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feat: Migrate sample and sample tests - Batch 1 of 5 (#11)
* chore: release 0.2.0 * Init samples and sample tests - Batch 1 * Add pytest to nox requirements * Add dependency on library itself for testing * Address reviewer comments - 1 of 5 * Add sample test resources * Revert Changelog to pre-release * Revert Changelog to pre-release (part 2) * Update tabular + GAPIC namespace (B1/5) * Update tabular + GAPIC namespace (B1/5) (part 2) * Sync to private repo (1/5) * Address requested changes * Add / assertions, timeout as a sample param * Sync with private (1/5) and address comments * Add / assert to cancel_training_pipeline_test Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Bu Sun Kim <8822365+busunkim96@users.noreply.github.com>
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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. | ||
|
||
# [START aiplatform_cancel_training_pipeline_sample] | ||
from google.cloud import aiplatform | ||
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||
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def cancel_training_pipeline_sample( | ||
project: str, training_pipeline_id: str, location: str = "us-central1" | ||
): | ||
client_options = {"api_endpoint": "us-central1-aiplatform.googleapis.com"} | ||
# 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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samples/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. | ||
|
||
# [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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||
|
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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", | ||
): | ||
client_options = {"api_endpoint": "us-central1-aiplatform.googleapis.com"} | ||
# 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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samples/create_batch_prediction_job_video_object_tracking_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. | ||
|
||
# [START aiplatform_create_batch_prediction_job_video_object_tracking_sample] | ||
from google.cloud import aiplatform | ||
from google.protobuf import json_format | ||
from google.protobuf.struct_pb2 import Value | ||
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||
|
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def create_batch_prediction_job_video_object_tracking_sample( | ||
project: str, | ||
display_name: str, | ||
model_name: str, | ||
gcs_source_uri: str, | ||
gcs_destination_output_uri_prefix: str, | ||
location: str = "us-central1", | ||
): | ||
client_options = {"api_endpoint": "us-central1-aiplatform.googleapis.com"} | ||
# 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": 0.0} | ||
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_object_tracking_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. | ||
|
||
# [START aiplatform_create_data_labeling_job_images_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_data_labeling_job_images_sample( | ||
project: str, | ||
display_name: str, | ||
dataset: str, | ||
instruction_uri: str, | ||
annotation_spec: str, | ||
location: str = "us-central1", | ||
): | ||
client_options = { | ||
"api_endpoint": "us-central1-autopush-aiplatform.sandbox.googleapis.com" | ||
} | ||
# 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) | ||
inputs_dict = {"annotation_specs": [annotation_spec]} | ||
inputs = json_format.ParseDict(inputs_dict, Value()) | ||
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data_labeling_job = { | ||
"display_name": display_name, | ||
# Full resource name: projects/{project_id}/locations/{location}/datasets/{dataset_id} | ||
"datasets": [dataset], | ||
# labeler_count must be 1, 3, or 5 | ||
"labeler_count": 1, | ||
"instruction_uri": instruction_uri, | ||
"inputs_schema_uri": "gs://google-cloud-aiplatform/schema/datalabelingjob/inputs/image_classification.yaml", | ||
"inputs": inputs, | ||
"annotation_labels": { | ||
"aiplatform.googleapis.com/annotation_set_name": "my_test_saved_query" | ||
}, | ||
} | ||
parent = f"projects/{project}/locations/{location}" | ||
response = client.create_data_labeling_job( | ||
parent=parent, data_labeling_job=data_labeling_job | ||
) | ||
print("response:", response) | ||
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# [END aiplatform_create_data_labeling_job_images_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. | ||
|
||
# [START aiplatform_create_data_labeling_job_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_data_labeling_job_sample( | ||
project: str, | ||
display_name: str, | ||
dataset_name: str, | ||
instruction_uri: str, | ||
inputs_schema_uri: str, | ||
annotation_spec: str, | ||
location: str = "us-central1", | ||
): | ||
client_options = { | ||
"api_endpoint": "us-central1-autopush-aiplatform.sandbox.googleapis.com" | ||
} | ||
# 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) | ||
inputs_dict = {"annotation_specs": [annotation_spec]} | ||
inputs = json_format.ParseDict(inputs_dict, Value()) | ||
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data_labeling_job = { | ||
"display_name": display_name, | ||
# Full resource name: projects/{project_id}/locations/{location}/datasets/{dataset_id} | ||
"datasets": [dataset_name], | ||
# labeler_count must be 1, 3, or 5 | ||
"labeler_count": 1, | ||
"instruction_uri": instruction_uri, | ||
"inputs_schema_uri": inputs_schema_uri, | ||
"inputs": inputs, | ||
"annotation_labels": { | ||
"aiplatform.googleapis.com/annotation_set_name": "my_test_saved_query" | ||
}, | ||
} | ||
parent = f"projects/{project}/locations/{location}" | ||
response = client.create_data_labeling_job( | ||
parent=parent, data_labeling_job=data_labeling_job | ||
) | ||
print("response:", response) | ||
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# [END aiplatform_create_data_labeling_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. | ||
|
||
# [START aiplatform_create_data_labeling_job_video_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_data_labeling_job_video_sample( | ||
project: str, | ||
display_name: str, | ||
dataset: str, | ||
instruction_uri: str, | ||
annotation_spec: str, | ||
location: str = "us-central1", | ||
): | ||
client_options = { | ||
"api_endpoint": "us-central1-autopush-aiplatform.sandbox.googleapis.com" | ||
} | ||
# 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) | ||
inputs_dict = {"annotation_specs": [annotation_spec]} | ||
inputs = json_format.ParseDict(inputs_dict, Value()) | ||
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data_labeling_job = { | ||
"display_name": display_name, | ||
# Full resource name: projects/{project_id}/locations/{location}/datasets/{dataset_id} | ||
"datasets": [dataset], | ||
# labeler_count must be 1, 3, or 5 | ||
"labeler_count": 1, | ||
"instruction_uri": instruction_uri, | ||
"inputs_schema_uri": "gs://google-cloud-aiplatform/schema/datalabelingjob/inputs/video_classification.yaml", | ||
"inputs": inputs, | ||
"annotation_labels": { | ||
"aiplatform.googleapis.com/annotation_set_name": "my_test_saved_query" | ||
}, | ||
} | ||
parent = f"projects/{project}/locations/{location}" | ||
response = client.create_data_labeling_job( | ||
parent=parent, data_labeling_job=data_labeling_job | ||
) | ||
print("response:", response) | ||
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# [END aiplatform_create_data_labeling_job_video_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_create_dataset_image_sample] | ||
from google.cloud import aiplatform | ||
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def create_dataset_image_sample( | ||
project: str, display_name: str, location: str = "us-central1", timeout: int = 300 | ||
): | ||
client_options = {"api_endpoint": "us-central1-aiplatform.googleapis.com"} | ||
# 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.DatasetServiceClient(client_options=client_options) | ||
dataset = { | ||
"display_name": display_name, | ||
"metadata_schema_uri": "gs://google-cloud-aiplatform/schema/dataset/metadata/image_1.0.0.yaml", | ||
} | ||
parent = f"projects/{project}/locations/{location}" | ||
response = client.create_dataset(parent=parent, dataset=dataset) | ||
print("Long running operation:", response.operation.name) | ||
create_dataset_response = response.result(timeout=timeout) | ||
print("create_dataset_response:", create_dataset_response) | ||
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# [END aiplatform_create_dataset_image_sample] |
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