def run_and_compare(arguments, input_dir,
ref_gro, ref_top,
ref_stdout, ref_stderr, runner=_run_external):
"""
Run insane and compare its output against a reference
"""
# Create the command as a list for subprocess.Popen.
# The arguments can be pass to the current function as a string or as a
# list of arguments. If they are passed as a string, they need to be
# converted to a list.
arguments = _arguments_as_list(arguments)
# The name of the output gro file must be provided to insane for insane to
# work. Since we also need that file name, let's get it from insane's
# arguments.
gro_output = _output_from_arguments(arguments, option='-o')
if ref_top is not None:
top_output = _output_from_arguments(arguments, option='-p')
# We want insane to run in a temporary directory. This allows to keep the
# file system clean, and it avoids mixing output of different tests.
with utils.tempdir():
out, err, returncode = run_insane(arguments, input_dir, runner=runner)
assert not returncode
assert os.path.exists(gro_output)
if os.path.splitext(gro_output)[-1] == '.gro':
utils.assert_gro_equal(gro_output, ref_gro)
else:
compare(gro_output, ref_gro)
compare(utils.ContextStringIO(out), ref_stdout)
compare(utils.ContextStringIO(err), ref_stderr)
if ref_top is not None:
compare(top_output, ref_top)
def setUp(self):
self.temp_dir = utils.tempdir()
self.num_events = 100
self.start_time = datetime.datetime.now()
self.end_time = self.start_time + datetime.timedelta(seconds=self.num_events)
self.summary_writer = SummaryWriter(self.temp_dir, filename_suffix="tmp")
self.event_file_path = self.summary_writer.file_writer.event_writer._file_name
def test_utils_tempdir(self):
oldcwd = os.getcwd()
with utils.tempdir():
tmp_cwd = os.getcwd()
self.assertEqual('/tmp', os.path.dirname(tmp_cwd))
self.assertEqual(os.getcwd(), oldcwd)
self.assertFalse(os.path.exists(tmp_cwd))
def test_utils_tempdir(self):
oldcwd = os.getcwd()
with utils.tempdir():
tmp_cwd = os.getcwd()
self.assertEqual('/tmp', os.path.dirname(tmp_cwd))
self.assertEqual(os.getcwd(), oldcwd)
self.assertFalse(os.path.exists(tmp_cwd))
def start(start_with, depth, process_num, file_path):
""" This function creates (at most) `process_num` processes to run producers, which put responses into shared queue.
Consumers will aggregate the results.
:param file_path: the file path of input file
:param start_with: starting part of metrics
:param depth: how many levels in the nested dictionary
:param process_num: number of processes to run producers
:return consumers.subparts_to_counts
"""
with tempdir() as tmp_dir:
part_paths = partitioner.split_file_into_parts(file_path, process_num,
tmp_dir)
queue = Queue(maxsize=10000)
processes = []
for part_path in part_paths:
p = Process(target=create_and_run_producers,
args=(
queue,
part_path,
))
p.daemon = True
p.start()
processes.append(p)
consumers = Consumers(queue, start_with, depth)
consumer_thread = threading.Thread(target=consumers.start,
args=(len(part_paths), ))
consumer_thread.daemon = True
consumer_thread.start()
for p in processes:
p.join()
consumer_thread.join()
return consumers.subparts_to_counts
def generate_simple_case_references():
"""
Run insane to generate reference files for the simple regression tests.
Run insane with the arguments listed in SIMPLE_TEST_CASES. The output GRO
file, the standard output, and the standard error are stored in the
DATA_DIR/simple_case directory.
"""
for case in SIMPLE_TEST_CASES:
case_args, input_dir, alias = _split_case(case)
arguments = _arguments_as_list(case_args)
out_gro = _output_from_arguments(arguments, option='-o')
try:
out_top = _output_from_arguments(arguments, option='-p')
except ValueError:
out_top = None
ref_gro, ref_top, ref_stdout, ref_stderr = _reference_path(
case_args, alias)
with utils.tempdir():
print(INSANE + ' ' + ' '.join(arguments))
out, err, _ = run_insane(arguments, input_dir)
with open(ref_stdout, 'w') as outfile:
for line in out:
print(line, file=outfile, end='')
with open(ref_stderr, 'w') as outfile:
for line in err:
print(line, file=outfile, end='')
shutil.copy2(out_gro, ref_gro)
if out_top is not None:
shutil.copy2(out_top, ref_top)
def generate_simple_case_references():
"""
Run insane to generate reference files for the simple regression tests.
