2 space indentation

6 files changed, 378 insertions, 378 deletions

diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_build.py b/tools/profiling/microbenchmarks/bm_diff/bm_build.py
index 4edfe463bd..644d12b83e 100755
--- a/tools/profiling/microbenchmarks/bm_diff/bm_build.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_build.py
@@ -39,50 +39,50 @@ import shutil
 
 
 def _args():
-    argp = argparse.ArgumentParser(description='Builds microbenchmarks')
-    argp.add_argument(
-        '-b',
-        '--benchmarks',
-        nargs='+',
-        choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        help='Which benchmarks to build')
-    argp.add_argument(
-        '-j',
-        '--jobs',
-        type=int,
-        default=multiprocessing.cpu_count(),
-        help='How many CPUs to dedicate to this task')
-    argp.add_argument(
-        '-n',
-        '--name',
-        type=str,
-        help='Unique name of this build. To be used as a handle to pass to the other bm* scripts'
-    )
-    args = argp.parse_args()
-    assert args.name
-    return args
+  argp = argparse.ArgumentParser(description='Builds microbenchmarks')
+  argp.add_argument(
+    '-b',
+    '--benchmarks',
+    nargs='+',
+    choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    help='Which benchmarks to build')
+  argp.add_argument(
+    '-j',
+    '--jobs',
+    type=int,
+    default=multiprocessing.cpu_count(),
+    help='How many CPUs to dedicate to this task')
+  argp.add_argument(
+    '-n',
+    '--name',
+    type=str,
+    help='Unique name of this build. To be used as a handle to pass to the other bm* scripts'
+  )
+  args = argp.parse_args()
+  assert args.name
+  return args
 
 
 def _make_cmd(cfg, benchmarks, jobs):
-    return ['make'] + benchmarks + ['CONFIG=%s' % cfg, '-j', '%d' % jobs]
+  return ['make'] + benchmarks + ['CONFIG=%s' % cfg, '-j', '%d' % jobs]
 
 
 def build(name, benchmarks, jobs):
-    shutil.rmtree('bm_diff_%s' % name, ignore_errors=True)
-    subprocess.check_call(['git', 'submodule', 'update'])
-    try:
-        subprocess.check_call(_make_cmd('opt', benchmarks, jobs))
-        subprocess.check_call(_make_cmd('counters', benchmarks, jobs))
-    except subprocess.CalledProcessError, e:
-        subprocess.check_call(['make', 'clean'])
-        subprocess.check_call(_make_cmd('opt', benchmarks, jobs))
-        subprocess.check_call(_make_cmd('counters', benchmarks, jobs))
-    os.rename(
-        'bins',
-        'bm_diff_%s' % name,)
+  shutil.rmtree('bm_diff_%s' % name, ignore_errors=True)
+  subprocess.check_call(['git', 'submodule', 'update'])
+  try:
+    subprocess.check_call(_make_cmd('opt', benchmarks, jobs))
+    subprocess.check_call(_make_cmd('counters', benchmarks, jobs))
+  except subprocess.CalledProcessError, e:
+    subprocess.check_call(['make', 'clean'])
+    subprocess.check_call(_make_cmd('opt', benchmarks, jobs))
+    subprocess.check_call(_make_cmd('counters', benchmarks, jobs))
+  os.rename(
+    'bins',
+    'bm_diff_%s' % name,)
 
 
 if __name__ == '__main__':
-    args = _args()
-    build(args.name, args.benchmarks, args.jobs)
+  args = _args()
+  build(args.name, args.benchmarks, args.jobs)
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_constants.py b/tools/profiling/microbenchmarks/bm_diff/bm_constants.py
index 616dd6cdf7..83dcbecce4 100644
--- a/tools/profiling/microbenchmarks/bm_diff/bm_constants.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_constants.py
@@ -30,13 +30,13 @@
 """ Configurable constants for the bm_*.py family """
 
 _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'
+  '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'
 ]
 
