pipelines/sdk/python/kfp/cli/run.py

248 lines
7.1 KiB
Python

# Copyright 2018-2022 The Kubeflow Authors
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import sys
import time
from typing import List
import click
from kfp import client
from kfp.cli import output
from kfp.cli.utils import deprecated_alias_group
from kfp.cli.utils import parsing
@click.group(
cls=deprecated_alias_group.deprecated_alias_group_factory(
{'submit': 'create'}))
def run():
"""Manage run resources."""
@run.command()
@click.option(
'-e',
'--experiment-id',
help=parsing.get_param_descr(client.Client.list_runs, 'experiment_id'))
@click.option(
'--page-token',
default='',
help=parsing.get_param_descr(client.Client.list_runs, 'page_token'))
@click.option(
'-m',
'--max-size',
default=100,
help=parsing.get_param_descr(client.Client.list_runs, 'page_size'))
@click.option(
'--sort-by',
default='created_at desc',
help=parsing.get_param_descr(client.Client.list_runs, 'sort_by'))
@click.option(
'--filter', help=parsing.get_param_descr(client.Client.list_runs, 'filter'))
@click.pass_context
def list(ctx: click.Context, experiment_id: str, page_token: str, max_size: int,
sort_by: str, filter: str):
"""List pipeline runs."""
client_obj: client.Client = ctx.obj['client']
output_format = ctx.obj['output']
response = client_obj.list_runs(
experiment_id=experiment_id,
page_token=page_token,
page_size=max_size,
sort_by=sort_by,
filter=filter)
output.print_output(
response.runs or [],
output.ModelType.RUN,
output_format,
)
@run.command()
@click.option(
'-e',
'--experiment-name',
required=True,
help='Experiment name of the run.')
@click.option(
'-r',
'--run-name',
help=parsing.get_param_descr(client.Client.run_pipeline, 'job_name'))
@click.option(
'-f',
'--package-file',
type=click.Path(exists=True, dir_okay=False),
help=parsing.get_param_descr(client.Client.run_pipeline,
'pipeline_package_path'))
@click.option(
'-p',
'--pipeline-id',
help=parsing.get_param_descr(client.Client.run_pipeline, 'pipeline_id'))
@click.option('-n', '--pipeline-name', help='Name of the pipeline template.')
@click.option(
'-w',
'--watch',
is_flag=True,
default=False,
help='Watch the run status until it finishes.')
@click.option(
'-v',
'--version',
help=parsing.get_param_descr(client.Client.run_pipeline, 'version_id'))
@click.option(
'-t',
'--timeout',
default=0,
help='Wait for a run to complete until timeout in seconds.',
type=int)
@click.argument('args', nargs=-1)
@click.pass_context
def create(ctx: click.Context, experiment_name: str, run_name: str,
package_file: str, pipeline_id: str, pipeline_name: str, watch: bool,
timeout: int, version: str, args: List[str]):
"""Submit a pipeline run."""
client_obj: client.Client = ctx.obj['client']
namespace = ctx.obj['namespace']
output_format = ctx.obj['output']
if not run_name:
run_name = experiment_name
if not pipeline_id and pipeline_name:
pipeline_id = client_obj.get_pipeline_id(name=pipeline_name)
if not package_file and not pipeline_id and not version:
click.echo(
'You must provide one of [package_file, pipeline_id, version].',
err=True)
sys.exit(1)
arg_dict = dict(arg.split('=', maxsplit=1) for arg in args)
experiment = client_obj.create_experiment(experiment_name)
run = client_obj.run_pipeline(
experiment_id=experiment.experiment_id,
job_name=run_name,
pipeline_package_path=package_file,
params=arg_dict,
pipeline_id=pipeline_id,
version_id=version)
if timeout > 0:
run_detail = client_obj.wait_for_run_completion(run.run_id, timeout)
output.print_output(
run_detail,
output.ModelType.RUN,
output_format,
)
else:
display_run(client_obj, run.run_id, watch, output_format)
@run.command()
@click.option(
'-w',
'--watch',
is_flag=True,
default=False,
help='Watch the run status until it finishes.')
@click.option(
'-d',
'--detail',
is_flag=True,
default=False,
help='Get detailed information of the run in json format.')
@click.argument('run-id')
@click.pass_context
def get(ctx: click.Context, watch: bool, detail: bool, run_id: str):
"""Get information about a pipeline run."""
client_obj: client.Client = ctx.obj['client']
namespace = ctx.obj['namespace']
output_format = ctx.obj['output']
if detail:
output_format = 'json'
click.echo(
'The --detail/-d flag is deprecated. Please use --output=json instead.',
err=True)
display_run(client_obj, run_id, watch, output_format)
@run.command()
@click.argument('run-id')
@click.pass_context
def archive(ctx: click.Context, run_id: str):
"""Archive a pipeline run."""
client_obj: client.Client = ctx.obj['client']
output_format = ctx.obj['output']
client_obj.archive_run(run_id=run_id)
run = client_obj.get_run(run_id=run_id)
output.print_output(
run,
output.ModelType.RUN,
output_format,
)
@run.command()
@click.argument('run-id')
@click.pass_context
def unarchive(ctx: click.Context, run_id: str):
"""Unarchive a pipeline run."""
client_obj: client.Client = ctx.obj['client']
output_format = ctx.obj['output']
client_obj.unarchive_run(run_id=run_id)
run = client_obj.get_run(run_id=run_id)
output.print_output(
run,
output.ModelType.RUN,
output_format,
)
@run.command()
@click.argument('run-id')
@click.pass_context
def delete(ctx: click.Context, run_id: str):
"""Delete a pipeline run."""
confirmation = f'Are you sure you want to delete run {run_id}?'
if not click.confirm(confirmation):
return
client_obj: client.Client = ctx.obj['client']
output_format = ctx.obj['output']
client_obj.delete_run(run_id=run_id)
output.print_deleted_text('run', run_id, output_format)
def display_run(client: client.Client, run_id: str, watch: bool,
output_format: str):
run = client.get_run(run_id)
output.print_output(
run,
output.ModelType.RUN,
output_format,
)
if not watch:
return
while True:
time.sleep(1)
run_detail = client.get_run(run_id)
run = run_detail
if run_detail.state in [
'SUCCEEDED', 'SKIPPED', 'FAILED', 'CANCELED', 'PAUSED'
]:
click.echo(f'Run is finished with state {run_detail.state}.')
return