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feat(samples): add remaining featurestore api samples #974
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22916b3
Added Featurestore Samples
sai-chaithu 44391d1
feat(samples): add remaining featurestore api samples (googleapis#945)
sai-chaithu 9f61b91
Merge branch 'FeaturestoreSamples' of https://github.com/sai-chaithu/…
sai-chaithu 293e814
🦉 Updates from OwlBot post-processor
gcf-owl-bot[bot] 56796bc
feat(samples): update all featurestore samples
sai-chaithu 1bd24f4
🦉 Updates from OwlBot post-processor
gcf-owl-bot[bot] cbaed2b
Merge branch 'main' into FeaturestoreSamples
alicejli 4c03c23
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95 changes: 95 additions & 0 deletions
95
samples/snippets/src/main/java/aiplatform/CreateFeaturestoreFixedNodesSample.java
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|---|---|---|
| @@ -0,0 +1,95 @@ | ||
| /* | ||
| * 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_fixed_nodes_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.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 CreateFeaturestoreFixedNodesSample { | ||
|
|
||
| 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); | ||
| } | ||
|
|
||
| static void createFeaturestoreFixedNodesSample( | ||
| String project, | ||
| String featurestoreId, | ||
| int fixedNodeCount, | ||
| 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().setFixedNodeCount(fixedNodeCount); | ||
| Featurestore featurestore = | ||
| Featurestore.newBuilder().setOnlineServingConfig(builderValue).build(); | ||
|
|
||
| CreateFeaturestoreRequest createFeaturestoreRequest = | ||
| CreateFeaturestoreRequest.newBuilder() | ||
| .setParent(LocationName.of(project, location).toString()) | ||
| .setFeaturestore(featurestore) | ||
| .setFeaturestoreId(featurestoreId) | ||
| .build(); | ||
|
|
||
| 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] |
67 changes: 67 additions & 0 deletions
67
samples/snippets/src/main/java/aiplatform/GetFeaturestoreSample.java
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,67 @@ | ||
| /* | ||
| * 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 | ||
| */ | ||
|
|
||
| package aiplatform; | ||
|
|
||
| // [START aiplatform_get_featurestore_sample] | ||
|
|
||
| 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; | ||
|
|
||
| public class GetFeaturestoreSample { | ||
|
|
||
| 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); | ||
| } | ||
|
|
||
| static void getFeaturestoreSample( | ||
| String project, String featurestoreId, String location, String endpoint) throws IOException { | ||
|
|
||
| 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)) { | ||
|
|
||
| GetFeaturestoreRequest getFeaturestoreRequest = | ||
| GetFeaturestoreRequest.newBuilder() | ||
| .setName(FeaturestoreName.of(project, location, featurestoreId).toString()) | ||
| .build(); | ||
|
|
||
| Featurestore featurestore = featurestoreServiceClient.getFeaturestore(getFeaturestoreRequest); | ||
| System.out.println("Get Featurestore Response"); | ||
| System.out.println(featurestore); | ||
| } | ||
| } | ||
| } | ||
| // [END aiplatform_get_featurestore_sample] | ||
76 changes: 76 additions & 0 deletions
76
samples/snippets/src/main/java/aiplatform/ListFeaturestoresAsyncSample.java
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,76 @@ | ||
| /* | ||
| * 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 | ||
| */ | ||
|
|
||
| package aiplatform; | ||
|
|
||
| // [START aiplatform_list_featurestores_async_sample] | ||
|
|
||
| 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; | ||
|
|
||
| public class ListFeaturestoresAsyncSample { | ||
|
|
||
| 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); | ||
| } | ||
|
|
||
| static void listFeaturestoresAsyncSample(String project, String location, String endpoint) | ||
| throws IOException { | ||
| 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)) { | ||
|
|
||
| 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] |
65 changes: 65 additions & 0 deletions
65
samples/snippets/src/main/java/aiplatform/ListFeaturestoresSample.java