 _INTERESTING = ('cpu_time', 'real_time', 'locks_per_iteration',
-                'allocs_per_iteration', 'writes_per_iteration',
-                'atm_cas_per_iteration', 'atm_add_per_iteration',
-                'nows_per_iteration',)
+        'allocs_per_iteration', 'writes_per_iteration',
+        'atm_cas_per_iteration', 'atm_add_per_iteration',
+        'nows_per_iteration',)
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_diff.py b/tools/profiling/microbenchmarks/bm_diff/bm_diff.py
index 47cd35c218..2ee205b80c 100755
--- a/tools/profiling/microbenchmarks/bm_diff/bm_diff.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_diff.py
@@ -48,168 +48,168 @@ verbose = False
 
 
 def _median(ary):
-    assert (len(ary))
-    ary = sorted(ary)
-    n = len(ary)
-    if n % 2 == 0:
-        return (ary[(n - 1) / 2] + ary[(n - 1) / 2 + 1]) / 2.0
-    else:
-        return ary[n / 2]
+  assert (len(ary))
+  ary = sorted(ary)
+  n = len(ary)
+  if n % 2 == 0:
+    return (ary[(n - 1) / 2] + ary[(n - 1) / 2 + 1]) / 2.0
+  else:
+    return ary[n / 2]
 
 
 def _args():
-    argp = argparse.ArgumentParser(
-        description='Perform diff on microbenchmarks')
-    argp.add_argument(
-        '-t',
-        '--track',
-        choices=sorted(bm_constants._INTERESTING),
-        nargs='+',
-        default=sorted(bm_constants._INTERESTING),
-        help='Which metrics to track')
-    argp.add_argument(
-        '-b',
-        '--benchmarks',
-        nargs='+',
-        choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        help='Which benchmarks to run')
-    argp.add_argument(
-        '-l',
-        '--loops',
-        type=int,
-        default=20,
-        help='Number of times to loops the benchmarks. Must match what was passed to bm_run.py'
-    )
-    argp.add_argument('-n', '--new', type=str, help='New benchmark name')
-    argp.add_argument('-o', '--old', type=str, help='Old benchmark name')
-    argp.add_argument(
-        '-v', '--verbose', type=bool, help='Print details of before/after')
-    args = argp.parse_args()
-    global verbose
-    if args.verbose: verbose = True
-    assert args.new
-    assert args.old
-    return args
+  argp = argparse.ArgumentParser(
+    description='Perform diff on microbenchmarks')
+  argp.add_argument(
+    '-t',
+    '--track',
+    choices=sorted(bm_constants._INTERESTING),
+    nargs='+',
+    default=sorted(bm_constants._INTERESTING),
+    help='Which metrics to track')
+  argp.add_argument(
+    '-b',
+    '--benchmarks',
+    nargs='+',
+    choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    help='Which benchmarks to run')
+  argp.add_argument(
+    '-l',
+    '--loops',
+    type=int,
+    default=20,
+    help='Number of times to loops the benchmarks. Must match what was passed to bm_run.py'
+  )
+  argp.add_argument('-n', '--new', type=str, help='New benchmark name')
+  argp.add_argument('-o', '--old', type=str, help='Old benchmark name')
+  argp.add_argument(
+    '-v', '--verbose', type=bool, help='Print details of before/after')
+  args = argp.parse_args()
+  global verbose
+  if args.verbose: verbose = True
+  assert args.new
+  assert args.old
+  return args
 
 
 def _maybe_print(str):
-    if verbose: print str
+  if verbose: print str
 
 
 class Benchmark:
 
