"
],
"text/plain": [
"
"
],
"text/plain": [
"
"
],
"text/plain": [
"\\n\"+\n",
" \"
\"}};\n",
"\n",
" function display_loaded() {\n",
" var el = document.getElementById(null);\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
" if (root.Bokeh !== undefined) {\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
" }\n",
" } else if (Date.now() < root._bokeh_timeout) {\n",
" setTimeout(display_loaded, 100)\n",
" }\n",
" }\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",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\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",
" };\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.pydata.org/bokeh/release/bokeh-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.1.0.min.js\"];\n",
" var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.css\"];\n",
"\n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
" \n",
" function(Bokeh) {\n",
" \n",
" },\n",
" function(Bokeh) {} // ensure no trailing comma for IE\n",
" ];\n",
"\n",
" function run_inline_js() {\n",
" \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",
" } else if (force !== true) {\n",
" var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\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.bokehjs_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 \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 var NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"
\\n\"+\n", " \"- \\n\"+\n",
" \"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n", " \"
- use INLINE resources instead, as so: \\n\"+\n", " \"
\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"\\n\"+\n",
" \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\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 for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\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 };\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.pydata.org/bokeh/release/bokeh-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.1.0.min.js\"];\n var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.1.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.1.0.min.css\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n \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 } else if (force !== true) {\n var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\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"
}
],
"source": [
"from bokeh.io import output_notebook\n",
"from bokeh.resources import CDN\n",
"output_notebook(CDN, hide_banner=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
" var docs_json = {\"a95ec6b7-b762-4427-8c00-854dd435bf29\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1124\",\"type\":\"ToolbarBox\"},{\"id\":\"1122\",\"type\":\"GridBox\"}]},\"id\":\"1125\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1018\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1069\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1082\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0.0,0.5017325910739601,1.0087042790837586,1.518460548017174,2.019283541943878,2.52036024723202,3.020714184269309,3.522005963139236,4.02276321221143,4.523167714010924,5.023605483118445,5.524063805118203,6.025434406008571,6.526333201210946,7.027726306114346,7.5280448123812675,8.028744953218848,8.52946302993223,9.030301992315799,9.531646915245801,10.031952077057213,10.53331556217745,11.034649332985282,11.535597339272499,12.03670906322077,12.537556521128863,13.038085925392807,13.53874030802399,14.03903980832547,14.540525515098125,15.041161305271089,15.542639621999115,16.04399459436536,16.544579080305994,17.04520557494834,17.54604698996991,18.046750323381275,18.547090464271605,19.048452449962497,19.54897733638063,20.051035466138273,20.55211999407038,21.05246378434822,21.55393088515848,22.055193330161273,22.555626973044127,23.056214201264083,23.55768088437617,24.058038323186338,24.558471136260778,25.059979141224176,25.561428735032678,26.06241597002372,26.56291673099622,27.064672217238694,27.56594712799415,28.067281974013895,28.568629522342235,29.06897108722478,29.569406539201736,30.069735222961754,30.570494237355888,31.070783514063805,31.572030598297715],\"y\":[0.0,101.69999999999999,101.2,262.6,404.0,337.5,432.40000000000003,478.3,487.6,469.1,435.70000000000005,562.9,454.6,531.1,474.8,564.0,461.20000000000005,487.90000000000003,412.1,476.1,538.6,600.5,449.5,525.9,515.8000000000001,525.1,475.6,505.9,499.90000000000003,479.1,514.1,500.20000000000005,495.8,532.2,471.20000000000005,477.20000000000005,492.0,524.5,480.8,523.1,475.09999999999997,409.1,457.5,467.0,475.5,454.5,472.3,465.1,480.6,500.3,472.90000000000003,503.70000000000005,499.6,388.1,498.70000000000005,529.3000000000001,460.20000000000005,531.5,540.4,519.1,515.3000000000001,526.4,207.2,100.6]},\"selected\":{\"id\":\"1099\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1098\",\"type\":\"UnionRenderers\"}},\"id\":\"1075\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"end\":600.5},\"id\":\"1050\