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llvm-premerge-checks/scripts/metrics/repo_hist.py
2020-03-19 09:44:41 +01:00

383 lines
16 KiB
Python

#!/usr/bin/env python3
# Copyright 2019 Google LLC
#
# Licensed under the the Apache License v2.0 with LLVM Exceptions (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://llvm.org/LICENSE.txt
#
# 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.
# generate statistics on the llvm github repository
import csv
import datetime
import git
import re
import os
from typing import Dict, Optional, List, Set
import random
import string
REVISION_REGEX = re.compile(
r'^Differential Revision: https://reviews\.llvm\.org/(.*)$',
re.MULTILINE)
REVERT_REGEX = re.compile(r'^Revert "(.+)"')
class MyCommit:
SALT = ''.join(random.choices(
string.ascii_lowercase + string.ascii_uppercase + string.digits, k=16))
def __init__(self, commit: git.Commit):
self.commit = commit
self.chash = commit.hexsha # type: str
self.author = hash(commit.author.email + MyCommit.SALT) # type: int
self.author_domain = commit.author.email.rsplit("@")[-1].lower() # type: str
self.commiter = hash(commit.committer.email.lower() + MyCommit.SALT) # type:int
self.summary = commit.summary # type: str
self.date = datetime.datetime.fromtimestamp(
commit.committed_date) # type: datetime.datetime
self.phab_revision = self._get_revision(commit) # type: Optional[str]
self.reverts = None # type: Optional[MyCommit]
self.reverted_by = None # type: Optional[MyCommit]
self._diff_index = None # type: Optional[git.DiffIndex]
@staticmethod
def _get_revision(commit: git.Commit) -> Optional[str]:
m = REVISION_REGEX.search(commit.message)
if m is None:
return None
return m.group(1)
@property
def day(self) -> datetime.date:
return self.date.date()
def reverts_summary(self) -> Optional[str]:
m = REVERT_REGEX.search(self.summary)
if m is None:
return None
return m.group(1)
def __str__(self):
return self.chash
@property
def was_reverted(self) -> bool:
return self.reverted_by is not None
@property
def was_reviewed(self) -> bool:
return self.phab_revision is not None
@property
def is_revert(self) -> bool:
return self.reverts is not None
@property
def week(self) -> str:
return '{}-w{:02d}'.format(self.date.year, self.date.isocalendar()[1])
@property
def diff_index(self) -> git.DiffIndex:
# expensive operation, cache the results
if self._diff_index is None:
self._diff_index = self.commit.diff(self.commit.parents[0], create_patch=True)
return self._diff_index
@property
def num_loc(self) -> int:
nloc = 0
for diff in self.diff_index:
nloc += str(diff.diff, encoding='utf8').count('\n')
return nloc
@property
def modified_paths(self) -> Set[str]:
result = set(d.b_path for d in self.diff_index if d.b_path is not None)
result.update(d.a_path for d in self.diff_index if d.a_path is not None)
return result
@property
def modified_projects(self) -> Set[str]:
return set(p.split('/')[0] for p in self.modified_paths)
class RepoStats:
def __init__(self, git_dir: str):
self.repo = git.Repo(git_dir)
self.commit_by_hash = dict() # type: Dict[str, MyCommit]
self.commit_by_summary = dict() # type: Dict[str, List[MyCommit]]
self.commit_by_week = dict() # type: Dict[str, List[MyCommit]]
self.commit_by_author = dict() # type: Dict[int, List[MyCommit]]
self.commit_by_author_domain = dict() # type: Dict[str, List[MyCommit]]
def parse_repo(self, maxage: datetime.datetime):
for commit in self.repo.iter_commits('master'):
if commit.committed_datetime < maxage:
break
mycommit = MyCommit(commit)
self.commit_by_hash[mycommit.chash] = mycommit
self.commit_by_summary.setdefault(mycommit.summary, [])\
.append(mycommit)
self.commit_by_week.setdefault(mycommit.week, []).append(mycommit)
self.commit_by_author.setdefault(mycommit.author, [])\
.append(mycommit)
self.commit_by_author_domain.setdefault(mycommit.author_domain, []) \
.append(mycommit)
print('Read {} commits'.format(len(self.commit_by_hash)))
def find_reverts(self):
reverts = 0
for commit in self.commit_by_hash.values():
summary = commit.reverts_summary()
if summary is None:
continue
if summary not in self.commit_by_summary:
print('summary not found: {}'.format(summary))
continue
reverting_commit = self.commit_by_summary[summary][-1]
commit.reverted_by = reverting_commit
reverting_commit.reverts = commit
reverts += 1
print('Found {} reverts'.format(reverts))
