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# resulttool - regression analysis
#
# Copyright (c) 2019, Intel Corporation.
# Copyright (c) 2019, Linux Foundation
#
# SPDX-License-Identifier: GPL-2.0-only
#
import resulttool.resultutils as resultutils
from oeqa.utils.git import GitRepo
import oeqa.utils.gitarchive as gitarchive
METADATA_MATCH_TABLE = {
"oeselftest": "OESELFTEST_METADATA"
}
OESELFTEST_METADATA_GUESS_TABLE={
"trigger-build-posttrigger": {
"run_all_tests": False,
"run_tests":["buildoptions.SourceMirroring.test_yocto_source_mirror"],
"skips": None,
"machine": None,
"select_tags":None,
"exclude_tags": None
},
"reproducible": {
"run_all_tests": False,
"run_tests":["reproducible"],
"skips": None,
"machine": None,
"select_tags":None,
"exclude_tags": None
},
"arch-qemu-quick": {
"run_all_tests": True,
"run_tests":None,
"skips": None,
"machine": None,
"select_tags":["machine"],
"exclude_tags": None
},
"arch-qemu-full-x86-or-x86_64": {
"run_all_tests": True,
"run_tests":None,
"skips": None,
"machine": None,
"select_tags":["machine", "toolchain-system"],
"exclude_tags": None
},
"arch-qemu-full-others": {
"run_all_tests": True,
"run_tests":None,
"skips": None,
"machine": None,
"select_tags":["machine", "toolchain-user"],
"exclude_tags": None
},
"selftest": {
"run_all_tests": True,
"run_tests":None,
"skips": ["distrodata.Distrodata.test_checkpkg", "buildoptions.SourceMirroring.test_yocto_source_mirror", "reproducible"],
"machine": None,
"select_tags":None,
"exclude_tags": ["machine", "toolchain-system", "toolchain-user"]
},
"bringup": {
"run_all_tests": True,
"run_tests":None,
"skips": ["distrodata.Distrodata.test_checkpkg", "buildoptions.SourceMirroring.test_yocto_source_mirror"],
"machine": None,
"select_tags":None,
"exclude_tags": ["machine", "toolchain-system", "toolchain-user"]
}
}
STATUS_STRINGS = {
"None": "No matching test result"
}
REGRESSIONS_DISPLAY_LIMIT=50
MISSING_TESTS_BANNER = "-------------------------- Missing tests --------------------------"
ADDITIONAL_DATA_BANNER = "--------------------- Matches and improvements --------------------"
def test_has_at_least_one_matching_tag(test, tag_list):
return "oetags" in test and any(oetag in tag_list for oetag in test["oetags"])
def all_tests_have_at_least_one_matching_tag(results, tag_list):
return all(test_has_at_least_one_matching_tag(test_result, tag_list) or test_name.startswith("ptestresult") for (test_name, test_result) in results.items())
def any_test_have_any_matching_tag(results, tag_list):
return any(test_has_at_least_one_matching_tag(test, tag_list) for test in results.values())
def have_skipped_test(result, test_prefix):
return all( result[test]['status'] == "SKIPPED" for test in result if test.startswith(test_prefix))
def have_all_tests_skipped(result, test_prefixes_list):
return all(have_skipped_test(result, test_prefix) for test_prefix in test_prefixes_list)
def guess_oeselftest_metadata(results):
"""
When an oeselftest test result is lacking OESELFTEST_METADATA, we can try to guess it based on results content.
Check results for specific values (absence/presence of oetags, number and name of executed tests...),
and if it matches one of known configuration from autobuilder configuration, apply guessed OSELFTEST_METADATA
to it to allow proper test filtering.
