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bill-mccloskey/message_size.ipynb

Created April 7, 2016 00:12
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IPC Message Size Analysis
Display the source blob
Display the rendered blob
Raw
message_size.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hadoop/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
" warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n",
"WARNING: "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unable to parse whitelist (/home/hadoop/anaconda2/lib/python2.7/site-packages/moztelemetry/bucket-whitelist.json). Assuming all histograms are acceptable.\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"pylab import has clobbered these variables: ['Annotation', 'Figure']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
}
],
"source": [
"import ujson as json\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import plotly.plotly as py\n",
"from plotly.graph_objs import *\n",
"\n",
"from moztelemetry import get_pings, get_pings_properties, get_one_ping_per_client, get_clients_history, get_records\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pings = get_pings(sc, app=\"Firefox\", channel=\"nightly\", build_id=(\"20160401000000\", \"20160406999999\"), fraction=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"filtered = pings.filter(lambda p: p[\"payload\"].get(\"keyedHistograms\", {}).get(\"IPC_MESSAGE_SIZE\", {}))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{u'PContent::Msg_RegisterChrome': {u'bucket_count': 50,\n",
" u'histogram_type': 0,\n",
" u'range': [1, 8000000],\n",
" u'sum': 16924,\n",
" u'values': {u'12994': 1, u'17915': 0, u'9425': 0}},\n",
" u'PHttpChannel::Msg_OnStartRequest': {u'bucket_count': 50,\n",
" u'histogram_type': 0,\n",
" u'range': [1, 8000000],\n",
" u'sum': 376432,\n",
" u'values': {u'12994': 20, u'17915': 0, u'6836': 0, u'9425': 9}},\n",
" u'PHttpChannel::Msg_OnTransportAndData': {u'bucket_count': 50,\n",
" u'histogram_type': 0,\n",
" u'range': [1, 8000000],\n",
" u'sum': 1002436,\n",
" u'values': {u'12994': 31,\n",
" u'17915': 4,\n",
" u'24699': 3,\n",
" u'46947': 3,\n",
" u'4958': 0,\n",
" u'64726': 1,\n",
" u'6836': 9,\n",
" u'89237': 0,\n",
" u'9425': 7}}}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filtered.first()[\"payload\"][\"keyedHistograms\"][\"IPC_MESSAGE_SIZE\"]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def getData(p):\n",
" hists = p[\"payload\"].get(\"keyedHistograms\", {}).get(\"IPC_MESSAGE_SIZE\", {})\n",
" r = {}\n",
" for name, v in hists.items():\n",
" maximum = max([ int(k) for k in v[\"values\"].keys() ])\n",
" r[name] = maximum\n",
" return r\n",
"\n",
"def combineResults(x, y):\n",
" keys = set(x.keys()) | set(y.keys())\n",
" r = {}\n",
" for k in keys:\n",
" r[k] = max(x.get(k, 0), y.get(k, 0))\n",
" return r\n",
"\n",
"maxes = filtered.map(getData).reduce(combineResults)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
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" (233855, u'PMessagePort::Msg_ReceiveData'),\n",
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" (169621, u'PWyciwygChannel::Msg_OnDataAvailable'),\n",
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" (169621, u'PContent::Msg_NotifyVisited'),\n",
" (123030,\n",
" u'PWebBrowserPersistDocument::Msg_PWebBrowserPersistSerializeConstructor'),\n",
" (123030, u'PMessagePort::Msg_PostMessages'),\n",
" (89237, u'PTCPSocket::Msg_Callback'),\n",
" (89237, u'PContent::Msg_UnregisterSheet'),\n",
" (89237, u'PBrowserStream::Msg_Write'),\n",
" (46947, u'PContent::Msg_RegisterChrome'),\n",
" (34052, u'PCachePushStream::Msg_Buffer'),\n",
" (34052, u'PBrowser::Msg_LoadRemoteScript'),\n",
" (24699, u'PPluginInstance::Msg_PBrowserStreamConstructor'),\n",
" (24699, u'PBackground::Msg_PCacheStorageConstructor'),\n",
" (17915, u'PPrintSettingsDialog::Msg___delete__'),\n",
" (17915, u'PBrowser::Msg_LoadURL'),\n",
" (17915, u'PBlobStream::Msg___delete__'),\n",
" (12994, u'PWebSocket::Msg_OnStart'),\n",
" (12994, u'PStreamNotify::Msg_RedirectNotify'),\n",
" (12994, u'PGMPStorage::Msg_ReadComplete'),\n",
" (12994, u'PCacheOp::Msg___delete__')]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted([ (v, k) for (k, v) in maxes.items() ], reverse=True)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def getData(p):\n",
" hists = p[\"payload\"].get(\"keyedHistograms\", {}).get(\"MESSAGE_MANAGER_MESSAGE_SIZE\", {})\n",
" r = {}\n",
" for name, v in hists.items():\n",
" maximum = max([ int(k) for k in v[\"values\"].keys() ])\n",
" r[name] = maximum\n",
" return r\n",
"\n",
"def combineResults(x, y):\n",
" keys = set(x.keys()) | set(y.keys())\n",
" r = {}\n",
" for k in keys:\n",
" r[k] = max(x.get(k, 0), y.get(k, 0))\n",
" return r\n",
"\n",
"mm_maxes = filtered.map(getData).reduce(combineResults)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" (123030, u'ublock0:sb:387'),\n",
" (123030, u'ublock0:sb:386'),\n",
" (123030, u'ublock0:sb:385'),\n",
" (123030, u'ublock0:sb:384'),\n",
" (123030, u'ublock0:sb:383'),\n",
" (123030, u'ublock0:sb:382'),\n",
" (123030, u'ublock0:sb:381'),\n",
" (123030, u'ublock0:sb:380'),\n",
" (123030, u'ublock0:sb:38'),\n",
" (123030, u'ublock0:sb:379'),\n",
" (123030, u'ublock0:sb:378'),\n",
" (123030, u'ublock0:sb:377'),\n",
" (123030, u'ublock0:sb:376'),\n",
" (123030, u'ublock0:sb:375'),\n",
" (123030, u'ublock0:sb:374'),\n",
" (123030, u'ublock0:sb:373'),\n",
" (123030, u'ublock0:sb:372'),\n",
" (123030, u'ublock0:sb:371'),\n",
" (123030, u'ublock0:sb:370'),\n",
" (123030, u'ublock0:sb:37'),\n",
" (123030, u'ublock0:sb:369'),\n",
" (123030, u'ublock0:sb:368'),\n",
" (123030, u'ublock0:sb:367'),\n",
" (123030, u'ublock0:sb:366'),\n",
" (123030, u'ublock0:sb:365'),\n",
" (123030, u'ublock0:sb:364'),\n",
" (123030, u'ublock0:sb:363'),\n",
" (123030, u'ublock0:sb:362'),\n",
" (123030, u'ublock0:sb:361'),\n",
" (123030, u'ublock0:sb:360'),\n",
" (123030, u'ublock0:sb:36'),\n",
" (123030, u'ublock0:sb:359'),\n",
" ...]"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted([ (v, k) for (k, v) in mm_maxes.items() ], reverse=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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