def version():
"""Print the current version of the cli and platform."""
server_versions = get_server_versions()
cli_version = get_current_version()
Printer.print_header("Current cli version: {}.".format(cli_version))
Printer.print_header("Supported versions:")
dict_tabulate(server_versions.to_dict())
def ls(owner, limit, offset):
"""List projects.
Uses /docs/core/cli/#caching
"""
owner = owner or AuthConfigManager.get_value("username")
if not owner:
Printer.print_error(
"Please login first or provide a valid owner --owner. "
"`polyaxon login --help`")
sys.exit(1)
try:
polyaxon_client = ProjectClient(owner=owner)
response = polyaxon_client.list(limit=limit, offset=offset)
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not get list of projects.")
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Projects for current user")
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No projects found for current user")
objects = list_dicts_to_tabulate(
[o.to_dict() for o in response.results],
humanize_values=True,
exclude_attrs=["uuid", "description"],
)
if objects:
Printer.print_header("Projects:")
dict_tabulate(objects, is_list_dict=True)
def get_parallel_info(kind, concurrency, early_stopping=False, **kwargs):
info = OrderedDict()
info["Parallel kind"] = kind.lower()
info["Concurrency"] = ("{} runs".format("sequential") if concurrency == 1
else "{} concurrent runs".format(concurrency))
info["Early stopping"] = "activated" if early_stopping else "deactivated"
if "n_runs" in kwargs:
info["Num of runs to create"] = kwargs["n_runs"]
dict_tabulate(info)
def version(check):
"""Print the current version of the cli and platform."""
Printer.print_header("Current cli version: {}.".format(pkg.VERSION))
if check:
config = set_versions_config()
Printer.print_header("Platform:")
dict_tabulate(config.installation)
Printer.print_header("compatibility versions:")
dict_tabulate(config.compatibility)
check_cli_version(config)
def get_project_details(project):
if project.description:
Printer.print_header("Project description:")
click.echo("{}\n".format(project.description))
response = dict_to_tabulate(project.to_dict(),
humanize_values=True,
exclude_attrs=["description"])
Printer.print_header("Project info:")
dict_tabulate(response)
def get_model_version_details(response):
metadata = response.metadata
response = dict_to_tabulate(
response.to_dict(), humanize_values=True, exclude_attrs=["metadata"]
)
Printer.print_header("Model version info:")
dict_tabulate(response)
if metadata:
Printer.print_header("Metadata:")
click.echo(metadata)
def whoami():
"""Show current logged Polyaxon user."""
try:
polyaxon_client = PolyaxonClient()
user = polyaxon_client.users_v1.get_user()
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not load user info.")
sys.exit(1)
response = dict_to_tabulate(user.to_dict(), exclude_attrs=["role"])
Printer.print_header("User info:")
dict_tabulate(response)
def get_specification_details(specification):
if specification.inputs:
Printer.print_header("Component inputs:")
objects = list_dicts_to_tabulate([i.to_dict() for i in specification.inputs])
dict_tabulate(objects, is_list_dict=True)
if specification.outputs:
Printer.print_header("Component outputs:")
objects = list_dicts_to_tabulate([o.to_dict() for o in specification.outputs])
dict_tabulate(objects, is_list_dict=True)
Printer.print_header("Content:")
click.echo(specification.to_dict())
def get_workflow_info(strategy, concurrency, early_stopping=False, **kwargs):
info = OrderedDict()
info["Workflow strategy"] = strategy.lower()
info["Concurrency"] = (
"{} runs".format("sequential")
if concurrency == 1
else "{} concurrent runs".format(concurrency)
)
info["Early stopping"] = "activated" if early_stopping else "deactivated"
if "n_experiments" in kwargs:
info["Experiments to create"] = kwargs["n_experiments"]
dict_tabulate(info)
def ls(owner, query, sort, limit, offset):
"""List projects.
