diff --git a/java-aiplatform/README.md b/java-aiplatform/README.md index 8cf2f88fc571..385742a6ef6d 100644 --- a/java-aiplatform/README.md +++ b/java-aiplatform/README.md @@ -118,6 +118,7 @@ Samples are in the [`samples/`](https://github.com/googleapis/java-aiplatform/tr | Create Dataset Text Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateDatasetTextSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateDatasetTextSample.java) | | Create Dataset Video Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateDatasetVideoSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateDatasetVideoSample.java) | | Create Endpoint Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateEndpointSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateEndpointSample.java) | +| Create Featurestore Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.java) | | Create Hyperparameter Tuning Job Python Package Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateHyperparameterTuningJobPythonPackageSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateHyperparameterTuningJobPythonPackageSample.java) | | Create Hyperparameter Tuning Job Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateHyperparameterTuningJobSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateHyperparameterTuningJobSample.java) | | Create Training Pipeline Custom Job Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/CreateTrainingPipelineCustomJobSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/CreateTrainingPipelineCustomJobSample.java) | @@ -138,6 +139,7 @@ Samples are in the [`samples/`](https://github.com/googleapis/java-aiplatform/tr | Delete Dataset Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteDatasetSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteDatasetSample.java) | | Delete Endpoint Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteEndpointSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteEndpointSample.java) | | Delete Export Model Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteExportModelSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteExportModelSample.java) | +| Delete Featurestore Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.java) | | Delete Model Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteModelSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteModelSample.java) | | Delete Training Pipeline Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeleteTrainingPipelineSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeleteTrainingPipelineSample.java) | | Deploy Model Custom Trained Model Sample | [source code](https://github.com/googleapis/java-aiplatform/blob/main/samples/snippets/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java) | [![Open in Cloud Shell][shell_img]](https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/googleapis/java-aiplatform&page=editor&open_in_editor=samples/snippets/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java) | diff --git a/java-aiplatform/samples/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.java b/java-aiplatform/samples/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.java new file mode 100644 index 000000000000..50e558fbb146 --- /dev/null +++ b/java-aiplatform/samples/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.java @@ -0,0 +1,101 @@ +/* + * 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 + */ + +package aiplatform; + +// [START aiplatform_create_featurestore_sample] + +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.Featurestore.OnlineServingConfig.Scaling; +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; + +public class CreateFeaturestoreSample { + + 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 minNodeCount = 1; + int maxNodeCount = 5; + String location = "us-central1"; + String endpoint = "us-central1-aiplatform.googleapis.com:443"; + int timeout = 900; + createFeaturestoreSample( + project, featurestoreId, minNodeCount, maxNodeCount, location, endpoint, timeout); + } + + static void createFeaturestoreSample( + String project, + String featurestoreId, + int minNodeCount, + int maxNodeCount, + String location, + String endpoint, + int timeout) + throws IOException, InterruptedException, ExecutionException, TimeoutException { + + FeaturestoreServiceSettings featurestoreServiceSettings = + FeaturestoreServiceSettings.newBuilder().setEndpoint(endpoint).build(); + + // 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)) { + + OnlineServingConfig.Builder builderValue = + OnlineServingConfig.newBuilder() + .setScaling( + Scaling.newBuilder().setMinNodeCount(minNodeCount).setMaxNodeCount(maxNodeCount)); + Featurestore featurestore = + Featurestore.newBuilder().setOnlineServingConfig(builderValue).build(); + String parent = LocationName.of(project, location).toString(); + + CreateFeaturestoreRequest createFeaturestoreRequest = + CreateFeaturestoreRequest.newBuilder() + .setParent(parent) + .setFeaturestore(featurestore) + .setFeaturestoreId(featurestoreId) + .build(); + + OperationFuture 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_sample] diff --git a/java-aiplatform/samples/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.java b/java-aiplatform/samples/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.java new file mode 100644 index 000000000000..eb69ad35020f --- /dev/null +++ b/java-aiplatform/samples/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.java @@ -0,0 +1,86 @@ +/* + * 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. + * + * + * Delete a featurestore. See + * https://cloud.google.com/vertex-ai/docs/featurestore/setup before running + * the code snippet + */ + +package aiplatform; + +// [START aiplatform_delete_featurestore_sample] + +import com.google.api.gax.longrunning.OperationFuture; +import com.google.cloud.aiplatform.v1.DeleteFeaturestoreRequest; +import com.google.cloud.aiplatform.v1.DeleteOperationMetadata; +import com.google.cloud.aiplatform.v1.FeaturestoreName; +import com.google.cloud.aiplatform.v1.FeaturestoreServiceClient; +import com.google.cloud.aiplatform.v1.FeaturestoreServiceSettings; +import com.google.protobuf.Empty; +import java.io.IOException; +import java.util.concurrent.ExecutionException; +import java.util.concurrent.TimeUnit; +import