def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
try:
origin = uploads.UploadDirectoryIfNecessary(
args.origin, args.staging_bucket)
except uploads.MissingStagingBucketException:
raise InvalidArgumentCombinationError(
'If --origin is provided as a local path, --staging-bucket must be '
'given as well.')
op = versions.Create(args.model, args.version, origin)
if args. async:
return op
client = apis.GetClientInstance('ml', 'v1beta1')
with progress_tracker.ProgressTracker(
'Creating version (this might take a few minutes)...'):
operations.WaitForOperation(client.projects_operations, op)
return op.response
def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
# TODO(b/31062835): remove CloneAndSwitchAPI and extract API code to api_lib
client = apis.GetClientInstance('ml', 'v1beta1')
msgs = apis.GetMessagesModule('ml', 'v1beta1')
reg = resources.REGISTRY.CloneAndSwitchAPIs(client)
res = reg.Parse(args.version,
params={'modelsId': args.model},
collection='ml.projects.models.versions')
req = msgs.MlProjectsModelsVersionsCreateRequest(
projectsId=res.projectsId,
modelsId=res.modelsId,
googleCloudMlV1beta1Version=msgs.GoogleCloudMlV1beta1Version(
name=res.Name(), deploymentUri=args.origin))
op = client.projects_models_versions.Create(req)
if args. async:
return op
with console_io.ProgressTracker('Creating version...'):
operations.WaitForOperation(client.projects_operations,
op,
registry=reg)
return op.response
def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
client = apis.GetClientInstance('ml', 'v1alpha3')
msgs = apis.GetMessagesModule('ml', 'v1alpha3')
res = resources.REGISTRY.Parse(
args.version,
params={'modelsId': args.model},
collection='ml.projects.models.versions')
req = msgs.MlProjectsModelsCreateVersionRequest(
projectsId=res.projectsId,
modelsId=res.modelsId,
googleCloudMlV1alpha3Version=msgs.GoogleCloudMlV1alpha3Version(
name=res.Name(), originUri=args.origin))
op = client.projects_models.CreateVersion(req)
if args. async:
return op
with console_io.ProgressTracker('Creating version...'):
operations.WaitForOperation(client.projects_operations, op)
return op.response
def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
op = models.Delete(args.model)
client = apis.GetClientInstance('ml', 'v1beta1')
with progress_tracker.ProgressTracker('Deleting model...'):
operations.WaitForOperation(client.projects_operations, op)
return op.response
def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
op = versions.Create(args.model, args.version, args.origin)
if args. async:
return op
client = apis.GetClientInstance('ml', 'v1beta1')
with progress_tracker.ProgressTracker(
'Creating version (this might take a few minutes)...'):
operations.WaitForOperation(client.projects_operations, op)
return op.response
def Run(self, args):
"""This is what gets called when the user runs this command.
Args:
args: an argparse namespace. All the arguments that were provided to this
command invocation.
Returns:
Some value that we want to have printed later.
"""
config = jobs.BuildTrainingConfig(path=args.config,
module_name=args.module,
job_name=args.job,
trainer_uri=args.trainer_uri)
op = jobs.Train(config)
if args. async:
return op
return operations.WaitForOperation(
apis.GetClientInstance('ml', 'v1alpha3').projects_operations, op)