Run insane with the arguments listed in SIMPLE_TEST_CASES. The output GRO
file, the standard output, and the standard error are stored in the
DATA_DIR/simple_case directory.
"""
for case in SIMPLE_TEST_CASES:
case_args, input_dir, alias = _split_case(case)
arguments = _arguments_as_list(case_args)
out_gro = _output_from_arguments(arguments, option='-o')
try:
out_top = _output_from_arguments(arguments, option='-p')
except ValueError:
out_top = None
ref_gro, ref_top, ref_stdout, ref_stderr = _reference_path(case_args, alias)
with utils.tempdir():
print(INSANE + ' ' + ' '.join(arguments))
out, err, _ = run_insane(arguments, input_dir)
with open(ref_stdout, 'w') as outfile:
for line in out:
print(line, file=outfile, end='')
with open(ref_stderr, 'w') as outfile:
for line in err:
print(line, file=outfile, end='')
shutil.copy2(out_gro, ref_gro)
if out_top is not None:
shutil.copy2(out_top, ref_top)
def test_equal(self):
"""
Make sure that identical files do not fail.
"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile, end='')
utils.assert_gro_equal('ref.gro', 'ref.gro')
def test_equal(self):
"""
Make sure that identical files do not fail.
"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile,
end='')
utils.assert_gro_equal('ref.gro', 'ref.gro')
def test_multihash_main(self):
ok, _, out, _ = utils.run(['md5sum'] + self.files_to_hash, out=True)
self.assertTrue(ok)
with utils.tempdir():
multihash.main(['-v', '-f', '-d', os.getcwd()] + self.files_to_hash)
cksum_fn = os.path.join(os.getcwd(), 'MD5SUMS')
with open(cksum_fn, 'rb') as md5f:
self.assertEqual(md5f.read(), out)
with self.assertRaises(ValueError):
multihash.main(['-d', os.getcwd()] + self.files_to_hash)
def _get_classification_trainer(self):
tmp_checkpoint_dir = utils.tempdir()
checkpoint_callback = pl.callbacks.ModelCheckpoint(tmp_checkpoint_dir,
'val/accuracy',
mode='max')
early_stop_callback = pl.callbacks.EarlyStopping('val/accuracy',
mode='max')
trainer = pl.Trainer(logger=False,
max_epochs=20,
checkpoint_callback=checkpoint_callback,
early_stop_callback=early_stop_callback,
progress_bar_refresh_rate=0)
return trainer
def test_multihash_multisum(self):
ok, _, out, _ = utils.run(['md5sum'] + self.files_to_hash, out=True)
self.assertTrue(ok)
class args(object):
def __init__(self, directory, force):
self.force = force
self.directory = directory
with utils.tempdir():
anargs = args(os.getcwd(), True)
multihash.multisum(self.computed, anargs)
cksum_fn = os.path.join(anargs.directory, 'MD5SUMS')
with open(cksum_fn, 'rb') as md5f:
self.assertEqual(md5f.read(), out)
anargs = args(os.getcwd(), False)
with self.assertRaises(ValueError):
multihash.multisum(self.computed, anargs)
def run_python(exercise, check):
"""Run exercise python code, and then check it with check code.
Returns the same value as `exerciser.run_exercise`.
"""
# We write the exercise and check code to files in a new temporary
# directory, then invoke exerciser.run_exercise.
with tempdir(prefix='choosy-') as tmpdir:
with change_dir(tmpdir):
with open("exercise.py", "w") as f:
f.write(exercise)
with open("check.py", "w") as f:
f.write(check)
if USE_PYPY:
return run_exercise_in_sandbox(tmpdir)
else:
return exerciser.run_exercise(tmpdir)
def test_diff_in_tolerance(self):
"""
Make sure that small errors in coordinates are not caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
4
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.352 # Is within tolerance
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile, end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
utils.assert_gro_equal('content.gro', 'ref.gro')
def test_diff_in_tolerance(self):
"""
Make sure that small errors in coordinates are not caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
4
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.352 # Is within tolerance
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile,
end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
utils.assert_gro_equal('content.gro', 'ref.gro')
def test_diff_field(self):
"""
Make sure that a difference in a field is caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
4
1POPC NC3 1 2.111 14.647 11.951
1DIFF PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile, end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def test_diff_title(self):
"""
Make sure that a different title is caught.
