SUBMARINE-40. Add TonY runtime to Submarine. Contributed by Keqiu Hu.
This commit is contained in:
Zhankun Tang
parent
1c8046d67e
commit
e79a9c12c1
@ -38,6 +38,7 @@ public class CliConstants {
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public static final String TENSORBOARD_RESOURCES = "tensorboard_resources";
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public static final String TENSORBOARD_DEFAULT_RESOURCES =
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"memory=4G,vcores=1";
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public static final String ARG_CONF = "conf";
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public static final String WORKER_LAUNCH_CMD = "worker_launch_cmd";
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public static final String SERVING_LAUNCH_CMD = "serving_launch_cmd";
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@ -57,4 +58,5 @@ public class CliConstants {
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public static final String PRINCIPAL = "principal";
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public static final String DISTRIBUTE_KEYTAB = "distribute_keytab";
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public static final String YAML_CONFIG = "f";
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public static final String INSECURE_CLUSTER = "insecure";
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}
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@ -166,6 +166,9 @@ private Options generateOptions() {
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" parameter" + CliConstants.KEYTAB + " on cluster machines will be " +
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"used");
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options.addOption("h", "help", false, "Print help");
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options.addOption("insecure", false, "Cluster is not Kerberos enabled.");
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options.addOption("conf", true,
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"User specified configuration, as key=val pairs.");
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return options;
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}
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@ -56,9 +56,11 @@ public class RunJobParameters extends RunParameters {
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private boolean waitJobFinish = false;
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private boolean distributed = false;
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private boolean securityDisabled = false;
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private String keytab;
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private String principal;
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private boolean distributeKeytab = false;
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private List<String> confPairs = new ArrayList<>();
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@Override
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public void updateParameters(ParametersHolder parametersHolder,
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@ -97,6 +99,10 @@ public void updateParameters(ParametersHolder parametersHolder,
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+ "please double check.");
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}
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if (parametersHolder.hasOption(CliConstants.INSECURE_CLUSTER)) {
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setSecurityDisabled(true);
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}
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String kerberosKeytab = parametersHolder.getOptionValue(
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CliConstants.KEYTAB);
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String kerberosPrincipal = parametersHolder.getOptionValue(
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@ -181,6 +187,9 @@ public void updateParameters(ParametersHolder parametersHolder,
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boolean distributeKerberosKeytab = parametersHolder.hasOption(CliConstants
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.DISTRIBUTE_KEYTAB);
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List<String> configPairs = parametersHolder
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.getOptionValues(CliConstants.ARG_CONF);
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this.setInputPath(input).setCheckpointPath(jobDir)
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.setNumPS(nPS).setNumWorkers(nWorkers)
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.setPSLaunchCmd(psLaunchCommand).setWorkerLaunchCmd(workerLaunchCmd)
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@ -188,7 +197,8 @@ public void updateParameters(ParametersHolder parametersHolder,
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.setTensorboardEnabled(tensorboard)
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.setKeytab(kerberosKeytab)
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.setPrincipal(kerberosPrincipal)
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.setDistributeKeytab(distributeKerberosKeytab);
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.setDistributeKeytab(distributeKerberosKeytab)
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.setConfPairs(configPairs);
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super.updateParameters(parametersHolder, clientContext);
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}
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@ -329,6 +339,14 @@ public RunJobParameters setPrincipal(String kerberosPrincipal) {
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return this;
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}
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public boolean isSecurityDisabled() {
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return securityDisabled;
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}
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public void setSecurityDisabled(boolean securityDisabled) {
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this.securityDisabled = securityDisabled;
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}
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public boolean isDistributeKeytab() {
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return distributeKeytab;
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}
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@ -339,6 +357,15 @@ public RunJobParameters setDistributeKeytab(
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return this;
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}
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public List<String> getConfPairs() {
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return confPairs;
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}
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public RunJobParameters setConfPairs(List<String> confPairs) {
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this.confPairs = confPairs;
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return this;
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}
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@VisibleForTesting
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public static class UnderscoreConverterPropertyUtils extends PropertyUtils {
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@Override
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25
hadoop-submarine/hadoop-submarine-tony-runtime/README.md
Normal file
25
hadoop-submarine/hadoop-submarine-tony-runtime/README.md
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@ -0,0 +1,25 @@
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<!---
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. See accompanying LICENSE file.
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-->
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# Overview
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[TonY](https://github.com/linkedin/TonY/) is an open source project that TonY
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is a framework to natively run deep learning frameworks on Apache Hadoop.
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As Submarine supports multiple runtimes, this module serves as an adaptor so
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that Submarine could leverage TonY as a Runtime implementation to run
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TensorFlow with 2.x version of Hadoop and Hadoop installations w/o docker
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support or native service.
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Please jump to [QuickStart](src/site/markdown/QuickStart.md) to understand how
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to run Submarine with TonY runtime.
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66
hadoop-submarine/hadoop-submarine-tony-runtime/pom.xml
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66
hadoop-submarine/hadoop-submarine-tony-runtime/pom.xml
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@ -0,0 +1,66 @@
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<?xml version="1.0" encoding="UTF-8"?>
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<!--
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. See accompanying LICENSE file.
