- " window._bokeh_on_load = on_load\n",
- "\n",
- " function on_error() {\n",
- " console.error(\"failed to load \" + url);\n",
- " }\n",
- "\n",
- " var skip = [];\n",
- " if (window.requirejs) {\n",
- " window.requirejs.config({'packages': {}, 'paths': {'Quill': 'https://cdn.quilljs.com/1.3.7/quill', 'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n",
- " require([\"Quill\"], function(Quill) {\n",
- "\twindow.Quill = Quill\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel\"], function(jsPanel) {\n",
- "\twindow.jsPanel = jsPanel\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-modal\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-tooltip\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-hint\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-layout\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-contextmenu\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " require([\"jspanel-dock\"], function() {\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 + 10;\n",
- " } else {\n",
- " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n",
- " }\n",
- "\n",
- " var existing_stylesheets = []\n",
- " var links = document.getElementsByTagName('link')\n",
- " for (var i = 0; i < links.length; i++) {\n",
- " var link = links[i]\n",
- " if (link.href != null) {\n",
- "\texisting_stylesheets.push(link.href)\n",
- " }\n",
- " }\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\n",
- " if (existing_stylesheets.indexOf(url) !== -1) {\n",
- "\ton_load()\n",
- "\tcontinue;\n",
- " }\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",
- " } if (((window['Quill'] !== undefined) && (!(window['Quill'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/quillinput/1.3.7/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/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.3.8/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/1.3.8/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } var existing_scripts = []\n",
- " var scripts = document.getElementsByTagName('script')\n",
- " for (var i = 0; i < scripts.length; i++) {\n",
- " var script = scripts[i]\n",
- " if (script.src != null) {\n",
- "\texisting_scripts.push(script.src)\n",
- " }\n",
- " }\n",
- " for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\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) !== -1 || existing_scripts.indexOf(url) !== -1) {\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",
- " 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/1.3.8/dist/bundled/quillinput/1.3.7/quill.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.4.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.4.min.js\", \"https://cdn.holoviz.org/panel/1.3.8/dist/panel.min.js\"];\n",
- " var js_modules = [];\n",
- " var js_exports = {};\n",
- " var css_urls = [\"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/quillinput/1.3.7/quill.bubble.css\", \"https://cdn.holoviz.org/panel/1.3.8/dist/bundled/quillinput/1.3.7/quill.snow.css\"];\n",
- " var inline_js = [ function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
- " function run_inline_js() {\n",
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
- " for (var i = 0; i < inline_js.length; i++) {\n",
- "\ttry {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- "\t} catch(e) {\n",
- "\t if (!reloading) {\n",
- "\t throw e;\n",
- "\t }\n",
- "\t}\n",
- " }\n",
- " // Cache old bokeh versions\n",
- " if (Bokeh != undefined && !reloading) {\n",
- "\tvar NewBokeh = root.Bokeh;\n",
- "\tif (Bokeh.versions === undefined) {\n",
- "\t Bokeh.versions = new Map();\n",
- "\t}\n",
- "\tif (NewBokeh.version !== Bokeh.version) {\n",
- "\t Bokeh.versions.set(NewBokeh.version, NewBokeh)\n",
- "\t}\n",
- "\troot.Bokeh = 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",
- " root._bokeh_is_initializing = false\n",
- " }\n",
- "\n",
- " function load_or_wait() {\n",
- " // Implement a backoff loop that tries to ensure we do not load multiple\n",
- " // versions of Bokeh and its dependencies at the same time.\n",
- " // In recent versions we use the root._bokeh_is_initializing flag\n",
- " // to determine whether there is an ongoing attempt to initialize\n",
- " // bokeh, however for backward compatibility we also try to ensure\n",
- " // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n",