-    def __init__(self):
-        self.samples = {
-            True: collections.defaultdict(list),
-            False: collections.defaultdict(list)
-        }
-        self.final = {}
-
-    def add_sample(self, track, data, new):
-        for f in track:
-            if f in data:
-                self.samples[new][f].append(float(data[f]))
-
-    def process(self, track, new_name, old_name):
-        for f in sorted(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))
-            _maybe_print('%s: %s=%r %s=%r mdn_diff=%r' %
-                         (f, new_name, new, old_name, old, mdn_diff))
-            s = bm_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 __init__(self):
+    self.samples = {
+      True: collections.defaultdict(list),
+      False: collections.defaultdict(list)
+    }
+    self.final = {}
+
+  def add_sample(self, track, data, new):
+    for f in track:
+      if f in data:
+        self.samples[new][f].append(float(data[f]))
+
+  def process(self, track, new_name, old_name):
+    for f in sorted(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))
+      _maybe_print('%s: %s=%r %s=%r mdn_diff=%r' %
+             (f, new_name, new, old_name, old, mdn_diff))
+      s = bm_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 _read_json(filename, badjson_files, nonexistant_files):
-    stripped = ".".join(filename.split(".")[:-2])
-    try:
-        with open(filename) as f:
-            return json.loads(f.read())
-    except IOError, e:
-        if stripped in nonexistant_files:
-            nonexistant_files[stripped] += 1
-        else:
-            nonexistant_files[stripped] = 1
-        return None
-    except ValueError, e:
-        if stripped in badjson_files:
-            badjson_files[stripped] += 1
-        else:
-            badjson_files[stripped] = 1
-        return None
+  stripped = ".".join(filename.split(".")[:-2])
+  try:
+    with open(filename) as f:
+      return json.loads(f.read())
+  except IOError, e:
+    if stripped in nonexistant_files:
+      nonexistant_files[stripped] += 1
+    else:
+      nonexistant_files[stripped] = 1
+    return None
+  except ValueError, e:
+    if stripped in badjson_files:
+      badjson_files[stripped] += 1
+    else:
+      badjson_files[stripped] = 1
+    return None
 
 
 def diff(bms, loops, track, old, new):
-    benchmarks = collections.defaultdict(Benchmark)
-
-    badjson_files = {}
-    nonexistant_files = {}
-    for bm in bms:
-        for loop in range(0, loops):
-            for line in subprocess.check_output(
-                ['bm_diff_%s/opt/%s' % (old, bm),
-                 '--benchmark_list_tests']).splitlines():
-                stripped_line = line.strip().replace("/", "_").replace(
-                    "<", "_").replace(">", "_").replace(", ", "_")
-                js_new_ctr = _read_json('%s.%s.counters.%s.%d.json' %
-                                        (bm, stripped_line, new, loop),
-                                        badjson_files, nonexistant_files)
-                js_new_opt = _read_json('%s.%s.opt.%s.%d.json' %
-                                        (bm, stripped_line, new, loop),
-                                        badjson_files, nonexistant_files)
-                js_old_ctr = _read_json('%s.%s.counters.%s.%d.json' %
-                                        (bm, stripped_line, old, loop),
-                                        badjson_files, nonexistant_files)
-                js_old_opt = _read_json('%s.%s.opt.%s.%d.json' %
-                                        (bm, stripped_line, old, loop),
-                                        badjson_files, nonexistant_files)
-
-                if js_new_ctr:
-                    for row in bm_json.expand_json(js_new_ctr, js_new_opt):
-                        name = row['cpp_name']
-                        if name.endswith('_mean') or name.endswith('_stddev'):
-                            continue
-                        benchmarks[name].add_sample(track, row, True)
-                if js_old_ctr:
-                    for row in bm_json.expand_json(js_old_ctr, js_old_opt):
-                        name = row['cpp_name']
-                        if name.endswith('_mean') or name.endswith('_stddev'):
-                            continue
-                        benchmarks[name].add_sample(track, row, False)
-
-    really_interesting = set()
-    for name, bm in benchmarks.items():
-        _maybe_print(name)
-        really_interesting.update(bm.process(track, new, old))
-    fields = [f for f in 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))
-    note = 'Corrupt JSON data (indicates timeout or crash) = %s' % str(
-        badjson_files)
-    note += '\n\nMissing files (new benchmark) = %s' % str(nonexistant_files)
-    if rows:
-        return tabulate.tabulate(rows, headers=headers, floatfmt='+.2f'), note
-    else:
-        return None, note
+  benchmarks = collections.defaultdict(Benchmark)
+
+  badjson_files = {}
+  nonexistant_files = {}
+  for bm in bms:
+    for loop in range(0, loops):
+      for line in subprocess.check_output(
+        ['bm_diff_%s/opt/%s' % (old, bm),
+         '--benchmark_list_tests']).splitlines():
+        stripped_line = line.strip().replace("/", "_").replace(
+          "<", "_").replace(">", "_").replace(", ", "_")
+        js_new_ctr = _read_json('%s.%s.counters.%s.%d.json' %
+                    (bm, stripped_line, new, loop),
+                    badjson_files, nonexistant_files)
+        js_new_opt = _read_json('%s.%s.opt.%s.%d.json' %
+                    (bm, stripped_line, new, loop),
+                    badjson_files, nonexistant_files)
+        js_old_ctr = _read_json('%s.%s.counters.%s.%d.json' %
+                    (bm, stripped_line, old, loop),
+                    badjson_files, nonexistant_files)
+        js_old_opt = _read_json('%s.%s.opt.%s.%d.json' %
+                    (bm, stripped_line, old, loop),
+                    badjson_files, nonexistant_files)
+
+        if js_new_ctr:
+          for row in bm_json.expand_json(js_new_ctr, js_new_opt):
+            name = row['cpp_name']
+            if name.endswith('_mean') or name.endswith('_stddev'):
+              continue
+            benchmarks[name].add_sample(track, row, True)
+        if js_old_ctr:
+          for row in bm_json.expand_json(js_old_ctr, js_old_opt):
+            name = row['cpp_name']
+            if name.endswith('_mean') or name.endswith('_stddev'):
+              continue
+            benchmarks[name].add_sample(track, row, False)
+
+  really_interesting = set()
+  for name, bm in benchmarks.items():
+    _maybe_print(name)
+    really_interesting.update(bm.process(track, new, old))
+  fields = [f for f in 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))
+  note = 'Corrupt JSON data (indicates timeout or crash) = %s' % str(
+    badjson_files)
+  note += '\n\nMissing files (new benchmark) = %s' % str(nonexistant_files)
+  if rows:
+    return tabulate.tabulate(rows, headers=headers, floatfmt='+.2f'), note
+  else:
+    return None, note
 