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-->
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<project xmlns="http://maven.apache.org/POM/4.0.0"
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
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xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
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<parent>
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<artifactId>hadoop-submarine</artifactId>
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<groupId>org.apache.hadoop</groupId>
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<version>0.2.0-SNAPSHOT</version>
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</parent>
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<modelVersion>4.0.0</modelVersion>
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<artifactId>hadoop-submarine-tony-runtime</artifactId>
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<dependencies>
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<dependency>
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<groupId>org.apache.hadoop</groupId>
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<artifactId>hadoop-submarine-core</artifactId>
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<version>0.2.0-SNAPSHOT</version>
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<scope>compile</scope>
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</dependency>
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<dependency>
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<groupId>com.linkedin.tony</groupId>
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<artifactId>tony-core</artifactId>
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<version>0.3.3</version>
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<exclusions>
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<exclusion>
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<groupId>com.linkedin.tony</groupId>
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<artifactId>tony-mini</artifactId>
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</exclusion>
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<exclusion>
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<groupId>com.linkedin.azkaban</groupId>
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<artifactId>az-hadoop-jobtype-plugin</artifactId>
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</exclusion>
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</exclusions>
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</dependency>
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<dependency>
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<groupId>junit</groupId>
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<artifactId>junit</artifactId>
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</dependency>
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<dependency>
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<groupId>org.apache.hadoop</groupId>
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<artifactId>hadoop-submarine-core</artifactId>
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<type>test-jar</type>
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<scope>test</scope>
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<version>0.2.0-SNAPSHOT</version>
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</dependency>
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<dependency>
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<groupId>org.mockito</groupId>
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<artifactId>mockito-core</artifactId>
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<scope>test</scope>
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</dependency>
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</dependencies>
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</project>
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@ -0,0 +1,52 @@
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/**
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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* <p>
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* http://www.apache.org/licenses/LICENSE-2.0
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* <p>
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License. See accompanying LICENSE file.
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*/
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package org.apache.hadoop.yarn.submarine.runtimes.tony;
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import com.linkedin.tony.TonyClient;
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import com.linkedin.tony.client.TaskUpdateListener;
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import com.linkedin.tony.rpc.TaskInfo;
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import org.apache.hadoop.yarn.exceptions.YarnException;
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import org.apache.hadoop.yarn.submarine.common.ClientContext;
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import org.apache.hadoop.yarn.submarine.common.api.JobStatus;
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import org.apache.hadoop.yarn.submarine.runtimes.common.JobMonitor;
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import org.apache.hadoop.yarn.submarine.runtimes.tony.buider.JobStatusBuilder;
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import java.io.IOException;
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import java.util.HashSet;
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import java.util.Set;
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/**
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* An implementation of JobMonitor with TonY library.
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*/
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public class TonyJobMonitor extends JobMonitor implements TaskUpdateListener {
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private Set<TaskInfo> taskInfos = new HashSet<>();
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public TonyJobMonitor(ClientContext clientContext, TonyClient client) {
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super(clientContext);
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client.addListener(this);
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}
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@Override
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public JobStatus getTrainingJobStatus(String jobName)
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throws IOException, YarnException {
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JobStatus jobStatus = JobStatusBuilder.fromTaskInfoSet(taskInfos);
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jobStatus.setJobName(jobName);
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return jobStatus;
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}
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@Override
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public void onTaskInfosUpdated(Set<TaskInfo> taskInfoSet) {
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this.taskInfos = taskInfoSet;
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}
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}
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@ -0,0 +1,97 @@
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/**
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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* <p>
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* http://www.apache.org/licenses/LICENSE-2.0
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* <p>
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License. See accompanying LICENSE file.
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*/
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package org.apache.hadoop.yarn.submarine.runtimes.tony;
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import com.linkedin.tony.Constants;
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import com.linkedin.tony.TonyClient;
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import com.linkedin.tony.client.CallbackHandler;
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import org.apache.commons.logging.Log;
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import org.apache.commons.logging.LogFactory;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.yarn.api.records.ApplicationId;
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import org.apache.hadoop.yarn.exceptions.YarnException;
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import org.apache.hadoop.yarn.submarine.client.cli.param.RunJobParameters;
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import org.apache.hadoop.yarn.submarine.runtimes.common.JobSubmitter;
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import java.io.File;
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import java.io.FileOutputStream;
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import java.io.IOException;
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import java.io.OutputStream;
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/**
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* Implementation of JobSumitter with TonY runtime.
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*/
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public class TonyJobSubmitter implements JobSubmitter, CallbackHandler {
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private static final Log LOG = LogFactory.getLog(TonyJobSubmitter.class);
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private ApplicationId applicationId;
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private TonyClient tonyClient;
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public TonyJobSubmitter() { }
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public void setTonyClient(TonyClient client) {
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this.tonyClient = client;
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}
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@Override
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public ApplicationId submitJob(RunJobParameters parameters)
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throws IOException, YarnException {
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LOG.info("Starting Tony runtime..");
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File tonyFinalConfPath = File.createTempFile("temp",
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Constants.TONY_FINAL_XML);
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// Write user's overridden conf to an xml to be localized.
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Configuration tonyConf = TonyUtils.tonyConfFromClientContext(parameters);
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try (OutputStream os = new FileOutputStream(tonyFinalConfPath)) {
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tonyConf.writeXml(os);
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} catch (IOException e) {
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throw new RuntimeException("Failed to create " + tonyFinalConfPath
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+ " conf file. Exiting.", e);
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}
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try {
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tonyClient.init(new String[]{
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"--conf_file", tonyFinalConfPath.getAbsolutePath()
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});
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} catch (Exception e) {
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LOG.error("Failed to init TonyClient: ", e);
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}
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Thread clientThread = new Thread(tonyClient::start);
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Runtime.getRuntime().addShutdownHook(new Thread(() -> {
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try {
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tonyClient.forceKillApplication();
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} catch (YarnException | IOException e) {
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LOG.error("Failed to kill application during shutdown.", e);
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}
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}));
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clientThread.start();
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while (clientThread.isAlive()) {
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if (applicationId != null) {
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LOG.info("TonyClient returned applicationId: " + applicationId);
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return applicationId;
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}
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try {
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Thread.sleep(5000);
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} catch (InterruptedException e) {
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LOG.error(e);
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}
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}
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return null;
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}
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@Override
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public void onApplicationIdReceived(ApplicationId appId) {
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applicationId = appId;
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}
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}
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@ -0,0 +1,55 @@
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/**
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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* <p>
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* http://www.apache.org/licenses/LICENSE-2.0
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* <p>
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* Unless required by applicable law or agreed to in writing, software
|
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
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* See the License for the specific language governing permissions and
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* limitations under the License. See accompanying LICENSE file.
