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samples: feat: adding hadoopfs and autoscaling samples (#3262)
Adding a sample + test for submitting a HadoopFS command using the Java client library. Adding a sample + test for creating a Dataproc cluster with autoscaling configured. Follow-up to #2949
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dataproc/snippets/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.AutoscalingConfig; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicy; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicyServiceClient; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicyServiceSettings; | ||
import com.google.cloud.dataproc.v1.BasicAutoscalingAlgorithm; | ||
import com.google.cloud.dataproc.v1.BasicYarnAutoscalingConfig; | ||
import com.google.cloud.dataproc.v1.Cluster; | ||
import com.google.cloud.dataproc.v1.ClusterConfig; | ||
import com.google.cloud.dataproc.v1.ClusterControllerClient; | ||
import com.google.cloud.dataproc.v1.ClusterControllerSettings; | ||
import com.google.cloud.dataproc.v1.ClusterOperationMetadata; | ||
import com.google.cloud.dataproc.v1.InstanceGroupAutoscalingPolicyConfig; | ||
import com.google.cloud.dataproc.v1.InstanceGroupConfig; | ||
import com.google.cloud.dataproc.v1.RegionName; | ||
import com.google.protobuf.Duration; | ||
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 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)) { | ||
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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 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(); | ||
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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) { | ||
// If cluster creation does not complete successfully, print the error message. | ||
System.err.println(String.format("createClusterWithAutoscaling: %s ", e.getMessage())); | ||
} | ||
} | ||
} | ||
// [END dataproc_create_autoscaling_cluster] |
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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. | ||
*/ | ||
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// [START dataproc_submit_hadoop_fs_job] | ||
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import com.google.api.gax.longrunning.OperationFuture; | ||
import com.google.cloud.dataproc.v1.HadoopJob; | ||
import com.google.cloud.dataproc.v1.Job; | ||
import com.google.cloud.dataproc.v1.JobControllerClient; | ||
import com.google.cloud.dataproc.v1.JobControllerSettings; | ||
import com.google.cloud.dataproc.v1.JobMetadata; | ||
import com.google.cloud.dataproc.v1.JobPlacement; | ||
import com.google.cloud.storage.Blob; | ||
import com.google.cloud.storage.Storage; | ||
import com.google.cloud.storage.StorageOptions; | ||
import java.io.IOException; | ||
import java.util.ArrayList; | ||
import java.util.Arrays; | ||
import java.util.concurrent.ExecutionException; | ||
import java.util.regex.Matcher; | ||
import java.util.regex.Pattern; | ||
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public class SubmitHadoopFsJob { | ||
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public static ArrayList<String> stringToList(String s) { | ||
return new ArrayList<>(Arrays.asList(s.split(" "))); | ||
} | ||
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public static void submitHadoopFsJob() 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 hadoopFsQuery = "your-hadoop-fs-query"; | ||
submitHadoopFsJob(projectId, region, clusterName, hadoopFsQuery); | ||
} | ||
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public static void submitHadoopFsJob( | ||
String projectId, String region, String clusterName, String hadoopFsQuery) | ||
throws IOException, InterruptedException { | ||
String myEndpoint = String.format("%s-dataproc.googleapis.com:443", region); | ||
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// Configure the settings for the job controller client. | ||
JobControllerSettings jobControllerSettings = | ||
JobControllerSettings.newBuilder().setEndpoint(myEndpoint).build(); | ||
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// Create a job controller client with the configured settings. Using a try-with-resources | ||
// closes the client, | ||
// but this can also be done manually with the .close() method. | ||
try (JobControllerClient jobControllerClient = | ||
JobControllerClient.create(jobControllerSettings)) { | ||
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// Configure cluster placement for the job. | ||
JobPlacement jobPlacement = JobPlacement.newBuilder().setClusterName(clusterName).build(); | ||
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// Configure Hadoop job settings. The HadoopFS query is set here. | ||
HadoopJob hadoopJob = | ||
HadoopJob.newBuilder() | ||
.setMainClass("org.apache.hadoop.fs.FsShell") | ||
.addAllArgs(stringToList(hadoopFsQuery)) | ||
.build(); | ||
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Job job = Job.newBuilder().setPlacement(jobPlacement).setHadoopJob(hadoopJob).build(); | ||
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// Submit an asynchronous request to execute the job. | ||
OperationFuture<Job, JobMetadata> submitJobAsOperationAsyncRequest = | ||
jobControllerClient.submitJobAsOperationAsync(projectId, region, job); | ||
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Job response = submitJobAsOperationAsyncRequest.get(); | ||
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// Print output from Google Cloud Storage. | ||