 
 if __name__ == '__main__':
-    args = _args()
-    diff, note = diff(args.benchmarks, args.loops, args.track, args.old,
-                      args.new)
-    print('%s\n%s' % (note, diff if diff else "No performance differences"))
+  args = _args()
+  diff, note = diff(args.benchmarks, args.loops, args.track, args.old,
+            args.new)
+  print('%s\n%s' % (note, diff if diff else "No performance differences"))
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_main.py b/tools/profiling/microbenchmarks/bm_diff/bm_main.py
index 3879848d10..3817522dff 100755
--- a/tools/profiling/microbenchmarks/bm_diff/bm_main.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_main.py
@@ -41,108 +41,108 @@ import multiprocessing
 import subprocess
 
 sys.path.append(
-    os.path.join(
-        os.path.dirname(sys.argv[0]), '..', '..', 'run_tests', 'python_utils'))
+  os.path.join(
+    os.path.dirname(sys.argv[0]), '..', '..', 'run_tests', 'python_utils'))
 import comment_on_pr
 
 
 def _args():
-    argp = argparse.ArgumentParser(
-        description='Perform diff on microbenchmarks')
-    argp.add_argument(
-        '-t',
-        '--track',
-        choices=sorted(bm_constants._INTERESTING),
-        nargs='+',
-        default=sorted(bm_constants._INTERESTING),
-        help='Which metrics to track')
-    argp.add_argument(
-        '-b',
-        '--benchmarks',
-        nargs='+',
-        choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        help='Which benchmarks to run')
-    argp.add_argument(
-        '-d',
-        '--diff_base',
-        type=str,
-        help='Commit or branch to compare the current one to')
-    argp.add_argument(
-        '-o',
-        '--old',
-        default='old',
-        type=str,
-        help='Name of baseline run to compare to. Ususally just called "old"')
-    argp.add_argument(
-        '-r',
-        '--repetitions',
-        type=int,
-        default=1,
-        help='Number of repetitions to pass to the benchmarks')
-    argp.add_argument(
-        '-l',
-        '--loops',
-        type=int,
-        default=20,
-        help='Number of times to loops the benchmarks. More loops cuts down on noise'
-    )
-    argp.add_argument(
-        '-j',
-        '--jobs',
-        type=int,
-        default=multiprocessing.cpu_count(),
-        help='Number of CPUs to use')
-    args = argp.parse_args()
-    assert args.diff_base or args.old, "One of diff_base or old must be set!"
-    if args.loops < 3:
-        print "WARNING: This run will likely be noisy. Increase loops."
-    return args
+  argp = argparse.ArgumentParser(
+    description='Perform diff on microbenchmarks')
+  argp.add_argument(
+    '-t',
+    '--track',
+    choices=sorted(bm_constants._INTERESTING),
+    nargs='+',
+    default=sorted(bm_constants._INTERESTING),
+    help='Which metrics to track')
+  argp.add_argument(
+    '-b',
+    '--benchmarks',
+    nargs='+',
+    choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    help='Which benchmarks to run')
+  argp.add_argument(
+    '-d',
+    '--diff_base',
+    type=str,
+    help='Commit or branch to compare the current one to')
+  argp.add_argument(
+    '-o',
+    '--old',
+    default='old',
+    type=str,
+    help='Name of baseline run to compare to. Ususally just called "old"')
