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Last active August 25, 2021 08:57
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check if the test loss is in the same range:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"====> Test set loss: 0.0074\n"
]
}
],
"source": [
"# it will be used to visualize a scatter char\n",
"mu_cudf = cudf.DataFrame()\n",
"\n",
"model.eval()\n",
"with torch.no_grad():\n",
" tst_loss = 0\n",
" for data in tst_loader:\n",
" recon_batch, mu, logvar = model(data)\n",
" tst_loss += loss_function(recon_batch, data, mu, logvar).item()\n",
" mu_cudf = mu_cudf.append(cudf.DataFrame(mu, columns=['x', 'y']))\n",
" \n",
"tst_loss /= len(tst_loader.dataset)\n",
"print('====> Test set loss: {:.4f}'.format(tst_loss))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Finally, we visualize the latent space which is an approximate isotropic Gaussian centered around the origin:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
"(function(root) {\n",
" function now() {\n",
" return new Date();\n",
" }\n",
"\n",
" var force = true;\n",
"\n",
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" 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",
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" 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, callback) {\n",
" if (css_urls == null) css_urls = [];\n",
" if (js_urls == null) js_urls = [];\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 == null || js_urls.length === 0) {\n",
" run_callbacks();\n",
" return null;\n",
" }\n",
" console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
"\n",
" function on_load() {\n",
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" 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",
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" var urls = ['https://cdn.jsdelivr.net/npm/deck.gl@8.1.12/dist.min.js', 'https://cdn.jsdelivr.net/npm/@deck.gl/json@8.1.12/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@2.0.2/dist/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@2.0.2/dist/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@2.0.2/dist/dist.min.js'];\n",
" for (var i = 0; i < urls.length; i++) {\n",
" skip.push(urls[i])\n",
" }\n",
" }\n",
" if (((window['mapboxgl'] !== undefined) && (!(window['mapboxgl'] instanceof HTMLElement))) || window.requirejs) {\n",
" var urls = ['https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.js'];\n",
" for (var i = 0; i < urls.length; i++) {\n",
" skip.push(urls[i])\n",
" }\n",
" }\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
" if (skip.indexOf(url) >= 0) { on_load(); continue; }\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",
"\tif (!js_urls.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.jsdelivr.net/npm/deck.gl@8.1.12/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@deck.gl/json@8.1.12/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/csv@2.0.2/dist/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/json@2.0.2/dist/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@2.0.2/dist/dist.min.js\", \"https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\", \"https://unpkg.com/@holoviz/panel@^0.10.3/dist/panel.min.js\"];\n",
" var css_urls = [\"https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/card.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/dataframe.css\"];\n",
"\n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" inject_raw_css(\"\\n.dataframe table{\\n border: none;\\n}\\n\\n.panel-df table{\\n width: 100%;\\n border-collapse: collapse;\\n border: none;\\n}\\n.panel-df td{\\n white-space: nowrap;\\n overflow: auto;\\n text-overflow: ellipsis;\\n}\\n\");\n",
" },\n",
" function(Bokeh) {\n",
" inject_raw_css(\"\\n.multi-select{\\n color: white;\\n z-index: 100;\\n background: rgba(44,43,43,0.5);\\n border-radius: 1px;\\n width: 120px !important;\\n height: 30px !important;\\n}\\n.multi-select > .bk {\\n padding: 5px;\\n width: 120px !important;\\n height: 30px !important;\\n}\\n\\n.deck-chart {\\n z-index: 10;\\n position: initial !important;\\n}\\n\");\n",
" },\n",
" function(Bokeh) {\n",
" inject_raw_css(\"\\n .indicator {\\n text-align: center;\\n }\\n \");\n",
" },\n",
" function(Bokeh) {\n",
" inject_raw_css(\"\\n .indicator {\\n text-align: center;\\n }\\n \");\n",
" },\n",
" function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
" \n",
" function(Bokeh) {\n",
" (function(root, factory) {\n",
" factory(root[\"Bokeh\"]);\n",
" })(this, function(Bokeh) {\n",
" var define;\n",
" return (function outer(modules, entry) {\n",
" if (Bokeh != null) {\n",
" return Bokeh.register_plugin(modules, entry);\n",
" } else {\n",
" throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n",
" }\n",
" })\n",
" ({\n",
" \"custom/main\": function(require, module, exports) {\n",
" var models = {\n",
" \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n",
" };\n",
" require(\"base\").register_models(models);\n",
" module.exports = models;\n",
" },\n",
" \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n",
" \"use strict\";\n",
" var __importStar = (this && this.__importStar) || function (mod) {\n",
" if (mod && mod.__esModule) return mod;\n",
" var result = {};\n",
" if (mod != null) for (var k in mod) if (Object.hasOwnProperty.call(mod, k)) result[k] = mod[k];\n",
" result[\"default\"] = mod;\n",
" return result;\n",
" };\n",
" Object.defineProperty(exports, \"__esModule\", { value: true });\n",
" const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n",
" const p = __importStar(require(\"core/properties\"));\n",
" class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n",
" connect_signals() {\n",
" super.connect_signals();\n",
" this.connect(this.model.properties.active.change, () => {\n",
" this.model._active = this.model.properties.active.spec.value;\n",
" });\n",
" }\n",
" }\n",
" exports.CustomInspectToolView = CustomInspectToolView;\n",
" CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n",
" class CustomInspectTool extends inspect_tool_1.InspectTool {\n",
" constructor(attrs) {\n",
" super(attrs);\n",
" }\n",
" static init_CustomInspectTool() {\n",
" this.prototype.default_view = CustomInspectToolView;\n",
" this.define({\n",
" _active: [p.Instance],\n",
" icon: [p.String],\n",
" tool_name: [p.String]\n",
