def experiments(ctx, page, metrics):
"""List experiments for this experiment group
Uses [Caching](/polyaxon_cli/introduction#Caching)
"""
user, project_name, _group = get_group_or_local(ctx.obj['project'], ctx.obj['group'])
page = page or 1
try:
response = PolyaxonClients().experiment_group.list_experiments(
user, project_name, _group, page=page)
except (PolyaxonHTTPError, PolyaxonShouldExitError) as e:
Printer.print_error('Could not get experiments for group `{}`.'.format(_group))
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header('Experiments for experiment group `{}`.'.format(_group))
Printer.print_header('Navigation:')
dict_tabulate(meta)
else:
Printer.print_header('No experiments found for experiment group `{}`.'.format(_group))
if metrics:
objects = get_experiments_with_metrics(response)
else:
objects = [Printer.add_status_color(o.to_light_dict(humanize_values=True))
for o in response['results']]
objects = list_dicts_to_tabulate(objects)
if objects:
Printer.print_header("Experiments:")
objects.pop('experiment_group', None)
objects.pop('experiment_group_name', None)
objects.pop('project_name', None)
dict_tabulate(objects, is_list_dict=True)
def experiments(ctx, metrics, declarations, query, sort, page):
"""List experiments for this experiment group
Uses [Caching](/references/polyaxon-cli/#caching)
"""
user, project_name, _group = get_project_group_or_local(
ctx.obj.get('project'), ctx.obj.get('group'))
page = page or 1
try:
response = PolyaxonClient().experiment_group.list_experiments(
username=user,
project_name=project_name,
group_id=_group,
metrics=metrics,
declarations=declarations,
query=query,
sort=sort,
page=page)
except (PolyaxonHTTPError, PolyaxonShouldExitError,
PolyaxonClientException) as e:
Printer.print_error(
'Could not get experiments for group `{}`.'.format(_group))
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header(
'Experiments for experiment group `{}`.'.format(_group))
Printer.print_header('Navigation:')
dict_tabulate(meta)
else:
Printer.print_header(
'No experiments found for experiment group `{}`.'.format(_group))
if metrics:
objects = get_experiments_with_metrics(response)
elif declarations:
objects = get_experiments_with_declarations(response)
else:
objects = [
Printer.add_status_color(o.to_light_dict(humanize_values=True))
for o in response['results']
]
objects = list_dicts_to_tabulate(objects)
if objects:
Printer.print_header("Experiments:")
objects.pop('experiment_group', None)
objects.pop('experiment_group_name', None)
objects.pop('project_name', None)
dict_tabulate(objects, is_list_dict=True)
def experiments(ctx, metrics, declarations, independent, group, query, sort,
page):
"""List experiments for this project.
Uses [Caching](/references/polyaxon-cli/#caching)
Examples:
Get all experiments:
\b
```bash
$ polyaxon project experiments
```
Get all experiments with with status {created or running}, and
creation date between 2018-01-01 and 2018-01-02, and declarations activation equal to sigmoid
and metric loss less or equal to 0.2
\b
```bash
$ polyaxon project experiments \
-q "status:created|running, started_at:2018-01-01..2018-01-02, \
declarations.activation:sigmoid, metric.loss:<=0.2"
```
Get all experiments sorted by update date
\b
```bash
$ polyaxon project experiments -s "-updated_at"
```
"""
user, project_name = get_project_or_local(ctx.obj.get('project'))
page = page or 1
try:
response = PolyaxonClient().project.list_experiments(
username=user,
project_name=project_name,
independent=independent,
group=group,
metrics=metrics,
declarations=declarations,
query=query,
sort=sort,
page=page)
except (PolyaxonHTTPError, PolyaxonShouldExitError,
PolyaxonClientException) as e:
Printer.print_error(
'Could not get experiments for project `{}`.'.format(project_name))
Printer.print_error('Error message `{}`.'.format(e))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header('Experiments for project `{}/{}`.'.format(
user, project_name))
Printer.print_header('Navigation:')
dict_tabulate(meta)
else:
Printer.print_header(
'No experiments found for project `{}/{}`.'.format(
user, project_name))
if metrics:
objects = get_experiments_with_metrics(response)
elif declarations:
objects = get_experiments_with_declarations(response)
else:
objects = [
Printer.add_status_color(o.to_light_dict(humanize_values=True))
for o in response['results']
]
objects = list_dicts_to_tabulate(objects)
if objects:
Printer.print_header("Experiments:")
objects.pop('project_name', None)
dict_tabulate(objects, is_list_dict=True)