Matcher matches = | ||
Pattern.compile("gs://(.*?)/(.*)").matcher(response.getDriverOutputResourceUri()); | ||
matches.matches(); | ||
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Storage storage = StorageOptions.getDefaultInstance().getService(); | ||
Blob blob = storage.get(matches.group(1), String.format("%s.000000000", matches.group(2))); | ||
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System.out.println( | ||
String.format("Job finished successfully: %s", new String(blob.getContent()))); | ||
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} catch (ExecutionException e) { | ||
// If the job does not complete successfully, print the error message. | ||
System.err.println(String.format("submitHadoopFSJob: %s ", e.getMessage())); | ||
} | ||
} | ||
} | ||
// [END dataproc_submit_hadoop_fs_job] |
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dataproc/snippets/src/test/java/CreateClusterWithAutoscalingTest.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. | ||
*/ | ||
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import static junit.framework.TestCase.assertNotNull; | ||
import static org.hamcrest.MatcherAssert.assertThat; | ||
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import com.google.api.gax.longrunning.OperationFuture; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicyName; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicyServiceClient; | ||
import com.google.cloud.dataproc.v1.AutoscalingPolicyServiceSettings; | ||
import com.google.cloud.dataproc.v1.ClusterControllerClient; | ||
import com.google.cloud.dataproc.v1.ClusterControllerSettings; | ||
import com.google.cloud.dataproc.v1.ClusterOperationMetadata; | ||
import com.google.protobuf.Empty; | ||
import java.io.ByteArrayOutputStream; | ||
import java.io.IOException; | ||
import java.io.PrintStream; | ||
import java.util.UUID; | ||
import java.util.concurrent.ExecutionException; | ||
import org.hamcrest.CoreMatchers; | ||
import org.junit.After; | ||
import org.junit.Before; | ||
import org.junit.BeforeClass; | ||
import org.junit.Test; | ||
import org.junit.runner.RunWith; | ||
import org.junit.runners.JUnit4; | ||
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@RunWith(JUnit4.class) | ||
public class CreateClusterWithAutoscalingTest { | ||
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private static final String CLUSTER_NAME = | ||
String.format("java-as-test-%s", UUID.randomUUID().toString()); | ||
private static final String REGION = "us-central1"; | ||
private static final String PROJECT_ID = System.getenv("GOOGLE_CLOUD_PROJECT"); | ||
private static final String AUTOSCALING_POLICY_NAME = | ||
String.format("java-as-test-%s", UUID.randomUUID().toString()); | ||
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private ByteArrayOutputStream bout; | ||
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private static void requireEnv(String varName) { | ||
assertNotNull( | ||
String.format("Environment variable '%s' is required to perform these tests.", varName), | ||
System.getenv(varName)); | ||
} | ||
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@BeforeClass | ||
public static void checkRequirements() { | ||
requireEnv("GOOGLE_APPLICATION_CREDENTIALS"); | ||
requireEnv("GOOGLE_CLOUD_PROJECT"); | ||
} | ||
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@Before | ||
public void setUp() { | ||
bout = new ByteArrayOutputStream(); | ||
System.setOut(new PrintStream(bout)); | ||
} | ||
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@After | ||
public void tearDown() throws IOException, InterruptedException, ExecutionException { | ||
String myEndpoint = String.format("%s-dataproc.googleapis.com:443", REGION); | ||
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ClusterControllerSettings clusterControllerSettings = | ||
ClusterControllerSettings.newBuilder().setEndpoint(myEndpoint).build(); | ||
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AutoscalingPolicyServiceSettings autoscalingPolicyServiceSettings = | ||
AutoscalingPolicyServiceSettings.newBuilder().setEndpoint(myEndpoint).build(); | ||
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try (ClusterControllerClient clusterControllerClient = | ||
ClusterControllerClient.create(clusterControllerSettings); | ||
AutoscalingPolicyServiceClient autoscalingPolicyServiceClient = | ||
AutoscalingPolicyServiceClient.create(autoscalingPolicyServiceSettings)) { | ||
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OperationFuture<Empty, ClusterOperationMetadata> deleteClusterAsyncRequest = | ||
clusterControllerClient.deleteClusterAsync(PROJECT_ID, REGION, CLUSTER_NAME); | ||
deleteClusterAsyncRequest.get(); | ||
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AutoscalingPolicyName name = | ||
AutoscalingPolicyName.ofProjectLocationAutoscalingPolicyName( | ||
PROJECT_ID, REGION, AUTOSCALING_POLICY_NAME); | ||
autoscalingPolicyServiceClient.deleteAutoscalingPolicy(name); | ||
} | ||
} | ||
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@Test | ||
public void createClusterWithAutoscalingTest() throws IOException, InterruptedException { | ||
CreateClusterWithAutoscaling.createClusterwithAutoscaling( | ||
PROJECT_ID, REGION, CLUSTER_NAME, AUTOSCALING_POLICY_NAME); | ||
String output = bout.toString(); | ||
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assertThat(output, CoreMatchers.containsString(CLUSTER_NAME)); | ||
} | ||
} |
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