use of com.google.cloud.dataproc.v1.InstanceGroupAutoscalingPolicyConfig in project cdap by caskdata.
the class PredefinedAutoScaling method generatePredefinedAutoScaling.
// Builds the auto scaling policy according to cdap's predefined values.
@VisibleForTesting
AutoscalingPolicy generatePredefinedAutoScaling() {
InstanceGroupAutoscalingPolicyConfig workerInstanceGroupAutoscalingPolicyConfig = InstanceGroupAutoscalingPolicyConfig.newBuilder().setMinInstances(PredefinedAutoScalingPolicy.WorkerConfig.MIN_INSTANCES).setMaxInstances(PredefinedAutoScalingPolicy.WorkerConfig.MAX_INSTANCES).setWeight(1).build();
InstanceGroupAutoscalingPolicyConfig secondaryWorkerInstanceGroupAutoscalingPolicyConfig = InstanceGroupAutoscalingPolicyConfig.newBuilder().setMinInstances(PredefinedAutoScalingPolicy.SecondaryWorkerConfig.MIN_INSTANCES).setMaxInstances(PredefinedAutoScalingPolicy.SecondaryWorkerConfig.MAX_INSTANCES).setWeight(1).build();
BasicYarnAutoscalingConfig basicYarnApplicationConfig = BasicYarnAutoscalingConfig.newBuilder().setScaleUpFactor(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_UP_FACTOR).setScaleDownFactor(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_DOWN_FACTOR).setScaleUpMinWorkerFraction(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_UP_MIN_WORKER_FRACTION).setGracefulDecommissionTimeout(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.GRACEFUL_DECOMMISSION).build();
BasicAutoscalingAlgorithm basicAutoscalingAlgorithm = BasicAutoscalingAlgorithm.newBuilder().setYarnConfig(basicYarnApplicationConfig).build();
AutoscalingPolicy autoscalingPolicy = AutoscalingPolicy.newBuilder().setId(AUTOSCALING_POLICY_ID).setWorkerConfig(workerInstanceGroupAutoscalingPolicyConfig).setSecondaryWorkerConfig(secondaryWorkerInstanceGroupAutoscalingPolicyConfig).setBasicAlgorithm(basicAutoscalingAlgorithm).build();
return autoscalingPolicy;
}
use of com.google.cloud.dataproc.v1.InstanceGroupAutoscalingPolicyConfig in project cdap by cdapio.
the class PredefinedAutoScaling method generatePredefinedAutoScaling.
// Builds the auto scaling policy according to cdap's predefined values.
@VisibleForTesting
AutoscalingPolicy generatePredefinedAutoScaling() {
InstanceGroupAutoscalingPolicyConfig workerInstanceGroupAutoscalingPolicyConfig = InstanceGroupAutoscalingPolicyConfig.newBuilder().setMinInstances(PredefinedAutoScalingPolicy.WorkerConfig.MIN_INSTANCES).setMaxInstances(PredefinedAutoScalingPolicy.WorkerConfig.MAX_INSTANCES).setWeight(1).build();
InstanceGroupAutoscalingPolicyConfig secondaryWorkerInstanceGroupAutoscalingPolicyConfig = InstanceGroupAutoscalingPolicyConfig.newBuilder().setMinInstances(PredefinedAutoScalingPolicy.SecondaryWorkerConfig.MIN_INSTANCES).setMaxInstances(PredefinedAutoScalingPolicy.SecondaryWorkerConfig.MAX_INSTANCES).setWeight(1).build();
BasicYarnAutoscalingConfig basicYarnApplicationConfig = BasicYarnAutoscalingConfig.newBuilder().setScaleUpFactor(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_UP_FACTOR).setScaleDownFactor(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_DOWN_FACTOR).setScaleUpMinWorkerFraction(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.SCALE_UP_MIN_WORKER_FRACTION).setGracefulDecommissionTimeout(PredefinedAutoScalingPolicy.BasicAlgorithm.YarnConfig.GRACEFUL_DECOMMISSION).build();
BasicAutoscalingAlgorithm basicAutoscalingAlgorithm = BasicAutoscalingAlgorithm.newBuilder().setYarnConfig(basicYarnApplicationConfig).build();
AutoscalingPolicy autoscalingPolicy = AutoscalingPolicy.newBuilder().setId(AUTOSCALING_POLICY_ID).setWorkerConfig(workerInstanceGroupAutoscalingPolicyConfig).setSecondaryWorkerConfig(secondaryWorkerInstanceGroupAutoscalingPolicyConfig).setBasicAlgorithm(basicAutoscalingAlgorithm).build();
return autoscalingPolicy;
}
use of com.google.cloud.dataproc.v1.InstanceGroupAutoscalingPolicyConfig in project java-dataproc by googleapis.
the class CreateClusterWithAutoscaling method createClusterwithAutoscaling.
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();
// 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()));
}
}
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