in dataproc/src/main/java/CreateClusterWithAutoscaling.java [69:172]
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);
// Configure the settings for the cluster controller client.
ClusterControllerSettings clusterControllerSettings =
ClusterControllerSettings.newBuilder().setEndpoint(myEndpoint).build();
// Configure the settings for the autoscaling policy service client.
AutoscalingPolicyServiceSettings autoscalingPolicyServiceSettings =
AutoscalingPolicyServiceSettings.newBuilder().setEndpoint(myEndpoint).build();
// Create a cluster controller client and an autoscaling controller client 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)) {
// 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);
// Policy is uploaded here.
autoscalingPolicyServiceClient.createAutoscalingPolicy(parent, autoscalingPolicy);
// Now the policy can be referenced when creating a cluster.
String autoscalingPolicyUri =
String.format(
"projects/%s/locations/%s/autoscalingPolicies/%s",
projectId, region, autoscalingPolicyName);
AutoscalingConfig autoscalingConfig =
AutoscalingConfig.newBuilder().setPolicyUri(autoscalingPolicyUri).build();
// Configure the settings for our cluster.
InstanceGroupConfig masterConfig =
InstanceGroupConfig.newBuilder()
.setMachineTypeUri("n1-standard-2")
.setNumInstances(1)
.build();
InstanceGroupConfig workerConfig =
InstanceGroupConfig.newBuilder()
.setMachineTypeUri("n1-standard-2")
.setNumInstances(2)
.build();
ClusterConfig clusterConfig =
ClusterConfig.newBuilder()
.setMasterConfig(masterConfig)
.setWorkerConfig(workerConfig)
.setAutoscalingConfig(autoscalingConfig)
.build();
// Create the cluster object with the desired cluster config.
Cluster cluster =
Cluster.newBuilder().setClusterName(clusterName).setConfig(clusterConfig).build();
// Create the Dataproc cluster.
OperationFuture<Cluster, ClusterOperationMetadata> createClusterAsyncRequest =
clusterControllerClient.createClusterAsync(projectId, region, cluster);
Cluster response = createClusterAsyncRequest.get();
// Print out a success message.
System.out.printf("Cluster created successfully: %s", response.getClusterName());
} catch (ExecutionException e) {
// If cluster creation does not complete successfully, print the error message.
System.err.println(String.format("createClusterWithAutoscaling: %s ", e.getMessage()));
}
}