Uses /docs/core/cli/#caching
"""
owner = owner or settings.AUTH_CONFIG.username
if not owner and (not settings.CLI_CONFIG or settings.CLI_CONFIG.is_ce):
owner = DEFAULT
if not owner:
Printer.print_error(
"Please login first or provide a valid owner --owner. "
"`polyaxon login --help`")
sys.exit(1)
try:
polyaxon_client = ProjectClient(owner=owner)
response = polyaxon_client.list(limit=limit,
offset=offset,
query=query,
sort=sort)
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not get list of projects.")
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Projects for current user")
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No projects found for current user")
objects = list_dicts_to_tabulate(
[o.to_dict() for o in response.results],
humanize_values=True,
exclude_attrs=[
"uuid",
"readme",
"description",
"is_deleted",
"owner",
"user_email",
"teams",
"role",
"settings",
],
)
if objects:
Printer.print_header("Projects:")
dict_tabulate(objects, is_list_dict=True)
def _handle_run_statuses():
if not conditions:
return
Printer.print_header("Latest status:")
latest_status = Printer.add_status_color({"status": status},
status_key="status")
click.echo("{}\n".format(latest_status["status"]))
objects = list_dicts_to_tabulate([
Printer.add_status_color(o.to_dict(), status_key="type")
for o in conditions
])
if objects:
Printer.print_header("Conditions:")
dict_tabulate(objects, is_list_dict=True)
def get_component_version_details(response):
content = response.content
response = dict_to_tabulate(response.to_dict(),
humanize_values=True,
exclude_attrs=["content"])
Printer.print_header("Component info:")
dict_tabulate(response)
if content:
specification = get_specification(data=content)
get_specification_details(specification)
else:
Printer.print_warning(
"This component version does not have any polyaxonfile content!")
def version(check):
"""Print the current version of the cli and platform."""
Printer.print_header("Current cli version: {}.".format(pkg.VERSION))
if check:
config = set_versions_config()
Printer.print_header("Platform:")
config_installation = dict_to_tabulate(
config.installation,
humanize_values=True,
exclude_attrs=["hmac", "auth", "host"],
)
dict_tabulate(config_installation)
Printer.print_header("Compatibility versions:")
dict_tabulate(config.compatibility)
check_cli_version(config)
def runs(ctx, limit, offset):
"""List bookmarked runs for user.
Uses [Caching](/references/polyaxon-cli/#caching)
Examples:
\b
```bash
$ polyaxon bookmark experiments
```
\b
```bash
$ polyaxon bookmark -u adam experiments
```
"""
user = get_username_or_local(ctx.obj.get("username"))
try:
params = get_query_params(limit=limit, offset=offset)
polyaxon_client = PolyaxonClient()
response = polyaxon_client.runs_v1.list_bookmarked_runs(user, **params)
except (ApiException, HTTPError) as e:
handle_cli_error(
e,
message="Could not get bookmarked experiments for user `{}`.".format(user),
)
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Bookmarked experiments for user `{}`.".format(user))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header(
"No bookmarked experiments found for user `{}`.".format(user)
)
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:")
dict_tabulate(objects, is_list_dict=True)
def get_entity_details(entity: str, entity_name: str):
if entity.description:
Printer.print_header("{} description:".format(entity_name))
click.echo("{}\n".format(entity.description))
if entity.settings:
Printer.print_header("{} settings:".format(entity_name))
click.echo("{}\n".format(entity.settings.to_dict()))
response = dict_to_tabulate(
entity.to_dict(),
humanize_values=True,
exclude_attrs=["description", "settings", "readme"],
)
Printer.print_header("{} info:".format(entity_name))
dict_tabulate(response)
def whoami():
"""Show current logged Polyaxon Cloud or Polyaxon EE user."""
try:
polyaxon_client = PolyaxonClient()
user = polyaxon_client.users_v1.get_user()
except ApiException as e:
if e.status == 403:
session_expired()
handle_cli_error(e,
message="Could not get the user info.",
sys_exit=True)
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not load user info.", sys_exit=True)
response = dict_to_tabulate(user.to_dict(), exclude_attrs=["role"])
Printer.print_header("User info:")
dict_tabulate(response)
def ls(owner, query, sort, limit, offset):
"""List projects.