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*/
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package org.apache.hadoop.yarn.submarine.runtimes.tony;
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import com.linkedin.tony.TonyClient;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.yarn.submarine.common.ClientContext;
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import org.apache.hadoop.yarn.submarine.runtimes.RuntimeFactory;
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import org.apache.hadoop.yarn.submarine.runtimes.common.FSBasedSubmarineStorageImpl;
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import org.apache.hadoop.yarn.submarine.runtimes.common.JobMonitor;
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import org.apache.hadoop.yarn.submarine.runtimes.common.JobSubmitter;
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import org.apache.hadoop.yarn.submarine.runtimes.common.SubmarineStorage;
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/**
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* Implementation of RuntimeFactory with Tony Runtime
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*/
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public class TonyRuntimeFactory extends RuntimeFactory {
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private TonyClient tonyClient;
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private TonyJobSubmitter submitter;
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private TonyJobMonitor monitor;
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public TonyRuntimeFactory(ClientContext clientContext) {
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super(clientContext);
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submitter = new TonyJobSubmitter();
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tonyClient = new TonyClient(submitter, new Configuration());
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monitor = new TonyJobMonitor(clientContext, tonyClient);
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submitter.setTonyClient(tonyClient);
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}
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@Override
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protected JobSubmitter internalCreateJobSubmitter() {
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return submitter;
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}
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@Override
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protected JobMonitor internalCreateJobMonitor() {
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return monitor;
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}
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@Override
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protected SubmarineStorage internalCreateSubmarineStorage() {
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return new FSBasedSubmarineStorageImpl(super.clientContext);
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}
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}
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@ -0,0 +1,164 @@
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/**
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
|
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* You may obtain a copy of the License at
|
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* <p>
|
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* http://www.apache.org/licenses/LICENSE-2.0
|
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* <p>
|
||||
* 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
|
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* limitations under the License. See accompanying LICENSE file.
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*/
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package org.apache.hadoop.yarn.submarine.runtimes.tony;
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import com.linkedin.tony.Constants;
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import com.linkedin.tony.TonyConfigurationKeys;
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import com.linkedin.tony.util.Utils;
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import org.apache.commons.logging.Log;
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import org.apache.commons.logging.LogFactory;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.yarn.api.records.ResourceInformation;
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import org.apache.hadoop.yarn.exceptions.ResourceNotFoundException;
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import org.apache.hadoop.yarn.submarine.client.cli.param.RunJobParameters;
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import java.util.ArrayList;
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import java.util.Arrays;
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import java.util.List;
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import java.util.Map;
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/**
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* Utilities for Tony Runtime.
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*/
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public final class TonyUtils {
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private static final Log LOG = LogFactory.getLog(TonyUtils.class);
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public static Configuration tonyConfFromClientContext(
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RunJobParameters parameters) {
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Configuration tonyConf = new Configuration();
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tonyConf.setInt(
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TonyConfigurationKeys.getInstancesKey(Constants.WORKER_JOB_NAME),
