def create_run():
click.echo("Creating a run.")
try:
polyaxon_client = RunClient(owner=owner, project=project_name)
response = polyaxon_client.create(
name=name, description=description, tags=tags, content=op_spec
)
config = polyaxon_client.client.sanitize_for_serialization(response)
cache.cache(
config_manager=RunManager,
config=config,
owner=owner,
project=project_name,
)
Printer.print_success("A new run `{}` was created".format(response.uuid))
click.echo(
"You can view this run on Polyaxon UI: {}".format(
get_dashboard_url(
subpath="{}/{}/runs/{}".format(
owner, project_name, response.uuid
)
)
)
)
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not create a run.")
sys.exit(1)
def get(ctx):
"""Get info for current project, by project_name, or owner/project_name.
Uses /docs/core/cli/#caching
Examples:
To get current project:
\b
$ polyaxon project get
To get a project by name
\b
$ polyaxon project get owner/project
"""
owner, project_name = get_project_or_local(ctx.obj.get("project"),
is_cli=True)
try:
polyaxon_client = ProjectClient(owner=owner, project=project_name)
polyaxon_client.refresh_data()
config = polyaxon_client.client.sanitize_for_serialization(
polyaxon_client.project_data)
cache.cache(config_manager=ProjectManager, config=config)
except (ApiException, HTTPError) as e:
handle_cli_error(
e, message="Could not get project `{}`.".format(project_name))
sys.exit(1)
get_project_details(polyaxon_client.project_data)
def cache_run(data):
config = polyaxon_client.client.sanitize_for_serialization(data)
cache.cache(
config_manager=RunConfigManager,
config=config,
owner=owner,
project=project_name,
)
def create(ctx, name, description, tags, public, init):
"""Create a new project.
Uses /docs/core/cli/#caching
Example:
\b
$ polyaxon project create --name=cats-vs-dogs --description="Image Classification with DL"
\b
$ polyaxon project create --name=owner/name --description="Project Description"
"""
if not name:
Printer.print_error(
"Please provide a valid name to create a project.",
command_help="project create",
sys_exit=True,
)
owner, project_name = resolve_entity_info(name or ctx.obj.get("project"),
is_cli=True,
entity_name="project")
tags = validate_tags(tags)
if not owner:
Printer.print_error(
"Please provide a valid name with an owner namespace: --name=owner/project."
)
sys.exit(1)
try:
project_config = V1Project(name=project_name,
description=description,
tags=tags,
is_public=public)
polyaxon_client = ProjectClient(owner=owner)
_project = polyaxon_client.create(project_config)
config = polyaxon_client.client.sanitize_for_serialization(_project)
cache.cache(config_manager=ProjectConfigManager, config=config)
except (ApiException, HTTPError) as e:
handle_cli_error(
e, message="Could not create project `{}`.".format(project_name))
sys.exit(1)
Printer.print_success("Project `{}` was created successfully.".format(
_project.name))
click.echo("You can view this project on Polyaxon UI: {}".format(
get_dashboard_url(subpath="{}/{}".format(owner, _project.name))))
if init:
ctx.obj = {}
ctx.invoke(
init_project,
project="{}/{}".format(owner, project_name),
polyaxonignore=True,
)
def create(ctx, name, description, tags, private, init):
"""Create a new project.
Uses /docs/core/cli/#caching
Example:
\b
$ polyaxon project create --project=cats-vs-dogs --description="Image Classification with DL"
\b
$ polyaxon project create --project=owner/name --description="Project Description"
"""
if not name:
Printer.print_error(
"Please login provide a name to create a project.",
command_help="project create",
sys_exit=True,
)
owner, project_name = get_project_or_local(name or ctx.obj.get("project"),
is_cli=True)
owner = owner or settings.AUTH_CONFIG.username
if not owner and (not settings.CLI_CONFIG or settings.CLI_CONFIG.is_ce):
owner = DEFAULT
tags = validate_tags(tags)
if not owner:
Printer.print_error(
"Please login first or provide a valid name with owner --name=owner/project. "
"`polyaxon login --help`")
sys.exit(1)
try:
project_config = V1Project(name=project_name,
description=description,
tags=tags,
is_public=not private)
polyaxon_client = ProjectClient(owner=owner)
_project = polyaxon_client.create(project_config)
config = polyaxon_client.client.sanitize_for_serialization(_project)
cache.cache(config_manager=ProjectConfigManager, config=config)
except (ApiException, HTTPError) as e:
handle_cli_error(
e, message="Could not create project `{}`.".format(project_name))
sys.exit(1)
Printer.print_success("Project `{}` was created successfully.".format(
_project.name))
click.echo("You can view this project on Polyaxon UI: {}".format(
get_dashboard_url(subpath="{}/{}".format(owner, _project.name))))
if init:
ctx.obj = {}
ctx.invoke(init_project, project="{}/{}".format(owner, project_name))
def create_run():
click.echo("Creating a run.")
run = V1Run(content=specification.config_dump)
try:
polyaxon_client = PolyaxonClient()
response = polyaxon_client.runs_v1.create_run(
owner, project_name, run)
cache.cache(config_manager=RunManager, response=response)
Printer.print_success("A new run `{}` was created".format(
response.uuid))
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not create a run.")
sys.exit(1)
def create_run():
click.echo("Creating a run.")
body = V1OperationBody(content=op_spec.to_dict(dump=True))
try:
polyaxon_client = PolyaxonClient()
response = polyaxon_client.runs_v1.create_run(
owner, project_name, body)
config = polyaxon_client.sanitize_for_serialization(response)
cache.cache(config_manager=RunManager, config=config)
Printer.print_success("A new run `{}` was created".format(
response.uuid))
except (ApiException, HTTPError) as e:
handle_cli_error(e, message="Could not create a run.")
sys.exit(1)
def get(ctx, project, uid):
"""Get run.