# https://stackoverflow.com/questions/2600775/how-to-get-week-number-in-python
def dump_daily_stats(self):
fieldnames = ["week", "num_commits", "num_reverts", "percentage_reverts",
"num_reviewed", "percentage_reviewed",
"# reviewed & revert", "# !reviewed & !revert", "# !reviewed & revert", "# reviewed & !revert"]
csvfile = open('tmp/llvm-project-weekly.csv', 'w')
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
for week in sorted(self.commit_by_week.keys()):
commits = self.commit_by_week[week]
num_commits = len(commits)
num_reverts = len([c for c in commits if c.is_revert])
percentage_reverts = 100.0*num_reverts / num_commits
num_reviewed = len([c for c in commits if c.was_reviewed])
percentage_reviewed = 100*num_reviewed / (num_commits - num_reverts)
num_reviewed_revert = len([c for c in commits if c.was_reviewed and c.is_revert])
num_reviewed_nrevert = len([c for c in commits if c.was_reviewed and not c.is_revert])
num_nreviewed_nrevert = len([c for c in commits if not c.was_reviewed and not c.is_revert])
num_nreviewed_revert = len([c for c in commits if not c.was_reviewed and c.is_revert])
writer.writerow({
"week": week,
"num_commits": num_commits,
"num_reverts": num_reverts,
"percentage_reverts": percentage_reverts,
"num_reviewed": num_reviewed,
"percentage_reviewed": percentage_reviewed,
"# reviewed & revert": num_reviewed_revert,
"# !reviewed & !revert": num_nreviewed_nrevert,
"# !reviewed & revert": num_nreviewed_revert,
"# reviewed & !revert": num_reviewed_nrevert,
})
def dump_overall_stats(self):
num_commits = len(self.commit_by_hash)
num_reverts = len([c for c in self.commit_by_hash.values()
if c.is_revert])
print('Number of commits: {}'.format(num_commits))
print('Number of reverts: {}'.format(num_reverts))
print('percentage of reverts: {:0.2f}'.format(
100*num_reverts / num_commits))
num_reviewed = len([c for c in self.commit_by_hash.values()
if c.was_reviewed])
print('Number of reviewed commits: {}'.format(num_reviewed))
print('percentage of reviewed commits: {:0.2f}'.format(
100*num_reviewed / num_commits))
num_reviewed_reverted = len([c for c in self.commit_by_hash.values()
if c.was_reviewed and c.was_reverted])
num_not_reviewed_reverted = len([c for c in self.commit_by_hash.values()
if not c.was_reviewed and
c.was_reverted])
print('Number of reviewed that were reverted: {}'.format(num_reviewed_reverted))
print('Number of NOT reviewed that were reverted: {}'.format(num_not_reviewed_reverted))
print('percentage of reviewed that were reverted: {:0.2f}'.format(
100*num_reviewed_reverted / num_reviewed))
print('percentage of NOT reviewed that were reverted: {:0.2f}'.format(
100*num_not_reviewed_reverted / (num_commits-num_reviewed)))
num_foreign_committer = len([c for c in self.commit_by_hash.values()
if c.author != c.commiter])
print('Number of commits where author != committer: {}'.format(
num_foreign_committer))
print('Percentage of commits where author != committer: {:0.2f}'.format(
100*num_foreign_committer/num_commits))
def dump_author_stats(self):
print('Number of authors: {}'.format(len(self.commit_by_author)))
fieldnames = ["author", "num_commits", "num_reverts", "percentage_reverts",
"num_reviewed", "percentage_reviewed"]
csvfile = open('tmp/llvm-project-authors.csv', 'w')
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
for author, commits in self.commit_by_author.items():
num_commits = len(commits)
num_reverts = len([c for c in commits if c.was_reverted])
percentage_reverts = 100 * num_reverts / num_commits
num_reviewed = len([c for c in commits if c.was_reviewed])
percentage_reviewed = 100*num_reviewed / num_commits
writer.writerow({
"author": author,
"num_commits": num_commits,
"num_reverts": num_reverts,
"percentage_reverts": percentage_reverts,
"num_reviewed": num_reviewed,
"percentage_reviewed": percentage_reviewed,
})
def dump_author_domain_stats(self):
print('Number of authors: {}'.format(len(self.commit_by_author)))
fieldnames = ["author_domain", "num_commits", "num_committers"]
csvfile = open('tmp/llvm-project-author_domains.csv', 'w')
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
for author_domain, commits in self.commit_by_author_domain.items():
num_commits = len(commits)
committers = set(c.author for c in commits)
writer.writerow({
"author_domain": author_domain,
"num_commits": num_commits,
"num_committers": len(committers),
})
def dump_unreviewed_paths(self, maxage: datetime.datetime):