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parameters.getNumWorkers());
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tonyConf.setInt(
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TonyConfigurationKeys.getInstancesKey(Constants.PS_JOB_NAME),
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parameters.getNumPS());
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// Resources for PS & Worker
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if (parameters.getPsResource() != null) {
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tonyConf.setInt(
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TonyConfigurationKeys.getResourceKey(Constants.PS_JOB_NAME,
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Constants.VCORES),
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parameters.getPsResource().getVirtualCores());
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tonyConf.setLong(
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TonyConfigurationKeys.getResourceKey(Constants.PS_JOB_NAME,
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Constants.MEMORY),
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parameters.getPsResource().getMemorySize());
|
||||
}
|
||||
if (parameters.getWorkerResource() != null) {
|
||||
tonyConf.setInt(
|
||||
TonyConfigurationKeys.getResourceKey(Constants.WORKER_JOB_NAME,
|
||||
Constants.VCORES),
|
||||
parameters.getWorkerResource().getVirtualCores());
|
||||
tonyConf.setLong(
|
||||
TonyConfigurationKeys.getResourceKey(Constants.WORKER_JOB_NAME,
|
||||
Constants.MEMORY),
|
||||
parameters.getWorkerResource().getMemorySize());
|
||||
try {
|
||||
tonyConf.setLong(
|
||||
TonyConfigurationKeys.getResourceKey(Constants.WORKER_JOB_NAME,
|
||||
Constants.GPUS),
|
||||
parameters.getWorkerResource()
|
||||
.getResourceValue(ResourceInformation.GPU_URI));
|
||||
} catch (ResourceNotFoundException rnfe) {
|
||||
LOG.error("GPU resources not enabled.");
|
||||
}
|
||||
}
|
||||
if (parameters.getQueue() != null) {
|
||||
tonyConf.set(
|
||||
TonyConfigurationKeys.YARN_QUEUE_NAME,
|
||||
parameters.getQueue());
|
||||
}
|
||||
// Set up Docker for PS & Worker
|
||||
if (parameters.getDockerImageName() != null) {
|
||||
tonyConf.set(TonyConfigurationKeys.getContainerDockerKey(),
|
||||
parameters.getDockerImageName());
|
||||
tonyConf.setBoolean(TonyConfigurationKeys.DOCKER_ENABLED, true);
|
||||
}
|
||||
if (parameters.getWorkerDockerImage() != null) {
|
||||
tonyConf.set(
|
||||
TonyConfigurationKeys.getDockerImageKey(Constants.WORKER_JOB_NAME),
|
||||
parameters.getWorkerDockerImage());
|
||||
tonyConf.setBoolean(TonyConfigurationKeys.DOCKER_ENABLED, true);
|
||||
}
|
||||
if (parameters.getPsDockerImage() != null) {
|
||||
tonyConf.set(
|
||||
TonyConfigurationKeys.getDockerImageKey(Constants.PS_JOB_NAME),
|
||||
parameters.getPsDockerImage());
|
||||
tonyConf.setBoolean(TonyConfigurationKeys.DOCKER_ENABLED, true);
|
||||
}
|
||||
|
||||
// Set up container environment
|
||||
List<String> envs = parameters.getEnvars();
|
||||
tonyConf.setStrings(
|
||||
TonyConfigurationKeys.CONTAINER_LAUNCH_ENV,
|
||||
envs.toArray(new String[0]));
|
||||
tonyConf.setStrings(TonyConfigurationKeys.EXECUTION_ENV,
|
||||
envs.stream()
|
||||
.map(env -> env.replaceAll("DOCKER_", ""))
|
||||
.toArray(String[]::new));
|
||||
tonyConf.setStrings(TonyConfigurationKeys.CONTAINER_LAUNCH_ENV,
|
||||
envs.stream().map(env -> env.replaceAll("DOCKER_", ""))
|
||||
.toArray(String[]::new));
|
||||
|
||||
// Set up running command
|
||||
if (parameters.getWorkerLaunchCmd() != null) {
|
||||
tonyConf.set(
|
||||
TonyConfigurationKeys.getExecuteCommandKey(Constants.WORKER_JOB_NAME),
|
||||
parameters.getWorkerLaunchCmd());
|
||||
}
|
||||
|
||||
if (parameters.getPSLaunchCmd() != null) {
|
||||
tonyConf.set(
|
||||
TonyConfigurationKeys.getExecuteCommandKey(Constants.PS_JOB_NAME),
|
||||
parameters.getPSLaunchCmd());
|
||||
}
|
||||
|
||||
tonyConf.setBoolean(TonyConfigurationKeys.SECURITY_ENABLED,
|
||||
!parameters.isSecurityDisabled());
|
||||
|
||||
// Set up container resources
|
||||
if (parameters.getLocalizations() != null) {
|
||||
tonyConf.setStrings(TonyConfigurationKeys.getContainerResourcesKey(),
|
||||
parameters.getLocalizations().stream()
|
||||
.map(lo -> lo.getRemoteUri() + Constants.RESOURCE_DIVIDER
|
||||
+ lo.getLocalPath())
|
||||
.toArray(String[]::new));
|
||||
}
|
||||
|
||||
if (parameters.getConfPairs() != null) {
|
||||
String[] confArray = parameters.getConfPairs().toArray(new String[0]);
|
||||
for (Map.Entry<String, String> cliConf : Utils
|
||||
.parseKeyValue(confArray).entrySet()) {
|
||||
String[] existingValue = tonyConf.getStrings(cliConf.getKey());
|
||||
if (existingValue != null
|
||||
&& TonyConfigurationKeys
|
||||
.MULTI_VALUE_CONF.contains(cliConf.getKey())) {
|
||||
ArrayList<String> newValues = new ArrayList<>(Arrays
|
||||
.asList(existingValue));
|
||||
newValues.add(cliConf.getValue());
|
||||
tonyConf.setStrings(cliConf.getKey(),
|
||||
newValues.toArray(new String[0]));
|
||||
} else {
|
||||
tonyConf.set(cliConf.getKey(), cliConf.getValue());
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
LOG.info("Resources: " + tonyConf.get(
|
||||
TonyConfigurationKeys.getContainerResourcesKey()));
|
||||
return tonyConf;
|
||||
}
|
||||
|
||||
private TonyUtils() {
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,61 @@
|
||||
/**
|
||||
* 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. See accompanying LICENSE file.
|
||||
*/
|
||||
package org.apache.hadoop.yarn.submarine.runtimes.tony.buider;
|
||||
|
||||
import com.linkedin.tony.rpc.TaskInfo;
|
||||
import org.apache.hadoop.yarn.submarine.common.api.JobComponentStatus;
|
||||
import org.apache.hadoop.yarn.submarine.common.api.JobStatus;
|
||||
|
||||
import java.util.ArrayList;
|
||||
import java.util.List;
|
||||
import java.util.Set;
|
||||
import java.util.stream.Collectors;
|
||||
|
||||
/**
|
||||
* JobStatusBuilder builds the job status from a set of TaskInfos.
