diff options
author | Craig Tiller <ctiller@google.com> | 2017-03-27 21:25:15 -0700 |
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committer | Craig Tiller <ctiller@google.com> | 2017-03-27 21:25:15 -0700 |
commit | d23826e8b9173ab0ac2fc534c96e475c4a6bcb44 (patch) | |
tree | ecb61b90f18ddc7772a6f6e903da4cb426d0733e /tools/profiling/microbenchmarks | |
parent | 18f5b66b94ec8be3d7ccda0846bb6fcd4372439f (diff) |
A more useful bm_diff?
Diffstat (limited to 'tools/profiling/microbenchmarks')
-rwxr-xr-x | tools/profiling/microbenchmarks/bm_diff.py | 181 |
1 files changed, 120 insertions, 61 deletions
diff --git a/tools/profiling/microbenchmarks/bm_diff.py b/tools/profiling/microbenchmarks/bm_diff.py index 14ea24f65e..ffe6f0e3a9 100755 --- a/tools/profiling/microbenchmarks/bm_diff.py +++ b/tools/profiling/microbenchmarks/bm_diff.py @@ -33,6 +33,7 @@ import json import bm_json import tabulate import argparse +import scipy def changed_ratio(n, o): if float(o) <= .0001: o = 0 @@ -44,15 +45,28 @@ def changed_ratio(n, o): 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), -} +_INTERESTING = [ + 'cpu_time', + 'real_time', + 'locks_per_iteration', + 'allocs_per_iteration', + 'writes_per_iteration', + 'atm_cas_per_iteration', + 'atm_add_per_iteration', +] + +_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', @@ -60,59 +74,104 @@ argp.add_argument('-t', '--track', nargs='+', default=sorted(_INTERESTING.keys()), 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_error']) +argp.add_argument('-d', '--diff_base', type=str) +argp.add_argument('-r', '--repetitions', type=int, default=5) +argp.add_argument('-p', '--p_threshold', type=float, default=0.05) 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'] +assert args.diff_base + +def collect1(bm, cfg, ver): + subprocess.check_call(['make', 'clean']) + subprocess.check_call( + ['make', bm_name, + 'CONFIG=%s' % cfg, '-j', '%d' % multiprocessing.cpu_count()]) + cmd = ['bins/%s/%s' % (cfg, bm), + '--benchmark_out=%s.%s.%s.json' % (bm, cfg, ver), + '--benchmark_out_format=json', + '--benchmark_repetitions=%d' % (args.repetitions) + ] + subprocess.check_call(cmd) + +for bm in args.benchmarks: + collect1(bm, 'opt', 'new') + collect1(bm, 'counters', 'new') + +git_comment = 'Performance differences between this PR and %s\\n' % args.diff_perf + +where_am_i = subprocess.check_output(['git', 'rev-parse', '--abbrev-ref', 'HEAD']).strip() +subprocess.check_call(['git', 'checkout', args.diff_base]) + +try: + comparables = [] + for bm in args.benchmarks: + try: + collect1(bm, 'opt', 'old') + collect1(bm, 'counters', 'old') + comparables.append(bm_name) + except subprocess.CalledProcessError, e: + pass +finally: + subprocess.check_call(['git', 'checkout', where_am_i]) + + +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 _INTERESTING: + if f in data: + self.samples[new][f].append(data[f]) + + def process(self): + for f in _INTERESTING: + new = self.samples[True][f] + old = self.samples[False][f] + if not new or not old: continue + p = scipy.stats.ttest_ind(new, old) + if p < args.p_threshold: + self.final[f] = avg(new) - avg(old) + return self.final.keys() + + def row(self, flds): + return [self.final[f] if f in self.final else '' for f in flds] + + +benchmarks = collections.defaultdict(Benchmark) + +for bm in comparables: + with open('%s.counters.new.json' % bm) as f: + js_new_ctr = json.loads(f.read()) + with open('%s.opt.new.json' % bm) as f: + js_new_opt = json.loads(f.read()) + with open('%s.counters.old.json' % bm) as f: + js_old_ctr = json.loads(f.read()) + with open('%s.opt.old.json' % bm) as f: + js_old_opt = json.loads(f.read()) + + for row in bm_json.expand_json(js_new_ctr, js_new_opt): + name = row['cpp_name'] + if name.endswith('_mean') or nme.endswith('_stddev'): continue + benchmarks[name].add_sample(row, True) + for row in bm_json.expand_json(js_old_ctr, js_old_opt): + name = row['cpp_name'] + if name.endswith('_mean') or nme.endswith('_stddev'): continue + benchmarks[name].add_sample(row, False) + +really_interesting = set() +for bm in benchmarks: + really_interesting.update(bm.process()) +fields = [f for f in _INTERESTING if f in really_interesting] + +headers = ['Benchmark'] + fields 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) +for name in sorted(benchmarks.keys()): + rows.append([name] + benchmarks[name].row(fields)) print tabulate.tabulate(rows, headers=headers, floatfmt='+.2f') |