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create_batch_prediction_job_sample.py
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create_batch_prediction_job_sample.py
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# Copyright 2021 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 typing import Optional, Sequence, Union
from google.cloud import aiplatform
# [START aiplatform_sdk_create_batch_prediction_job_sample]
def create_batch_prediction_job_sample(
project: str,
location: str,
model_resource_name: str,
job_display_name: str,
gcs_source: Union[str, Sequence[str]],
gcs_destination: str,
sync: bool = True,
):
aiplatform.init(project=project, location=location)
my_model = aiplatform.Model(model_resource_name)
batch_prediction_job = my_model.batch_predict(
job_display_name=job_display_name,
gcs_source=gcs_source,
gcs_destination_prefix=gcs_destination,
sync=sync,
)
batch_prediction_job.wait()
print(batch_prediction_job.display_name)
print(batch_prediction_job.resource_name)
print(batch_prediction_job.state)
return batch_prediction_job
# [END aiplatform_sdk_create_batch_prediction_job_sample]