Uses /docs/core/cli/#caching
"""
owner = owner or get_local_owner(is_cli=True)
if not owner:
Printer.print_error("Please provide a valid owner: --owner/-o.")
sys.exit(1)
try:
polyaxon_client = ProjectClient(owner=owner)
response = polyaxon_client.list(limit=limit,
offset=offset,
query=query,
sort=sort)
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not get list of projects.")
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Projects for owner {}".format(owner))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No projects found for owner {}".format(owner))
objects = list_dicts_to_tabulate(
[o.to_dict() for o in response.results],
humanize_values=True,
exclude_attrs=[
"uuid",
"readme",
"description",
"owner",
"user_email",
"role",
"settings",
],
)
if objects:
Printer.print_header("Projects:")
dict_tabulate(objects, is_list_dict=True)
def list_versions():
component_info = "<owner: {}> <component: {}>".format(
owner, component_hub)
try:
polyaxon_client = get_current_or_public_client()
params = get_query_params(limit=limit,
offset=offset,
query=query,
sort=sort)
response = polyaxon_client.component_hub_v1.list_component_versions(
owner, component_hub, **params)
except (ApiException, HTTPError) as e:
message = "Could not get list of component version."
handle_cli_error(e, message=message)
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Versions for {}".format(component_info))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header(
"No version found for {}".format(component_info))
objects = list_dicts_to_tabulate(
[o.to_dict() for o in response.results],
humanize_values=True,
exclude_attrs=[
"uuid",
"readme",
"description",
"owner",
"owner",
"role",
"settings",
"content",
"live_state",
],
)
if objects:
Printer.print_header("Component versions:")
dict_tabulate(objects, is_list_dict=True)
def get_run_details(run): # pylint:disable=redefined-outer-name
if run.description:
Printer.print_header("Run description:")
click.echo("{}\n".format(run.description))
if run.inputs:
Printer.print_header("Run inputs:")
dict_tabulate(run.inputs)
if run.outputs:
Printer.print_header("Run outputs:")
dict_tabulate(run.outputs)
if run.settings:
Printer.print_header("Run settings:")
dict_tabulate(run.settings.to_dict())
if run.meta_info:
Printer.print_header("Run meta info:")
dict_tabulate(run.meta_info)
response = Printer.add_status_color(run.to_dict())
response = dict_to_tabulate(
response,
humanize_values=True,
exclude_attrs=[
"description",
"readme",
"content",
"raw_content",
"inputs",
"outputs",
"is_managed",
"status_conditions",
"settings",
"meta_info",
"graph",
],
)
Printer.print_header("Run info:")
dict_tabulate(response)
def get(keys):
"""Get the global config values by keys.
Example:
\b
$ polyaxon config get host port
"""
_config = ClientConfigManager.get_config_or_default()
if not keys:
return
print_values = {}
for key in keys:
if hasattr(_config, key):
print_values[key] = getattr(_config, key)
else:
click.echo("Key `{}` is not recognised.".format(key))
dict_tabulate(print_values)
def show():
"""Show the current cli, client, and user configs."""
_config = ClientConfigManager.get_config_or_default()
Printer.print_header("Client config:")
dict_tabulate(_config.to_dict())
_config = CliConfigManager.get_config_or_default()
if _config:
Printer.print_header("CLI config:")
if _config.current_version:
click.echo("Version {}".format(_config.current_version))
else:
Printer.print_warning("This cli is not configured.")
if _config.installation:
config_installation = dict_to_tabulate(
_config.installation,
humanize_values=True,
exclude_attrs=["hmac", "auth", "host"],
)
dict_tabulate(config_installation)
else:
Printer.print_warning(
"This cli is not connected to a Polyaxon Host.")
_config = UserConfigManager.get_config_or_default()
if _config:
Printer.print_header("User config:")
config_user = dict_to_tabulate(
_config.to_dict(),
humanize_values=True,
exclude_attrs=["theme"],
)
dict_tabulate(config_user)
def get(keys):
"""Get the specific keys from the global configuration.
