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dataproc/src/main/java/CreateClusterWithAutoscaling.java
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/* | ||
* Copyright 2020 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. | ||
* | ||
* This sample creates a Dataproc cluster with an autoscaling policy enabled. The policy we will be creating mirrors | ||
* the following YAML representation: | ||
* | ||
workerConfig: | ||
minInstances: 2 | ||
maxInstances: 100 | ||
weight: 1 | ||
secondaryWorkerConfig: | ||
minInstances: 0 | ||
maxInstances: 100 | ||
weight: 1 | ||
basicAlgorithm: | ||
cooldownPeriod: 4m | ||
yarnConfig: | ||
scaleUpFactor: 0.05 | ||
scaleDownFactor: 1.0 | ||
scaleUpMinWorkerFraction: 0.0 | ||
scaleDownMinWorkerFraction: 0.0 | ||
gracefulDecommissionTimeout: 1h | ||
*/ | ||
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// [START dataproc_create_autoscaling_cluster] | ||
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import com.google.api.gax.longrunning.OperationFuture; | ||
import com.google.cloud.dataproc.v1.*; | ||
import com.google.protobuf.Duration; | ||
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import java.io.IOException; | ||
import java.util.concurrent.ExecutionException; | ||
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public class CreateClusterWithAutoscaling { | ||
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public static void createClusterwithAutoscaling() throws IOException, InterruptedException { | ||
// TODO(developer): Replace these variables before running the sample. | ||
String projectId = "your-project-id"; | ||
String region = "your-project-region"; | ||
String clusterName = "your-cluster-name"; | ||
String autoscalingPolicyName = "your-autoscaling-policy"; | ||
createClusterwithAutoscaling(projectId, region, clusterName, autoscalingPolicyName); | ||
} | ||
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public static void createClusterwithAutoscaling( | ||
String projectId, String region, String clusterName, String autoscalingPolicyName) | ||
throws IOException, InterruptedException { | ||
String myEndpoint = String.format("%s-dataproc.googleapis.com:443", region); | ||
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// Configure the settings for the cluster controller client. | ||
ClusterControllerSettings clusterControllerSettings = | ||
ClusterControllerSettings.newBuilder().setEndpoint(myEndpoint).build(); | ||
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// Configure the settings for the autoscaling policy service client. | ||
AutoscalingPolicyServiceSettings autoscalingPolicyServiceSettings = | ||
AutoscalingPolicyServiceSettings.newBuilder().setEndpoint(myEndpoint).build(); | ||
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// Create a cluster controller client and an autoscaling controller clien with the configured | ||
// settings. The clients only need to be created once and can be reused for multiple requests. Using a | ||
// try-with-resources closes the client, but this can also be done manually with the .close() method. | ||
try (ClusterControllerClient clusterControllerClient = | ||
ClusterControllerClient.create(clusterControllerSettings); | ||
AutoscalingPolicyServiceClient autoscalingPolicyServiceClient = | ||
AutoscalingPolicyServiceClient.create(autoscalingPolicyServiceSettings)) { | ||
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// Create the Autoscaling policy. | ||
InstanceGroupAutoscalingPolicyConfig workerInstanceGroupAutoscalingPolicyConfig = | ||
InstanceGroupAutoscalingPolicyConfig.newBuilder() | ||
.setMinInstances(2) | ||
.setMaxInstances(100) | ||
.setWeight(1) | ||
.build(); | ||
InstanceGroupAutoscalingPolicyConfig secondaryWorkerInstanceGroupAutoscalingPolicyConfig = | ||
InstanceGroupAutoscalingPolicyConfig.newBuilder() | ||
.setMinInstances(0) | ||
.setMaxInstances(100) | ||
.setWeight(1) | ||
.build(); | ||
BasicYarnAutoscalingConfig basicYarnApplicationConfig = | ||
BasicYarnAutoscalingConfig.newBuilder() | ||
.setScaleUpFactor(0.05) | ||
.setScaleDownFactor(1.0) | ||
.setScaleUpMinWorkerFraction(0.0) | ||
.setScaleUpMinWorkerFraction(0.0) | ||
.setGracefulDecommissionTimeout(Duration.newBuilder().setSeconds(3600).build()) | ||
.build(); | ||
BasicAutoscalingAlgorithm basicAutoscalingAlgorithm = | ||
BasicAutoscalingAlgorithm.newBuilder() | ||
.setCooldownPeriod(Duration.newBuilder().setSeconds(240).build()) | ||
.setYarnConfig(basicYarnApplicationConfig) | ||
.build(); | ||
AutoscalingPolicy autoscalingPolicy = | ||
AutoscalingPolicy.newBuilder() | ||
.setId(autoscalingPolicyName) | ||
.setWorkerConfig(workerInstanceGroupAutoscalingPolicyConfig) | ||
.setSecondaryWorkerConfig(secondaryWorkerInstanceGroupAutoscalingPolicyConfig) | ||
.setBasicAlgorithm(basicAutoscalingAlgorithm) | ||
.build(); | ||
RegionName parent = RegionName.of(projectId, region); | ||
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// Policy is uploaded here. | ||
autoscalingPolicyServiceClient.createAutoscalingPolicy(parent, autoscalingPolicy); | ||
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// Now the policy can be referrenced when creating a cluster. | ||
String autoscalingPolicyURI = | ||
String.format( | ||
"projects/%s/locations/%s/autoscalingPolicies/%s", projectId, region, autoscalingPolicyName); | ||
AutoscalingConfig autoscalingConfig = | ||
AutoscalingConfig.newBuilder().setPolicyUri(autoscalingPolicyURI).build(); | ||
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// Configure the settings for our cluster. | ||
InstanceGroupConfig masterConfig = | ||
InstanceGroupConfig.newBuilder() | ||
.setMachineTypeUri("n1-standard-1") | ||
.setNumInstances(1) | ||
.build(); | ||
InstanceGroupConfig workerConfig = | ||
InstanceGroupConfig.newBuilder() | ||
.setMachineTypeUri("n1-standard-1") | ||
.setNumInstances(2) | ||
.build(); | ||
ClusterConfig clusterConfig = | ||
ClusterConfig.newBuilder() | ||
.setMasterConfig(masterConfig) | ||
.setWorkerConfig(workerConfig) | ||
.setAutoscalingConfig(autoscalingConfig) | ||
.build(); | ||
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// Create the cluster object with the desired cluster config. | ||
Cluster cluster = | ||
Cluster.newBuilder().setClusterName(clusterName).setConfig(clusterConfig).build(); | ||
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// Create the Dataproc cluster. | ||
OperationFuture<Cluster, ClusterOperationMetadata> createClusterAsyncRequest = | ||
clusterControllerClient.createClusterAsync(projectId, region, cluster); | ||
Cluster response = createClusterAsyncRequest.get(); | ||
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// Print out a success message. | ||
System.out.printf("Cluster created successfully: %s", response.getClusterName()); | ||
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} catch (ExecutionException e) { | ||
System.err.println(String.format("Error executing createCluster: %s ", e.getMessage())); | ||
} | ||
} | ||
} | ||
// [END dataproc_create_autoscaling_cluster] |
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public class CreateClusterWithAutoscalingTest { | ||
} |