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hushell/visual_logs.py

Created April 25, 2017 20:59
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visual_logs.py
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" <div class=\"bk-root\">\n",
" <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
" <span id=\"99f4ce9e-38ff-4c4a-8af6-8abf7d4f3d28\">Loading BokehJS ...</span>\n",
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" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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"source": [
"import pandas as pd\n",
"import json\n",
"from bokeh.plotting import figure, output_notebook, show, ColumnDataSource\n",
"import numpy as np\n",
"from bokeh.charts.utils import cycle_colors\n",
"from bokeh.models import HoverTool, WheelPanTool, SaveTool, BoxZoomTool\n",
"import sweeper\n",
"import itertools\n",
"\n",
"output_notebook()\n",
"\n",
"def plotLogs(log_names, fields=[]):\n",
" def load_log(log):\n",
" if isinstance(log, list):\n",
" sublogs = [sweeper.loadLog(_log+'/log.txt') for _log in log]\n",
" return pd.DataFrame(list(itertools.chain.from_iterable(sublogs)))\n",
" else:\n",
" return pd.DataFrame(sweeper.loadLog(log+'/log.txt'))\n",
" \n",
" frames = [load_log(log) for log in log_names]\n",
" colors = ['red','blue','green','black','purple','orange','yellow','cyan']\n",
" params = sweeper.findSweepParams(frames) + [u'model']\n",
" if 'dataset' in params:\n",
" params.remove('dataset')\n",
" legends = [sweeper.generateLegend(frame, params) for frame in frames]\n",
"\n",
" fields_hover = ['test_acc', 'train_acc', 'save', 'depth', 'width', 'n_parameters']\n",
" for frame in frames:\n",
" frame['test_acc'] = 100 - frame['test_acc']\n",
" frame['train_acc'] = 100 - frame['train_acc']\n",
" hover = HoverTool(tooltips=[(field, \"@\"+field) for field in fields_hover])\n",
" p = figure(title='test error',\n",
" x_axis_label='epoch',\n",
" width=1000,\n",
" tools = [hover, WheelPanTool(), SaveTool(), BoxZoomTool()])\n",
" for i,frame in enumerate(frames):\n",
" p.line('epoch', 'test_acc', source = ColumnDataSource(data=frame),\n",
" color=colors[i], legend=legends[i])\n",
" p.line('epoch', 'train_acc', source = ColumnDataSource(data=frame),\n",
" color=colors[i], legend=legends[i], line_dash=[4,4])\n",
" show(p)"
]
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{
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" };\n",
" if (document.readyState != \"loading\") fn();\n",
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" })();\n",
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" }\n",
" \n",
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" \n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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"source": [
"plotLogs(['../logs_SGD', '../logs_SGD_lr0.01', '../logs_MIX_CP100_lr0.01', '../logs_adam_wo_wd', '../logs_MIX_CP10_60,120,160', '../logs_MIX_CP10_30,90,150', '../logs_MIX_CP10_100,160', '../logs_MIX_CP60_60,120,160'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"\n",
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" function run_callbacks() {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" delete window._bokeh_onload_callbacks\n",
" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
"\n",
" function load_libs(js_urls, callback) {\n",
" window._bokeh_onload_callbacks.push(callback);\n",
" if (window._bokeh_is_loading > 0) {\n",
" console.log(\"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.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" window._bokeh_is_loading = js_urls.length;\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = false;\n",
" s.onreadystatechange = s.onload = function() {\n",
" window._bokeh_is_loading--;\n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
" run_callbacks()\n",
" }\n",
" };\n",
" s.onerror = function() {\n",
" console.warn(\"failed to load library \" + url);\n",
" };\n",
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
" };var element = document.getElementById(\"9fa42a6d-2c5f-4ac4-b3cc-54e2e0959b12\");\n",
" if (element == null) {\n",
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid '9fa42a6d-2c5f-4ac4-b3cc-54e2e0959b12' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
"\n",
" var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.js\"];\n",
"\n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
" \n",
" function(Bokeh) {\n",
" \n",
