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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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95
aiplatform/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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aiplatform/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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aiplatform/snippets/src/main/java/aiplatform/ListFeaturestoresAsyncSample.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. | ||
* | ||
* | ||
* List available featurestore details. 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_list_featurestores_async_sample] | ||
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import com.google.cloud.aiplatform.v1.Featurestore; | ||
import com.google.cloud.aiplatform.v1.FeaturestoreServiceClient; | ||
import com.google.cloud.aiplatform.v1.FeaturestoreServiceSettings; | ||
import com.google.cloud.aiplatform.v1.ListFeaturestoresRequest; | ||
import com.google.cloud.aiplatform.v1.ListFeaturestoresResponse; | ||
import com.google.cloud.aiplatform.v1.LocationName; | ||
import com.google.common.base.Strings; | ||
import java.io.IOException; | ||
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public class ListFeaturestoresAsyncSample { | ||
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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 location = "us-central1"; | ||
String endpoint = "us-central1-aiplatform.googleapis.com:443"; | ||
listFeaturestoresAsyncSample(project, location, endpoint); | ||
} | ||
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static void listFeaturestoresAsyncSample(String project, String location, String endpoint) | ||
throws IOException { | ||
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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ListFeaturestoresRequest listFeaturestoresRequest = | ||
ListFeaturestoresRequest.newBuilder() | ||
.setParent(LocationName.of(project, location).toString()) | ||
.build(); | ||
System.out.println("List Featurestores Async Response"); | ||
while (true) { | ||
ListFeaturestoresResponse listFeaturestoresResponse = | ||
featurestoreServiceClient.listFeaturestoresCallable().call(listFeaturestoresRequest); | ||
for (Featurestore element : listFeaturestoresResponse.getFeaturestoresList()) { | ||
System.out.println(element); | ||
} | ||
String nextPageToken = listFeaturestoresResponse.getNextPageToken(); | ||
if (!Strings.isNullOrEmpty(nextPageToken)) { | ||
listFeaturestoresRequest = | ||
listFeaturestoresRequest.toBuilder().setPageToken(nextPageToken).build(); | ||
} else { | ||
break; | ||
} | ||
} | ||
} | ||
} | ||
} | ||
// [END aiplatform_list_featurestores_async_sample] |
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aiplatform/snippets/src/main/java/aiplatform/ListFeaturestoresSample.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. | ||
* | ||
* | ||
* List available featurestore details. 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_list_featurestores_sample] | ||
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import com.google.cloud.aiplatform.v1.Featurestore; | ||
import com.google.cloud.aiplatform.v1.FeaturestoreServiceClient; | ||
import com.google.cloud.aiplatform.v1.FeaturestoreServiceSettings; | ||
import com.google.cloud.aiplatform.v1.ListFeaturestoresRequest; | ||
import com.google.cloud.aiplatform.v1.LocationName; | ||
import java.io.IOException; | ||
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public class ListFeaturestoresSample { | ||
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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 location = "us-central1"; | ||
String endpoint = "us-central1-aiplatform.googleapis.com:443"; | ||
listFeaturestoresSample(project, location, endpoint); | ||
} | ||
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static void listFeaturestoresSample(String project, String location, String endpoint) | ||
throws IOException { | ||
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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ListFeaturestoresRequest listFeaturestoresRequest = | ||
ListFeaturestoresRequest.newBuilder() | ||
.setParent(LocationName.of(project, location).toString()) | ||
.build(); | ||
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System.out.println("List Featurestores Response"); | ||
for (Featurestore element : | ||
featurestoreServiceClient.listFeaturestores(listFeaturestoresRequest).iterateAll()) { | ||
System.out.println(element); | ||
} | ||
} | ||
} | ||
} | ||
// [END aiplatform_list_featurestores_sample] |
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