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Runnable analysis
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Runnable analysis.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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unable to parse whitelist (/home/hadoop/anaconda2/lib/python2.7/site-packages/moztelemetry/histogram-whitelists.json). Assuming all histograms are acceptable.\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",
"\n",
"from plotly.graph_objs import *\n",
"from moztelemetry import get_pings_properties, get_one_ping_per_client\n",
"from moztelemetry.dataset import Dataset\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[u'submissionDate',\n",
" u'sourceName',\n",
" u'sourceVersion',\n",
" u'docType',\n",
" u'appName',\n",
" u'appUpdateChannel',\n",
" u'appVersion',\n",
" u'appBuildId']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Dataset.from_source(\"telemetry\").schema"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pings = Dataset.from_source(\"telemetry\") \\\n",
" .where(docType='main') \\\n",
" .where(appBuildId=lambda x: x.startswith('20170219') or x.startswith('20170220')) \\\n",
" .where(appUpdateChannel=\"nightly\") \\\n",
" .records(sc, sample=1.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"... and extract only the attributes we need from the Telemetry submissions:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"subset = get_pings_properties(pings, [\"payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def count(d):\n",
" keyed = d['payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS'] or {}\n",
" result = []\n",
" for key in keyed:\n",
" hist = keyed[key]\n",
" values = hist['values']\n",
" s = 0\n",
" for index in values:\n",
" s += values[index]\n",
" result.append((key, s))\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"freq = subset.flatMap(count).reduceByKey(lambda a, b: a+b).collect()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"freq.sort(key=lambda d: d[1], reverse=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" (u'PDocAccessible::Msg_TextBounds(labeled)', 0),\n",
" (u'PContent::Msg_UpdateDictionaryList', 0),\n",
" (u'PDocAccessible::Msg_LinkIndexAtOffset(labeled)', 0),\n",
" (u'PContent::Msg_SetCaptivePortalState', 0),\n",
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" (u'PPrintSettingsDialog::Msg___delete__', 0),\n",
" (u'PDocAccessible::Msg_StartOffset(labeled)', 0),\n",
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" (u'PWebBrowserPersistDocument::Msg_PWebBrowserPersistResourcesConstructor',\n",
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" (u'PDocAccessible::Msg_LinkCount(labeled)', 0),\n",
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" (u'PDocAccessible::Msg_TableCellAt(labeled)', 0),\n",
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" (u'PDocAccessible::Msg_TableColumnCount(labeled)', 0),\n",
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" (u'PDocAccessible::Msg_SetCaretOffset(labeled)', 0),\n",
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" (u'PDocAccessible::Msg_TakeFocus(labeled)', 0),\n",
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" (u'PDocAccessible::Msg_TableCellSelected(labeled)', 0),\n",
" (u'PDocAccessible::Msg_TableColumnExtentAt(labeled)', 0),\n",
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" (u'PContent::Msg_PCycleCollectWithLogsConstructor', 0),\n",
" (u'PDocAccessible::Msg_CharBounds(labeled)', 0),\n",
" (u'PDocAccessible::Msg_TableCaption(labeled)', 0),\n",
" (u'nsHtml5ExecutorFlusher', 0),\n",
" (u'PCompos)torBridge::Msg_DidComposite', 0),\n",
" (u'PDocAccessible::Msg_TextAttributes(labeled)', 0),\n",
" (u'PDocAccessible::Msg_DefaultTextAttributes(labeled)', 0),\n",
" (u'PDocAccessible::Msg_ImageSize(labeled)', 0),\n",
" (u'PDocAccessible::Msg_URL(labeled)', 0),\n",
" (u'PContent::Msg_GetFilesResponse', 0),\n",
" (u'\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00eflusher(labeled)',\n",
" 0),\n",
" (u'XMLHttpReqeest(labeled)', 0),\n",
" (u'PDocAccessible::Msg_ImagePosition(labeled)', 0),\n",
" (u'nsDocument::UpdateVisibilityState', 0)]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[ (name, v / 1000000) for (name, v) in freq ]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def aggregate_time(d):\n",
" keyed = d['payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS'] or {}\n",
" result = []\n",
" for key in keyed:\n",
" hist = keyed[key]\n",
" result.append((key, hist['sum']))\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"freq = subset.flatMap(aggregate_time).reduceByKey(lambda a, b: a+b).collect()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"freq.sort(key=lambda d: d[1], reverse=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
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" 158403),\n",
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" (u'PWebSocket::Msg_OnMessageAvailable', 139228),\n",
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" (u'nsResolveOrRejectPendingPlayPromisesRunner(labeled)', 119454),\n",
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" (u'nsIDocument::HandleRebuildUserFontSet', 95476),\n",
" (u'PContentPermissionRequest::Msg_NotifyResult', 92553),\n",
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]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"freq"
]
},
{
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"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
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Raw
Runnable analysis.py
# coding: utf-8
# In[1]:
import ujson as json
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import plotly.plotly as py
from plotly.graph_objs import *
from moztelemetry import get_pings_properties, get_one_ping_per_client
from moztelemetry.dataset import Dataset
get_ipython().magic(u'matplotlib inline')
# In[2]:
Dataset.from_source("telemetry").schema
# In[3]:
pings = Dataset.from_source("telemetry") .where(docType='main') .where(appBuildId=lambda x: x.startswith('20170219') or x.startswith('20170220')) .where(appUpdateChannel="nightly") .records(sc, sample=1.0)
# ... and extract only the attributes we need from the Telemetry submissions:
# In[4]:
subset = get_pings_properties(pings, ["payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS"])
# In[5]:
def count(d):
keyed = d['payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS'] or {}
result = []
for key in keyed:
hist = keyed[key]
values = hist['values']
s = 0
for index in values:
s += values[index]
result.append((key, s))
return result
# In[6]:
freq = subset.flatMap(count).reduceByKey(lambda a, b: a+b).collect()
# In[7]:
freq.sort(key=lambda d: d[1], reverse=True)
# In[8]:
[ (name, v / 1000000) for (name, v) in freq ]
# In[9]:
def aggregate_time(d):
keyed = d['payload/processes/content/keyedHistograms/MAIN_THREAD_RUNNABLE_MS'] or {}
result = []
for key in keyed:
hist = keyed[key]
result.append((key, hist['sum']))
return result
# In[10]:
freq = subset.flatMap(aggregate_time).reduceByKey(lambda a, b: a+b).collect()
# In[11]:
freq.sort(key=lambda d: d[1], reverse=True)
# In[12]:
freq
# In[ ]:
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