This guessing process is tightly coupled to config.json in autobuilder. It should trigger less and less,
as new tests will have OESELFTEST_METADATA properly appended at test reporting time
"""
if len(results) == 1 and "buildoptions.SourceMirroring.test_yocto_source_mirror" in results:
return OESELFTEST_METADATA_GUESS_TABLE['trigger-build-posttrigger']
elif all(result.startswith("reproducible") for result in results):
return OESELFTEST_METADATA_GUESS_TABLE['reproducible']
elif all_tests_have_at_least_one_matching_tag(results, ["machine"]):
return OESELFTEST_METADATA_GUESS_TABLE['arch-qemu-quick']
elif all_tests_have_at_least_one_matching_tag(results, ["machine", "toolchain-system"]):
return OESELFTEST_METADATA_GUESS_TABLE['arch-qemu-full-x86-or-x86_64']
elif all_tests_have_at_least_one_matching_tag(results, ["machine", "toolchain-user"]):
return OESELFTEST_METADATA_GUESS_TABLE['arch-qemu-full-others']
elif not any_test_have_any_matching_tag(results, ["machine", "toolchain-user", "toolchain-system"]):
if have_all_tests_skipped(results, ["distrodata.Distrodata.test_checkpkg", "buildoptions.SourceMirroring.test_yocto_source_mirror", "reproducible"]):
return OESELFTEST_METADATA_GUESS_TABLE['selftest']
elif have_all_tests_skipped(results, ["distrodata.Distrodata.test_checkpkg", "buildoptions.SourceMirroring.test_yocto_source_mirror"]):
return OESELFTEST_METADATA_GUESS_TABLE['bringup']
return None
def metadata_matches(base_configuration, target_configuration):
"""
For passed base and target, check test type. If test type matches one of
properties described in METADATA_MATCH_TABLE, compare metadata if it is
present in base. Return true if metadata matches, or if base lacks some
data (either TEST_TYPE or the corresponding metadata)
"""
test_type = base_configuration.get('TEST_TYPE')
if test_type not in METADATA_MATCH_TABLE:
return True
metadata_key = METADATA_MATCH_TABLE.get(test_type)
if target_configuration.get(metadata_key) != base_configuration.get(metadata_key):
return False
return True
def machine_matches(base_configuration, target_configuration):
return base_configuration.get('MACHINE') == target_configuration.get('MACHINE')
def can_be_compared(logger, base, target):
"""
Some tests are not relevant to be compared, for example some oeselftest
run with different tests sets or parameters. Return true if tests can be
compared
"""
ret = True
base_configuration = base['configuration']
target_configuration = target['configuration']
# Older test results lack proper OESELFTEST_METADATA: if not present, try to guess it based on tests results.
if base_configuration.get('TEST_TYPE') == 'oeselftest' and 'OESELFTEST_METADATA' not in base_configuration:
guess = guess_oeselftest_metadata(base['result'])
if guess is None:
logger.error(f"ERROR: did not manage to guess oeselftest metadata for {base_configuration['STARTTIME']}")
else:
logger.debug(f"Enriching {base_configuration['STARTTIME']} with {guess}")
base_configuration['OESELFTEST_METADATA'] = guess
if target_configuration.get('TEST_TYPE') == 'oeselftest' and 'OESELFTEST_METADATA' not in target_configuration:
guess = guess_oeselftest_metadata(target['result'])
if guess is None:
logger.error(f"ERROR: did not manage to guess oeselftest metadata for {target_configuration['STARTTIME']}")
else:
logger.debug(f"Enriching {target_configuration['STARTTIME']} with {guess}")
target_configuration['OESELFTEST_METADATA'] = guess
# Test runs with LTP results in should only be compared with other runs with LTP tests in them
if base_configuration.get('TEST_TYPE') == 'runtime' and any(result.startswith("ltpresult") for result in base['result']):
ret = target_configuration.get('TEST_TYPE') == 'runtime' and any(result.startswith("ltpresult") for result in target['result'])
return ret and metadata_matches(base_configuration, target_configuration) \
and machine_matches(base_configuration, target_configuration)
def get_status_str(raw_status):
raw_status_lower = raw_status.lower() if raw_status else "None"
return STATUS_STRINGS.get(raw_status_lower, raw_status)
def get_additional_info_line(new_pass_count, new_tests):
result=[]
if new_tests:
result.append(f'+{new_tests} test(s) present')
if new_pass_count:
result.append(f'+{new_pass_count} test(s) now passing')
if not result:
return ""
return ' -> ' + ', '.join(result) + '\n'
def compare_result(logger, base_name, target_name, base_result, target_result, display_limit=None):
base_result = base_result.get('result')
target_result = target_result.get('result')
result = {}
new_tests = 0
regressions = {}
resultstring = ""
new_tests = 0
new_pass_count = 0
display_limit = int(display_limit) if display_limit else REGRESSIONS_DISPLAY_LIMIT
if base_result and target_result:
for k in base_result:
base_testcase = base_result[k]
base_status = base_testcase.get('status')
if base_status:
target_testcase = target_result.get(k, {})
target_status = target_testcase.get('status')
if base_status != target_status:
result[k] = {'base': base_status, 'target': target_status}
else:
logger.error('Failed to retrieved base test case status: %s' % k)
# Also count new tests that were not present in base results: it
# could be newly added tests, but it could also highlights some tests
# renames or fixed faulty ptests
for k in target_result:
if k not in base_result:
new_tests += 1
if result:
new_pass_count = sum(test['target'] is not None and test['target'].startswith("PASS") for test in result.values())
