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compare unified job deplyments to DFG job deplyments
- compare per rhos XY.Z - create a spreadsheet (tab per unified job) - for each tab list DFG jobs according to the similarty mesure
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jjs.db | ||
jjs.xlsx | ||
venv/** |
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HOWTO | ||
----- | ||
virtualenv venv | ||
. ./venv/bin/activate | ||
pip install -r requirements.txt | ||
python similarity-comparison.py | ||
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requests | ||
xlsxwriter | ||
scikit-learn |
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# Copyright 2021 David Sariel | ||
# | ||
# 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. | ||
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import configparser | ||
import json | ||
import re | ||
import requests | ||
import sqlite3 | ||
import xlsxwriter | ||
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from os.path import expanduser | ||
from sklearn.feature_extraction.text import TfidfVectorizer | ||
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httpRequest = { | ||
'requestJobsAndBuildInfo': | ||
"/api/json/?tree=jobs[name,lastBuild[result,number,timestamp]]", | ||
'requestJobs': | ||
"/api/json?tree=jobs[name]", | ||
'requestStableBuildArtifact': | ||
"/job/{jobName}/lastStableBuild/artifact/{artifactPath}", | ||
'requestArtifact': | ||
"/job/{jobName}/lastSuccessfulBuild/artifact/{artifactPath}" | ||
} | ||
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# JJSC - Jenkins Jobs Similarity Computation | ||
class JJSC(object): | ||
def __init__(self, credentialsPath, artifactPath): | ||
configParser = configparser.RawConfigParser() | ||
print(configParser.read(credentialsPath)) | ||
sectionName = "jenkins" | ||
dictionary = dict(configParser.items(sectionName)) | ||
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self.url = dictionary['url'] | ||
self.artifactPath = artifactPath | ||
self.credentials = (dictionary['user'], dictionary['password']) | ||
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# create (if !exists) a db to store <jobName, artifact> | ||
self.dbcon = sqlite3.connect('jjs.db') | ||
print("Connected to SQLite jjs.db") | ||
cursor = self.dbcon.cursor() | ||
cursor.execute('''CREATE TABLE IF NOT EXISTS jjs | ||
( jobName text, | ||
artifatcContent text, | ||
artifactCtntNrmlzd text )''') | ||
self.dbcon.commit() | ||
cursor.close() | ||
print("jjs table exists in jjs.db") | ||
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self.workbook = xlsxwriter.Workbook('jjs.xlsx') | ||
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def __del__(self): | ||
if self.dbcon: | ||
self.dbcon.close() | ||
print("The SQLite connection is closed") | ||
self.workbook.close() | ||
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def _insertDataIntoTable(self, jobName, artifatcContent): | ||
try: | ||
cursor = self.dbcon.cursor() | ||
sqlite_insert_with_param = """INSERT INTO jjs | ||
(jobName, artifatcContent) | ||
VALUES (?, ?);""" | ||
data_tuple = (jobName, artifatcContent) | ||
cursor.execute(sqlite_insert_with_param, data_tuple) | ||
self.dbcon.commit() | ||
cursor.close() | ||
return 0 | ||
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except sqlite3.Error as error: | ||
print("Failed to insert into sqlite table", error) | ||
return -1 | ||
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def populateDB(self): | ||
# get all Jobs | ||
request = requests.get(self.url + httpRequest['requestJobs'], | ||
verify=False, | ||
auth=self.credentials) | ||
jobsInJSON = json.loads(request.text) | ||
print(json.dumps(jobsInJSON, indent=4, sort_keys=True)) | ||
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skipList = ["util"] | ||
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# get and store an artifact (if found) | ||
okCounter = 0 | ||
insertCounter = 0 | ||
for element in jobsInJSON['jobs']: | ||
print(element['name']) | ||
jobName = element['name'] | ||
if jobName in skipList: | ||
continue | ||
requestStr = self.url + httpRequest['requestArtifact'].format( | ||
jobName=jobName, | ||
artifactPath=self.artifactPath) | ||
request = requests.get(requestStr, verify=False, | ||
auth=self.credentials) | ||
print(requestStr) | ||
if request.ok: | ||
okCounter = okCounter + 1 | ||
if self._insertDataIntoTable(jobName, request.text) >= 0: | ||
insertCounter = insertCounter + 1 | ||
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print("From populateDB") | ||
print("okCounter: " + str(okCounter)) | ||
print("insertCounter: " + str(insertCounter)) | ||
print("number of jobs: " + str(len(jobsInJSON['jobs']))) | ||
assert (okCounter == insertCounter) | ||
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def _normilizeArtifact(self, artifact): | ||
regex = r".*infrared (tripleo-undercloud|tripleo-overcloud) .*\\*" | ||
plugin_names = "(tripleo-undercloud|tripleo-overcloud)" | ||
regex = r".*infrared " + plugin_names + " .*(([\r\n]*).*){4}" | ||
matches = re.finditer(regex, artifact, re.MULTILINE) | ||
normalizedArtifact = "" | ||
for matchNum, match in enumerate(matches, start=1): | ||
print( | ||
"Match {matchNum} was found at {start}-{end}: {match}".format( | ||
matchNum=matchNum, | ||
start=match.start(), | ||
end=match.end(), | ||
match=match.group())) | ||
normalizedArtifact = normalizedArtifact + "\n" + match.group() | ||
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# TODO: filter out tempest invocation - DONE | ||
return (normalizedArtifact) | ||
