diff options
author | 2017-04-21 15:43:27 -0700 | |
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committer | 2017-04-21 15:43:27 -0700 | |
commit | ee880fd373e7d08e9dbd2e4560b5ba2cca094753 (patch) | |
tree | 97f51547b45e80d7a1f8b671f873ad865f2d5673 /tools/profiling/microbenchmarks | |
parent | e1523e95c102a3eec48fef34350bca206c0a6546 (diff) | |
parent | 1a0b4cf5eef9542ccb9ad7263a17938bf882bd0f (diff) |
Merge github.com:grpc/grpc into count_now
Diffstat (limited to 'tools/profiling/microbenchmarks')
-rwxr-xr-x | tools/profiling/microbenchmarks/bm_diff.py | 261 | ||||
-rw-r--r-- | tools/profiling/microbenchmarks/bm_json.py | 25 | ||||
-rw-r--r-- | tools/profiling/microbenchmarks/speedup.py | 67 |
3 files changed, 287 insertions, 66 deletions
diff --git a/tools/profiling/microbenchmarks/bm_diff.py b/tools/profiling/microbenchmarks/bm_diff.py index 14ea24f65e..09b62ae1c9 100755 --- a/tools/profiling/microbenchmarks/bm_diff.py +++ b/tools/profiling/microbenchmarks/bm_diff.py @@ -33,6 +33,30 @@ import json import bm_json import tabulate import argparse +from scipy import stats +import subprocess +import multiprocessing +import collections +import pipes +import os +sys.path.append(os.path.join(os.path.dirname(sys.argv[0]), '..', '..', 'run_tests', 'python_utils')) +import comment_on_pr +import jobset +import itertools +import speedup +import random +import shutil +import errno + +_INTERESTING = ( + 'cpu_time', + 'real_time', + 'locks_per_iteration', + 'allocs_per_iteration', + 'writes_per_iteration', + 'atm_cas_per_iteration', + 'atm_add_per_iteration', +) def changed_ratio(n, o): if float(o) <= .0001: o = 0 @@ -41,78 +65,185 @@ def changed_ratio(n, o): if o == 0: return 100 return (float(n)-float(o))/float(o) +def median(ary): + ary = sorted(ary) + n = len(ary) + if n%2 == 0: + return (ary[n/2] + ary[n/2+1]) / 2.0 + else: + return ary[n/2] + def min_change(pct): return lambda n, o: abs(changed_ratio(n,o)) > pct/100.0 -_INTERESTING = { - 'cpu_time': min_change(10), - 'real_time': min_change(10), - 'locks_per_iteration': min_change(5), - 'allocs_per_iteration': min_change(5), - 'writes_per_iteration': min_change(5), - 'atm_cas_per_iteration': min_change(1), - 'atm_add_per_iteration': min_change(5), -} +_AVAILABLE_BENCHMARK_TESTS = ['bm_fullstack_unary_ping_pong', + 'bm_fullstack_streaming_ping_pong', + 'bm_fullstack_streaming_pump', + 'bm_closure', + 'bm_cq', + 'bm_call_create', + 'bm_error', + 'bm_chttp2_hpack', + 'bm_chttp2_transport', + 'bm_pollset', + 'bm_metadata', + 'bm_fullstack_trickle'] argp = argparse.ArgumentParser(description='Perform diff on microbenchmarks') argp.add_argument('-t', '--track', - choices=sorted(_INTERESTING.keys()), + choices=sorted(_INTERESTING), nargs='+', - default=sorted(_INTERESTING.keys()), + default=sorted(_INTERESTING), help='Which metrics to track') -argp.add_argument('files', metavar='bm_file.json', type=str, nargs=4, - help='files to diff. ') +argp.add_argument('-b', '--benchmarks', nargs='+', choices=_AVAILABLE_BENCHMARK_TESTS, default=['bm_cq']) +argp.add_argument('-d', '--diff_base', type=str) +argp.add_argument('-r', '--repetitions', type=int, default=1) +argp.add_argument('-l', '--loops', type=int, default=20) +argp.add_argument('-j', '--jobs', type=int, default=multiprocessing.cpu_count()) args = argp.parse_args() -with open(args.files[0]) as f: - js_new_ctr = json.loads(f.read()) -with open(args.files[1]) as f: - js_new_opt = json.loads(f.read()) -with open(args.files[2]) as f: - js_old_ctr = json.loads(f.read()) -with open(args.files[3]) as f: - js_old_opt = json.loads(f.read()) - -new = {} -old = {} - -for row in bm_json.expand_json(js_new_ctr, js_new_opt): - new[row['cpp_name']] = row -for row in bm_json.expand_json(js_old_ctr, js_old_opt): - old[row['cpp_name']] = row - -changed = [] -for fld in args.track: - chk = _INTERESTING[fld] - for bm in new.keys(): - if bm not in old: continue - n = new[bm] - o = old[bm] - if fld not in n or fld not in o: continue - if chk(n[fld], o[fld]): - changed.append((fld, chk)) - break - -headers = ['Benchmark'] + [c[0] for c in changed] + ['Details'] -rows = [] -for bm in sorted(new.keys()): - if bm not in old: continue - row = [bm] - any_changed = False - n = new[bm] - o = old[bm] - details = '' - for fld in args.track: - chk = _INTERESTING[fld] - if fld not in n or fld not