llvm-project/libcxx/utils/google-benchmark/tools/compare.py

409 lines
17 KiB
Python
Executable File

#!/usr/bin/env python
import unittest
"""
compare.py - versatile benchmark output compare tool
"""
import argparse
from argparse import ArgumentParser
import sys
import gbench
from gbench import util, report
from gbench.util import *
def check_inputs(in1, in2, flags):
"""
Perform checking on the user provided inputs and diagnose any abnormalities
"""
in1_kind, in1_err = classify_input_file(in1)
in2_kind, in2_err = classify_input_file(in2)
output_file = find_benchmark_flag('--benchmark_out=', flags)
output_type = find_benchmark_flag('--benchmark_out_format=', flags)
if in1_kind == IT_Executable and in2_kind == IT_Executable and output_file:
print(("WARNING: '--benchmark_out=%s' will be passed to both "
"benchmarks causing it to be overwritten") % output_file)
if in1_kind == IT_JSON and in2_kind == IT_JSON and len(flags) > 0:
print("WARNING: passing optional flags has no effect since both "
"inputs are JSON")
if output_type is not None and output_type != 'json':
print(("ERROR: passing '--benchmark_out_format=%s' to 'compare.py`"
" is not supported.") % output_type)
sys.exit(1)
def create_parser():
parser = ArgumentParser(
description='versatile benchmark output compare tool')
parser.add_argument(
'-a',
'--display_aggregates_only',
dest='display_aggregates_only',
action="store_true",
help="If there are repetitions, by default, we display everything - the"
" actual runs, and the aggregates computed. Sometimes, it is "
"desirable to only view the aggregates. E.g. when there are a lot "
"of repetitions. Do note that only the display is affected. "
"Internally, all the actual runs are still used, e.g. for U test.")
utest = parser.add_argument_group()
utest.add_argument(
'--no-utest',
dest='utest',
default=True,
action="store_false",
help="The tool can do a two-tailed Mann-Whitney U test with the null hypothesis that it is equally likely that a randomly selected value from one sample will be less than or greater than a randomly selected value from a second sample.\nWARNING: requires **LARGE** (no less than {}) number of repetitions to be meaningful!\nThe test is being done by default, if at least {} repetitions were done.\nThis option can disable the U Test.".format(report.UTEST_OPTIMAL_REPETITIONS, report.UTEST_MIN_REPETITIONS))
alpha_default = 0.05
utest.add_argument(
"--alpha",
dest='utest_alpha',
default=alpha_default,
type=float,
help=("significance level alpha. if the calculated p-value is below this value, then the result is said to be statistically significant and the null hypothesis is rejected.\n(default: %0.4f)") %
alpha_default)
subparsers = parser.add_subparsers(
help='This tool has multiple modes of operation:',
dest='mode')
parser_a = subparsers.add_parser(
'benchmarks',
help='The most simple use-case, compare all the output of these two benchmarks')
baseline = parser_a.add_argument_group(
'baseline', 'The benchmark baseline')
baseline.add_argument(
'test_baseline',
metavar='test_baseline',
type=argparse.FileType('r'),
nargs=1,
help='A benchmark executable or JSON output file')
contender = parser_a.add_argument_group(
'contender', 'The benchmark that will be compared against the baseline')
contender.add_argument(
'test_contender',
metavar='test_contender',
type=argparse.FileType('r'),
nargs=1,
help='A benchmark executable or JSON output file')
parser_a.add_argument(
'benchmark_options',
metavar='benchmark_options',
nargs=argparse.REMAINDER,
help='Arguments to pass when running benchmark executables')
parser_b = subparsers.add_parser(
'filters', help='Compare filter one with the filter two of benchmark')
baseline = parser_b.add_argument_group(
'baseline', 'The benchmark baseline')
baseline.add_argument(
'test',
metavar='test',
type=argparse.FileType('r'),
nargs=1,
help='A benchmark executable or JSON output file')
baseline.add_argument(
'filter_baseline',
metavar='filter_baseline',
type=str,
nargs=1,
help='The first filter, that will be used as baseline')
contender = parser_b.add_argument_group(
'contender', 'The benchmark that will be compared against the baseline')
contender.add_argument(
'filter_contender',
metavar='filter_contender',
type=str,
nargs=1,
help='The second filter, that will be compared against the baseline')
parser_b.add_argument(
'benchmark_options',