+  argp.add_argument(
+    '-r',
+    '--repetitions',
+    type=int,
+    default=1,
+    help='Number of repetitions to pass to the benchmarks')
+  argp.add_argument(
+    '-l',
+    '--loops',
+    type=int,
+    default=20,
+    help='Number of times to loops the benchmarks. More loops cuts down on noise'
+  )
+  argp.add_argument(
+    '-j',
+    '--jobs',
+    type=int,
+    default=multiprocessing.cpu_count(),
+    help='Number of CPUs to use')
+  args = argp.parse_args()
+  assert args.diff_base or args.old, "One of diff_base or old must be set!"
+  if args.loops < 3:
+    print "WARNING: This run will likely be noisy. Increase loops."
+  return args
 
 
 def eintr_be_gone(fn):
-    """Run fn until it doesn't stop because of EINTR"""
+  """Run fn until it doesn't stop because of EINTR"""
 
-    def inner(*args):
-        while True:
-            try:
-                return fn(*args)
-            except IOError, e:
-                if e.errno != errno.EINTR:
-                    raise
+  def inner(*args):
+    while True:
+      try:
+        return fn(*args)
+      except IOError, e:
+        if e.errno != errno.EINTR:
+          raise
 
-    return inner
+  return inner
 
 
 def main(args):
 
-    bm_build.build('new', args.benchmarks, args.jobs)
-
-    old = args.old
-    if args.diff_base:
-        old = 'old'
-        where_am_i = subprocess.check_output(
-            ['git', 'rev-parse', '--abbrev-ref', 'HEAD']).strip()
-        subprocess.check_call(['git', 'checkout', args.diff_base])
-        try:
-            bm_build.build('old', args.benchmarks, args.jobs)
-        finally:
-            subprocess.check_call(['git', 'checkout', where_am_i])
-            subprocess.check_call(['git', 'submodule', 'update'])
-
-    bm_run.run('new', args.benchmarks, args.jobs, args.loops, args.repetitions)
-    bm_run.run(old, args.benchmarks, args.jobs, args.loops, args.repetitions)
-
-    diff, note = bm_diff.diff(args.benchmarks, args.loops, args.track, old,
-                              'new')
-    if diff:
-        text = 'Performance differences noted:\n' + diff
-    else:
-        text = 'No significant performance differences'
-    print('%s\n%s' % (note, text))
-    comment_on_pr.comment_on_pr('```\n%s\n\n%s\n```' % (note, text))
+  bm_build.build('new', args.benchmarks, args.jobs)
+
+  old = args.old
+  if args.diff_base:
+    old = 'old'
+    where_am_i = subprocess.check_output(
+      ['git', 'rev-parse', '--abbrev-ref', 'HEAD']).strip()
+    subprocess.check_call(['git', 'checkout', args.diff_base])
+    try:
+      bm_build.build('old', args.benchmarks, args.jobs)
+    finally:
+      subprocess.check_call(['git', 'checkout', where_am_i])
+      subprocess.check_call(['git', 'submodule', 'update'])
+
+  bm_run.run('new', args.benchmarks, args.jobs, args.loops, args.repetitions)
+  bm_run.run(old, args.benchmarks, args.jobs, args.loops, args.repetitions)
+
+  diff, note = bm_diff.diff(args.benchmarks, args.loops, args.track, old,
+                'new')
+  if diff:
+    text = 'Performance differences noted:\n' + diff
+  else:
+    text = 'No significant performance differences'
+  print('%s\n%s' % (note, text))
+  comment_on_pr.comment_on_pr('```\n%s\n\n%s\n```' % (note, text))
 
