def run(ctx, file, description, u): # pylint:disable=redefined-builtin
"""Run polyaxonfile specification.
Example:
\b
```bash
$ polyaxon run -f file -f file_override ...
```
Example: upload before running
\b
```bash
$ polyaxon run -f file -u
```
"""
file = file or 'polyaxonfile.yml'
specification = check_polyaxonfile(file, log=False).specification
# Check if we need to upload
if u:
ctx.invoke(upload, async=False)
project = ProjectManager.get_config_or_raise()
project_client = PolyaxonClients().project
if specification.is_experiment:
click.echo('Creating an independent experiment.')
experiment = ExperimentConfig(
description=description,
config=specification.parsed_data)
try:
project_client.create_experiment(project.user,
project.name,
experiment)
except (PolyaxonHTTPError, PolyaxonShouldExitError) as e:
Printer.print_error('Could not create experiment.')
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
Printer.print_success('Experiment was created')
else:
click.echo('Creating an experiment group with the following definition:')
experiments_def = specification.experiments_def
get_group_experiments_info(**experiments_def)
experiment_group = ExperimentGroupConfig(
description=description,
content=specification._data) # pylint:disable=protected-access
try:
project_client.create_experiment_group(project.user,
project.name,
experiment_group)
Printer.print_success('Experiment group was created')
except (PolyaxonHTTPError, PolyaxonShouldExitError) as e:
Printer.print_error('Could not create experiment group.')
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
def run(file, description):
"""Command for running polyaxonfile specification.
Example:
```
polyaxon run -f file -f file_override ...
```
"""
file = file or 'polyaxonfile.yml'
plx_file = check_polyaxonfile(file)
num_experiments, concurrency = plx_file.experiments_def
project = get_current_project_or_exit()
project_client = PolyaxonClients().project
if num_experiments == 1:
click.echo('Creating an independent experiment.')
experiment = ExperimentConfig(
description=description,
content=plx_file._data,
config=plx_file.experiment_specs[0].parsed_data)
try:
response = project_client.create_experiment(
project.user, project.name, experiment)
except (PolyaxonHTTPError, PolyaxonShouldExitError) as e:
Printer.print_error('Could not create experiment.')
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
Printer.print_success('Experiment was created')
else:
click.echo('Creating an experiment group with {} experiments.'.format(
num_experiments))
experiment_group = ExperimentGroupConfig(description=description,
content=plx_file._data)
try:
response = project_client.create_experiment_group(
project.user, project.name, experiment_group)
Printer.print_success('Experiment group was created')
except (PolyaxonHTTPError, PolyaxonShouldExitError) as e:
Printer.print_error('Could not create experiment group.')
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
response = response.to_dict()
dict_tabulate(response)