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feat(samples): add create-featurestore sample (#948)
* CreateFeaturestore Sample API * DeleteFeaturestore Sample API * Create, Update, Get featurestore API's * Revert Code * CreateFeaturestoreSampleTest update * 🦉 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>
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aiplatform/snippets/src/main/java/aiplatform/CreateFeaturestoreSample.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_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.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; | ||
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public class CreateFeaturestoreSample { | ||
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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 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); | ||
} | ||
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static void createFeaturestoreSample( | ||
String project, | ||
String featurestoreId, | ||
int minNodeCount, | ||
int maxNodeCount, | ||
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() | ||
.setScaling( | ||
Scaling.newBuilder().setMinNodeCount(minNodeCount).setMaxNodeCount(maxNodeCount)); | ||
Featurestore featurestore = | ||
Featurestore.newBuilder().setOnlineServingConfig(builderValue).build(); | ||
String parent = LocationName.of(project, location).toString(); | ||
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CreateFeaturestoreRequest createFeaturestoreRequest = | ||
CreateFeaturestoreRequest.newBuilder() | ||
.setParent(parent) | ||
.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_sample] |
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aiplatform/snippets/src/main/java/aiplatform/DeleteFeaturestoreSample.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. | ||
* | ||
* | ||
* Delete a 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_delete_featurestore_sample] | ||
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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; | ||
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public class DeleteFeaturestoreSample { | ||
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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"; | ||
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); | ||
} | ||
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static void deleteFeaturestoreSample( | ||
String project, | ||
String featurestoreId, | ||
boolean useForce, | ||
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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DeleteFeaturestoreRequest deleteFeaturestoreRequest = | ||
DeleteFeaturestoreRequest.newBuilder() | ||
.setName(FeaturestoreName.of(project, location, featurestoreId).toString()) | ||
.setForce(useForce) | ||
.build(); | ||
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OperationFuture<Empty, DeleteOperationMetadata> 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); | ||
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System.out.format("Deleted Featurestore."); | ||
} | ||
} | ||
} | ||
// [END aiplatform_delete_featurestore_sample] |
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aiplatform/snippets/src/test/java/aiplatform/CreateFeaturestoreSampleTest.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. | ||
*/ | ||
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package aiplatform; | ||
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import static com.google.common.truth.Truth.assertThat; | ||
import static junit.framework.TestCase.assertNotNull; | ||
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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; | ||
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@RunWith(JUnit4.class) | ||
public class CreateFeaturestoreSampleTest { | ||
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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; | ||
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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)); | ||
} | ||
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@BeforeClass | ||
public static void checkRequirements() { | ||
requireEnvVar("GOOGLE_APPLICATION_CREDENTIALS"); | ||
requireEnvVar("UCAIP_PROJECT_ID"); | ||
} | ||
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@Before | ||
public void setUp() { | ||
bout = new ByteArrayOutputStream(); | ||
out = new PrintStream(bout); | ||
originalPrintStream = System.out; | ||
System.setOut(out); | ||
} | ||
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static void deleteFeaturestoreSample( | ||
String project, | ||
String featurestoreId, | ||
boolean useForce, | ||
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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DeleteFeaturestoreRequest deleteFeaturestoreRequest = | ||
DeleteFeaturestoreRequest.newBuilder() | ||
.setName(FeaturestoreName.of(project, location, featurestoreId).toString()) | ||
.setForce(useForce) | ||
.build(); | ||
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OperationFuture<Empty, DeleteOperationMetadata> 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); | ||
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System.out.format("Deleted Featurestore."); | ||
} | ||
} | ||
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@After | ||
public void tearDown() | ||
throws InterruptedException, ExecutionException, IOException, TimeoutException { | ||
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// Delete the featurestore | ||
deleteFeaturestoreSample(PROJECT_ID, featurestoreId, USE_FORCE, LOCATION, ENDPOINT, 60); | ||
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// Assert | ||
String deleteFeaturestoreResponse = bout.toString(); | ||
assertThat(deleteFeaturestoreResponse).contains("Deleted Featurestore"); | ||
System.out.flush(); | ||
System.setOut(originalPrintStream); | ||
} | ||
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@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); | ||
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// Assert | ||
String createFeaturestoreResponse = bout.toString(); | ||
assertThat(createFeaturestoreResponse).contains("Create Featurestore Response"); | ||
featurestoreId = | ||
createFeaturestoreResponse.split("Name: ")[1].split("featurestores/")[1].split("\n")[0] | ||
.trim(); | ||
} | ||
} |