Example:
\b
$ polyaxon config get host verify-ssl
"""
_config = ClientConfigManager.get_config_or_default()
if not keys:
return
print_values = {}
for key in keys:
key = key.replace("-", "_")
if hasattr(_config, key):
print_values[key] = getattr(_config, key)
else:
click.echo("Key `{}` is not recognised.".format(key))
dict_tabulate(print_values)
def get_component_details(polyaxonfile, specification):
if specification.name:
Printer.print_header("Component description:")
click.echo("{}\n".format(specification.description))
if specification.description:
Printer.print_header("Component description:")
click.echo("{}\n".format(specification.description))
if specification.inputs:
Printer.print_header("Component inputs:")
objects = list_dicts_to_tabulate(
[i.to_dict() for i in specification.inputs])
dict_tabulate(objects, is_list_dict=True)
if specification.outputs:
Printer.print_header("Component outputs:")
objects = list_dicts_to_tabulate(
[o.to_dict() for o in specification.outputs])
dict_tabulate(objects, is_list_dict=True)
Printer.print_header("Component:")
click.echo(polyaxonfile)
def list_models():
try:
polyaxon_client = PolyaxonClient()
params = get_query_params(limit=limit,
offset=offset,
query=query,
sort=sort)
response = polyaxon_client.model_registry_v1.list_model_registries(
owner, **params)
except (ApiException, HTTPError) as e:
message = "Could not get list of models."
handle_cli_error(e, message=message)
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Models for owner {}".format(owner))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header(
"No model registry found for owner {}".format(owner))
objects = list_dicts_to_tabulate(
[o.to_dict() for o in response.results],
humanize_values=True,
exclude_attrs=[
"uuid",
"readme",
"description",
"owner",
"role",
"settings",
"live_state",
],
)
if objects:
Printer.print_header("Models:")
dict_tabulate(objects, is_list_dict=True)
def _get_run_statuses():
try:
for status, conditions in get_run_statuses(owner, project_name,
run_uuid, watch):
if not conditions:
continue
Printer.print_header("Latest status:")
latest_status = Printer.add_status_color({"status": status},
status_key="status")
click.echo("{}\n".format(latest_status["status"]))
objects = list_dicts_to_tabulate([
Printer.add_status_color(o.to_dict(), status_key="type")
for o in conditions
])
if objects:
Printer.print_header("Conditions:")
dict_tabulate(objects, is_list_dict=True)
except (ApiException, HTTPError, PolyaxonClientException) as e:
handle_cli_error(
e, message="Could get status for run `{}`.".format(run_uuid))
sys.exit(1)
def config(list): # pylint:disable=redefined-builtin
"""Set and get the global configurations."""
if list:
_config = ClientConfigManager.get_config_or_default()
Printer.print_header("Current config:")
dict_tabulate(_config.to_dict())
def ls(ctx, io, query, sort, limit, offset):
"""List runs for this project.
Uses [Caching](/references/polyaxon-cli/#caching)
Examples:
Get all runs:
\b
```bash
$ polyaxon project runs
```
Get all runs with with status {created or running}, and
creation date between 2018-01-01 and 2018-01-02, and params activation equal to sigmoid
and metric loss less or equal to 0.2
\b
```bash
$ polyaxon project runs \
-q "status:created|running, started_at:2018-01-01..2018-01-02, \
params.activation:sigmoid, metric.loss:<=0.2"
```
Get all runs sorted by update date
\b
```bash
$ polyaxon project runs -s "-updated_at"
```
"""
owner, project_name = get_project_or_local(ctx.obj.get("project"))
try:
polyaxon_client = PolyaxonClient()
params = get_query_params(limit=limit,
offset=offset,
query=query,
sort=sort)
response = polyaxon_client.runs_v1.list_runs(owner=owner,
project=project_name,
**params)
except (ApiException, HTTPError) as e:
handle_cli_error(e,
message="Could not get runs for project `{}`.".format(
project_name))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Experiments for project `{}/{}`.".format(
owner, project_name))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No runs found for project `{}/{}`.".format(
owner, project_name))
objects = [Printer.add_status_color(o.to_dict()) for o in response.results]
if io:
objects = get_runs_with_keys(objects=objects,
params_keys=["inputs", "outputs"])
objects = list_dicts_to_tabulate(
objects,
exclude_attrs=[
"owner",
"project",
"description",
"content",
"deleted",
"readme",
"run_env",
],
)
else:
objects = list_dicts_to_tabulate(
objects,
exclude_attrs=[
"owner",
"project",
"description",
"content",
"deleted",
"readme",
"run_env",
"inputs",
"outputs",
],
)
if objects:
Printer.print_header("Runs:")
objects.pop("project_name", None)
dict_tabulate(objects, is_list_dict=True)
def ls(ctx, io, query, sort, limit, offset, columns):
"""List runs for this project.