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def _extractVersionFromJobName(self, jobName): | ||
# matches XY.Z XY XY_Z in job names | ||
REGEXP = r'\s*([\d(.|_)]+)(_compact|-compact|_director|-director)\s*' | ||
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version = re.search(REGEXP, jobName).group(1) | ||
version = version.replace("_", ".") # for jobs with XY_Z | ||
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return version | ||
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def _extractIPVersionFromJobName(self, jobName): | ||
# matches XY.Z XY XY_Z in job names | ||
REGEXP = r".*ipv([\d]+).*" | ||
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try: | ||
version = re.search(REGEXP, jobName).group(1) | ||
except AttributeError: | ||
version = "NA" | ||
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return version | ||
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# return true if artifact contains any of filter out criteria | ||
def _isFilteredOut(self, articact): | ||
filter = ["infrared tripleo-inventory", | ||
"infrared workspace import", | ||
"sshpass -p stack ssh -o UserKnownHostsFile=/dev/null", | ||
"infrared tripleo-upgrade"] | ||
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articactString = str(articact) | ||
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intersestoin = [value for value in filter if value in articactString] | ||
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return (len(intersestoin) > 0) | ||
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def analyseJJSTable(self): | ||
cursor = self.dbcon.cursor() | ||
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# fetch unified jobs | ||
sql_command = \ | ||
'SELECT DISTINCT * FROM jjs WHERE jobName LIKE ' + \ | ||
'\'%unified%\' AND jobName LIKE \'%director%\' ORDER BY jobName' | ||
cursor.execute(sql_command) | ||
unifiedJobs = cursor.fetchall() | ||
print("Total of unified jobs are: ", len(unifiedJobs)) | ||
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# fetch other director jobs (including unified ones) to compare | ||
# against the unified jobs | ||
sql_command = \ | ||
'SELECT DISTINCT * FROM jjs WHERE jobName LIKE ' + \ | ||
'\'%director%\' AND jobName NOT LIKE \'%compact%\'' | ||
cursor.execute(sql_command) | ||
directorJobs = cursor.fetchall() | ||
print("Total of director jobs are: ", len(directorJobs)) | ||
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unifiedJobsCounter = 0 | ||
cell_format = self.workbook.add_format( | ||
{'bold': True, 'font_color': 'red'}) | ||
for rowUnified in unifiedJobs: | ||
jobNameUnified = str(rowUnified[0]) | ||
print(len(unifiedJobs)) | ||
try: | ||
unifiedJobsCounter += 1 | ||
worksheet = self.workbook.add_worksheet( | ||
jobNameUnified[1:28] + "--" + str(unifiedJobsCounter)) | ||
worksheet.set_column(0, 0, len(jobNameUnified)) | ||
worksheet.write(0, 0, jobNameUnified, cell_format) | ||
row = 1 | ||
except xlsxwriter.exceptions.DuplicateWorksheetName: | ||
continue | ||
for rowDirector in directorJobs: | ||
jobNameDirector = str(rowDirector[0]) | ||
releaseUnified = self._extractVersionFromJobName( | ||
jobNameUnified) | ||
releaseDirector = self._extractVersionFromJobName( | ||
jobNameDirector) | ||
ipVersionUnifed = self._extractIPVersionFromJobName( | ||
jobNameUnified) | ||
ipVersionDirector = self._extractIPVersionFromJobName( | ||
jobNameDirector) | ||
# if releaseUnified not in ["16.1", "16.2"]: | ||
# continue | ||
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if jobNameUnified != jobNameDirector and \ | ||
releaseUnified == releaseDirector and \ | ||
ipVersionUnifed == ipVersionDirector: | ||
artifactUnified = str(rowUnified[1]) | ||
artifactDirector = str(rowDirector[1]) | ||
if self._isFilteredOut(artifactDirector): | ||
continue | ||
normalizedUnified = self._normilizeArtifact( | ||
artifactUnified) | ||
normalizedDirector = self._normilizeArtifact( | ||
artifactDirector) | ||
try: | ||
tfidf = TfidfVectorizer().fit_transform( | ||
[normalizedUnified, normalizedDirector]) | ||
# no need to normalize, since Vectorizer will return | ||
# normalized tf-idf | ||
pairwise_similarity = tfidf * tfidf.T | ||
except Exception: | ||
print("Can not compare " + rowUnified[0] + " and " + | ||
rowDirector[0] + "\n") | ||
threshold = pairwise_similarity.data.min() | ||
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if threshold >= 0.0: | ||
wordsUnified = set(normalizedUnified.split()) | ||
wordsDirector = set(normalizedDirector.split()) | ||
unifiedUniques = set( | ||
sorted(wordsUnified.difference(wordsDirector))) | ||
directorUniques = set( | ||
sorted(wordsDirector.difference(wordsUnified))) | ||
uniques = unifiedUniques.union(directorUniques) | ||
print(jobNameUnified + "," + str(unifiedUniques)) | ||
print(jobNameDirector + "," + str(directorUniques)) | ||
fstr = 'Total uniques: {}, Pairwise Similarity: {}\n' | ||
print(fstr.format(len(uniques), threshold)) | ||
try: | ||
worksheet.set_column(row, 0, len(jobNameDirector)) | ||
worksheet.write(row, 0, jobNameDirector) | ||
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threshold = round(threshold, 3) | ||
worksheet.set_column(row, 1, len(str(threshold))) | ||
worksheet.write(row, 1, str(threshold)) | ||
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row = row + 1 | ||
except Exception as e: | ||
print(e) | ||
continue | ||
cursor.close() | ||
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credentialsPath = expanduser("~") + '/.config/jenkins_jobs/jenkins_jobs.ini' | ||
artifactPath = '.sh/run.sh' | ||
jjsc = JJSC(credentialsPath, artifactPath) | ||
jjsc.populateDB() | ||
jjsc.analyseJJSTable() | ||
del jjsc |