" document.getElementById(\"9fa42a6d-2c5f-4ac4-b3cc-54e2e0959b12\").textContent = \"BokehJS is loading...\";\n",
" },\n",
" function(Bokeh) {\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
" }\n",
" ];\n",
"\n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === true)) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === true) {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
" var cell = $(document.getElementById(\"9fa42a6d-2c5f-4ac4-b3cc-54e2e0959b12\")).parents('.cell').data().cell;\n",
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" }\n",
"\n",
" }\n",
"\n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
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" }\n",
"}(this));"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"output_notebook()\n",
"def plotLogsTrain(log_names, fields=[]):\n",
" def load_log(log):\n",
" if isinstance(log, list):\n",
" sublogs = [sweeper.loadLog(_log+'/log.txt') for _log in log]\n",
" return pd.DataFrame(list(itertools.chain.from_iterable(sublogs)))\n",
" else:\n",
" return pd.DataFrame(sweeper.loadLog(log+'/log.txt'))\n",
" \n",
" frames = [load_log(log) for log in log_names]\n",
" colors = ['red','blue','green','black','purple','orange','yellow','cyan']\n",
" params = sweeper.findSweepParams(frames) + [u'model']\n",
" if 'dataset' in params:\n",
" params.remove('dataset')\n",
" legends = [sweeper.generateLegend(frame, params) for frame in frames]\n",
"\n",
" fields_hover = ['test_acc', 'train_acc', 'test_loss', 'train_loss']\n",
" for frame in frames:\n",
" frame['train_acc'] = 100 - frame['train_acc']\n",
" hover = HoverTool(tooltips=[(field, \"@\"+field) for field in fields_hover])\n",
" p = figure(title='train error',\n",
" x_axis_label='epoch',\n",
" width=1000,\n",
" tools = [hover, WheelPanTool(), SaveTool(), BoxZoomTool()])\n",
" for i,frame in enumerate(frames):\n",
" p.line('epoch', 'train_acc', source = ColumnDataSource(data=frame),\n",
" color=colors[i], legend=legends[i], line_dash=[4,4])\n",
" show(p)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" </div>\n",
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" \n",
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" \n",
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" }\n",
" \n",
" \n",
" \n",
" if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
" window._bokeh_timeout = Date.now() + 0;\n",
" window._bokeh_failed_load = false;\n",
" }\n",
" \n",
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
" \"<div style='background-color: #fdd'>\\n\"+\n",
" \"<p>\\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",
" \"</p>\\n\"+\n",
" \"<ul>\\n\"+\n",
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
" \"</ul>\\n\"+\n",
" \"<code>\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"</code>\\n\"+\n",
" \"</div>\"}};\n",
" \n",
" function display_loaded() {\n",
" if (window.Bokeh !== undefined) {\n",
" document.getElementById(\"ca852f76-b83d-4239-aa0f-a8401852f3cb\").textContent = \"BokehJS successfully loaded.\";\n",
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" }\n",
" }\n",
" \n",
" function run_callbacks() {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" delete window._bokeh_onload_callbacks\n",
" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
" \n",
" function load_libs(js_urls, callback) {\n",
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" if (window._bokeh_is_loading > 0) {\n",
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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" return null;\n",
" }\n",
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" window._bokeh_is_loading = js_urls.length;\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = false;\n",
" s.onreadystatechange = s.onload = function() {\n",
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" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
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" s.onerror = function() {\n",
" console.warn(\"failed to load library \" + url);\n",
" };\n",
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
" };var element = document.getElementById(\"ca852f76-b83d-4239-aa0f-a8401852f3cb\");\n",
" if (element == null) {\n",
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ca852f76-b83d-4239-aa0f-a8401852f3cb' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
" var js_urls = [];\n",
" \n",
" var inline_js = [\n",
" function(Bokeh) {\n",
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