Uses /docs/core/cli/#caching
Examples:
Get all runs:
\b
Get all runs with with status {created or running}, and
creation date between 2018-01-01 and 2018-01-02, and params activation equal to sigmoid
and metric loss less or equal to 0.2
\b
$ polyaxon ops ls \
-q "status:created|running, started_at:2018-01-01..2018-01-02, \
params.activation:sigmoid, metrics.loss:<=0.2"
Get all runs sorted by update date:
\b
$ polyaxon ops ls -s "-updated_at"
Get all runs of kind job:
\b
$ polyaxon ops ls -q "kind: job"
Get all runs of kind service:
\b
$ polyaxon ops ls -q "kind: service"
"""
owner, project_name = get_project_or_local(ctx.obj.get("project"), is_cli=True)
try:
polyaxon_client = RunClient(owner=owner, project=project_name)
response = polyaxon_client.list(
limit=limit, offset=offset, query=query, sort=sort
)
except (ApiException, HTTPError) as e:
handle_cli_error(
e, message="Could not get runs for project `{}`.".format(project_name)
)
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Runs for project `{}/{}`.".format(owner, project_name))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header(
"No runs found for project `{}/{}`.".format(owner, project_name)
)
objects = [Printer.add_status_color(o.to_dict()) for o in response.results]
if io:
objects = get_runs_with_keys(objects=objects, params_keys=["inputs", "outputs"])
objects = list_dicts_to_tabulate(
objects,
include_attrs=validate_tags(columns),
exclude_attrs=[
"owner",
"project",
"description",
"content",
"raw_content",
"deleted",
"readme",
"settings",
"meta_info",
"original",
"pipeline",
"role",
"status_conditions",
"is_helper",
],
)
else:
objects = list_dicts_to_tabulate(
objects,
include_attrs=validate_tags(columns),
exclude_attrs=[
"owner",
"project",
"description",
"content",
"raw_content",
"deleted",
"readme",
"inputs",
"outputs",
"settings",
"meta_info",
"original",
"pipeline",
"role",
"status_conditions",
"is_helper",
],
)
if objects:
Printer.print_header("Runs:")
objects.pop("project_name", None)
dict_tabulate(objects, is_list_dict=True)
def ls(ctx, project, io, to_csv, query, sort, limit, offset, columns, offline,
offline_path):
"""List runs for this project.
Uses /docs/core/cli/#caching
Examples:
Get all runs:
\b
Get all runs with with status {created or running}, and
creation date between 2018-01-01 and 2018-01-02, and params activation equal to sigmoid
and metric loss less or equal to 0.2
\b
$ polyaxon ops ls \
-q "status:created|running, started_at:2018-01-01..2018-01-02, \
params.activation:sigmoid, metrics.loss:<=0.2"
Get all runs sorted by update date:
\b
$ polyaxon ops ls -s "-updated_at"
Get all runs of kind job:
\b
$ polyaxon ops ls -q "kind: job"
Get all runs of kind service:
\b
$ polyaxon ops ls -q "kind: service"
"""
if offline:
offline_path = offline_path or container_contexts.CONTEXT_OFFLINE_ROOT
offline_path_format = "{}/{{}}/run_data.json".format(offline_path)
if not os.path.exists(offline_path) or not os.path.isdir(offline_path):
Printer.print_error(
f"Could not list offline runs, the path `{offline_path}` "
f"does not exist or is not a directory.")
sys.exit(1)
results = []
for uid in os.listdir(offline_path):
run_path = offline_path_format.format(uid)
if os.path.exists(run_path):
results.append(RunConfigManager.read_from_path(run_path))
else:
Printer.print_warning(
f"Skipping run {uid}, offline data not found.")
