A more useful bm_diff?

pull/10336/head
Craig Tiller 8 years ago
parent 18f5b66b94
commit d23826e8b9
  1. 181
      tools/profiling/microbenchmarks/bm_diff.py
  2. 32
      tools/run_tests/run_microbenchmark.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')

@ -215,10 +215,6 @@ argp.add_argument('-b', '--benchmarks',
nargs='+',
type=str,
help='Which microbenchmarks should be run')
argp.add_argument('--diff_perf',
default=None,
type=str,
help='Diff microbenchmarks against this git revision')
argp.add_argument('--bigquery_upload',
default=False,
action='store_const',
@ -234,34 +230,6 @@ try:
for collect in args.collect:
for bm_name in args.benchmarks:
collectors[collect](bm_name, args)
if args.diff_perf:
if 'summary' not in args.collect:
for bm_name in args.benchmarks:
run_summary(bm_name, 'opt', bm_name)
run_summary(bm_name, 'counters', bm_name)
where_am_i = subprocess.check_output(['git', 'rev-parse', '--abbrev-ref', 'HEAD']).strip()
subprocess.check_call(['git', 'checkout', args.diff_perf])
comparables = []
subprocess.check_call(['make', 'clean'])
try:
for bm_name in args.benchmarks:
try:
run_summary(bm_name, 'opt', '%s.old' % bm_name)
run_summary(bm_name, 'counters', '%s.old' % bm_name)
comparables.append(bm_name)
except subprocess.CalledProcessError, e:
pass
finally:
subprocess.check_call(['git', 'checkout', where_am_i])
for bm_name in comparables:
diff = subprocess.check_output(['tools/profiling/microbenchmarks/bm_diff.py',
'%s.counters.json' % bm_name,
'%s.opt.json' % bm_name,
'%s.old.counters.json' % bm_name,
'%s.old.opt.json' % bm_name]).strip()
if diff:
heading('Performance diff: %s' % bm_name)
text(diff)
finally:
index_html += "</body>\n</html>\n"
with open('reports/index.html', 'w') as f:

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