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* feat: Add sample and sample tests Co-authored-by: Vinny Senthil <[email protected]> Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Bu Sun Kim <[email protected]> Co-authored-by: Ariana Bray <[email protected]> Co-authored-by: aribray <[email protected]>
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# Copyright 2020 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. | ||
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# [START aiplatform_cancel_batch_prediction_job_sample] | ||
from google.cloud import aiplatform | ||
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def cancel_batch_prediction_job_sample( | ||
project: str, | ||
batch_prediction_job_id: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.JobServiceClient(client_options=client_options) | ||
name = client.batch_prediction_job_path( | ||
project=project, location=location, batch_prediction_job=batch_prediction_job_id | ||
) | ||
response = client.cancel_batch_prediction_job(name=name) | ||
print("response:", response) | ||
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# [END aiplatform_cancel_batch_prediction_job_sample] |
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# Copyright 2020 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. | ||
|
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# [START aiplatform_cancel_custom_job_sample] | ||
from google.cloud import aiplatform | ||
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def cancel_custom_job_sample( | ||
project: str, | ||
custom_job_id: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.JobServiceClient(client_options=client_options) | ||
name = client.custom_job_path( | ||
project=project, location=location, custom_job=custom_job_id | ||
) | ||
response = client.cancel_custom_job(name=name) | ||
print("response:", response) | ||
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# [END aiplatform_cancel_custom_job_sample] |
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# Copyright 2020 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. | ||
|
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# [START aiplatform_cancel_data_labeling_job_sample] | ||
from google.cloud import aiplatform | ||
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def cancel_data_labeling_job_sample( | ||
project: str, | ||
data_labeling_job_id: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.JobServiceClient(client_options=client_options) | ||
name = client.data_labeling_job_path( | ||
project=project, location=location, data_labeling_job=data_labeling_job_id | ||
) | ||
response = client.cancel_data_labeling_job(name=name) | ||
print("response:", response) | ||
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# [END aiplatform_cancel_data_labeling_job_sample] |
38 changes: 38 additions & 0 deletions
38
samples/snippets/cancel_hyperparameter_tuning_job_sample.py
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# Copyright 2020 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. | ||
|
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# [START aiplatform_cancel_hyperparameter_tuning_job_sample] | ||
from google.cloud import aiplatform | ||
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def cancel_hyperparameter_tuning_job_sample( | ||
project: str, | ||
hyperparameter_tuning_job_id: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.JobServiceClient(client_options=client_options) | ||
name = client.hyperparameter_tuning_job_path( | ||
project=project, | ||
location=location, | ||
hyperparameter_tuning_job=hyperparameter_tuning_job_id, | ||
) | ||
response = client.cancel_hyperparameter_tuning_job(name=name) | ||
print("response:", response) | ||
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# [END aiplatform_cancel_hyperparameter_tuning_job_sample] |
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# Copyright 2020 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. | ||
|
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# [START aiplatform_cancel_training_pipeline_sample] | ||
from google.cloud import aiplatform | ||
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def cancel_training_pipeline_sample( | ||
project: str, | ||
training_pipeline_id: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.PipelineServiceClient(client_options=client_options) | ||
name = client.training_pipeline_path( | ||
project=project, location=location, training_pipeline=training_pipeline_id | ||
) | ||
response = client.cancel_training_pipeline(name=name) | ||
print("response:", response) | ||
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# [END aiplatform_cancel_training_pipeline_sample] |
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# Copyright 2020 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. | ||
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from uuid import uuid4 | ||
import pytest | ||
import os | ||
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import helpers | ||