java.util.concurrent.TimeoutException; + +public class DeleteFeaturestoreSample { + + 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"; + boolean useForce = true; + String location = "us-central1"; + String endpoint = "us-central1-aiplatform.googleapis.com:443"; + int timeout = 60; + deleteFeaturestoreSample(project, featurestoreId, useForce, location, endpoint, timeout); + } + + static void deleteFeaturestoreSample( + String project, + String featurestoreId, + boolean useForce, + String location, + String endpoint, + int timeout) + throws IOException, InterruptedException, ExecutionException, TimeoutException { + + FeaturestoreServiceSettings featurestoreServiceSettings = + FeaturestoreServiceSettings.newBuilder().setEndpoint(endpoint).build(); + + // 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)) { + + DeleteFeaturestoreRequest deleteFeaturestoreRequest = + DeleteFeaturestoreRequest.newBuilder() + .setName(FeaturestoreName.of(project, location, featurestoreId).toString()) + .setForce(useForce) + .build(); + + OperationFuture operationFuture = + featurestoreServiceClient.deleteFeaturestoreAsync(deleteFeaturestoreRequest); + System.out.format("Operation name: %s%n", operationFuture.getInitialFuture().get().getName()); + System.out.println("Waiting for operation to finish..."); + operationFuture.get(timeout, TimeUnit.SECONDS); + + System.out.format("Deleted Featurestore."); + } + } +} +// [END aiplatform_delete_featurestore_sample] diff --git a/java-aiplatform/samples/snippets/src/test/java/aiplatform/CreateFeaturestoreSampleTest.java b/java-aiplatform/samples/snippets/src/test/java/aiplatform/CreateFeaturestoreSampleTest.java new file mode 100644 index 000000000000..daea9e339e69 --- /dev/null +++ b/java-aiplatform/samples/snippets/src/test/java/aiplatform/CreateFeaturestoreSampleTest.java @@ -0,0 +1,142 @@ +/* + * 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. + */ + +package aiplatform; + +import static com.google.common.truth.Truth.assertThat; +import static junit.framework.TestCase.assertNotNull; + +import com.google.api.gax.longrunning.OperationFuture; +import com.google.cloud.aiplatform.v1.DeleteFeaturestoreRequest; +import com.google.cloud.aiplatform.v1.DeleteOperationMetadata; +import com.google.cloud.aiplatform.v1.FeaturestoreName; +import com.google.cloud.aiplatform.v1.FeaturestoreServiceClient; +import com.google.cloud.aiplatform.v1.FeaturestoreServiceSettings; +import com.google.protobuf.Empty; +import java.io.ByteArrayOutputStream; +import java.io.IOException; +import java.io.PrintStream; +import java.util.UUID; +import java.util.concurrent.ExecutionException; +import java.util.concurrent.TimeUnit; +import java.util.concurrent.TimeoutException; +import org.junit.After; +import org.junit.Before; +import org.junit.BeforeClass; +import org.junit.Test; +import org.junit.runner.RunWith; +import org.junit.runners.JUnit4; + +@RunWith(JUnit4.class) +public class CreateFeaturestoreSampleTest { + + private static final String PROJECT_ID = System.getenv("UCAIP_PROJECT_ID"); + private static final int MIN_NODE_COUNT = 1; + private static final int MAX_NODE_COUNT = 5; + private static final boolean USE_FORCE = true; + private static final String LOCATION = "us-central1"; + private static final String ENDPOINT = "us-central1-aiplatform.googleapis.com:443"; + private static final int TIMEOUT = 900; + private ByteArrayOutputStream bout; + private PrintStream out; + private PrintStream originalPrintStream; + private String featurestoreId; + + private static void requireEnvVar(String varName) { + String errorMessage = + String.format("Environment variable '%s' is required to perform these tests.", varName); + assertNotNull(errorMessage, System.getenv(varName)); + } + + @BeforeClass + public static void checkRequirements() { + requireEnvVar("GOOGLE_APPLICATION_CREDENTIALS"); + requireEnvVar("UCAIP_PROJECT_ID"); + } + + @Before + public void setUp() { + bout = new ByteArrayOutputStream(); + out = new PrintStream(bout); + originalPrintStream = System.out; + System.setOut(out); + } + + static void deleteFeaturestoreSample( + String project, + String featurestoreId, + boolean useForce, + String location, + String endpoint, + int timeout) + throws IOException, InterruptedException, ExecutionException, TimeoutException { + + FeaturestoreServiceSettings featurestoreServiceSettings = + FeaturestoreServiceSettings.newBuilder().setEndpoint(endpoint).build(); + + // 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)) { + + DeleteFeaturestoreRequest deleteFeaturestoreRequest = + DeleteFeaturestoreRequest.newBuilder() + .setName(FeaturestoreName.of(project, location, featurestoreId).toString()) + .setForce(useForce) + .build(); + + OperationFuture operationFuture = + featurestoreServiceClient.deleteFeaturestoreAsync(deleteFeaturestoreRequest); + System.out.format("Operation name: %s%n", operationFuture.getInitialFuture().get().getName()); + System.out.println("Waiting for operation to finish..."); + operationFuture.get(timeout, TimeUnit.SECONDS); + + System.out.format("Deleted Featurestore."); + } + } + + @After + public void tearDown() + throws InterruptedException, ExecutionException, IOException, TimeoutException { + + // Delete the featurestore + deleteFeaturestoreSample(PROJECT_ID, featurestoreId, USE_FORCE, LOCATION, ENDPOINT, 60); + + // Assert + String deleteFeaturestoreResponse = bout.toString(); + assertThat(deleteFeaturestoreResponse).contains("Deleted Featurestore"); + System.out.flush(); + System.setOut(originalPrintStream); + } + + @Test + public void testCreateFeaturestoreSample() + throws IOException, InterruptedException, ExecutionException, TimeoutException { + // Create the featurestore + String tempUuid = UUID.randomUUID().toString().replaceAll("-", "_").substring(0, 26); + String id = String.format("temp_create_featurestore_test_%s", tempUuid); + CreateFeaturestoreSample.createFeaturestoreSample( + PROJECT_ID, id, MIN_NODE_COUNT, MAX_NODE_COUNT, LOCATION, ENDPOINT, TIMEOUT); + + // Assert + String createFeaturestoreResponse = bout.toString(); + assertThat(createFeaturestoreResponse).contains("Create Featurestore Response"); + featurestoreId = + createFeaturestoreResponse.split("Name: ")[1].split("featurestores/")[1].split("\n")[0] + .trim(); + } +}