# Print a regression report only if at least one test has a regression status (FAIL, SKIPPED, absent...)
if new_pass_count < len(result):
resultstring = "Regression: %s\n %s\n" % (base_name, target_name)
for k in sorted(result):
if not result[k]['target'] or not result[k]['target'].startswith("PASS"):
# Differentiate each ptest kind when listing regressions
key_parts = k.split('.')
key = '.'.join(key_parts[:2]) if k.startswith('ptest') else key_parts[0]
# Append new regression to corresponding test family
regressions[key] = regressions.setdefault(key, []) + [' %s: %s -> %s\n' % (k, get_status_str(result[k]['base']), get_status_str(result[k]['target']))]
resultstring += f" Total: {sum([len(regressions[r]) for r in regressions])} new regression(s):\n"
for k in regressions:
resultstring += f" {len(regressions[k])} regression(s) for {k}\n"
count_to_print=min([display_limit, len(regressions[k])]) if display_limit > 0 else len(regressions[k])
resultstring += ''.join(regressions[k][:count_to_print])
if count_to_print < len(regressions[k]):
resultstring+=' [...]\n'
if new_pass_count > 0:
resultstring += f' Additionally, {new_pass_count} previously failing test(s) is/are now passing\n'
if new_tests > 0:
resultstring += f' Additionally, {new_tests} new test(s) is/are present\n'
else:
resultstring = "%s\n%s\n" % (base_name, target_name)
result = None
else:
resultstring = "%s\n%s\n" % (base_name, target_name)
if not result:
additional_info = get_additional_info_line(new_pass_count, new_tests)
if additional_info:
resultstring += additional_info
return result, resultstring
def get_results(logger, source):
return resultutils.load_resultsdata(source, configmap=resultutils.regression_map)
def regression(args, logger):
base_results = get_results(logger, args.base_result)
target_results = get_results(logger, args.target_result)
regression_common(args, logger, base_results, target_results)
# Some test case naming is poor and contains random strings, particularly lttng/babeltrace.
# Truncating the test names works since they contain file and line number identifiers
# which allows us to match them without the random components.
def fixup_ptest_names(results, logger):
for r in results:
for i in results[r]:
tests = list(results[r][i]['result'].keys())
for test in tests:
new = None
if test.startswith(("ptestresult.lttng-tools.", "ptestresult.babeltrace.", "ptestresult.babeltrace2")) and "_-_" in test:
new = test.split("_-_")[0]
elif test.startswith(("ptestresult.curl.")) and "__" in test:
new = test.split("__")[0]
elif test.startswith(("ptestresult.dbus.")) and "__" in test:
new = test.split("__")[0]
elif test.startswith("ptestresult.binutils") and "build-st-" in test:
new = test.split(" ")[0]
elif test.startswith("ptestresult.gcc") and "/tmp/runtest." in test:
new = ".".join(test.split(".")[:2])
if new:
results[r][i]['result'][new] = results[r][i]['result'][test]
del results[r][i]['result'][test]
def regression_common(args, logger, base_results, target_results):
if args.base_result_id:
base_results = resultutils.filter_resultsdata(base_results, args.base_result_id)
if args.target_result_id:
target_results = resultutils.filter_resultsdata(target_results, args.target_result_id)
fixup_ptest_names(base_results, logger)
fixup_ptest_names(target_results, logger)
matches = []
regressions = []
notfound = []
for a in base_results:
if a in target_results:
base = list(base_results[a].keys())
target = list(target_results[a].keys())
# We may have multiple base/targets which are for different configurations. Start by
# removing any pairs which match
for c in base.copy():
for b in target.copy():
if not can_be_compared(logger, base_results[a][c], target_results[a][b]):
continue
res, resstr = compare_result(logger, c, b, base_results[a][c], target_results[a][b], args.limit)
if not res:
matches.append(resstr)
base.remove(c)
target.remove(b)
break
# Should only now see regressions, we may not be able to match multiple pairs directly
for c in base:
for b in target:
if not can_be_compared(logger, base_results[a][c], target_results[a][b]):
continue
res, resstr = compare_result(logger, c, b, base_results[a][c], target_results[a][b], args.limit)
if res:
regressions.append(resstr)
else:
notfound.append("%s not found in target" % a)
print("\n".join(sorted(regressions)))