# TODO: this is really slow. Maybe parallelize?
path_count = {
True: {},
False: {},
} # type: Dict[bool, Dict[str, int]]
for commit in self.repo.iter_commits('master'):
if commit.committed_datetime < maxage:
break
mycommit = MyCommit(commit)
for prefix in set(p.split('/')[0] for p in mycommit.modified_paths):
path_count[mycommit.was_reviewed].setdefault(prefix, 0)
path_count[mycommit.was_reviewed][prefix] += 1
fieldnames = ['was_reviewed']
all_paths = set(path_count[True].keys())
all_paths.update(path_count[False].keys())
fieldnames.extend(sorted(all_paths))
csvfile = open('tmp/llvm-project-unreviewed-paths.csv', 'w')
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
for reviewed in [True, False]:
row = {'was_reviewed': reviewed}
for path, count in path_count[reviewed].items():
row[path] = count
writer.writerow(row)
csvfile.close()
def dump_loc_commits(self, maxage: datetime.datetime):
# TODO: this is really slow. Maybe parallelize?
buckets = list(range(0, 2001, 100))
review_dict = {
True: {b: 0 for b in buckets},
False: {b: 0 for b in buckets},
} # type: Dict[bool, Dict[int, int]]
reverted_dict = {
True: {b: 0 for b in buckets},
False: {b: 0 for b in buckets},
} # type: Dict[bool, Dict[int, int]]
for commit in self.repo.iter_commits('master'):
if commit.committed_datetime < maxage:
break
mycommit = self.commit_by_hash[commit.hexsha]
review_dict[mycommit.was_reviewed][self._find_bucket(mycommit.num_loc, buckets)] += 1
reverted_dict[mycommit.was_reverted][self._find_bucket(mycommit.num_loc, buckets)] += 1
fieldnames = ['was_reviewed']
for i in range(0, len(buckets)-1):
fieldnames.append('{}-{}'.format(buckets[i], buckets[i+1]-1))
fieldnames.append('>={}'.format(buckets[-1]))
csvfile = open('tmp/llvm-project-unreviewed-loc.csv', 'w')
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
for reviewed in [True, False]:
row = {'was_reviewed': reviewed}
for i in range(0, len(buckets)):
row[fieldnames[i+1]] = review_dict[reviewed][buckets[i]]
writer.writerow(row)
writer.writerow({'was_reviewed': 'reverted'})
for reverted in [True, False]:
row = {'was_reviewed': reverted}
for i in range(0, len(buckets)):
row[fieldnames[i+1]] = reverted_dict[reverted][buckets[i]]
writer.writerow(row)
csvfile.close()
@staticmethod
def _find_bucket(number: int, buckets: List[int]) -> int:
for bucket in buckets:
if number < bucket:
return bucket
return buckets[-1]
def export_commits(self):
print('starting export...')
csvfile = open('tmp/llvm-project-export.csv', 'w')
fieldnames = ['timestamp', 'hash', 'reviewed', 'was_reverted', 'is_revert', '# LOC changed',
'modified projects', 'author domain', 'revision']
writer = csv.DictWriter(csvfile, fieldnames=fieldnames,
dialect=csv.excel)
writer.writeheader()
# did not work with multiprocessing.map, gave recursion error from gitpython...
# so using normal map function
for row in map(_create_row, self.commit_by_hash.values()):
writer.writerow(row)
csvfile.close()
def _create_row(mycommit: MyCommit) -> Dict:
try:
return {
'timestamp': mycommit.date.isoformat(),
'hash': mycommit.chash,
'reviewed': mycommit.was_reviewed,
'was_reverted': mycommit.was_reverted,
'is_revert': mycommit.is_revert,
'# LOC changed': mycommit.num_loc,
'modified projects': (';'.join(mycommit.modified_projects)),
'author domain': mycommit.author_domain,
'revision': mycommit.phab_revision if mycommit.phab_revision is not None else "",
}
except Exception as e:
print(e)
return {}
if __name__ == '__main__':
max_age = datetime.datetime(year=2019, month=10, day=1,
tzinfo=datetime.timezone.utc)
now = datetime.datetime.now(tz=datetime.timezone.utc)
rs = RepoStats(os.path.expanduser('~/git/llvm-project'))
# TODO: make the path configurable, and `git clone/pull`
rs.parse_repo(max_age)
rs.find_reverts()
rs.dump_daily_stats()
rs.dump_overall_stats()
rs.dump_author_stats()
rs.dump_author_domain_stats()
# disabled as it's quite slow
# rs.dump_unreviewed_paths(now - datetime.timedelta(days=100))
# rs.dump_loc_commits(now - datetime.timedelta(days=100))
rs.export_commits()
print('Done.')