else:
owner, project_name = get_project_or_local(project
or ctx.obj.get("project"),
is_cli=True)
try:
polyaxon_client = RunClient(owner=owner, project=project_name)
response = polyaxon_client.list(limit=limit,
offset=offset,
query=query,
sort=sort)
except (ApiException, HTTPError) as e:
handle_cli_error(
e,
message="Could not get runs for project `{}`.".format(
project_name))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Runs for project `{}/{}`.".format(
owner, project_name))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No runs found for project `{}/{}`.".format(
owner, project_name))
results = response.results
objects = [Printer.add_status_color(o.to_dict()) for o in results]
columns = validate_tags(columns)
if io:
objects, prefixed_columns = flatten_keys(
objects=objects,
columns=["inputs", "outputs"],
columns_prefix={
"inputs": "in",
"outputs": "out"
},
)
if columns:
columns = {prefixed_columns.get(col, col) for col in columns}
if to_csv:
objects = list_dicts_to_csv(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
)
else:
objects = list_dicts_to_tabulate(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
humanize_values=True,
upper_keys=True,
)
else:
if to_csv:
objects = list_dicts_to_csv(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE + ["inputs", "outputs"],
)
else:
objects = list_dicts_to_tabulate(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE + ["inputs", "outputs"],
humanize_values=True,
upper_keys=True,
)
if objects:
if to_csv:
filename = "./results.csv"
write_csv(objects, filename=filename)
Printer.print_success("CSV file generated: `{}`".format(filename))
else:
Printer.print_header("Runs:")
objects.pop("project_name", None)
dict_tabulate(objects, is_list_dict=True)
def ls(ctx, io, to_csv, query, sort, limit, offset, columns):
"""List runs for this project.
Uses /docs/core/cli/#caching
Examples:
Get all runs:
\b
Get all runs with with status {created or running}, and
creation date between 2018-01-01 and 2018-01-02, and params activation equal to sigmoid
and metric loss less or equal to 0.2
\b
$ polyaxon ops ls \
-q "status:created|running, started_at:2018-01-01..2018-01-02, \
params.activation:sigmoid, metrics.loss:<=0.2"
Get all runs sorted by update date:
\b
$ polyaxon ops ls -s "-updated_at"
Get all runs of kind job:
\b
$ polyaxon ops ls -q "kind: job"
Get all runs of kind service:
\b
$ polyaxon ops ls -q "kind: service"
"""
owner, project_name = get_project_or_local(ctx.obj.get("project"),
is_cli=True)
try:
polyaxon_client = RunClient(owner=owner, project=project_name)
response = polyaxon_client.list(limit=limit,
offset=offset,
query=query,
sort=sort)
except (ApiException, HTTPError) as e:
handle_cli_error(e,
message="Could not get runs for project `{}`.".format(
project_name))
sys.exit(1)
meta = get_meta_response(response)
if meta:
Printer.print_header("Runs for project `{}/{}`.".format(
owner, project_name))
Printer.print_header("Navigation:")
dict_tabulate(meta)
else:
Printer.print_header("No runs found for project `{}/{}`.".format(
owner, project_name))
objects = [Printer.add_status_color(o.to_dict()) for o in response.results]
columns = validate_tags(columns)
if io:
objects, prefixed_columns = flatten_keys(
objects=objects,
columns=["inputs", "outputs"],
columns_prefix={
"inputs": "in",
"outputs": "out"
},
)
if columns:
columns = {prefixed_columns.get(col, col) for col in columns}
if to_csv:
objects = list_dicts_to_csv(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
)
else:
objects = list_dicts_to_tabulate(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
humanize_values=True,
upper_keys=True,
)
else:
if to_csv:
objects = list_dicts_to_csv(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
)
else:
objects = list_dicts_to_tabulate(
objects,
include_attrs=columns,
exclude_attrs=DEFAULT_EXCLUDE,
humanize_values=True,
upper_keys=True,
)
if objects:
if to_csv:
write_csv(objects)
else:
Printer.print_header("Runs:")
objects.pop("project_name", None)
dict_tabulate(objects, is_list_dict=True)