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feat: Migrate sample and sample tests - Batch 3 of 5 (#13)
* chore: release 0.2.0 * Init samples and sample tests - Batch 3 * chore: release 0.2.0 * Address reviewer comments - 3 of 5 * Add two extra samples + tests * Revert Changelog to pre-release * Update tabular + GAPIC namespace (B3/5) * Sync with private repo (3/5) * Add UUID to export_model sample test * remove unused variables * add no-arg wrapper function to initialize user inputs * pass environment variables for fixed resources * refactor print statement * add no-arg wrapper function to initialize user inputs * add no-arg wrapper functions to all samples * add no-arg wrapper function 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> Co-authored-by: Ariana Bray <aribray@google.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. | ||
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# [START aiplatform_create_custom_job_sample] | ||
from google.cloud import aiplatform | ||
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def run_sample(): | ||
# TODO(dev): replace these variables to run the code | ||
display_name = "YOUR-DISPLAY-NAME" | ||
container_image_uri = "YOUR-CONTAINER-IMAGE-URI" | ||
project = "YOUR-PROJECT" | ||
create_custom_job_sample(display_name, container_image_uri, project) | ||
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def create_custom_job_sample(display_name: str, container_image_uri: str, project: str): | ||
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) | ||
location = "us-central1" | ||
parent = f"projects/{project}/locations/{location}" | ||
) | ||
custom_job = { | ||
"display_name": display_name, | ||
"job_spec": { | ||
"worker_pool_specs": [ | ||
{ | ||
"machine_spec": { | ||
"machine_type": "n1-standard-4", | ||
"accelerator_type": aiplatform.gapic.AcceleratorType.NVIDIA_TESLA_K80, | ||
"accelerator_count": 1, | ||
}, | ||
"replica_count": 1, | ||
"container_spec": { | ||
"image_uri": container_image_uri, | ||
"command": [], | ||
"args": [], | ||
}, | ||
} | ||
] | ||
}, | ||
} | ||
response = client.create_custom_job(parent=parent, custom_job=custom_job) | ||
print("response") | ||
print(" name:", response.name) | ||
print(" display_name:", response.display_name) | ||
print(" state:", response.state) | ||
print(" start_time:", response.start_time) | ||
print(" end_time:", response.end_time) | ||
print(" labels:", response.labels) | ||
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# [END aiplatform_create_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_create_hyperparameter_tuning_job_sample] | ||
from google.cloud import aiplatform | ||
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def run_sample(): | ||
# TODO(dev): replace these variables to run the code | ||
display_name = "YOUR-DISPLAY-NAME" | ||
container_image_uri = "YOUR-CONTAINER-IMAGE-URI" | ||
project = "YOUR-PROJECT" | ||
create_hyperparameter_tuning_job_sample(display_name, container_image_uri, project) | ||
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def create_hyperparameter_tuning_job_sample( | ||
display_name: str, container_image_uri: str, project: str | ||
): | ||
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) | ||
location = "us-central1" | ||
parent = "projects/{project}/locations/{location}".format( | ||
project=project, location=location | ||
) | ||
hyperparameter_tuning_job = { | ||
"display_name": display_name, | ||
"max_trial_count": 2, | ||
"parallel_trial_count": 1, | ||
"max_failed_trial_count": 1, | ||
"study_spec": { | ||
"metrics": [ | ||
{ | ||
"metric_id": "accuracy", | ||
"goal": aiplatform.gapic.StudySpec.MetricSpec.GoalType.MAXIMIZE, | ||
} | ||
], | ||
"parameters": [ | ||
{ | ||
# Learning rate. | ||
"parameter_id": "lr", | ||
"double_value_spec": {"min_value": 0.001, "max_value": 0.1}, | ||
}, | ||
], | ||
}, | ||
"trial_job_spec": { | ||
"worker_pool_specs": [ | ||
{ | ||
"machine_spec": { | ||
"machine_type": "n1-standard-4", | ||
"accelerator_type": aiplatform.gapic.AcceleratorType.NVIDIA_TESLA_K80, | ||
"accelerator_count": 1, | ||
}, | ||
"replica_count": 1, | ||
"container_spec": { | ||
"image_uri": container_image_uri, | ||
"command": [], | ||
"args": [], | ||
}, | ||
} | ||
] | ||
}, | ||
} | ||
response = client.create_hyperparameter_tuning_job( | ||
parent=parent, hyperparameter_tuning_job=hyperparameter_tuning_job | ||
) | ||
print("response") | ||
print(" name:", response.name) | ||
print(" display_name:", response.display_name) | ||
print(" max_trial_count:", response.max_trial_count) | ||
print(" parallel_trial_count:", response.parallel_trial_count) | ||
print(" max_failed_trial_count:", response.max_failed_trial_count) | ||
print(" state:", response.state) | ||
print(" start_time:", response.start_time) | ||
print(" end_time:", response.end_time) | ||
print(" labels:", response.labels) | ||
study_spec = response.study_spec | ||
trial_job_spec = response.trial_job_spec | ||
trials = response.trials | ||
error = response.error | ||
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# [END aiplatform_create_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_export_model_sample] | ||
from google.cloud import aiplatform | ||
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def run_sample(): | ||
# TODO(dev): replace these variables to run the code | ||
project = "YOUR-PROJECT-ID" | ||
model_id = "YOUR-MODEL-ID" | ||
gcs_destination_output_uri_prefix = "YOUR-GCS-URI-PREFIX" | ||
export_model_sample(gcs_destination_output_uri_prefix, project, model_id) | ||
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def export_model_sample( | ||
project: str, | ||
model_id: str, | ||
gcs_destination_output_uri_prefix: 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.ModelServiceClient(client_options=client_options) | ||
output_config = { | ||
"artifact_destination": {"output_uri_prefix": gcs_destination_output_uri_prefix} | ||
} | ||
name = client.model_path(project=project, location=location, model=model_id) | ||
response = client.export_model(name=name, output_config=output_config) | ||
print("Long running operation:", response.operation.name) | ||
export_model_response = response.result(timeout=timeout) | ||
print("export_model_response:", export_model_response) | ||
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# [END aiplatform_export_model_sample] |
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