"""
gro_content = """\
A different title
4
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile, end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def test_diff_title(self):
"""
Make sure that a different title is caught.
"""
gro_content = """\
A different title
4
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile,
end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def run_and_compare(arguments, input_dir, ref_dir, runner):
"""
Run insane and compare its output against a reference
"""
# Create the command as a list for subprocess.Popen.
# The arguments can be pass to the current function as a string or as a
# list of arguments. If they are passed as a string, they need to be
# converted to a list.
arguments = _arguments_as_list(arguments)
ref_stdout = os.path.join(ref_dir, 'stdout')
ref_stderr = os.path.join(ref_dir, 'stderr')
# We want insane to run in a temporary directory. This allows to keep the
# file system clean, and it avoids mixing output of different tests.
with utils.tempdir():
out, err, returncode = run_insane(arguments, input_dir, runner=runner)
assert not returncode
compare(utils.ContextStringIO(out), ref_stdout)
compare(utils.ContextStringIO(err), ref_stderr)
compare_directories('./', ref_dir,
ignore=('stderr', 'stdout', 'testlog'))
def main():
with tempdir() as tmp_dir:
worker = WorkerServer(tmp_dir)
listening = Thread(target=worker.server.serve_forever)
listening.daemon = True
processing = Thread(target=worker.process_file)
processing.daemon = True
sending = Thread(target=worker.send_result_to_master)
sending.daemon = True
listening.start()
log.info(
'worker server starts up, listening on port {}'.format(PORT_NUM))
processing.start()
sending.start()
to_stop_server.wait(timeout=WORKER_MAX_LIVING_TIME)
if not to_stop_server.is_set():
log.warning(
'waiting too long for the shutdown signal from master, shutting down automatically'
)
to_stop_server.set()
worker.server.shutdown()
worker.server.socket.close()
def test_diff_field(self):
"""
Make sure that a difference in a field is caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
4
1POPC NC3 1 2.111 14.647 11.951
1DIFF PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile,
end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def run_and_compare(arguments,
input_dir,
ref_gro,
ref_top,
ref_stdout,
ref_stderr,
runner=_run_external):
"""
Run program and compare its output against a reference
"""
# Create the command as a list for subprocess.Popen.
# The arguments can be pass to the current function as a string or as a
# list of arguments. If they are passed as a string, they need to be
# converted to a list.
arguments = _arguments_as_list(arguments)
# The name of the output file must be provided to program for program to
# work. Since we also need that file name, let's get it from program's
# arguments.
## Magic here -- Expect DRAGONS
gro_output = _output_from_arguments(arguments, option='-o')
if ref_top is not None:
top_output = _output_from_arguments(arguments, option='-p')
# We want program to run in a temporary directory. This allows to keep the
# file system clean, and it avoids mixing output of different tests.
with utils.tempdir():
out, err, returncode = run_program(arguments, input_dir, runner=runner)
assert not returncode
assert os.path.exists(gro_output)
if os.path.splitext(gro_output)[-1] == '.gro':
utils.assert_gro_equal(gro_output, ref_gro)
else:
compare(gro_output, ref_gro)
compare(utils.ContextStringIO(out), ref_stdout)
compare(utils.ContextStringIO(err), ref_stderr)
if ref_top is not None:
compare(top_output, ref_top)
def run_and_compare(arguments, input_dir, ref_dir, runner):
"""
Run insane and compare its output against a reference
"""