 
 if __name__ == '__main__':
-    args = _args()
-    main(args)
+  args = _args()
+  main(args)
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_run.py b/tools/profiling/microbenchmarks/bm_diff/bm_run.py
index 0c2e7e36f6..ba04e879f7 100755
--- a/tools/profiling/microbenchmarks/bm_diff/bm_run.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_run.py
@@ -40,87 +40,87 @@ import sys
 import os
 
 sys.path.append(
-    os.path.join(
-        os.path.dirname(sys.argv[0]), '..', '..', '..', 'run_tests',
-        'python_utils'))
+  os.path.join(
+    os.path.dirname(sys.argv[0]), '..', '..', '..', 'run_tests',
+    'python_utils'))
 import jobset
 
 
 def _args():
-    argp = argparse.ArgumentParser(description='Runs microbenchmarks')
-    argp.add_argument(
-        '-b',
-        '--benchmarks',
-        nargs='+',
-        choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
-        help='Benchmarks to run')
-    argp.add_argument(
-        '-j',
-        '--jobs',
-        type=int,
-        default=multiprocessing.cpu_count(),
-        help='Number of CPUs to use')
-    argp.add_argument(
-        '-n',
-        '--name',
-        type=str,
-        help='Unique name of the build to run. Needs to match the handle passed to bm_build.py'
-    )
-    argp.add_argument(
-        '-r',
-        '--repetitions',
-        type=int,
-        default=1,
-        help='Number of repetitions to pass to the benchmarks')
-    argp.add_argument(
-        '-l',
-        '--loops',
-        type=int,
-        default=20,
-        help='Number of times to loops the benchmarks. More loops cuts down on noise'
-    )
-    args = argp.parse_args()
-    assert args.name
-    if args.loops < 3:
-        print "WARNING: This run will likely be noisy. Increase loops to at least 3."
-    return args
+  argp = argparse.ArgumentParser(description='Runs microbenchmarks')
+  argp.add_argument(
+    '-b',
+    '--benchmarks',
+    nargs='+',
+    choices=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    default=bm_constants._AVAILABLE_BENCHMARK_TESTS,
+    help='Benchmarks to run')
+  argp.add_argument(
+    '-j',
+    '--jobs',
+    type=int,
+    default=multiprocessing.cpu_count(),
+    help='Number of CPUs to use')
+  argp.add_argument(
+    '-n',
+    '--name',
+    type=str,
+    help='Unique name of the build to run. Needs to match the handle passed to bm_build.py'
+  )
+  argp.add_argument(
+    '-r',
+    '--repetitions',
+    type=int,
+    default=1,
+    help='Number of repetitions to pass to the benchmarks')
+  argp.add_argument(
+    '-l',
+    '--loops',
+    type=int,
+    default=20,
+    help='Number of times to loops the benchmarks. More loops cuts down on noise'
+  )
+  args = argp.parse_args()
+  assert args.name
+  if args.loops < 3:
+    print "WARNING: This run will likely be noisy. Increase loops to at least 3."
+  return args
 