- " // before older versions are fully initialized.\n",
- " if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n",
- " root._bokeh_is_initializing = false;\n",
- " root._bokeh_onload_callbacks = undefined;\n",
- " console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n",
- " load_or_wait();\n",
- " } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n",
- " setTimeout(load_or_wait, 100);\n",
- " } else {\n",
- " root._bokeh_is_initializing = true\n",
- " root._bokeh_onload_callbacks = []\n",
- " var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n",
- " if (!reloading && !bokeh_loaded) {\n",
- "\troot.Bokeh = undefined;\n",
- " }\n",
- " load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n",
- "\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- "\trun_inline_js();\n",
- " });\n",
- " }\n",
- " }\n",
- " // Give older versions of the autoload script a head-start to ensure\n",
- " // they initialize before we start loading newer version.\n",
- " setTimeout(load_or_wait, 100)\n",
- "}(window));"
- ],
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- " function processIteratorResult(result) {\n",
- " var message = result.value;\n",
- " var content = {data: message.data};\n",
- " var metadata = message.metadata || {comm_id};\n",
- " var msg = {content, metadata}\n",
- " msg_handler(msg);\n",
- " return messages.next().then(processIteratorResult);\n",
- " }\n",
- " return messages.next().then(processIteratorResult);\n",
- " }\n",
- " }) \n",
- " var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n",
- " return comm_promise.then((comm) => {\n",
- " comm.send(data, metadata, buffers, disposeOnDone);\n",
- " });\n",
- " };\n",
- " var comm = {\n",
- " send: sendClosure\n",
- " };\n",
- " }\n",
- " window.PyViz.comms[comm_id] = comm;\n",
- " return comm;\n",
- " }\n",
- " window.PyViz.comm_manager = new JupyterCommManager();\n",
- " \n",
- "\n",
- "\n",
- "var JS_MIME_TYPE = 'application/javascript';\n",
- "var HTML_MIME_TYPE = 'text/html';\n",
- "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
- "var CLASS_NAME = 'output';\n",
- "\n",
- "/**\n",
- " * Render data to the DOM node\n",
- " */\n",
- "function render(props, node) {\n",
- " var div = document.createElement(\"div\");\n",
- " var script = document.createElement(\"script\");\n",
- " node.appendChild(div);\n",
- " node.appendChild(script);\n",
- "}\n",
- "\n",
- "/**\n",
- " * Handle when a new output is added\n",
- " */\n",
- "function handle_add_output(event, handle) {\n",
- " var output_area = handle.output_area;\n",
- " var output = handle.output;\n",
- " if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
- " return\n",
- " }\n",
- " var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
- " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
- " if (id !== undefined) {\n",
- " var nchildren = toinsert.length;\n",
- " var html_node = toinsert[nchildren-1].children[0];\n",
- " html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
- " var scripts = [];\n",
- " var nodelist = html_node.querySelectorAll(\"script\");\n",
- " for (var i in nodelist) {\n",
- " if (nodelist.hasOwnProperty(i)) {\n",
- " scripts.push(nodelist[i])\n",
- " }\n",
- " }\n",
- "\n",
- " scripts.forEach( function (oldScript) {\n",
- " var newScript = document.createElement(\"script\");\n",
- " var attrs = [];\n",
- " var nodemap = oldScript.attributes;\n",
- " for (var j in nodemap) {\n",
- " if (nodemap.hasOwnProperty(j)) {\n",
- " attrs.push(nodemap[j])\n",
- " }\n",
- " }\n",
- " attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
- " newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
- " oldScript.parentNode.replaceChild(newScript, oldScript);\n",
- " });\n",
- " if (JS_MIME_TYPE in output.data) {\n",
- " toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
- " }\n",
- " output_area._hv_plot_id = id;\n",
- " if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
- " window.PyViz.plot_index[id] = Bokeh.index[id];\n",
- " } else {\n",
- " window.PyViz.plot_index[id] = null;\n",
- " }\n",
- " } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
- " var bk_div = document.createElement(\"div\");\n",
- " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
- " var script_attrs = bk_div.children[0].attributes;\n",
- " for (var i = 0; i < script_attrs.length; i++) {\n",
- " toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
- " }\n",
- " // store reference to server id on output_area\n",
- " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
- " }\n",
- "}\n",
- "\n",
- "/**\n",
- " * Handle when an output is cleared or removed\n",
- " */\n",
- "function handle_clear_output(event, handle) {\n",
- " var id = handle.cell.output_area._hv_plot_id;\n",
- " var server_id = handle.cell.output_area._bokeh_server_id;\n",
- " if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
- " var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
- " if (server_id !== null) {\n",
- " comm.send({event_type: 'server_delete', 'id': server_id});\n",
- " return;\n",
- " } else if (comm !== null) {\n",
- " comm.send({event_type: 'delete', 'id': id});\n",
- " }\n",
- " delete PyViz.plot_index[id];\n",
- " if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
- " var doc = window.Bokeh.index[id].model.document\n",
- " doc.clear();\n",
- " const i = window.Bokeh.documents.indexOf(doc);\n",
- " if (i > -1) {\n",
- " window.Bokeh.documents.splice(i, 1);\n",
- " }\n",
- " }\n",
- "}\n",
- "\n",
- "/**\n",
- " * Handle kernel restart event\n",
- " */\n",
- "function handle_kernel_cleanup(event, handle) {\n",
- " delete PyViz.comms[\"hv-extension-comm\"];\n",
- " window.PyViz.plot_index = {}\n",
- "}\n",
- "\n",
- "/**\n",
- " * Handle update_display_data messages\n",
- " */\n",
- "function handle_update_output(event, handle) {\n",
- " handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
- " handle_add_output(event, handle)\n",
- "}\n",
- "\n",
- "function register_renderer(events, OutputArea) {\n",
- " function append_mime(data, metadata, element) {\n",
- " // create a DOM node to render to\n",
- " var toinsert = this.create_output_subarea(\n",
- " metadata,\n",
- " CLASS_NAME,\n",
- " EXEC_MIME_TYPE\n",
- " );\n",
- " this.keyboard_manager.register_events(toinsert);\n",
- " // Render to node\n",
- " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
- " render(props, toinsert[0]);\n",
- " element.append(toinsert);\n",
- " return toinsert\n",
- " }\n",
- "\n",
- " events.on('output_added.OutputArea', handle_add_output);\n",
- " events.on('output_updated.OutputArea', handle_update_output);\n",
- " events.on('clear_output.CodeCell', handle_clear_output);\n",
- " events.on('delete.Cell', handle_clear_output);\n",
- " events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
- "\n",
- " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
- " safe: true,\n",
- " index: 0\n",
- " });\n",
- "}\n",
- "\n",
- "if (window.Jupyter !== undefined) {\n",
- " try {\n",
- " var events = require('base/js/events');\n",
- " var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
- " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
- " register_renderer(events, OutputArea);\n",
- " }\n",
- " } catch(err) {\n",
- " }\n",
- "}\n"
- ]
- },
- "metadata": {}
- },
- {
- "output_type": "display_data",
- "data": {
- "text/html": [
- ""
- ]
- },
- "metadata": {}
- },
- {
- "output_type": "display_data",
- "data": {
- "text/html": [
- "\n",
- "Traceback (most recent call last):\n",
- " File "/usr/local/lib/python3.10/dist-packages/pyviz_comms/__init__.py", line 340, in _handle_msg\n",
- " self._on_msg(msg)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/viewable.py", line 472, in _on_msg\n",
- " patch.apply_to_document(doc, comm.id if comm else None)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/protocol/messages/patch_doc.py", line 104, in apply_to_document\n",
- " invoke_with_curdoc(doc, lambda: doc.apply_json_patch(self.payload, setter=setter))\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/callbacks.py", line 443, in invoke_with_curdoc\n",
- " return f()\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/protocol/messages/patch_doc.py", line 104, in <lambda>\n",
- " invoke_with_curdoc(doc, lambda: doc.apply_json_patch(self.payload, setter=setter))\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/document.py", line 391, in apply_json_patch\n",
- " DocumentPatchedEvent.handle_event(self, event, setter)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/events.py", line 245, in handle_event\n",
- " event_cls._handle_event(doc, event)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/events.py", line 280, in _handle_event\n",