|
||||
*/
|
||||
public final class JobStatusBuilder {
|
||||
public static JobStatus fromTaskInfoSet(final Set<TaskInfo> taskInfos) {
|
||||
JobStatus status = new JobStatus();
|
||||
Set<String> jobNames =
|
||||
taskInfos.stream().map(TaskInfo::getName).collect(Collectors.toSet());
|
||||
List<JobComponentStatus> jobComponentStatusList = new ArrayList<>();
|
||||
for (String jobName : jobNames) {
|
||||
Set<TaskInfo> filterTasks = taskInfos.stream()
|
||||
.filter(taskInfo -> taskInfo.getName().equals(jobName))
|
||||
.collect(Collectors.toSet());
|
||||
long numReadyContainers = 0;
|
||||
long numRunningContainers = 0;
|
||||
long totalAskedContainers = 0;
|
||||
for (TaskInfo taskInfo : filterTasks) {
|
||||
totalAskedContainers += 1;
|
||||
switch (taskInfo.getStatus()) {
|
||||
case READY:
|
||||
numReadyContainers += 1;
|
||||
break;
|
||||
case RUNNING:
|
||||
numRunningContainers += 1;
|
||||
break;
|
||||
default:
|
||||
}
|
||||
}
|
||||
jobComponentStatusList.add(new JobComponentStatus(jobName,
|
||||
numReadyContainers, numRunningContainers, totalAskedContainers));
|
||||
}
|
||||
status.setComponentStatus(jobComponentStatusList);
|
||||
return status;
|
||||
}
|
||||
|
||||
private JobStatusBuilder() { }
|
||||
}
|
||||
@ -0,0 +1,14 @@
|
||||
/**
|
||||
* 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. See accompanying LICENSE file.
|
||||
*/
|
||||
package org.apache.hadoop.yarn.submarine.runtimes.tony.buider;
|
||||
@ -0,0 +1,14 @@
|
||||
/**
|
||||
* 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. See accompanying LICENSE file.
|
||||
*/
|
||||
package org.apache.hadoop.yarn.submarine.runtimes.tony;
|
||||
@ -0,0 +1,198 @@
|
||||
<!---
|
||||
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. See accompanying LICENSE file.
|
||||
-->
|
||||
|
||||
# Quick Start Guide
|
||||
|
||||
## Prerequisite
|
||||
|
||||
Must:
|
||||
|
||||
- Apache Hadoop 2.7 or above.
|
||||
|
||||
Optional:
|
||||
|
||||
- Enable GPU on YARN support (when GPU-based training is required, Hadoop 3.1 and above).
|
||||
- Enable Docker support on Hadoop (Hadoop 2.9 and above).
|
||||
|
||||
## Run jobs
|
||||
|
||||
### Commandline options
|
||||
|
||||
```$xslt
|
||||
usage:
|
||||
-docker_image <arg> Docker image name/tag
|
||||
-env <arg> Common environment variable of worker/ps
|
||||
-name <arg> Name of the job
|
||||
-num_ps <arg> Number of PS tasks of the job, by default
|
||||
it's 0
|
||||
-num_workers <arg> Numnber of worker tasks of the job, by
|
||||
default it's 1
|
||||
-ps_docker_image <arg> Specify docker image for PS, when this is
|
||||
not specified, PS uses --docker_image as
|
||||
default.
|
||||
-ps_launch_cmd <arg> Commandline of worker, arguments will be
|
||||
directly used to launch the PS
|
||||
-ps_resources <arg> Resource of each PS, for example
|
||||
memory-mb=2048,vcores=2,yarn.io/gpu=2
|
||||
-queue <arg> Name of queue to run the job, by default it
|
||||
uses default queue
|
||||
-saved_model_path <arg> Model exported path (savedmodel) of the job,
|
||||
which is needed when exported model is not
|
||||
placed under ${checkpoint_path}could be
|
||||
local or other FS directory. This will be
|
||||
used to serve.
|
||||
-tensorboard <arg> Should we run TensorBoard for this job? By
|
||||
default it's true
|
||||
-verbose Print verbose log for troubleshooting
|
||||
-wait_job_finish Specified when user want to wait the job
|
||||
finish
|
||||
-worker_docker_image <arg> Specify docker image for WORKER, when this
|
||||
is not specified, WORKER uses --docker_image
|
||||
as default.
|
||||
-worker_launch_cmd <arg> Commandline of worker, arguments will be
|
||||
directly used to launch the worker
|
||||
-worker_resources <arg> Resource of each worker, for example
|
||||
memory-mb=2048,vcores=2,yarn.io/gpu=2
|
||||
-localization <arg> Specify localization to remote/local
|
||||
file/directory available to all container(Docker).
|
||||
Argument format is "RemoteUri:LocalFilePath[:rw]"
|
||||
(ro permission is not supported yet).
|
||||
The RemoteUri can be a file or directory in local
|
||||
or HDFS or s3 or abfs or http .etc.
|
||||
The LocalFilePath can be absolute or relative.
|
||||
If relative, it'll be under container's implied
|
||||
working directory.
|
||||
This option can be set mutiple times.
|
||||
Examples are
|
||||
-localization "hdfs:///user/yarn/mydir2:/opt/data"
|
||||
-localization "s3a:///a/b/myfile1:./"
|
||||
-localization "https:///a/b/myfile2:./myfile"
|
||||
-localization "/user/yarn/mydir3:/opt/mydir3"
|
||||
-localization "./mydir1:."
|
||||
-insecure Whether running in an insecure cluster
|
||||
-conf Override configurations via commandline
|
||||
```
|
||||
|
||||
### Submarine Configuration
|
||||
|
||||
For submarine internal configuration, please create a `submarine.xml` which should be placed under `$HADOOP_CONF_DIR`.