print("\n" + MISSING_TESTS_BANNER + "\n")
print("\n".join(sorted(notfound)))
print("\n" + ADDITIONAL_DATA_BANNER + "\n")
print("\n".join(sorted(matches)))
return 0
def regression_git(args, logger):
base_results = {}
target_results = {}
tag_name = "{branch}/{commit_number}-g{commit}/{tag_number}"
repo = GitRepo(args.repo)
revs = gitarchive.get_test_revs(logger, repo, tag_name, branch=args.branch)
if args.branch2:
revs2 = gitarchive.get_test_revs(logger, repo, tag_name, branch=args.branch2)
if not len(revs2):
logger.error("No revisions found to compare against")
return 1
if not len(revs):
logger.error("No revision to report on found")
return 1
else:
if len(revs) < 2:
logger.error("Only %d tester revisions found, unable to generate report" % len(revs))
return 1
# Pick revisions
if args.commit:
if args.commit_number:
logger.warning("Ignoring --commit-number as --commit was specified")
index1 = gitarchive.rev_find(revs, 'commit', args.commit)
elif args.commit_number:
index1 = gitarchive.rev_find(revs, 'commit_number', args.commit_number)
else:
index1 = len(revs) - 1
if args.branch2:
revs2.append(revs[index1])
index1 = len(revs2) - 1
revs = revs2
if args.commit2:
if args.commit_number2:
logger.warning("Ignoring --commit-number2 as --commit2 was specified")
index2 = gitarchive.rev_find(revs, 'commit', args.commit2)
elif args.commit_number2:
index2 = gitarchive.rev_find(revs, 'commit_number', args.commit_number2)
else:
if index1 > 0:
index2 = index1 - 1
# Find the closest matching commit number for comparision
# In future we could check the commit is a common ancestor and
# continue back if not but this good enough for now
while index2 > 0 and revs[index2].commit_number > revs[index1].commit_number:
index2 = index2 - 1
else:
logger.error("Unable to determine the other commit, use "
"--commit2 or --commit-number2 to specify it")
return 1
logger.info("Comparing:\n%s\nto\n%s\n" % (revs[index1], revs[index2]))
base_results = resultutils.git_get_result(repo, revs[index1][2])
target_results = resultutils.git_get_result(repo, revs[index2][2])
regression_common(args, logger, base_results, target_results)
return 0
def register_commands(subparsers):
"""Register subcommands from this plugin"""
parser_build = subparsers.add_parser('regression', help='regression file/directory analysis',
description='regression analysis comparing the base set of results to the target results',
group='analysis')
parser_build.set_defaults(func=regression)
parser_build.add_argument('base_result',
help='base result file/directory/URL for the comparison')
parser_build.add_argument('target_result',
help='target result file/directory/URL to compare with')
parser_build.add_argument('-b', '--base-result-id', default='',
help='(optional) filter the base results to this result ID')
parser_build.add_argument('-t', '--target-result-id', default='',
help='(optional) filter the target results to this result ID')
parser_build = subparsers.add_parser('regression-git', help='regression git analysis',
description='regression analysis comparing base result set to target '
'result set',
group='analysis')
parser_build.set_defaults(func=regression_git)
parser_build.add_argument('repo',
help='the git repository containing the data')
parser_build.add_argument('-b', '--base-result-id', default='',
help='(optional) default select regression based on configurations unless base result '
'id was provided')
parser_build.add_argument('-t', '--target-result-id', default='',
help='(optional) default select regression based on configurations unless target result '
'id was provided')
parser_build.add_argument('--branch', '-B', default='master', help="Branch to find commit in")
parser_build.add_argument('--branch2', help="Branch to find comparision revisions in")
parser_build.add_argument('--commit', help="Revision to search for")
parser_build.add_argument('--commit-number', help="Revision number to search for, redundant if --commit is specified")
parser_build.add_argument('--commit2', help="Revision to compare with")
parser_build.add_argument('--commit-number2', help="Revision number to compare with, redundant if --commit2 is specified")
parser_build.add_argument('-l', '--limit', default=REGRESSIONS_DISPLAY_LIMIT, help="Maximum number of changes to display per test. Can be set to 0 to print all changes")