/
create_featurestore_sample.py
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/
create_featurestore_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.
# [START aiplatform_create_featurestore_sample]
from google.cloud import aiplatform_v1beta1 as aiplatform
def create_featurestore_sample(
project: str,
featurestore_id: str,
fixed_node_count: int = 1,
location: str = "us-central1",
api_endpoint: str = "us-central1-aiplatform.googleapis.com",
timeout: int = 300,
):
# The AI Platform services require regional API endpoints.
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.FeaturestoreServiceClient(client_options=client_options)
parent = f"projects/{project}/locations/{location}"
create_featurestore_request = aiplatform.CreateFeaturestoreRequest(
parent=parent,
featurestore_id=featurestore_id,
featurestore=aiplatform.Featurestore(
online_serving_config=aiplatform.Featurestore.OnlineServingConfig(
fixed_node_count=fixed_node_count,
),
),
)
lro_response = client.create_featurestore(request=create_featurestore_request)
print("Long running operation:", lro_response.operation.name)
create_featurestore_response = lro_response.result(timeout=timeout)
print("create_featurestore_response:", create_featurestore_response)
# [END aiplatform_create_featurestore_sample]