metavar='benchmark_options',
nargs=argparse.REMAINDER,
help='Arguments to pass when running benchmark executables')
parser_c = subparsers.add_parser(
'benchmarksfiltered',
help='Compare filter one of first benchmark with filter two of the second benchmark')
baseline = parser_c.add_argument_group(
'baseline', 'The benchmark baseline')
baseline.add_argument(
'test_baseline',
metavar='test_baseline',
type=argparse.FileType('r'),
nargs=1,
help='A benchmark executable or JSON output file')
baseline.add_argument(
'filter_baseline',
metavar='filter_baseline',
type=str,
nargs=1,
help='The first filter, that will be used as baseline')
contender = parser_c.add_argument_group(
'contender', 'The benchmark that will be compared against the baseline')
contender.add_argument(
'test_contender',
metavar='test_contender',
type=argparse.FileType('r'),
nargs=1,
help='The second benchmark executable or JSON output file, that will be compared against the baseline')
contender.add_argument(
'filter_contender',
metavar='filter_contender',
type=str,
nargs=1,
help='The second filter, that will be compared against the baseline')
parser_c.add_argument(
'benchmark_options',
metavar='benchmark_options',
nargs=argparse.REMAINDER,
help='Arguments to pass when running benchmark executables')
return parser
def main():
# Parse the command line flags
parser = create_parser()
args, unknown_args = parser.parse_known_args()
if args.mode is None:
parser.print_help()
exit(1)
assert not unknown_args
benchmark_options = args.benchmark_options
if args.mode == 'benchmarks':
test_baseline = args.test_baseline[0].name
test_contender = args.test_contender[0].name
filter_baseline = ''
filter_contender = ''
# NOTE: if test_baseline == test_contender, you are analyzing the stdev
description = 'Comparing %s to %s' % (test_baseline, test_contender)
elif args.mode == 'filters':
test_baseline = args.test[0].name
test_contender = args.test[0].name
filter_baseline = args.filter_baseline[0]
filter_contender = args.filter_contender[0]
# NOTE: if filter_baseline == filter_contender, you are analyzing the
# stdev
description = 'Comparing %s to %s (from %s)' % (
filter_baseline, filter_contender, args.test[0].name)
elif args.mode == 'benchmarksfiltered':
test_baseline = args.test_baseline[0].name
test_contender = args.test_contender[0].name
filter_baseline = args.filter_baseline[0]
filter_contender = args.filter_contender[0]
# NOTE: if test_baseline == test_contender and
# filter_baseline == filter_contender, you are analyzing the stdev
description = 'Comparing %s (from %s) to %s (from %s)' % (
filter_baseline, test_baseline, filter_contender, test_contender)
else:
# should never happen
print("Unrecognized mode of operation: '%s'" % args.mode)
parser.print_help()
exit(1)
check_inputs(test_baseline, test_contender, benchmark_options)
if args.display_aggregates_only:
benchmark_options += ['--benchmark_display_aggregates_only=true']
options_baseline = []
options_contender = []
if filter_baseline and filter_contender:
options_baseline = ['--benchmark_filter=%s' % filter_baseline]
options_contender = ['--benchmark_filter=%s' % filter_contender]
# Run the benchmarks and report the results
json1 = json1_orig = gbench.util.run_or_load_benchmark(
test_baseline, benchmark_options + options_baseline)
json2 = json2_orig = gbench.util.run_or_load_benchmark(
test_contender, benchmark_options + options_contender)
# Now, filter the benchmarks so that the difference report can work
if filter_baseline and filter_contender:
replacement = '[%s vs. %s]' % (filter_baseline, filter_contender)
json1 = gbench.report.filter_benchmark(
json1_orig, filter_baseline, replacement)
json2 = gbench.report.filter_benchmark(
json2_orig, filter_contender, replacement)
# Diff and output
output_lines = gbench.report.generate_difference_report(
json1, json2, args.display_aggregates_only,
args.utest, args.utest_alpha)
print(description)
for ln in output_lines:
print(ln)
class TestParser(unittest.TestCase):
def setUp(self):
self.parser = create_parser()
testInputs = os.path.join(
os.path.dirname(
os.path.realpath(__file__)),
'gbench',
'Inputs')
self.testInput0 = os.path.join(testInputs, 'test1_run1.json')
self.testInput1 = os.path.join(testInputs, 'test1_run2.json')
def test_benchmarks_basic(self):
parsed = self.parser.parse_args(