" });\n",
" }\n",
" }\n",
" exports.CustomInspectTool = CustomInspectTool;\n",
" CustomInspectTool.__name__ = \"CustomInspectTool\";\n",
" CustomInspectTool.init_CustomInspectTool();\n",
" //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n",
" }\n",
" }, \"custom/main\");\n",
" ;\n",
" });\n",
"\n",
" },\n",
" function(Bokeh) {} // ensure no trailing comma for IE\n",
" ];\n",
"\n",
" function run_inline_js() {\n",
" if ((root.Bokeh !== undefined) || (force === true)) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i].call(root, root.Bokeh);\n",
" }} else if (Date.now() < root._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!root._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" }\n",
" }\n",
"\n",
" if (root._bokeh_is_loading === 0) {\n",
" console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(css_urls, js_urls, function() {\n",
" console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
"}(window));"
],
"application/vnd.holoviews_load.v0+json": "\n(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, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\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 == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\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({'paths': {'deck.gl': 'https://cdn.jsdelivr.net/npm/@deck.gl/jupyter-widget@^8.1.2/dist/index', 'mapbox-gl': 'https://cdn.jsdelivr.net/npm/mapbox-gl@1.7.0/dist/mapbox-gl.min'}});\n require([], function() {\n })\n }\n if (((window['deck'] !== undefined) && (!(window['deck'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.jsdelivr.net/npm/deck.gl@8.1.12/dist.min.js', 'https://cdn.jsdelivr.net/npm/@deck.gl/json@8.1.12/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@2.0.2/dist/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@2.0.2/dist/dist.min.js', 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@2.0.2/dist/dist.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n }\n if (((window['mapboxgl'] !== undefined) && (!(window['mapboxgl'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n }\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) { on_load(); continue; }\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\tif (!js_urls.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.jsdelivr.net/npm/deck.gl@8.1.12/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@deck.gl/json@8.1.12/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/csv@2.0.2/dist/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/json@2.0.2/dist/dist.min.js\", \"https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@2.0.2/dist/dist.min.js\", \"https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\", \"https://unpkg.com/@holoviz/panel@^0.10.3/dist/panel.min.js\"];\n var css_urls = [\"https://api.mapbox.com/mapbox-gl-js/v1.7.0/mapbox-gl.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/card.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/json.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/markdown.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/widgets.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/alerts.css\", \"https://unpkg.com/@holoviz/panel@0.10.3/dist/css/dataframe.css\"];\n\n var inline_js = [\n function(Bokeh) {\n inject_raw_css(\"\\n.dataframe table{\\n border: none;\\n}\\n\\n.panel-df table{\\n width: 100%;\\n border-collapse: collapse;\\n border: none;\\n}\\n.panel-df td{\\n white-space: nowrap;\\n overflow: auto;\\n text-overflow: ellipsis;\\n}\\n\");\n },\n function(Bokeh) {\n inject_raw_css(\"\\n.multi-select{\\n color: white;\\n z-index: 100;\\n background: rgba(44,43,43,0.5);\\n border-radius: 1px;\\n width: 120px !important;\\n height: 30px !important;\\n}\\n.multi-select > .bk {\\n padding: 5px;\\n width: 120px !important;\\n height: 30px !important;\\n}\\n\\n.deck-chart {\\n z-index: 10;\\n position: initial !important;\\n}\\n\");\n },\n function(Bokeh) {\n inject_raw_css(\"\\n .indicator {\\n text-align: center;\\n }\\n \");\n },\n function(Bokeh) {\n inject_raw_css(\"\\n .indicator {\\n text-align: center;\\n }\\n \");\n },\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n (function(root, factory) {\n factory(root[\"Bokeh\"]);\n })(this, function(Bokeh) {\n var define;\n return (function outer(modules, entry) {\n if (Bokeh != null) {\n return Bokeh.register_plugin(modules, entry);\n } else {\n throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n }\n })\n ({\n \"custom/main\": function(require, module, exports) {\n var models = {\n \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n };\n require(\"base\").register_models(models);\n module.exports = models;\n },\n \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n \"use strict\";\n var __importStar = (this && this.__importStar) || function (mod) {\n if (mod && mod.__esModule) return mod;\n var result = {};\n if (mod != null) for (var k in mod) if (Object.hasOwnProperty.call(mod, k)) result[k] = mod[k];\n result[\"default\"] = mod;\n return result;\n };\n Object.defineProperty(exports, \"__esModule\", { value: true });\n const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n const p = __importStar(require(\"core/properties\"));\n class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n connect_signals() {\n super.connect_signals();\n this.connect(this.model.properties.active.change, () => {\n this.model._active = this.model.properties.active.spec.value;\n });\n }\n }\n exports.CustomInspectToolView = CustomInspectToolView;\n CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n class CustomInspectTool extends inspect_tool_1.InspectTool {\n constructor(attrs) {\n super(attrs);\n }\n static init_CustomInspectTool() {\n this.prototype.default_view = CustomInspectToolView;\n this.define({\n _active: [p.Instance],\n icon: [p.String],\n tool_name: [p.String]\n });\n }\n }\n exports.CustomInspectTool = CustomInspectTool;\n CustomInspectTool.__name__ = \"CustomInspectTool\";\n CustomInspectTool.init_CustomInspectTool();\n //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n }\n }, \"custom/main\");\n ;\n });\n\n },\n function(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
"if ((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",
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