|
||||
Make sure you set `submarine.runtime.class` to `org.apache.hadoop.yarn.submarine.runtimes.tony.TonyRuntimeFactory`
|
||||
|
||||
|Configuration Name | Description |
|
||||
|:---- |:---- |
|
||||
| `submarine.runtime.class` | org.apache.hadoop.yarn.submarine.runtimes.tony.TonyRuntimeFactory
|
||||
| `submarine.localization.max-allowed-file-size-mb` | Optional. This sets a size limit to the file/directory to be localized in "-localization" CLI option. 2GB by default. |
|
||||
|
||||
|
||||
|
||||
### Launch TensorFlow Application:
|
||||
|
||||
#### Commandline
|
||||
|
||||
### Without Docker
|
||||
|
||||
You need:
|
||||
* Build a Python virtual environment with TensorFlow 1.13.1 installed
|
||||
* A cluster with Hadoop 2.7 or above.
|
||||
|
||||
### Building a Python virtual environment with TensorFlow
|
||||
|
||||
TonY requires a Python virtual environment zip with TensorFlow and any needed Python libraries already installed.
|
||||
|
||||
```
|
||||
wget https://files.pythonhosted.org/packages/33/bc/fa0b5347139cd9564f0d44ebd2b147ac97c36b2403943dbee8a25fd74012/virtualenv-16.0.0.tar.gz
|
||||
tar xf virtualenv-16.0.0.tar.gz
|
||||
|
||||
# Make sure to install using Python 3, as TensorFlow only provides Python 3 artifacts
|
||||
python virtualenv-16.0.0/virtualenv.py venv
|
||||
. venv/bin/activate
|
||||
pip install tensorflow==1.13.1
|
||||
zip -r venv.zip venv
|
||||
```
|
||||
|
||||
### TensorFlow version
|
||||
|
||||
- Version 1.13.1
|
||||
|
||||
**Note:** If you require a past version of TensorFlow and TensorBoard, take a look at [this](https://github.com/linkedin/TonY/issues/42) issue.
|
||||
|
||||
|
||||
### Installing Hadoop
|
||||
|
||||
TonY only requires YARN, not HDFS. Please see the [open-source documentation](https://hadoop.apache.org/docs/current/hadoop-project-dist/hadoop-common/SingleCluster.html) on how to set YARN up.
|
||||
|
||||
### Get the training examples
|
||||
|
||||
Get mnist_distributed.py from https://github.com/linkedin/TonY/tree/master/tony-examples/mnist-tensorflow
|
||||
|
||||
|
||||
```
|
||||
CLASSPATH=$(hadoop classpath --glob): \
|
||||
./hadoop-submarine-core/target/hadoop-submarine-core-0.2.0-SNAPSHOT.jar: \
|
||||
./hadoop-submarine-yarnservice-runtime/target/hadoop-submarine-score-yarnservice-runtime-0.2.0-SNAPSHOT.jar: \
|
||||
./hadoop-submarine-tony-runtime/target/hadoop-submarine-tony-runtime-0.2.0-SNAPSHOT.jar: \
|
||||
/home/pi/hadoop/TonY/tony-cli/build/libs/tony-cli-0.3.2-all.jar \
|
||||
|
||||
java org.apache.hadoop.yarn.submarine.client.cli.Cli job run --name tf-job-001 \
|
||||
--num_workers 2 \
|
||||
--worker_resources memory=3G,vcores=2 \
|
||||
--num_ps 2 \
|
||||
--ps_resources memory=3G,vcores=2 \
|
||||
--worker_launch_cmd "venv.zip/venv/bin/python --steps 1000 --data_dir /tmp/data --working_dir /tmp/mode" \
|
||||
--ps_launch_cmd "venv.zip/venv/bin/python --steps 1000 --data_dir /tmp/data --working_dir /tmp/mode" \
|
||||
--container_resources /home/pi/hadoop/TonY/tony-cli/build/libs/tony-cli-0.3.2-all.jar
|
||||
--insecure
|
||||
--conf tony.containers.resources=PATH_TO_VENV_YOU_CREATED/venv.zip#archive,PATH_TO_MNIST_EXAMPLE/mnist_distributed.py, \
|
||||
PATH_TO_TONY_CLI_JAR/tony-cli-0.3.2-all.jar
|
||||
|
||||
```
|
||||
You should then be able to see links and status of the jobs from command line:
|
||||
|
||||
```
|
||||
2019-04-22 20:30:42,611 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: worker index: 0 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000003/pi status: RUNNING
|
||||
2019-04-22 20:30:42,612 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: worker index: 1 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000004/pi status: RUNNING
|
||||
2019-04-22 20:30:42,612 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: ps index: 0 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000002/pi status: RUNNING
|
||||
2019-04-22 20:30:42,612 INFO tony.TonyClient: Logs for ps 0 at: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000002/pi
|
||||
2019-04-22 20:30:42,612 INFO tony.TonyClient: Logs for worker 0 at: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000003/pi
|
||||
2019-04-22 20:30:42,612 INFO tony.TonyClient: Logs for worker 1 at: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000004/pi
|
||||
2019-04-22 20:30:44,625 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: ps index: 0 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000002/pi status: FINISHED
|
||||
2019-04-22 20:30:44,625 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: worker index: 0 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000003/pi status: FINISHED
|
||||
2019-04-22 20:30:44,626 INFO tony.TonyClient: Tasks Status Updated: [TaskInfo] name: worker index: 1 url: http://pi-aw:8042/node/containerlogs/container_1555916523933_0030_01_000004/pi status: FINISHED