# Create the command as a list for subprocess.Popen.
# The arguments can be pass to the current function as a string or as a
# list of arguments. If they are passed as a string, they need to be
# converted to a list.
arguments = _arguments_as_list(arguments)
ref_stdout = os.path.join(ref_dir, 'stdout')
ref_stderr = os.path.join(ref_dir, 'stderr')
# We want insane to run in a temporary directory. This allows to keep the
# file system clean, and it avoids mixing output of different tests.
with utils.tempdir():
out, err, returncode = run_insane(arguments, input_dir, runner=runner)
assert not returncode
compare(utils.ContextStringIO(out), ref_stdout)
compare(utils.ContextStringIO(err), ref_stderr)
compare_directories('./',
ref_dir,
ignore=('stderr', 'stdout', 'testlog'))
def test_diff_natoms(self):
"""
Make sure that differences in number of atom is caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
6
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
1POPC C1A 5 2.125 14.651 11.051
1POPC D2A 6 2.134 14.602 10.751
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile, end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def test_diff_natoms(self):
"""
Make sure that differences in number of atom is caught.
"""
gro_content = """\
INSANE! Membrane UpperLeaflet>POPC=1 LowerLeaflet>POPC=1
6
1POPC NC3 1 2.111 14.647 11.951
1POPC PO4 2 2.177 14.644 11.651
1POPC GL1 3 2.128 14.642 11.351
1POPC GL2 4 1.961 14.651 11.351
1POPC C1A 5 2.125 14.651 11.051
1POPC D2A 6 2.134 14.602 10.751
10 10 10"""
with utils.tempdir():
with open('ref.gro', 'w') as outfile:
print(textwrap.dedent(self.ref_gro_content),
file=outfile,
end='')
with open('content.gro', 'w') as outfile:
print(textwrap.dedent(gro_content), file=outfile, end='')
assert_raises(AssertionError, utils.assert_gro_equal,
'content.gro', 'ref.gro')
def rollout_classroom(self, classroom):
if not classroom:
raise Exception('No classroom given')
try:
with utils.tempdir("virtesk-virtroom-rollout-") as temp_dir:
self.logger.info(
"Starting to roll out classroom '{0}'".format(classroom))
# Get VMs for given classroom
vms_for_classroom = self.rhev_lib.get_vms_for_classroom(
classroom)
for vmconfig in vms_for_classroom:
self.logger.debug(str(vmconfig))
# Make sure the VMs don't exist (avoiding conflicts)
if self.rhev_lib.check_if_vms_exist(vms_for_classroom):
self.logger.error(
"Some VMs already exist. Please delete them first")
sys.exit(-1)
# Create (template) VMs
for vm in vms_for_classroom:
self.rhev_lib.create_standalone_vm(vm)
# sys.exit(0)
time.sleep(constants.VM_CREATION_SLEEP_TIME)
# Wait for VMs to shut donw
self.rhev_lib.wait_for_vms_down(
vmconfigs=vms_for_classroom,
formatstring="VM {0} successfully created")
# Add NIC and initiate sysprep
for vm in vms_for_classroom:
self.rhev_lib.add_vm_nic(vm)
self.rhev_lib.sysprep_vm(vm, temp_dir)
self.logger.info('Waiting for sysprep to finish')
time.sleep(constants.VM_SLEEP_TIME)
# Wait for VMs to shut down
msg_formatstring = \
"VM {0} has been stopped after running Autounattend.xml."
self.rhev_lib.wait_for_vms_down(vmconfigs=vms_for_classroom,
formatstring=msg_formatstring)
# Postprocess VMs:
# Eject ISOs, set statless and add (user-) group.
# Create a snapshot of every VM.
for vm in vms_for_classroom:
self.rhev_lib.postprocess_vm(vm)