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import create_training_pipeline_sample | ||
import cancel_training_pipeline_sample | ||
import delete_training_pipeline_sample | ||
import get_training_pipeline_sample | ||
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from google.cloud import aiplatform | ||
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PROJECT_ID = os.getenv("BUILD_SPECIFIC_GCLOUD_PROJECT") | ||
LOCATION = "us-central1" | ||
DATASET_ID = "1084241610289446912" # Permanent 50 Flowers Dataset | ||
DISPLAY_NAME = f"temp_create_training_pipeline_test_{uuid4()}" | ||
TRAINING_DEFINITION_GCS_PATH = "gs://google-cloud-aiplatform/schema/trainingjob/definition/automl_image_classification_1.0.0.yaml" | ||
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@pytest.fixture(scope="function") | ||
def training_pipeline_id(capsys): | ||
create_training_pipeline_sample.create_training_pipeline_sample( | ||
project=PROJECT_ID, | ||
display_name=DISPLAY_NAME, | ||
training_task_definition=TRAINING_DEFINITION_GCS_PATH, | ||
dataset_id=DATASET_ID, | ||
model_display_name=f"Temp Model for {DISPLAY_NAME}", | ||
) | ||
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out, _ = capsys.readouterr() | ||
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training_pipeline_name = helpers.get_name(out) | ||
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assert "/" in training_pipeline_name | ||
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training_pipeline_id = training_pipeline_name.split("/")[-1] | ||
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yield training_pipeline_id | ||
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delete_training_pipeline_sample.delete_training_pipeline_sample( | ||
project=PROJECT_ID, training_pipeline_id=training_pipeline_id | ||
) | ||
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def test_ucaip_generated_cancel_training_pipeline_sample(capsys, training_pipeline_id): | ||
# Run cancel pipeline sample | ||
cancel_training_pipeline_sample.cancel_training_pipeline_sample( | ||
project=PROJECT_ID, training_pipeline_id=training_pipeline_id | ||
) | ||
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pipeline_client = aiplatform.gapic.PipelineServiceClient( | ||
client_options={"api_endpoint": "us-central1-aiplatform.googleapis.com"} | ||
) | ||
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# Waiting for training pipeline to be in CANCELLED state, otherwise raise error | ||
helpers.wait_for_job_state( | ||
get_job_method=pipeline_client.get_training_pipeline, | ||
name=pipeline_client.training_pipeline_path( | ||
project=PROJECT_ID, | ||
location=LOCATION, | ||
training_pipeline=training_pipeline_id, | ||
), | ||
) |
64 changes: 64 additions & 0 deletions
64
samples/snippets/create_batch_prediction_job_video_classification_sample.py
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# Copyright 2020 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. | ||
|
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# [START aiplatform_create_batch_prediction_job_video_classification_sample] | ||
from google.cloud import aiplatform | ||
from google.protobuf import json_format | ||
from google.protobuf.struct_pb2 import Value | ||
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def create_batch_prediction_job_video_classification_sample( | ||
project: str, | ||
display_name: str, | ||
model_name: str, | ||
gcs_source_uri: str, | ||
gcs_destination_output_uri_prefix: str, | ||
location: str = "us-central1", | ||
api_endpoint: str = "us-central1-aiplatform.googleapis.com", | ||
): | ||
client_options = {"api_endpoint": api_endpoint} | ||
# Initialize client that will be used to create and send requests. | ||
# This client only needs to be created once, and can be reused for multiple requests. | ||
client = aiplatform.gapic.JobServiceClient(client_options=client_options) | ||
model_parameters_dict = { | ||
"confidenceThreshold": 0.5, | ||
"maxPredictions": 10000, | ||
"segmentClassification": True, | ||
"shotClassification": True, | ||
"oneSecIntervalClassification": True, | ||
} | ||
model_parameters = json_format.ParseDict(model_parameters_dict, Value()) | ||
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batch_prediction_job = { | ||
"display_name": display_name, | ||
# Format: 'projects/{project}/locations/{location}/models/{model_id}' | ||
"model": model_name, | ||
"model_parameters": model_parameters, | ||
"input_config": { | ||
"instances_format": "jsonl", | ||
"gcs_source": {"uris": [gcs_source_uri]}, | ||
}, | ||
"output_config": { | ||
"predictions_format": "jsonl", | ||
"gcs_destination": {"output_uri_prefix": gcs_destination_output_uri_prefix}, | ||
}, | ||
} | ||
parent = f"projects/{project}/locations/{location}" | ||
response = client.create_batch_prediction_job( | ||
parent=parent, batch_prediction_job=batch_prediction_job | ||
) | ||
print("response:", response) | ||
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# [END aiplatform_create_batch_prediction_job_video_classification_sample] |
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