|
||||
|
||||
```
|
||||
|
||||
### With Docker
|
||||
|
||||
```
|
||||
CLASSPATH=$(hadoop classpath --glob): \
|
||||
./hadoop-submarine-core/target/hadoop-submarine-core-0.2.0-SNAPSHOT.jar: \
|
||||
./hadoop-submarine-yarnservice-runtime/target/hadoop-submarine-score-yarnservice-runtime-0.2.0-SNAPSHOT.jar: \
|
||||
./hadoop-submarine-tony-runtime/target/hadoop-submarine-tony-runtime-0.2.0-SNAPSHOT.jar: \
|
||||
/home/pi/hadoop/TonY/tony-cli/build/libs/tony-cli-0.3.2-all.jar \
|
||||
|
||||
java org.apache.hadoop.yarn.submarine.client.cli.Cli job run --name tf-job-001 \
|
||||
--docker_image hadoopsubmarine/tf-1.8.0-cpu:0.0.3 \
|
||||
--input_path hdfs://pi-aw:9000/dataset/cifar-10-data \
|
||||
--worker_resources memory=3G,vcores=2 \
|
||||
--worker_launch_cmd "export CLASSPATH=\$(/hadoop-3.1.0/bin/hadoop classpath --glob) && cd /test/models/tutorials/image/cifar10_estimator && python cifar10_main.py --data-dir=%input_path% --job-dir=%checkpoint_path% --train-steps=10000 --eval-batch-size=16 --train-batch-size=16 --variable-strategy=CPU --num-gpus=0 --sync" \
|
||||
--env JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64 \
|
||||
--env DOCKER_HADOOP_HDFS_HOME=/hadoop-3.1.0 \
|
||||
--env DOCKER_JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64 \
|
||||
--env HADOOP_HOME=/hadoop-3.1.0 \
|
||||
--env HADOOP_YARN_HOME=/hadoop-3.1.0 \
|
||||
--env HADOOP_COMMON_HOME=/hadoop-3.1.0 \
|
||||
--env HADOOP_HDFS_HOME=/hadoop-3.1.0 \
|
||||
--env HADOOP_CONF_DIR=/hadoop-3.1.0/etc/hadoop \
|
||||
--conf tony.containers.resources=--conf tony.containers.resources=/home/pi/hadoop/TonY/tony-cli/build/libs/tony-cli-0.3.2-all.jar
|
||||
```
|
||||
@ -0,0 +1,29 @@
|
||||
/*
|
||||
* Licensed to the Apache Software Foundation (ASF) under one or more
|
||||
* contributor license agreements. See the NOTICE file distributed with
|
||||
* this work for additional information regarding copyright ownership.
|
||||
* The ASF licenses this file to You 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.
|
||||
*/
|
||||
#banner {
|
||||
height: 93px;
|
||||
background: none;
|
||||
}
|
||||
|
||||
#bannerLeft img {
|
||||
margin-left: 30px;
|
||||
margin-top: 10px;
|
||||
}
|
||||
|
||||
#bannerRight img {
|
||||
margin: 17px;
|
||||
}
|
||||
@ -0,0 +1,28 @@
|
||||
<!--
|
||||
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. See accompanying LICENSE file.
|
||||
-->
|
||||
<project name="Apache Hadoop ${project.version}">
|
||||
|
||||
<skin>
|
||||
<groupId>org.apache.maven.skins</groupId>
|
||||
<artifactId>maven-stylus-skin</artifactId>
|
||||
<version>${maven-stylus-skin.version}</version>
|
||||
</skin>
|
||||
|
||||
<body>
|
||||
<links>
|
||||
<item name="Apache Hadoop" href="http://hadoop.apache.org/"/>
|
||||
</links>
|
||||
</body>
|
||||
|
||||
</project>
|
||||
@ -0,0 +1,113 @@
|
||||
/**
|
||||
* 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
|
||||
* <p>
|
||||
* http://www.apache.org/licenses/LICENSE-2.0
|
||||
* <p>
|
||||
* 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. See accompanying LICENSE file.
|
||||
*/
|
||||
import com.linkedin.tony.Constants;
|
||||
import com.linkedin.tony.TonyConfigurationKeys;
|
||||
import org.apache.hadoop.conf.Configuration;
|
||||
import org.apache.hadoop.yarn.api.records.ApplicationId;
|
||||
import org.apache.hadoop.yarn.exceptions.YarnException;
|
||||
import org.apache.hadoop.yarn.submarine.client.cli.RunJobCli;
|
||||
import org.apache.hadoop.yarn.submarine.client.cli.param.RunJobParameters;
|
||||
import org.apache.hadoop.yarn.submarine.common.MockClientContext;
|
||||
import org.apache.hadoop.yarn.submarine.common.conf.SubmarineLogs;
|
||||
import org.apache.hadoop.yarn.submarine.runtimes.RuntimeFactory;
|
||||
import org.apache.hadoop.yarn.submarine.runtimes.common.JobMonitor;
|
||||
import org.apache.hadoop.yarn.submarine.runtimes.common.JobSubmitter;
|
||||
import org.apache.hadoop.yarn.submarine.runtimes.common.SubmarineStorage;
|
||||
import org.apache.hadoop.yarn.submarine.runtimes.tony.TonyUtils;
|
||||
import org.junit.Assert;
|
||||
import org.junit.Before;
|
||||
import org.junit.Test;
|
||||
|
||||
import java.io.IOException;
|
||||
|
||||
import static org.mockito.ArgumentMatchers.any;
|
||||
import static org.mockito.Mockito.mock;
|
||||
import static org.mockito.Mockito.when;
|
||||
|
||||
/**
|
||||
* Licensed to the Apache Software Foundation (ASF) under one
|
||||
* or more contributor license agreements. See the NOTICE file
|
||||
* distributed with this work for additional information
|
||||
* regarding copyright ownership. The ASF licenses this file
|
||||
* to you 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
|
||||
* <p>
|
||||
* http://www.apache.org/licenses/LICENSE-2.0
|
||||
* <p>
|
||||
* 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.