Uses /docs/core/cli/#caching
Examples for getting a run:
\b
$ polyaxon ops get # if run is cached
\b
$ polyaxon ops get --uid=8aac02e3a62a4f0aaa257c59da5eab80 # project is cached
\b
$ polyaxon ops get --project=cats-vs-dogs -uid 8aac02e3a62a4f0aaa257c59da5eab80
\b
$ polyaxon ops get -p alain/cats-vs-dogs --uid=8aac02e3a62a4f0aaa257c59da5eab80
"""
owner, project_name, run_uuid = get_project_run_or_local(
project or ctx.obj.get("project"),
uid or ctx.obj.get("run_uuid"),
is_cli=True,
)
try:
polyaxon_client = RunClient(owner=owner,
project=project_name,
run_uuid=run_uuid)
polyaxon_client.refresh_data()
config = polyaxon_client.client.sanitize_for_serialization(
polyaxon_client.run_data)
cache.cache(
config_manager=RunConfigManager,
config=config,
owner=owner,
project=project_name,
)
except (ApiException, HTTPError) as e:
handle_cli_error(
e,
message="Could not load run `{}/{}/{}` info.".format(
owner, project_name, run_uuid),
)
sys.exit(1)
get_run_details(polyaxon_client.run_data)
def get(ctx):
"""Get run.
Uses [Caching](/references/polyaxon-cli/#caching)
Examples for getting a run:
\b
```bash
$ polyaxon runs get # if run is cached
```
\b
```bash
$ polyaxon runs --uid=8aac02e3a62a4f0aaa257c59da5eab80 get # project is cached
```
\b
```bash
$ polyaxon runs --project=cats-vs-dogs -id 8aac02e3a62a4f0aaa257c59da5eab80 get
```
\b
```bash
$ polyaxon runs -p alain/cats-vs-dogs --uid=8aac02e3a62a4f0aaa257c59da5eab80 get
```
"""
owner, project_name, run_uuid = get_project_run_or_local(
ctx.obj.get("project"), ctx.obj.get("run_uuid"), is_cli=True)
try:
polyaxon_client = RunClient(owner=owner,
project=project_name,
run_uuid=run_uuid)
polyaxon_client.refresh_data()
config = polyaxon_client.client.sanitize_for_serialization(
polyaxon_client.run_data)
cache.cache(config_manager=RunManager, config=config)
except (ApiException, HTTPError) as e:
handle_cli_error(
e, message="Could not load run `{}` info.".format(run_uuid))
sys.exit(1)
get_run_details(polyaxon_client.run_data)
def create(ctx, name, owner, description, tags, private, init):
"""Create a new project.
Uses /docs/core/cli/#caching
Example:
\b
$ polyaxon project create --name=cats-vs-dogs --description="Image Classification with DL"
"""
owner = owner or AuthConfigManager.get_value("username")
tags = validate_tags(tags)
if not owner:
Printer.print_error(
"Please login first or provide a valid owner --owner. "
"`polyaxon login --help`")
sys.exit(1)
try:
project_config = V1Project(name=name,
description=description,
tags=tags,
is_public=not private)
polyaxon_client = ProjectClient(owner=owner)
_project = polyaxon_client.create(project_config)
config = polyaxon_client.client.sanitize_for_serialization(
_project.project_data)
cache.cache(config_manager=ProjectManager, config=config)
except (ApiException, HTTPError) as e:
handle_cli_error(e,
message="Could not create project `{}`.".format(name))
sys.exit(1)
Printer.print_success("Project `{}` was created successfully.".format(
_project.name))
if init:
ctx.obj = {}
ctx.invoke(init_project, project=name)
def get(ctx, project, uid, offline, offline_path):
"""Get run.
Uses /docs/core/cli/#caching
Examples for getting a run:
\b
$ polyaxon ops get # if run is cached
\b
$ polyaxon ops get --uid=8aac02e3a62a4f0aaa257c59da5eab80 # project is cached
\b
$ polyaxon ops get --project=cats-vs-dogs -uid 8aac02e3a62a4f0aaa257c59da5eab80
\b
$ polyaxon ops get -p alain/cats-vs-dogs --uid=8aac02e3a62a4f0aaa257c59da5eab80
"""
uid = uid or ctx.obj.get("run_uuid")
if offline:
offline_path = offline_path or container_contexts.CONTEXT_OFFLINE_ROOT
offline_path = "{}/{}/run_data.json".format(offline_path, uid)
if not os.path.exists(offline_path):
Printer.print_error(
f"Could not get offline run, the path `{offline_path}` "
f"does not exist.")
sys.exit(1)
run_data = RunConfigManager.read_from_path(offline_path)
else:
owner, project_name, run_uuid = get_project_run_or_local(
project or ctx.obj.get("project"),
uid,
is_cli=True,
)
try:
polyaxon_client = RunClient(owner=owner,
project=project_name,
run_uuid=run_uuid)
polyaxon_client.refresh_data()
config = polyaxon_client.client.sanitize_for_serialization(
polyaxon_client.run_data)
cache.cache(
config_manager=RunConfigManager,
config=config,
owner=owner,
project=project_name,
)
run_data = polyaxon_client.run_data
except (ApiException, HTTPError) as e:
handle_cli_error(
e,
message="Could not load run `{}/{}/{}` info.".format(
owner, project_name, run_uuid),
)
sys.exit(1)
get_run_details(run_data)