['benchmarks', self.testInput0, self.testInput1])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertFalse(parsed.benchmark_options)
def test_benchmarks_basic_without_utest(self):
parsed = self.parser.parse_args(
['--no-utest', 'benchmarks', self.testInput0, self.testInput1])
self.assertFalse(parsed.display_aggregates_only)
self.assertFalse(parsed.utest)
self.assertEqual(parsed.utest_alpha, 0.05)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertFalse(parsed.benchmark_options)
def test_benchmarks_basic_display_aggregates_only(self):
parsed = self.parser.parse_args(
['-a', 'benchmarks', self.testInput0, self.testInput1])
self.assertTrue(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertFalse(parsed.benchmark_options)
def test_benchmarks_basic_with_utest_alpha(self):
parsed = self.parser.parse_args(
['--alpha=0.314', 'benchmarks', self.testInput0, self.testInput1])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.utest_alpha, 0.314)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertFalse(parsed.benchmark_options)
def test_benchmarks_basic_without_utest_with_utest_alpha(self):
parsed = self.parser.parse_args(
['--no-utest', '--alpha=0.314', 'benchmarks', self.testInput0, self.testInput1])
self.assertFalse(parsed.display_aggregates_only)
self.assertFalse(parsed.utest)
self.assertEqual(parsed.utest_alpha, 0.314)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertFalse(parsed.benchmark_options)
def test_benchmarks_with_remainder(self):
parsed = self.parser.parse_args(
['benchmarks', self.testInput0, self.testInput1, 'd'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertEqual(parsed.benchmark_options, ['d'])
def test_benchmarks_with_remainder_after_doubleminus(self):
parsed = self.parser.parse_args(
['benchmarks', self.testInput0, self.testInput1, '--', 'e'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarks')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertEqual(parsed.benchmark_options, ['e'])
def test_filters_basic(self):
parsed = self.parser.parse_args(
['filters', self.testInput0, 'c', 'd'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'filters')
self.assertEqual(parsed.test[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.filter_contender[0], 'd')
self.assertFalse(parsed.benchmark_options)
def test_filters_with_remainder(self):
parsed = self.parser.parse_args(
['filters', self.testInput0, 'c', 'd', 'e'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'filters')
self.assertEqual(parsed.test[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.filter_contender[0], 'd')
self.assertEqual(parsed.benchmark_options, ['e'])
def test_filters_with_remainder_after_doubleminus(self):
parsed = self.parser.parse_args(
['filters', self.testInput0, 'c', 'd', '--', 'f'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'filters')
self.assertEqual(parsed.test[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.filter_contender[0], 'd')
self.assertEqual(parsed.benchmark_options, ['f'])
def test_benchmarksfiltered_basic(self):
parsed = self.parser.parse_args(
['benchmarksfiltered', self.testInput0, 'c', self.testInput1, 'e'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarksfiltered')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertEqual(parsed.filter_contender[0], 'e')
self.assertFalse(parsed.benchmark_options)
def test_benchmarksfiltered_with_remainder(self):
parsed = self.parser.parse_args(
['benchmarksfiltered', self.testInput0, 'c', self.testInput1, 'e', 'f'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarksfiltered')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertEqual(parsed.filter_contender[0], 'e')
self.assertEqual(parsed.benchmark_options[0], 'f')
def test_benchmarksfiltered_with_remainder_after_doubleminus(self):
parsed = self.parser.parse_args(
['benchmarksfiltered', self.testInput0, 'c', self.testInput1, 'e', '--', 'g'])
self.assertFalse(parsed.display_aggregates_only)
self.assertTrue(parsed.utest)
self.assertEqual(parsed.mode, 'benchmarksfiltered')
self.assertEqual(parsed.test_baseline[0].name, self.testInput0)
self.assertEqual(parsed.filter_baseline[0], 'c')
self.assertEqual(parsed.test_contender[0].name, self.testInput1)
self.assertEqual(parsed.filter_contender[0], 'e')
self.assertEqual(parsed.benchmark_options[0], 'g')
if __name__ == '__main__':
# unittest.main()
main()
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