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flakedetector.py
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flakedetector.py
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#!/usr/bin/env python3
# Copyright 2017 The Kubernetes Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Counts the number of flakes in PRs using data from prow.
A flake is counted if a job passes and fails for the same pull commit. This
isn't a perfect signal, since something might have happened on master that
makes it flake, but I think it's good enough. There will also be false
negatives when flakes don't show up because the PR author changed the PR.
Still, this is a good signal.
Only serial jobs are considered for the flake calculation, batch jobs are
ignored.
"""
import operator
import requests
def main(): # pylint: disable=too-many-branches
"""Run flake detector."""
res = requests.get(
'https://prow.k8s.io/prowjobs.js?omit=annotations,labels,decoration_config,pod_spec'
)
job_results = res.json()
jobs = {} # job -> {sha -> [results...]}
commits = {} # sha -> {job -> [results...]}
for res in job_results['items']:
spec = res['spec']
status = res['status']
if spec['type'] != 'presubmit':
continue
if spec['refs']['org'] != 'kubernetes' and spec['refs']['repo'] != 'kubernetes':
continue
if status['state'] != 'success' and status['state'] != 'failure':
continue
# populate jobs
if spec['job'] not in jobs:
jobs[spec['job']] = {}
if spec['refs']['base_sha'] not in jobs[spec['job']]:
jobs[spec['job']][spec['refs']['base_sha']] = []
jobs[spec['job']][spec['refs']['base_sha']].append(status['state'])
# populate commits
if spec['refs']['base_sha'] not in commits:
commits[spec['refs']['base_sha']] = {}
if spec['job'] not in commits[spec['refs']['base_sha']]:
commits[spec['refs']['base_sha']][spec['job']] = []
commits[spec['refs']['base_sha']][spec['job']].append(status['state'])
job_commits = {}
job_flakes = {}
for job, shas in jobs.items():
job_commits[job] = len(shas)
job_flakes[job] = 0
for results in shas.values():
if 'success' in results and 'failure' in results:
job_flakes[job] += 1
print('Certain flakes:')
for job, flakes in sorted(job_flakes.items(), key=operator.itemgetter(1), reverse=True):
if job_commits[job] < 10:
continue
fail_chance = flakes / job_commits[job]
print('{}/{}\t({:.0f}%)\t{}'.format(flakes, job_commits[job], 100*fail_chance, job))
# for each commit, flaked iff exists job that flaked
flaked = 0
for _, job_results in commits.items():
for job, results in job_results.items():
if 'success' in results and 'failure' in results:
flaked += 1
break
print('Commits that flaked (passed and failed some job): %d/%d %.2f%%' %
(flaked, len(commits), (flaked*100.0)/len(commits)))
if __name__ == '__main__':
main()