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@jiffyclub
Created April 16, 2015 23:47
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SnakeViz profile of running df.loc[df.price > 10000].groupby('cut').carat.mean() on a Pandas DataFrame containing the diamonds dataset. See rendered at https://cdn.rawgit.com/jiffyclub/317ae693c15a0aac6cc4/raw/621f23f778beba7b26537ada73e64eb356901bc1/loc_then_groupby.html.
<!doctype html>
<html>
<head>
<meta charset="utf-8" .>
<title>tmppou4ttv_</title>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<link href="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/snakeviz.css" rel="stylesheet">
<!-- DataTables CSS -->
<link href="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/jquery.dataTables.min.css" rel="stylesheet">
</head>
<body>
<h1 id="snakeviz-text">SnakeViz</h1>
<!-- reset button -->
<button id="resetbutton" disabled="True">Reset</button>
<!-- style select -->
<label id='sv-style-label'>Style:
<select name="sv-style" id="sv-style-select">
<option value="sunburst" selected>Sunburst</option>
<option value="icicle">Icicle</option>
</select>
</label>
<!-- depth select -->
<label id='sv-depth-label'>Depth:
<select name="sv-depth" id="sv-depth-select">
<option value="3" >3</option>
<option value="5" selected>5</option>
<option value="10" >10</option>
<option value="15" >15</option>
<option value="20" >20</option>
</select>
</label>
<!-- cutoff select -->
<label id='sv-cutoff-label'>Cutoff:
<select name="sv-cutoff" id="sv-cutoff-select">
<option value="0.001" selected>1 &frasl; 1000</option>
<option value="0.01">1 &frasl; 100</option>
<option value="0">None</option>
</select>
</label>
<!-- information div -->
<div id="sv-info-div"></div>
<!-- call stack -->
<div id="sv-call-stack">
<div id="working-spinner" class="spinner">
<div class="bounce1"></div>
<div class="bounce2"></div>
<div class="bounce3"></div>
</div>
<div style="display: inline-block;">
<button id="sv-call-stack-btn">Call Stack</button>
</div>
<div id="sv-call-stack-list"></div>
</div>
<!-- Error message -->
<div id="sv-error-div" class="sv-error-msg">
<p>
An error occurred processing your profile.
You can try a lower depth, a larger cutoff,
or try profiling a smaller portion of your code.
If you continue to have problems you can
<a href="https://github.com/jiffyclub/snakeviz/issues">
contact us on GitHub</a>.
</p>
<div id="sv-error-close-div" class="sv-error-close">Close</div>
</div>
<!-- vis -->
<div style="text-align: center;">
<div id="chart"></div>
</div>
<br>
<!-- stats table -->
<div id="table_div">
<table cellpadding="0" cellspacing="0" border="0" class="display" id="pstats-table">
</table>
</div>
<!-- Le javascript
================================================== -->
<!-- Placed at the end of the document so the pages load faster -->
<!-- Vendor JS -->
<script src="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/jquery-1.11.1.min.js"></script>
<script src="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/d3.min.js"></script>
<script src="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/jquery.dataTables.min.js"></script>
<script src="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/lodash.compat.min.js"></script>
<script src="https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/vendor/immutable.min.js"></script>
<!-- SnakeViz JS -->
<script>
// Make the stats table