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,65 @@ | ||
| /* | ||
| * 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 | ||
| */ | ||
|
|
||
| package aiplatform; | ||
|
|
||
| // [START aiplatform_list_featurestores_sample] | ||
|
|
||
| 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; | ||
|
|
||
| public class ListFeaturestoresSample { | ||
|
|
||
| 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); | ||
| } | ||
|
|
||
| static void listFeaturestoresSample(String project, String location, String endpoint) | ||
| throws IOException { | ||
| 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)) { | ||
|
|
||
| ListFeaturestoresRequest listFeaturestoresRequest = ListFeaturestoresRequest.newBuilder() | ||
| .setParent(LocationName.of(project, location).toString()).build(); | ||
|
|
||
| System.out.println("List Featurestores Response"); | ||
| for (Featurestore element : featurestoreServiceClient | ||
| .listFeaturestores(listFeaturestoresRequest).iterateAll()) { | ||
| System.out.println(element); | ||
| } | ||
| } | ||
| } | ||
| } | ||
| // [END aiplatform_list_featurestores_sample] |
86 changes: 86 additions & 0 deletions
86
samples/snippets/src/main/java/aiplatform/UpdateFeaturestoreFixedNodesSample.java
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -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. | ||
| * | ||
| * | ||
| * Update featurestore. See | ||
| * https://cloud.google.com/vertex-ai/docs/featurestore/setup before running | ||
| * the code snippet | ||
| */ | ||
|
|
||
| package aiplatform; | ||
|
|
||
| // [START aiplatform_update_featurestore_fixed_nodes_sample] | ||
|
|
||
| import com.google.api.gax.longrunning.OperationFuture; | ||
| import com.google.cloud.aiplatform.v1.Featurestore; | ||
| import com.google.cloud.aiplatform.v1.Featurestore.OnlineServingConfig; | ||
| import com.google.cloud.aiplatform.v1.FeaturestoreName; | ||
| import com.google.cloud.aiplatform.v1.FeaturestoreServiceClient; | ||
| import com.google.cloud.aiplatform.v1.FeaturestoreServiceSettings; | ||
| import com.google.cloud.aiplatform.v1.UpdateFeaturestoreOperationMetadata; | ||
| import com.google.cloud.aiplatform.v1.UpdateFeaturestoreRequest; | ||
| import java.io.IOException; | ||
| import java.util.concurrent.ExecutionException; | ||
| import java.util.concurrent.TimeUnit; | ||
| import java.util.concurrent.TimeoutException; | ||
|
|
||
| public class UpdateFeaturestoreFixedNodesSample { | ||
|
|
||
| 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 = 300; | ||
| updateFeaturestoreFixedNodesSample(project, featurestoreId, fixedNodeCount, location, endpoint, | ||
| timeout); | ||
| } | ||
|
|
||
| static void updateFeaturestoreFixedNodesSample(String project, String featurestoreId, | ||
| int fixedNodeCount, 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().setFixedNodeCount(fixedNodeCount); | ||
| Featurestore featurestore = Featurestore.newBuilder() | ||
| .setName(FeaturestoreName.of(project, location, featurestoreId).toString()) | ||
| .setOnlineServingConfig(builderValue).build(); | ||
|
|
||
| UpdateFeaturestoreRequest request = | ||
| UpdateFeaturestoreRequest.newBuilder().setFeaturestore(featurestore).build(); | ||
|
|
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| OperationFuture<Featurestore, UpdateFeaturestoreOperationMetadata> updateFeaturestoreFuture = | ||
| featurestoreServiceClient.updateFeaturestoreAsync(request); | ||
| System.out.format("Operation name: %s%n", | ||
| updateFeaturestoreFuture.getInitialFuture().get().getName()); | ||
| System.out.println("Waiting for operation to finish..."); | ||
| Featurestore featurestoreResponse = updateFeaturestoreFuture.get(timeout, TimeUnit.SECONDS); | ||
| System.out.println("Update Featurestore Fixed Nodes Response"); | ||
| System.out.format("Name: %s%n", featurestoreResponse.getName()); | ||
| } | ||
| } | ||
| } | ||
| // [END aiplatform_update_featurestore_fixed_nodes_sample] |
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Please add a new line at the end of the file, here and else where
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updated the files as suggested