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@benmiroglio
Last active May 17, 2017 20:24
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Bug 1364243
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following analysis is in response to:\n",
"\n",
"*...It would be really nice to have someone who understands telemetry help us figure out what is actually going on here. For example, it would be good to know if there was a dropoff in telemetry ping submissions from nightly after the 128ms BHR patch landed on May 2.*\n",
"\n",
"via [Bug 1364243](https://bugzilla.mozilla.org/show_bug.cgi?id=1364243#c5)\n",
"\n",
"and requests around ping size in nightly \n",
"\n",
"\n",
"**TLDR**: \n",
"* I don't see any dropoff in ping submissions after May 2nd in Nightly\n",
"* 90th percentile ping size (in bytes) on Apr 11th = **382420.8**, May 11th = **408748.0**)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from operator import add\n",
"import seaborn as sns\n",
"import sys\n",
"from moztelemetry import Dataset\n",
"sns.set(style='whitegrid')\n",
"%matplotlib inline\n",
"plt.rcParams[\"figure.figsize\"] = (15, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Main Ping Submissions On Nightly"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load main_summary for relevent dates and channel\n",
"# nightly is small enough to look at 100% of data :)\n",
"\n",
"ms = sqlContext.read.option(\"mergeSchema\", True) \\\n",
" .parquet(\"s3://telemetry-parquet/main_summary/v4\") \\\n",
" .filter(\"submission_date_s3 >= '20170410'\")\\\n",
" .filter(\"submission_date_s3 <= '20170517'\")\\\n",
" .filter(\"app_name = 'Firefox'\")\\\n",
" .filter(\"normalized_channel = 'nightly'\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# count pings by day and ping reason in case a certain \n",
"# reason is especially affected\n",
"daily_time_series_by_reason = ms\\\n",
".groupBy([\"submission_date_s3\", \"reason\"]).count().toPandas()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# convert date for plotting\n",
"daily_time_series_by_reason.submission_date_s3 = \\\n",
" pd.to_datetime(daily_time_series_by_reason.submission_date_s3, format='%Y%m%d')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f1b92083310>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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f3++HfH9cIinp+aSk5/c4P9DZ6hLobXVeL/VaOlr2JNeDwc7utqFQgPbWXbS3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K+FQ+GDFBYvnFPNvPGGeXH5cmMhFJnsnAIWLH8jR/Y+TE/7Xno7GyguXxF1WdNmPL88XrqU3PyS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s9S7QEpb/++PfIVHp8DgkKj0eh6WTSqWKllllvnTxOCQqPR6HpcffPVHlKKvAPBgMfh/ATgDb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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1b91fc6990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
"\n",
"# iterate through reasons to plot multi-line time series \n",
"fig, ax = plt.subplots(1,1)\n",
"for reason, data in daily_time_series_by_reason.groupby('reason'):\n",
" data.plot(x='submission_date_s3', y='count', ax=ax, label=str(reason))\n",
"\n",
"\n",
"# add marker for may 2nd and some formatting\n",
"marker = pd.to_datetime('20170502', format='%Y%m%d')\n",
"plt.axvline(x=marker,color='grey', linestyle='dashed')\n",
"plt.text(marker, 55000, ' May 2nd')\n",
"plt.legend(bbox_to_anchor=(1.2, 1))\n",
"plt.title(\"Total Ping Submissions in Nightly by Day and Reason\")\n",
"plt.ylabel('Count')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I've allowed for a long window to realize the day-of-week seasonality apparent in the chart. Although the line for `shutdown` main pings drops after May 2nd, this is expected behavior as demonstrated by previous weeks. Nothing after May 2nd looks out of the ordinary."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ping Size \n",
"\n",
"Now let's look at how many pings fall into extreme ping size buckets from April 11th to present. The most efficient way to see any difference is to first anchor the value at say, the ping size at the 90th percentile on April 10th, and see how many pings exceed that threshold going forward. The raw counts aren't super informative since we are using a 50% sample, focus should be directed toward the general trend."
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fetching 85909.21632MB in 259696 files...\n"
]
}
],
"source": [
"pings = Dataset.from_source(\"telemetry\")\\\n",
".where(docType='main')\\\n",
".where(submissionDate=lambda x: x>'20170410' and x<'20170516')\\\n",
".where(appUpdateChannel='nightly')\\\n",
".where(appName='Firefox')\\\n",
".records(sc, sample=.5)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"threshold_apr11 = np.percentile(pings.filter(lambda x: x.get('meta', {}).get('submissionDate') == '20170411')\\\n",
" .map(lambda x: sys.getsizeof(str(x))).collect(), 90)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"daily_count = pings.filter(lambda x: sys.getsizeof(str(x)) >= threshold_apr11) \\\n",
" .map(lambda x: (x.get('meta', {}).get('submissionDate'), 1)) \\\n",
" .reduceByKey(add).collect()"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.DataFrame(daily_count)\n",
"df.columns = ['submission_date', 'count']"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df['submission_date'] = pd.to_datetime(df['submission_date'], format='%Y%m%d')"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f1b5f691610>"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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USsNZS2s7j2ZdmuftM77HrzPAkyRJkiRJvZYvnz35qLkUCoXdnv/PM47qKBH8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+bg1TT3mFiJXIojJzoZD8RntX1WrsAaZxaJccY0p9er2ublOQ/XdwY/I2n+nYiEIzXwwozNagnO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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1b8beb5e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"title=\"Number of pings above April 11th's 90th percentile ping size\"\n",
"df.plot(x='submission_date', title=title, legend=None)\n",
"plt.ylabel('Count')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above plot shows the number of pings whose size exceeds the size at the 90th percentile on April 11th. There looks to be a steady increase, however no clear correlation to May 2nd. The increases could be attributed to ongoing main ping additions, but this is just speculation."