in o: continue - if chk(n[fld], o[fld]): - row.append(changed_ratio(n[fld], o[fld])) - if details: details += ', ' - details += '%s:%r-->%r' % (fld, float(o[fld]), float(n[fld])) - any_changed = True - else: - row.append('') - if any_changed: - row.append(details) - rows.append(row) -print tabulate.tabulate(rows, headers=headers, floatfmt='+.2f') +assert args.diff_base + +def avg(lst): + sum = 0.0 + n = 0.0 + for el in lst: + sum += el + n += 1 + return sum / n + +def make_cmd(cfg): + return ['make'] + args.benchmarks + [ + 'CONFIG=%s' % cfg, '-j', '%d' % args.jobs] + +def build(dest): + shutil.rmtree('bm_diff_%s' % dest, ignore_errors=True) + subprocess.check_call(['git', 'submodule', 'update']) + try: + subprocess.check_call(make_cmd('opt')) + subprocess.check_call(make_cmd('counters')) + except subprocess.CalledProcessError, e: + subprocess.check_call(['make', 'clean']) + subprocess.check_call(make_cmd('opt')) + subprocess.check_call(make_cmd('counters')) + os.rename('bins', 'bm_diff_%s' % dest) + +def collect1(bm, cfg, ver, idx): + cmd = ['bm_diff_%s/%s/%s' % (ver, cfg, bm), + '--benchmark_out=%s.%s.%s.%d.json' % (bm, cfg, ver, idx), + '--benchmark_out_format=json', + '--benchmark_repetitions=%d' % (args.repetitions) + ] + return jobset.JobSpec(cmd, shortname='%s %s %s %d/%d' % (bm, cfg, ver, idx+1, args.loops), + verbose_success=True, timeout_seconds=None) + +build('new') + +where_am_i = subprocess.check_output(['git', 'rev-parse', '--abbrev-ref', 'HEAD']).strip() +subprocess.check_call(['git', 'checkout', args.diff_base]) +try: + build('old') +finally: + subprocess.check_call(['git', 'checkout', where_am_i]) + subprocess.check_call(['git', 'submodule', 'update']) + +jobs = [] +for loop in range(0, args.loops): + jobs.extend(x for x in itertools.chain( + (collect1(bm, 'opt', 'new', loop) for bm in args.benchmarks), + (collect1(bm, 'counters', 'new', loop) for bm in args.benchmarks), + (collect1(bm, 'opt', 'old', loop) for bm in args.benchmarks), + (collect1(bm, 'counters', 'old', loop) for bm in args.benchmarks), + )) +random.shuffle(jobs, random.SystemRandom().random) + +jobset.run(jobs, maxjobs=args.jobs) + +class Benchmark: + + def __init__(self): + self.samples = { + True: collections.defaultdict(list), + False: collections.defaultdict(list) + } + self.final = {} + + def add_sample(self, data, new): + for f in args.track: + if f in data: + self.samples[new][f].append(float(data[f])) + + def process(self): + for f in sorted(args.track): + new = self.samples[True][f] + old = self.samples[False][f] + if not new or not old: continue + mdn_diff = abs(median(new) - median(old)) + print '%s: new=%r old=%r mdn_diff=%r' % (f, new, old, mdn_diff) + s = speedup.speedup(new, old) + if abs(s) > 3 and mdn_diff > 0.5: + self.final[f] = '%+d%%' % s + return self.final.keys() + + def skip(self): + return not self.final + + def row(self, flds): + return [self.final[f] if f in self.final else '' for f in flds] + + +def eintr_be_gone(fn): + """Run fn until it doesn't stop because of EINTR""" + while True: + try: + return fn() + except IOError, e: + if e.errno != errno.EINTR: + raise + + +def read_json(filename): + with open(filename) as f: return json.loads(f.read()) + + +def finalize(): + benchmarks = collections.defaultdict(Benchmark) + + for bm in args.benchmarks: + for loop in range(0, args.loops): + js_new_ctr = read_json('%s.counters.new.%d.json' % (bm, loop)) + js_new_opt = read_json('%s.opt.new.%d.json' % (bm, loop)) + js_old_ctr = read_json('%s.counters.old.%d.json' % (bm, loop)) + js_old_opt = read_json('%s.opt.old.%d.json' % (bm, loop)) + + for row in bm_json.expand_json(js_new_ctr, js_new_opt): + print row + name = row['cpp_name'] + if name.endswith('_mean') or name.endswith('_stddev'): continue + benchmarks[name].add_sample(row, True) + for row in bm_json.expand_json(js_old_ctr, js_old_opt): + print row + name = row['cpp_name'] + if name.endswith('_mean') or name.endswith('_stddev'): continue + benchmarks[name].add_sample(row, False) + + really_interesting = set() + for name, bm in benchmarks.items(): + print name + really_interesting.update(bm.process()) + fields = [f for f in args.track if f in really_interesting] + + headers = ['Benchmark'] + fields + rows = [] + for name in sorted(benchmarks.keys()): + if benchmarks[name].skip(): continue + rows.append([name] + benchmarks[name].row(fields)) + if rows: + text = 'Performance differences noted:\n' + tabulate.tabulate(rows, headers=headers, floatfmt='+.2f') + else: + text = 'No significant performance differences' + comment_on_pr.comment_on_pr('```\n%s\n```' % text) + print text + + +eintr_be_gone(finalize) diff --git a/tools/profiling/microbenchmarks/bm_json.py b/tools/profiling/microbenchmarks/bm_json.py index 4695f829f4..917269823d 100644 --- a/tools/profiling/microbenchmarks/bm_json.py +++ b/tools/profiling/microbenchmarks/bm_json.py @@ -101,6 +101,26 @@ _BM_SPECS = { 'BM_PollEmptyPollset_SpeedOfLight': { 'tpl': [], 'dyn': ['request_size', 'request_count'], + }, + 'BM_StreamCreateSendInitialMetadataDestroy': { + 'tpl': ['fixture'], + 'dyn': [], + }, + 'BM_TransportStreamSend': { + 'tpl': [], + 'dyn': ['request_size'], + }, + 'BM_TransportStreamRecv': { + 'tpl': [], + 'dyn': ['request_size'], + }, + 'BM_StreamingPingPongWithCoalescingApi': { + 'tpl': ['fixture', 'client_mutator', 'server_mutator'], + 'dyn': ['request_size', 'request_count', 'end_of_stream'], + }, + 'BM_Base16SomeStuff': { + 'tpl': [], + 'dyn': ['request_size'], } } @@ -159,6 +179,7 @@ def parse_name(name): def expand_json(js, js2 = None): for bm in js['benchmarks']: + if bm['name'].endswith('_stddev') or bm['name'].endswith('_mean'): continue context = js['context'] if 'label' in bm: labels_list = [s.split(':') for s in bm['label'].strip().split(' ') if len(s) and s[0] != '#'] @@ -177,8 +198,10 @@ def expand_json(js, js2 = None): row.update(labels) if js2: for bm2 in js2['benchmarks']: - if bm['name'] == bm2['name']: + if bm['name'] == bm2['name'] and 'already_used' not in bm2: row['cpu_time'] = bm2['cpu_time'] row['real_time'] = bm2['real_time'] row['iterations'] = bm2['iterations'] + bm2['already_used'] = True + break yield row diff --git a/tools/profiling/microbenchmarks/speedup.py b/tools/profiling/microbenchmarks/speedup.py new file mode 100644 index 0000000000..8af0066c9d --- /dev/null +++ b/tools/profiling/microbenchmarks/speedup.py @@ -0,0 +1,67 @@ +# Copyright 2017, Google Inc. +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are +# met: +# +# * Redistributions of source code must retain the above copyright +# notice, this list of conditions and the following disclaimer. +# * Redistributions in binary form must reproduce the above +# copyright notice, this list of conditions and the following disclaimer +# in the documentation and/or other materials provided with the +# distribution. +# * Neither the name of Google Inc. nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT +# OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, +# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT +# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +# DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY +# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +from scipy import stats +import math + +_THRESHOLD = 1e-10 + +def scale(a, mul): + return [x*mul for x in a] + +def cmp(a, b): + return stats.ttest_ind(a, b) + +def speedup(new, old): + s0, p0 = cmp(new, old) + if math.isnan(p0): return 0 + if s0 == 0: return 0 + if p0 > _THRESHOLD: return 0 + if s0 < 0: + pct = 1 + while pct < 101: + sp, pp = cmp(new, scale(old, 1 - pct/100.0)) + if sp > 0: break + if pp > _THRESHOLD: break + pct += 1 + return -(pct - 1) + else: + pct = 1 + while pct < 100000: + sp, pp = cmp(new, scale(old, 1 + pct/100.0)) + if sp < 0: break + if pp > _THRESHOLD: break + pct += 1 + return pct - 1 + +if __name__ == "__main__": + new=[66034560.0, 126765693.0, 99074674.0, 98588433.0, 96731372.0, 110179725.0, 103802110.0, 101139800.0, 102357205.0, 99016353.0, 98840824.0, 99585632.0, 98791720.0, 96171521.0, 95327098.0, 95629704.0, 98209772.0, 99779411.0, 100182488.0, 98354192.0, 99644781.0, 98546709.0, 99019176.0, 99543014.0, 99077269.0, 98046601.0, 99319039.0, 98542572.0, 98886614.0, 72560968.0] + old=[60423464.0, 71249570.0, 73213089.0, 73200055.0, 72911768.0, 72347798.0, 72494672.0, 72756976.0, 72116565.0, 71541342.0, 73442538.0, 74817383.0, 73007780.0, 72499062.0, 72404945.0, 71843504.0, 73245405.0, 72778304.0, 74004519.0, 73694464.0, 72919931.0, 72955481.0, 71583857.0, 71350467.0, 71836817.0, 70064115.0, 70355345.0, 72516202.0, 71716777.0, 71532266.0] + print speedup(new, old) + print speedup(old, new) |