- " cb(event.msg_data)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/callbacks.py", line 390, in trigger_event\n",
- " model._trigger_event(event)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/util/callback_manager.py", line 113, in _trigger_event\n",
- " self.document.callbacks.notify_event(cast(Model, self), event, invoke)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/callbacks.py", line 260, in notify_event\n",
- " invoke_with_curdoc(doc, callback_invoker)\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/document/callbacks.py", line 443, in invoke_with_curdoc\n",
- " return f()\n",
- " File "/usr/local/lib/python3.10/dist-packages/bokeh/util/callback_manager.py", line 109, in invoke\n",
- " cast(EventCallbackWithEvent, callback)(event)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/reactive.py", line 481, in _comm_event\n",
- " state._handle_exception(e)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/io/state.py", line 442, in _handle_exception\n",
- " raise exception\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/reactive.py", line 479, in _comm_event\n",
- " self._process_bokeh_event(doc, event)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/reactive.py", line 416, in _process_bokeh_event\n",
- " self._process_event(event)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/widgets/button.py", line 246, in _process_event\n",
- " self.param.trigger('value')\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 2440, in trigger\n",
- " self_.update(dict(params, **triggers))\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 2278, in update\n",
- " restore = self_._update(*args, **kwargs)\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 2318, in _update\n",
- " self_._batch_call_watchers()\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 2509, in _batch_call_watchers\n",
- " self_._execute_watcher(watcher, events)\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 2471, in _execute_watcher\n",
- " watcher.fn(*args, **kwargs)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/param.py", line 865, in _replace_pane\n",
- " new_object = self.eval(self.object)\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/param.py", line 824, in eval\n",
- " return eval_function_with_deps(function)\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/parameterized.py", line 162, in eval_function_with_deps\n",
- " return function(*args, **kwargs)\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/depends.py", line 41, in _depends\n",
- " return func(*args, **kw)\n",
- " File "/usr/local/lib/python3.10/dist-packages/param/reactive.py", line 431, in wrapped\n",
- " return eval_fn()(*combined_args, **combined_kwargs)\n",
- " File "<ipython-input-28-23850828b776>", line 9, in qa_result\n",
- " file_input.save("/.cache/temp.pdf")\n",
- " File "/usr/local/lib/python3.10/dist-packages/panel/widgets/input.py", line 248, in save\n",
- " with open(fn, 'wb') as f:\n",
- "FileNotFoundError: [Errno 2] No such file or directory: '/.cache/temp.pdf'\n",
- "\n"
- ]
- },
- "metadata": {}
- },
- {
- "output_type": "execute_result",
- "data": {
- "text/html": [
- "\n",
- ""
- ],
- "application/vnd.holoviews_exec.v0+json": "",
- "text/plain": [
- "Column(sizing_mode='stretch_width')\n",
- " [0] Markdown(str, sizing_mode='stretch_width')\n",
- " [1] Row(sizing_mode='stretch_width')\n",
- " [0] FileInput(width=300)\n",
- " [1] PasswordInput(placeholder='Enter your Huggingface K...)\n",
- " [2] WidgetBox(css_classes=['panel-widget-box', ...], scroll=True, width=670)\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=670)\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(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='map_reduce')\n",
- " [1] IntSlider(end=5, name='Number of relevant c..., sizing_mode='stretch_width', start=1, value=2)"
- ]
- },
- "metadata": {
- "application/vnd.holoviews_exec.v0+json": {
- "id": "9e61ce14-3fd5-4d91-a0e8-d24a58b1b8ec"
- }
- },
- "execution_count": 31
- }
- ],
- "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,hfkey),\n",
- " output,\n",
- " widgets\n",
- "\n",
- ").servable()"
- ]
- }
- ],
- "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": "3.10.11"
- },
- "colab": {
- "provenance": []
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
\ No newline at end of file