var table_data = [[['2', 2], '7e-06', '3.5e-06', '6.2e-05', '3.1e-05', 'frame.py:2092(_box_item_values)'], [['2', 2], '1e-06', '5e-07', '2e-06', '1e-06', 'groupby.py:2072(&lt;genexpr&gt;)'], [['1', 1], '8e-06', '8e-06', '5.4e-05', '5.4e-05', 'groupby.py:1065(_try_cast)'], [['1', 1], '1e-05', '1e-05', '3.2e-05', '3.2e-05', 'groupby.py:1859(__init__)'], [['2', 2], '3e-06', '1.5e-06', '8e-06', '4e-06', 'generic.py:697(__contains__)'], [['1', 1], '2e-06', '2e-06', '2e-06', '2e-06', '~:0(&lt;built-in method convert_scalar&gt;)'], [['1', 1], '0', '0', '0', '0', 'base.py:312(ndim)'], [['1', 1], '4.4e-05', '4.4e-05', '0.001498', '0.001498', 'ops.py:574(wrapper)'], [['5', 5], '2.6e-05', '5.2e-06', '0.000101', '2.02e-05', 'internals.py:3325(__init__)'], [['2', 2], '3e-06', '1.5e-06', '3e-06', '1.5e-06', 'internals.py:259(iget)'], [['1', 1], '2e-06', '2e-06', '2e-06', '2e-06', 'groupby.py:2145(_is_label_like)'], [['3', 3], '1.6e-05', '5.333e-06', '0.000229', '7.633e-05', 'frame.py:1764(__getitem__)'], [['2', 2], '0.000784', '0.000392', '0.001028', '0.000514', 'common.py:282(_isnull_ndarraylike)'], [['93/75', 93], '4.1e-05', '5.467e-07', '5.4e-05', '7.2e-07', '~:0(&lt;built-in method len&gt;)'], [['2', 2], '6e-06', '3e-06', '1e-05', '5e-06', 'groupby.py:679(_iterate_slices)'], [['4', 4], '1e-05', '2.5e-06', '2.7e-05', '6.75e-06', 'internals.py:3459(values)'], [['2', 2], '3e-06', '1.5e-06', '1.8e-05', '9e-06', 'series.py:312(get_values)'], [['5', 5], '6.4e-05', '1.28e-05', '0.000373', '7.46e-05', 'series.py:119(__init__)'], [['7', 7], '1.8e-05', '2.571e-06', '1.8e-05', '2.571e-06', 'index.py:910(__contains__)'], [['181', 181], '8.9e-05', '4.917e-07', '0.000106', '5.856e-07', '~:0(&lt;built-in method isinstance&gt;)'], [['1', 1], '0', '0', '0', '0', '~:0(&lt;method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects&gt;)'], [['5', 5], '1e-06', '2e-07', '1e-06', '2e-07', '~:0(&lt;pandas.lib.is_integer&gt;)'], [['1', 1], '1e-06', '1e-06', '7e-06', '7e-06', 'series.py:384(__array__)'], [['2', 2], '5e-06', '2.5e-06', '9e-06', '4.5e-06', 'index.py:924(__getitem__)'], [['1', 1], '1e-06', '1e-06', '1e-06', '1e-06', 'index.py:467(_set_names)'], [['3', 3], '5e-06', '1.667e-06', '9e-06', '3e-06', 'generic.py:361(_info_axis)'], [['5', 5], '1.6e-05', '3.2e-06', '1.6e-05', '3.2e-06', '~:0(&lt;built-in method arange&gt;)'], [['1', 1], '0', '0', '0', '0', 'internals.py:3475(is_consolidated)'], [['3', 3], '3e-06', '1e-06', '3e-06', '1e-06', 'index.py:251(_reset_identity)'], [['3', 3], '3e-06', '1e-06', '4e-06', '1.333e-06', 'index.py:232(is_)'], [['2', 2], '1e-06', '5e-07', '0.000443', '0.0002215', 'groupby.py:2000(group_index)'], [['2', 2], '5e-06', '2.5e-06', '7e-06', '3.5e-06', 'common.py:2501(is_float_dtype)'], [['1', 1], '1.1e-05', '1.1e-05', '0.000755', '0.000755', 'series.py:2057(_reduce)'], [['1', 1], '4.4e-05', '4.4e-05', '8.3e-05', '8.3e-05', 'internals.py:2250(_rebuild_blknos_and_blklocs)'], [['1', 1], '2e-06', '2e-06', '4e-06', '4e-06', 'generic.py:317(_get_block_manager_axis)'], [['4', 4], '4e-06', '1e-06', '0.001073', '0.0002682', 'common.py:191(isnull)'], [['22', 22], '1.6e-05', '7.273e-07', '2.8e-05', '1.273e-06', 'common.py:2434(_get_dtype_type)'], [['1', 1], '4e-06', '4e-06', '9e-06', '9e-06', 'groupby.py:1435(_get_aggregate_function)'], [['6', 6], '3e-06', '5e-07', '3e-06', '5e-07', 'internals.py:228(dtype)'], [['4', 4], '1.1e-05', '2.75e-06', '1.1e-05', '2.75e-06', '~:0(&lt;method &#39;get_loc&#39; 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var sv_base_size = 1000;
function sv_build_heirarchy(
root_name, depth, cutoff, node_size, parent_name, call_stack) {
// We track the call stack to avoid displaying recursive calls.