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1067\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1032\",\"type\":\"ColumnDataSource\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1025\",\"type\":\"PanTool\"},{\"attributes\":{\"source\":{\"id\":\"1075\",\"type\":\"ColumnDataSource\"}},\"id\":\"1079\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1066\",\"type\":\"SaveTool\"},{\"id\":\"1067\",\"type\":\"ResetTool\"},{\"id\":\"1068\",\"type\":\"WheelZoomTool\"},{\"id\":\"1069\",\"type\":\"PanTool\"}]},\"id\":\"1070\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1066\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1112\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1024\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1068\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"tools\":[{\"id\":\"1021\",\"type\":\"HoverTool\"},{\"id\":\"1022\",\"type\":\"SaveTool\"},{\"id\":\"1023\",\"type\":\"ResetTool\"},{\"id\":\"1024\",\"type\":\"WheelZoomTool\"},{\"id\":\"1025\",\"type\":\"PanTool\"},{\"id\":\"1066\",\"type\":\"SaveTool\"},{\"id\":\"1067\",\"type\":\"ResetTool\"},{\"id\":\"1068\",\"type\":\"WheelZoomTool\"},{\"id\":\"1069\",\"type\":\"PanTool\"}]},\"id\":\"1123\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"BasicTicker\"},{\"attributes\":{\"toolbar\":{\"id\":\"1123\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"1124\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1062\",\"type\":\"BasicTicker\"}},\"id\":\"1065\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Memory (MB)\",\"formatter\":{\"id\":\"1112\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1111\",\"type\":\"BasicTicker\"},\"y_range_name\":\"memory\"},\"id\":\"1101\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"Memory\"},\"renderers\":[{\"id\":\"1091\",\"type\":\"GlyphRenderer\"}]},\"id\":\"1100\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1052\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1099\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"1012\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1016\",\"type\":\"Grid\"},{\"id\":\"1020\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1017\",\"type\":\"CategoricalAxis\"}],\"min_border_bottom\":20,\"min_border_left\":75,\"min_border_right\":75,\"plot_height\":270,\"plot_width\":800,\"renderers\":[{\"id\":\"1036\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1002\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1026\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1004\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"1008\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1006\",\"type\":\"FactorRange\"},\"y_scale\":{\"id\":\"1010\",\"type\":\"CategoricalScale\"}},\"id\":\"1001\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":{\"value\":null},\"ticker\":{\"id\":\"1018\",\"type\":\"CategoricalTicker\"}},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1098\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"point_policy\":\"follow_mouse\",\"tooltips\":\"\\n \\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"- \\n\"+\n \"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"
- use INLINE resources instead, as so: \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"\\n Key: \\n @key\\n
\\n \\n Task: \\n @function\\n
\\n 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" var render_items = [{\"docid\":\"a95ec6b7-b762-4427-8c00-854dd435bf29\",\"roots\":{\"1125\":\"5973d58c-eacb-47d1-83d6-f796fc7e2df9\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
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" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
" embed_document(root);\n",
" clearInterval(timer);\n",
" }\n",
" attempts++;\n",
" if (attempts > 100) {\n",
" console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
" clearInterval(timer);\n",
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" }, 10, root)\n",
" }\n",
"})(window);"
],
"application/vnd.bokehjs_exec.v0+json": ""
},
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],
"source": [
"diag.visualize([prof, rprof]);"
]
},
{
"cell_type": "markdown",
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"Performance notes:\n",
"- On a 16GB machine, most of the time is spent reading the data from disk (the purple rectangles)\n",
"- Reading time includes not just disk I/O, but decompressing chunks of data\n",
"- The disk reads don't release the [Global Interpreter Lock](https://wiki.python.org/moin/GlobalInterpreterLock) (GIL), and so CPU usage (see second chart above) drops to only one core during those periods.\n",
"- During the aggregation steps (the green rectangles), CPU usage on this machine with 8 hyperthreaded cores (4 full cores) spikes to nearly 700%, because the aggregation function is implemented in parallel. \n",
"- The data takes up 22 GB uncompressed, but only a peak of around 6 GB of physical memory is ever used because the data is paged in as needed."
]
}
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