 
 def _collect_bm_data(bm, cfg, name, reps, idx, loops):
-    jobs_list = []
-    for line in subprocess.check_output(
-        ['bm_diff_%s/%s/%s' % (name, cfg, bm),
-         '--benchmark_list_tests']).splitlines():
-        stripped_line = line.strip().replace("/", "_").replace(
-            "<", "_").replace(">", "_").replace(", ", "_")
-        cmd = [
-            'bm_diff_%s/%s/%s' % (name, cfg, bm), '--benchmark_filter=^%s$' %
-            line, '--benchmark_out=%s.%s.%s.%s.%d.json' %
-            (bm, stripped_line, cfg, name, idx), '--benchmark_out_format=json',
-            '--benchmark_repetitions=%d' % (reps)
-        ]
-        jobs_list.append(
-            jobset.JobSpec(
-                cmd,
-                shortname='%s %s %s %s %d/%d' % (bm, line, cfg, name, idx + 1,
-                                                 loops),
-                verbose_success=True,
-                timeout_seconds=60 * 2))
-    return jobs_list
+  jobs_list = []
+  for line in subprocess.check_output(
+    ['bm_diff_%s/%s/%s' % (name, cfg, bm),
+     '--benchmark_list_tests']).splitlines():
+    stripped_line = line.strip().replace("/", "_").replace(
+      "<", "_").replace(">", "_").replace(", ", "_")
+    cmd = [
+      'bm_diff_%s/%s/%s' % (name, cfg, bm), '--benchmark_filter=^%s$' %
+      line, '--benchmark_out=%s.%s.%s.%s.%d.json' %
+      (bm, stripped_line, cfg, name, idx), '--benchmark_out_format=json',
+      '--benchmark_repetitions=%d' % (reps)
+    ]
+    jobs_list.append(
+      jobset.JobSpec(
+        cmd,
+        shortname='%s %s %s %s %d/%d' % (bm, line, cfg, name, idx + 1,
+                         loops),
+        verbose_success=True,
+        timeout_seconds=60 * 2))
+  return jobs_list
 
 
 def run(name, benchmarks, jobs, loops, reps):
-    jobs_list = []
-    for loop in range(0, loops):
-        for bm in benchmarks:
-            jobs_list += _collect_bm_data(bm, 'opt', name, reps, loop, loops)
-            jobs_list += _collect_bm_data(bm, 'counters', name, reps, loop,
-                                          loops)
-    random.shuffle(jobs_list, random.SystemRandom().random)
-    jobset.run(jobs_list, maxjobs=jobs)
+  jobs_list = []
+  for loop in range(0, loops):
+    for bm in benchmarks:
+      jobs_list += _collect_bm_data(bm, 'opt', name, reps, loop, loops)
+      jobs_list += _collect_bm_data(bm, 'counters', name, reps, loop,
+                      loops)
+  random.shuffle(jobs_list, random.SystemRandom().random)
+  jobset.run(jobs_list, maxjobs=jobs)
 
 
 if __name__ == '__main__':
-    args = _args()
-    run(args.name, args.benchmarks, args.jobs, args.loops, args.repetitions)
+  args = _args()
+  run(args.name, args.benchmarks, args.jobs, args.loops, args.repetitions)
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py b/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py
index 63f07aea38..9c70b92d26 100755
--- a/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py
+++ b/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py
@@ -36,39 +36,39 @@ _THRESHOLD = 1e-10
 
 
 def scale(a, mul):
-    return [x * mul for x in a]
+  return [x * mul for x in a]
 
 
 def cmp(a, b):
-    return stats.ttest_ind(a, b)
+  return stats.ttest_ind(a, b)
 
 
 def speedup(new, old):
-    if (len(set(new))) == 1 and new == old: return 0
-    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 (len(set(new))) == 1 and new == old: return 0
+  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 = [1.0, 1.0, 1.0, 1.0]
-    old = [2.0, 2.0, 2.0, 2.0]
-    print speedup(new, old)
-    print speedup(old, new)
+  new = [1.0, 1.0, 1.0, 1.0]
+  old = [2.0, 2.0, 2.0, 2.0]
+  print speedup(new, old)
+  print speedup(old, new)