def scoped_init():
clt = TrackClient(f'file://{file}')
clt.set_project(name='project_name')
clt.set_group(name='group_name')
clt.new_trial()
clt.log_arguments(batch_size=256)
clt.save()
return clt.trial.uid
def test_trial():
client = TrackClient('file:test.json')
client.set_project(name='ConvnetTest', description='Trail test example')
client.set_group(name='test_group')
logger1 = client.new_trial()
client.get_arguments({'a': 1})
uid1 = logger1.trial.hash
logger2 = client.new_trial(force=True)
client.get_arguments({'a': 2})
uid2 = logger2.trial.hash
assert uid1 != uid2, 'Trials with different parameters must have different hash'
def test_client_log_api():
with Remove('client_test.json'):
client = TrackClient('file://client_test.json')
client.set_project(name='test_client')
trial = client.new_trial()
trial.log_arguments(batch_size=256)
trial.log_metrics(step=1, epoch_loss=1)
trial.log_metrics(accuracy=0.98)
client.save()
client.report()
def test_client_no_group(file='client_2'):
with Remove(file):
client = TrackClient(f'file://{file}')
client.set_project(name='test_client')
log = client.new_trial()
client.log_arguments(batch_size=256)
client.log_metrics(step=1, epoch_loss=1)
client.log_metrics(accuracy=0.98)
client.save()
client.report()
print(log.trial.metrics)
def test_client_capture_output(file='client_output'):
with Remove(file):
client = TrackClient(f'file://{file}')
client.set_project(name='project_name')
logger = client.new_trial()
logger.capture_output(50)
for i in range(0, 100):
print(f'testing_output_{i}')
out = logger.stdout.raw()
for i in range(0, 25):
assert out[i * 2] == f'testing_output_{100 - 25 + i}'
assert out[i * 2 + 1] == '\n'