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"threshold_may11 = np.percentile(pings.filter(lambda x: x.get('meta', {}).get('submissionDate') == '20170511')\\\n",
" .map(lambda x: sys.getsizeof(str(x))).collect(), 90)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(382420.80000000005, 408748.0)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the 90th percentile for ping size on apr11 and may11 in bytes\n",
"threshold_apr11, threshold_may11"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
# coding: utf-8
# The following analysis is in response to:
#
# *...It would be really nice to have someone who understands telemetry help us figure out what is actually going on here. For example, it would be good to know if there was a dropoff in telemetry ping submissions from nightly after the 128ms BHR patch landed on May 2.*
#
# via [Bug 1364243](https://bugzilla.mozilla.org/show_bug.cgi?id=1364243#c5)
#
# and requests around ping size in nightly
#
#
# **TLDR**:
# * I don't see any dropoff in ping submissions after May 2nd in Nightly
# * 90th percentile ping size (in bytes) on Apr 11th = **382420.8**, May 11th = **408748.0**)
# In[59]:
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
from operator import add
import seaborn as sns
import sys
from moztelemetry import Dataset
sns.set(style='whitegrid')
get_ipython().magic(u'matplotlib inline')
plt.rcParams["figure.figsize"] = (15, 10)
# ## Main Ping Submissions On Nightly
# In[22]:
# load main_summary for relevent dates and channel
# nightly is small enough to look at 100% of data :)
ms = sqlContext.read.option("mergeSchema", True) .parquet("s3://telemetry-parquet/main_summary/v4") .filter("submission_date_s3 >= '20170410'") .filter("submission_date_s3 <= '20170517'") .filter("app_name = 'Firefox'") .filter("normalized_channel = 'nightly'")
# In[23]:
# count pings by day and ping reason in case a certain
# reason is especially affected
daily_time_series_by_reason = ms.groupBy(["submission_date_s3", "reason"]).count().toPandas()
# In[24]:
# convert date for plotting
daily_time_series_by_reason.submission_date_s3 = pd.to_datetime(daily_time_series_by_reason.submission_date_s3, format='%Y%m%d')
# In[25]:
plt.rcParams["figure.figsize"] = (15, 10)
# iterate through reasons to plot multi-line time series
fig, ax = plt.subplots(1,1)
for reason, data in daily_time_series_by_reason.groupby('reason'):
data.plot(x='submission_date_s3', y='count', ax=ax, label=str(reason))
# add marker for may 2nd and some formatting
marker = pd.to_datetime('20170502', format='%Y%m%d')
plt.axvline(x=marker,color='grey', linestyle='dashed')
plt.text(marker, 55000, ' May 2nd')
plt.legend(bbox_to_anchor=(1.2, 1))
plt.title("Total Ping Submissions in Nightly by Day and Reason")
plt.ylabel('Count')
# I've allowed for a long window to realize the day-of-week seasonality apparent in the chart. Although the line for `shutdown` main pings drops after May 2nd, this is expected behavior as demonstrated by previous weeks. Nothing after May 2nd looks out of the ordinary.
# # Ping Size
#
# Now let's look at how many pings fall into extreme ping size buckets from April 11th to present. The most efficient way to see any difference is to first anchor the value at say, the ping size at the 90th percentile on April 10th, and see how many pings exceed that threshold going forward. The raw counts aren't super informative since we are using a 50% sample, focus should be directed toward the general trend.
# In[97]:
pings = Dataset.from_source("telemetry").where(docType='main').where(submissionDate=lambda x: x>'20170410' and x<'20170516').where(appUpdateChannel='nightly').where(appName='Firefox').records(sc, sample=.5)
# In[98]:
threshold_apr11 = np.percentile(pings.filter(lambda x: x.get('meta', {}).get('submissionDate') == '20170411') .map(lambda x: sys.getsizeof(str(x))).collect(), 90)
# In[99]:
daily_count = pings.filter(lambda x: sys.getsizeof(str(x)) >= threshold_apr11) .map(lambda x: (x.get('meta', {}).get('submissionDate'), 1)) .reduceByKey(add).collect()
# In[100]:
df = pd.DataFrame(daily_count)
df.columns = ['submission_date', 'count']
# In[101]:
df['submission_date'] = pd.to_datetime(df['submission_date'], format='%Y%m%d')
# In[106]:
title="Number of pings above April 11th's 90th percentile ping size"
df.plot(x='submission_date', title=title, legend=None)
plt.ylabel('Count')
# The above plot shows the number of pings whose size exceeds the size at the 90th percentile on April 11th. There looks to be a steady increase, however no clear correlation to May 2nd. The increases could be attributed to ongoing main ping additions, but this is just speculation.
# In[103]:
threshold_may11 = np.percentile(pings.filter(lambda x: x.get('meta', {}).get('submissionDate') == '20170511') .map(lambda x: sys.getsizeof(str(x))).collect(), 90)
# In[104]:
# the 90th percentile for ping size on apr11 and may11 in bytes
threshold_apr11, threshold_may11
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