if (call_stack == null) {
var call_stack = Immutable.Set([root_name]);
} else {
var call_stack = call_stack.add(root_name);
}
var data = {};
data['name'] = root_name;
data['display_name'] = stats[root_name]['display_name'];
data['size'] = node_size;
data['cumulative'] = stats[root_name]['stats'][3];
if (parent_name == null) {
// This should only happen once: for the root node.
data['parent_name'] = root_name;
var parent_time = data['cumulative'];
} else {
data['parent_name'] = parent_name;
// the amount of time spent in root_name when it was called by parent_time
var parent_time = stats[root_name]['callers'][parent_name][3];
}
if (depth !== 0 && _.size(stats[root_name]['children']) !== 0) {
// figure out the child sizes
// we do this here because it needs to be correct before
// heading further into the call stack
var child_sizes = {};
var size_of_children = 0;
for (var child_name in stats[root_name]['children']) {
// the amount of time spent in a child when it was called by root_name
var child_time = stats[child_name]['callers'][root_name][3];
child_sizes[child_name] = child_time / parent_time * node_size;
size_of_children += child_sizes[child_name];
}
// if the children add up to be larger than the parent
// then normalize them to the parent size
if (size_of_children > node_size) {
for (var child_name in stats[root_name]['children']) {
child_sizes[child_name] *= (node_size / size_of_children);
}
}
data['children'] = [];
for (var child_name in stats[root_name]['children']) {
// Make sure we're not recursing into a function
// that's already on the stack.
if (call_stack.contains(child_name)) {
continue;
}
// If this child is so small that it's less than some cutoff
// size of its parent we'll add this child but go no deeper.
var child_time = stats[child_name]['callers'][root_name][3];
var new_depth = depth - 1;
if (child_time / parent_time < cutoff) {
new_depth = 0;
}
data['children'].push(
sv_build_heirarchy(
child_name, new_depth, cutoff, child_sizes[child_name],
root_name, call_stack));
}
if (size_of_children < node_size) {
// make a child representing the internal time of this function
var time_in_children = _.reduce(
stats[root_name]['children'],
function (sum, child) {
return sum + child[3];
},
0
);
data['children'].push({
name: root_name,
display_name: data['display_name'],
parent_name: data['parent_name'],
cumulative: stats[root_name]['stats'][3],
size: Math.max(
0, (parent_time - time_in_children) / parent_time * node_size)
});
}
}
return data;
}
self.onmessage = function (event) {
// Try loading JS from CDN in case snakeviz server is off
try {
importScripts(
"https://cdnjs.cloudflare.com/ajax/libs/immutable/3.3.0/immutable.min.js",
"https://cdnjs.cloudflare.com/ajax/libs/lodash.js/2.4.1/lodash.compat.min.js");
}
// If the user is offline try loading from the SnakeViz server
catch (e) {
try {
importScripts(
event.data['url'] + "/static/vendor/immutable.min.js",
event.data['url'] + "/static/vendor/lodash.compat.min.js");
}
catch (e) {
throw 'Could not load JS libraries in worker.';
}
}
var depth = event.data['depth'];
var cutoff = event.data['cutoff'];
var root_name = event.data['name'];
var parent_name = event.data['parent_name'];
self.postMessage(JSON.stringify(
sv_build_heirarchy(
root_name, depth, cutoff, sv_base_size, parent_name)));
};
</script>
<!-- Load SnakeViz JS Files -->
<script src='https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/snakeviz.js'></script>
<script src='https://cdn.rawgit.com/jiffyclub/snakeviz/v0.4.0/snakeviz/static/drawsvg.js'></script>
<!-- Do initial setup stuff -->
<script>
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