# Wait for all VM snapshots to become ready.
self.rhev_lib.wait_for_vm_snapshots_ready(vms_for_classroom)
# Start VMs
for vm in vms_for_classroom:
self.rhev_lib.start_vm_after_rollout(vm)
self.logger.info(
"Finished rolling out classroom '{0}' successfully".format(
classroom))
except Exception, e:
logging.exception(e)
raise Exception("Rolling out classroom '{0}' failed: {1}".format(
classroom, e))
def rollout_classroom(self, classroom):
if not classroom:
raise Exception('No classroom given')
try:
with utils.tempdir("amoothei-virtroom-rollout-") as temp_dir:
self.logger.info(
"Starting to roll out classroom '{0}'".format(classroom)
)
# Get VMs for given classroom
vms_for_classroom = self.rhev_lib.get_vms_for_classroom(
classroom)
for vmconfig in vms_for_classroom:
self.logger.debug(str(vmconfig))
# Make sure the VMs don't exist (avoiding conflicts)
if self.rhev_lib.check_if_vms_exist(vms_for_classroom):
self.logger.error(
"Some VMs already exist. Please delete them first"
)
sys.exit(-1)
# Create (template) VMs
for vm in vms_for_classroom:
self.rhev_lib.create_standalone_vm(vm)
# sys.exit(0)
time.sleep(constants.VM_CREATION_SLEEP_TIME)
# Wait for VMs to shut donw
self.rhev_lib.wait_for_vms_down(
vmconfigs=vms_for_classroom,
formatstring="VM {0} successfully created"
)
# Add NIC and initiate sysprep
for vm in vms_for_classroom:
self.rhev_lib.add_vm_nic(vm)
self.rhev_lib.sysprep_vm(vm, temp_dir)
self.logger.info('Waiting for sysprep to finish')
time.sleep(constants.VM_SLEEP_TIME)
# Wait for VMs to shut down
msg_formatstring = \
"VM {0} has been stopped after running Autounattend.xml."
self.rhev_lib.wait_for_vms_down(
vmconfigs=vms_for_classroom,
formatstring=msg_formatstring
)
# Postprocess VMs:
# Eject ISOs, set statless and add (user-) group.
# Create a snapshot of every VM.
for vm in vms_for_classroom:
self.rhev_lib.postprocess_vm(vm)
# Wait for all VM snapshots to become ready.
self.rhev_lib.wait_for_vm_snapshots_ready(vms_for_classroom)
# Start VMs
for vm in vms_for_classroom:
self.rhev_lib.start_vm_after_rollout(vm)
self.logger.info(
"Finished rolling out classroom '{0}' successfully".format(
classroom
)
)
except Exception, e:
logging.exception(e)
raise Exception(
"Rolling out classroom '{0}' failed: {1}".format(classroom, e)
)
def main():
start_with = sys.argv[1] if len(sys.argv) > 1 else ""
workers = config.workers_url()
start_time = time.time()
log.info('master starts, start_with is "{}", workers are {}'.format(
start_with, workers))
with tempdir() as tmp_dir:
all_metrics_file_name = 'all_metric_names.tmp'
with open('{}/{}'.format(tmp_dir, all_metrics_file_name),
'w') as all_metrics_file:
get_all_metrics_into_file(start_with, all_metrics_file)
parts = split_file_into_parts(file_path=all_metrics_file.name,
num_parts=len(workers) * WORKER_JOB_NUM,
output_dir=tmp_dir)
log.info('partition finishes, all jobs are: {}'.format(parts))
jobs = [Job(start_with, part) for part in parts]
# master preparation
master = MasterServer(workers, jobs)
# setup threads
listening = Thread(target=master.server.serve_forever)
listening.daemon = True
sending = Thread(target=master.register_requests)
sending.daemon = True
checking = Thread(target=master.scan_requests)
checking.daemon = True
heartbeat = Thread(target=master.heartbeats)
heartbeat.daemon = True
listening.start()
log.info(
'master server starts up, listening on port {}'.format(PORT_NO))
sending.start()
checking.start()
heartbeat.start()
# waiting for results from workers
results = []
while len(results) < len(jobs):
try:
result = master.results.get(timeout=MAX_JOB_INTERVAL)
except Empty:
log.error('master waited too long for result, shutting down')
exit(1)
results.append(result)
# all work done, shutdown servers
for worker in workers:
try:
log.info('sending shutdown to worker {}'.format(worker))
requests_retry_session(RETRY_NUM).get(worker + '/shutdown')
except Exception as e:
log.error(
'unable to stop worker {}, error message is {}'.format(
worker, e.message))
master.server.shutdown()
master.server.socket.close()
log.info('master server shutdown, beginning aggregation')
# start reducing phase
merged, to_expands, total_number = reducer.start(results, start_with)
put_to_tsdb(start_with, merged, to_expands)
log.info(
'one round master aggregation finished, to_expands are {}'.format(
to_expands))
expand(to_expands, tmp_dir,
'{}/{}'.format(tmp_dir, all_metrics_file_name), total_number)
log.info('finished! total running time is {}'.format(time.time() -
start_time))
