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mhammond/Success-Failure-Error rates per engine.ipynb Secret

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Success-Failure-Error rates per engine
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Success-Failure-Error rates per engine.ipynb
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"name": "stdout",
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"text": [
"fetching 23727.59884MB in 202366 files...\n"
]
}
],
"source": [
"from moztelemetry import get_pings\n",
"import datetime\n",
"import time\n",
"import re\n",
"\n",
"fraction = 0.1\n",
"\n",
"ndays = 50 # number of days in the past\n",
"earliest = time.time() - ndays * 24 * 60 * 60\n",
"latest = time.time() - 1 * 24 * 60 * 60 # one day back\n",
"\n",
"# for efficiency, we only ask for ping submitted within these dates.\n",
"earliest_ping = (datetime.date.fromtimestamp(earliest) - datetime.timedelta(days=2)).strftime(\"%Y%m%d\")\n",
"latest_ping = (datetime.date.today() + datetime.timedelta(days=2)).strftime(\"%Y%m%d\")\n",
"\n",
"valueKeys = [\"error\", \"from\", \"code\"]\n",
"reOSError = re.compile(\"(Win|Unix) error (\\\\d+) .*\", re.DOTALL)\n",
"reInvalidProperty = re.compile(\"(Invalid value for property '.*'): .*$\")\n",
"\n",
"def getPlatform(ping):\n",
" application = ping[\"application\"]\n",
" if \"name\" not in application or application.get(\"name\") == \"Fennec\":\n",
" return \"android\" # ??\n",
" return \"iOS\" if application.get(\"architecture\") == \"arm\" else \"desktop\"\n",
"\n",
"def normalizeFailure(failure):\n",
" name = failure[\"name\"]\n",
" value = \"<none>\"\n",
" for maybe in valueKeys:\n",
" if maybe in failure:\n",
" value = unicode(failure[maybe]).strip()\n",
" break\n",
" \n",
" if value.endswith(\"is not a valid URL.\"): # has the URL (since fixed for newer pings)\n",
" value = \"<URL> is not a valid URL.\"\n",
" elif value.startswith(\"Error: Payload too big\"): # has number of bytes, which varies\n",
" value = \"Error: Payload too big\"\n",
" elif value.startswith(\"Error: X-Last-Modified changed in the middle of a download batch\"): # has a timestamp, which varies\n",
" value = \"Error: X-Last-Modified changed in the middle of a download batch\"\n",
" elif value.startswith(\"Error: Invalid value for property\"):\n",
" value = \":\".join(value.split(\":\")[:2])\n",
" elif value.startswith(\"TypeError: date:\") and \"cannot be a future date\" in value:\n",
" value = \"TypeError: date: <some date> cannot be a future date\"\n",
" elif value.startswith(\"Error: no salt available for\"):\n",
" value = \"Error: no salt available for <extension-id> - how did this happen?\"\n",
" elif value.startswith(\"Error: you cannot set the clients.lastRecordUpload pref to the number\"):\n",
" value = \"Error: you cannot set the clients.lastRecordUpload pref to the number <some large value> as number pref values must be in the signed 32-bit integer range\"\n",
" else:\n",
" # this kinda sucks as we lose the filename being operated on, but in many cases it doesn't actually\n",
" # matter (eg, \"disk is full\" error isn't really related to a specific file)\n",
" value = reOSError.sub(\"\\\\1 Error \\\\2\", value)\n",
" value = reInvalidProperty.sub(\"\\\\1\", value)\n",
" return name + \"/\" + value\n",
"\n",
"def mapFailures(ping):\n",
" try:\n",
" syncs = ping[\"payload\"][\"syncs\"]\n",
" if getPlatform(ping) != \"desktop\":\n",
" return []\n",
" except KeyError:\n",
" return []\n",
" result = []\n",
" for sync in syncs:\n",
" try:\n",
" day = datetime.date.fromtimestamp(sync[\"when\"] / 1000.0)\n",
" when = sync[\"when\"] / 1000\n",
" except (ValueError, KeyError):\n",
" continue # ignore bad timestamps\n",
" if when < earliest or when > latest:\n",
" continue\n",
" for engine in sync.get(\"engines\", []):\n",
" if \"failureReason\" in engine:\n",
" failure = normalizeFailure(engine[\"failureReason\"])\n",
" else:\n",
" failure = None\n",
" # hrm - seeing records with no name, and apparently non-strings (a float!?) in others\n",
" if type(engine.get(\"name\")) == unicode:\n",
" result.append((day, { engine[\"name\"]: { failure: 1 } }))\n",
" return result\n",
"\n",
"s = get_pings(sc, doc_type='sync', submission_date=(earliest_ping, latest_ping), fraction=fraction).flatMap(mapFailures)"
]
},
{
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"source": [
"def reduceCounts(a, b):\n",
" result = a.copy()\n",
" for name, value in b.iteritems():\n",
" if type(value) in (int, long):\n",
" result[name] = a.get(name, 0) + value\n",
" else:\n",
" result[name] = reduceCounts(result.get(name, {}), value)\n",
" return result\n",
"\n",
"summaries = s.reduceByKey(reduceCounts)"
]
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{
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"metadata": {
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"source": [
"# regular list, sorted by date.\n",
"ssummaries = sorted(summaries.take(summaries.count()), key=lambda x: x[0])"
]
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"text": [
"addons\n"
]
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Raw
Success-Failure-Error rates per engine.py
View raw

(Sorry about that, but we can’t show files that are this big right now.)

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