-
Notifications
You must be signed in to change notification settings - Fork 319
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
docs: Add run custom job on persistent resource sample.
PiperOrigin-RevId: 621913789
- Loading branch information
1 parent
33d2b4d
commit 31100c6
Showing
2 changed files
with
108 additions
and
0 deletions.
There are no files selected for viewing
56 changes: 56 additions & 0 deletions
56
samples/model-builder/create_custom_job_on_persistent_resource_sample.py
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,56 @@ | ||
# Copyright 2024 Google LLC | ||
# | ||
# 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 | ||
# | ||
# https://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. | ||
|
||
|
||
from google.cloud import aiplatform | ||
|
||
|
||
# [START aiplatform_sdk_create_custom_job_on_persistent_resource_sample] | ||
def create_custom_job_on_persistent_resource_sample( | ||
project: str, | ||
location: str, | ||
staging_bucket: str, | ||
display_name: str, | ||
container_uri: str, | ||
persistent_resource_id: str, | ||
service_account: str, | ||
) -> None: | ||
aiplatform.init( | ||
project=project, location=location, staging_bucket=staging_bucket | ||
) | ||
|
||
worker_pool_specs = [{ | ||
"machine_spec": { | ||
"machine_type": "n1-standard-4", | ||
"accelerator_type": "NVIDIA_TESLA_K80", | ||
"accelerator_count": 1, | ||
}, | ||
"replica_count": 1, | ||
"container_spec": { | ||
"image_uri": container_uri, | ||
"command": [], | ||
"args": [], | ||
}, | ||
}] | ||
|
||
custom_job = aiplatform.CustomJob( | ||
display_name=display_name, | ||
worker_pool_specs=worker_pool_specs, | ||
persistent_resource_id=persistent_resource_id, | ||
) | ||
|
||
custom_job.run(service_account=service_account) | ||
|
||
|
||
# [END aiplatform_sdk_create_custom_job_on_persistent_resource_sample] |
52 changes: 52 additions & 0 deletions
52
samples/model-builder/create_custom_job_on_persistent_resource_sample_test.py
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,52 @@ | ||
# Copyright 2024 Google LLC | ||
# | ||
# 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 | ||
# | ||
# https://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 create_custom_job_on_persistent_resource_sample | ||
import test_constants as constants | ||
|
||
|
||
_PRESISTENT_RESOURCE_ID = "test_persistent_resource_id" | ||
|
||
|
||
def test_create_custom_job_on_persistent_resource_sample( | ||
mock_sdk_init, | ||
mock_get_custom_job, | ||
mock_run_custom_job, | ||
): | ||
create_custom_job_on_persistent_resource_sample.create_custom_job_on_persistent_resource_sample( | ||
project=constants.PROJECT, | ||
location=constants.LOCATION, | ||
staging_bucket=constants.STAGING_BUCKET, | ||
display_name=constants.DISPLAY_NAME, | ||
container_uri=constants.CONTAINER_URI, | ||
persistent_resource_id=_PRESISTENT_RESOURCE_ID, | ||
service_account=constants.SERVICE_ACCOUNT, | ||
) | ||
|
||
mock_sdk_init.assert_called_once_with( | ||
project=constants.PROJECT, | ||
location=constants.LOCATION, | ||
staging_bucket=constants.STAGING_BUCKET, | ||
) | ||
|
||
mock_get_custom_job.assert_called_once_with( | ||
display_name=constants.DISPLAY_NAME, | ||
worker_pool_specs=constants.CUSTOM_JOB_WORKER_POOL_SPECS, | ||
persistent_resource_id=_PRESISTENT_RESOURCE_ID, | ||
) | ||
|
||
mock_run_custom_job.assert_called_once_with( | ||
service_account=constants.SERVICE_ACCOUNT, | ||
) |