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feat(samples): add remaining featurestore api samples (#974)
* Added Featurestore Samples * feat(samples): add remaining featurestore api samples (googleapis#945) * 🦉 Updates from OwlBot post-processor See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md * feat(samples): update all featurestore samples * 🦉 Updates from OwlBot post-processor See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md * 🦉 Updates from OwlBot post-processor See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com> Co-authored-by: Alice <65933803+alicejli@users.noreply.github.com>
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samples/snippets/src/main/java/aiplatform/CreateFeaturestoreFixedNodesSample.java
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| /* | ||
| * Copyright 2022 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 | ||
| * | ||
| * http://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. | ||
| * | ||
| * | ||
| * Create a featurestore resource to contain entity types and features. See | ||
| * https://cloud.google.com/vertex-ai/docs/featurestore/setup before running | ||
| * the code snippet | ||
| */ | ||
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| package aiplatform; | ||
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| // [START aiplatform_create_featurestore_fixed_nodes_sample] | ||
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| import com.google.api.gax.longrunning.OperationFuture; | ||
| import com.google.cloud.aiplatform.v1beta1.CreateFeaturestoreOperationMetadata; | ||
| import com.google.cloud.aiplatform.v1beta1.CreateFeaturestoreRequest; | ||
| import com.google.cloud.aiplatform.v1beta1.Featurestore; | ||
| import com.google.cloud.aiplatform.v1beta1.Featurestore.OnlineServingConfig; | ||
| import com.google.cloud.aiplatform.v1beta1.FeaturestoreServiceClient; | ||
| import com.google.cloud.aiplatform.v1beta1.FeaturestoreServiceSettings; | ||
| import com.google.cloud.aiplatform.v1beta1.LocationName; | ||
| import java.io.IOException; | ||
| import java.util.concurrent.ExecutionException; | ||
| import java.util.concurrent.TimeUnit; | ||
| import java.util.concurrent.TimeoutException; | ||
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| public class CreateFeaturestoreFixedNodesSample { | ||
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| public static void main(String[] args) | ||
| throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
| // TODO(developer): Replace these variables before running the sample. | ||
| String project = "YOUR_PROJECT_ID"; | ||
| String featurestoreId = "YOUR_FEATURESTORE_ID"; | ||
| int fixedNodeCount = 1; | ||
| String location = "us-central1"; | ||
| String endpoint = "us-central1-aiplatform.googleapis.com:443"; | ||
| int timeout = 900; | ||
| createFeaturestoreFixedNodesSample( | ||
| project, featurestoreId, fixedNodeCount, location, endpoint, timeout); | ||
| } | ||
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| static void createFeaturestoreFixedNodesSample( | ||
| String project, | ||
| String featurestoreId, | ||
| int fixedNodeCount, | ||
| String location, | ||
| String endpoint, | ||
| int timeout) | ||
| throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
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| FeaturestoreServiceSettings featurestoreServiceSettings = | ||
| FeaturestoreServiceSettings.newBuilder().setEndpoint(endpoint).build(); | ||
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| // Initialize client that will be used to send requests. This client only needs to be created | ||
| // once, and can be reused for multiple requests. After completing all of your requests, call | ||
| // the "close" method on the client to safely clean up any remaining background resources. | ||
| try (FeaturestoreServiceClient featurestoreServiceClient = | ||
| FeaturestoreServiceClient.create(featurestoreServiceSettings)) { | ||
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| OnlineServingConfig.Builder builderValue = | ||
| OnlineServingConfig.newBuilder().setFixedNodeCount(fixedNodeCount); | ||
| Featurestore featurestore = | ||
| Featurestore.newBuilder().setOnlineServingConfig(builderValue).build(); | ||
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| CreateFeaturestoreRequest createFeaturestoreRequest = | ||
| CreateFeaturestoreRequest.newBuilder() | ||
| .setParent(LocationName.of(project, location).toString()) | ||
| .setFeaturestore(featurestore) | ||
| .setFeaturestoreId(featurestoreId) | ||
| .build(); | ||
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| OperationFuture<Featurestore, CreateFeaturestoreOperationMetadata> featurestoreFuture = | ||
| featurestoreServiceClient.createFeaturestoreAsync(createFeaturestoreRequest); | ||
| System.out.format( | ||
| "Operation name: %s%n", featurestoreFuture.getInitialFuture().get().getName()); | ||
| System.out.println("Waiting for operation to finish..."); | ||
| Featurestore featurestoreResponse = featurestoreFuture.get(timeout, TimeUnit.SECONDS); | ||
| System.out.println("Create Featurestore Response"); | ||
| System.out.format("Name: %s%n", featurestoreResponse.getName()); | ||
| } | ||
| } | ||
| } | ||
| // [END aiplatform_create_featurestore_fixed_nodes_sample] |
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samples/snippets/src/main/java/aiplatform/GetFeaturestoreSample.java
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| /* | ||
| * Copyright 2022 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 | ||
| * | ||
| * http://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. | ||
| * | ||
| * | ||
| * Gets details of a single featurestore. See | ||
| * https://cloud.google.com/vertex-ai/docs/featurestore/setup before running | ||
| * the code snippet | ||
| */ | ||
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| package aiplatform; | ||
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| // [START aiplatform_get_featurestore_sample] | ||
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| import com.google.cloud.aiplatform.v1beta1.Featurestore; | ||
| import com.google.cloud.aiplatform.v1beta1.FeaturestoreName; | ||
| import com.google.cloud.aiplatform.v1beta1.FeaturestoreServiceClient; | ||
| import com.google.cloud.aiplatform.v1beta1.FeaturestoreServiceSettings; | ||
| import com.google.cloud.aiplatform.v1beta1.GetFeaturestoreRequest; | ||
| import java.io.IOException; | ||
|
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| public class GetFeaturestoreSample { | ||
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| public static void main(String[] args) throws IOException { | ||
| // TODO(developer): Replace these variables before running the sample. | ||
| String project = "YOUR_PROJECT_ID"; | ||
| String featurestoreId = "YOUR_FEATURESTORE_ID"; | ||
| String location = "us-central1"; | ||
| String endpoint = "us-central1-aiplatform.googleapis.com:443"; | ||
| getFeaturestoreSample(project, featurestoreId, location, endpoint); | ||
| } | ||
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| static void getFeaturestoreSample( | ||
| String project, String featurestoreId, String location, String endpoint) throws IOException { | ||
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| FeaturestoreServiceSettings featurestoreServiceSettings = | ||
| FeaturestoreServiceSettings.newBuilder().setEndpoint(endpoint).build(); | ||
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| // Initialize client that will be used to send requests. This client only needs to be created | ||
| // once, and can be reused for multiple requests. After completing all of your requests, call | ||
| // the "close" method on the client to safely clean up any remaining background resources. | ||
| try (FeaturestoreServiceClient featurestoreServiceClient = | ||
| FeaturestoreServiceClient.create(featurestoreServiceSettings)) { | ||
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| GetFeaturestoreRequest getFeaturestoreRequest = | ||
| GetFeaturestoreRequest.newBuilder() | ||
| .setName(FeaturestoreName.of(project, location, featurestoreId).toString()) | ||
| .build(); | ||
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| Featurestore featurestore = featurestoreServiceClient.getFeaturestore(getFeaturestoreRequest); | ||
| System.out.println("Get Featurestore Response"); | ||
| System.out.println(featurestore); | ||
| } | ||
| } | ||
| } | ||
| // [END aiplatform_get_featurestore_sample] |
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