|
||||
*/
|
||||
|
||||
public class TestTonyUtils {
|
||||
|
||||
private MockClientContext getMockClientContext()
|
||||
throws IOException, YarnException {
|
||||
MockClientContext mockClientContext = new MockClientContext();
|
||||
JobSubmitter mockJobSubmitter = mock(JobSubmitter.class);
|
||||
when(mockJobSubmitter.submitJob(any(RunJobParameters.class))).thenReturn(
|
||||
ApplicationId.newInstance(1234L, 1));
|
||||
JobMonitor mockJobMonitor = mock(JobMonitor.class);
|
||||
SubmarineStorage storage = mock(SubmarineStorage.class);
|
||||
RuntimeFactory rtFactory = mock(RuntimeFactory.class);
|
||||
|
||||
when(rtFactory.getJobSubmitterInstance()).thenReturn(mockJobSubmitter);
|
||||
when(rtFactory.getJobMonitorInstance()).thenReturn(mockJobMonitor);
|
||||
when(rtFactory.getSubmarineStorage()).thenReturn(storage);
|
||||
|
||||
mockClientContext.setRuntimeFactory(rtFactory);
|
||||
return mockClientContext;
|
||||
}
|
||||
|
||||
@Before
|
||||
public void before() {
|
||||
SubmarineLogs.verboseOff();
|
||||
}
|
||||
|
||||
@Test
|
||||
public void testTonyConfFromClientContext() throws Exception {
|
||||
RunJobCli runJobCli = new RunJobCli(getMockClientContext());
|
||||
runJobCli.run(
|
||||
new String[] {"--name", "my-job", "--docker_image", "tf-docker:1.1.0",
|
||||
"--input_path", "hdfs://input",
|
||||
"--num_workers", "3", "--num_ps", "2", "--worker_launch_cmd",
|
||||
"python run-job.py", "--worker_resources", "memory=2048M,vcores=2",
|
||||
"--ps_resources", "memory=4G,vcores=4", "--ps_launch_cmd",
|
||||
"python run-ps.py"});
|
||||
RunJobParameters jobRunParameters = runJobCli.getRunJobParameters();
|
||||
Configuration tonyConf = TonyUtils
|
||||
.tonyConfFromClientContext(jobRunParameters);
|
||||
Assert.assertEquals(jobRunParameters.getDockerImageName(),
|
||||
tonyConf.get(TonyConfigurationKeys.getContainerDockerKey()));
|
||||
Assert.assertEquals("3", tonyConf.get(TonyConfigurationKeys
|
||||
.getInstancesKey("worker")));
|
||||
Assert.assertEquals(jobRunParameters.getWorkerLaunchCmd(),
|
||||
tonyConf.get(TonyConfigurationKeys
|
||||
.getExecuteCommandKey("worker")));
|
||||
Assert.assertEquals("2048", tonyConf.get(TonyConfigurationKeys
|
||||
.getResourceKey(Constants.WORKER_JOB_NAME, Constants.MEMORY)));
|
||||
Assert.assertEquals("2", tonyConf.get(TonyConfigurationKeys
|
||||
.getResourceKey(Constants.WORKER_JOB_NAME, Constants.VCORES)));
|
||||
Assert.assertEquals("4096", tonyConf.get(TonyConfigurationKeys
|
||||
.getResourceKey(Constants.PS_JOB_NAME, Constants.MEMORY)));
|
||||
Assert.assertEquals("4", tonyConf.get(TonyConfigurationKeys
|
||||
.getResourceKey(Constants.PS_JOB_NAME,
|
||||
Constants.VCORES)));
|
||||
Assert.assertEquals(jobRunParameters.getPSLaunchCmd(),
|
||||
tonyConf.get(TonyConfigurationKeys.getExecuteCommandKey("ps")));
|
||||
}
|
||||
}
|
||||
@ -110,7 +110,7 @@ private Resource getServiceResourceFromYarnResource(
|
||||
return serviceResource;
|
||||
}
|
||||
|
||||
private String getValueOfEnvionment(String envar) {
|
||||
private String getValueOfEnvironment(String envar) {
|
||||
// extract value from "key=value" form
|
||||
if (envar == null || !envar.contains("=")) {
|
||||
return "";
|
||||
@ -133,10 +133,10 @@ private void addHdfsClassPathIfNeeded(RunJobParameters parameters,
|
||||
|
||||
for (String envar : parameters.getEnvars()) {
|
||||
if (envar.startsWith("DOCKER_HADOOP_HDFS_HOME=")) {
|
||||
hdfsHome = getValueOfEnvionment(envar);
|
||||
hdfsHome = getValueOfEnvironment(envar);
|
||||
hadoopEnv = true;
|
||||
} else if (envar.startsWith("DOCKER_JAVA_HOME=")) {
|
||||
javaHome = getValueOfEnvionment(envar);
|
||||
javaHome = getValueOfEnvironment(envar);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
@ -37,6 +37,7 @@
|
||||
<modules>
|
||||
<module>hadoop-submarine-core</module>
|
||||
<module>hadoop-submarine-yarnservice-runtime</module>
|
||||
<module>hadoop-submarine-tony-runtime</module>
|
||||
</modules>
|
||||
|
||||
<profiles>
|
||||
|
||||
Loading…
Reference in New Issue
Block a user