
org.deeplearning4j.aws.ec2.provision.ClusterSetup Maven / Gradle / Ivy
/*
*
* * Copyright 2015 Skymind,Inc.
* *
* * 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.
*
*/
package org.deeplearning4j.aws.ec2.provision;
import java.util.List;
import java.util.concurrent.Callable;
import akka.actor.ActorSystem;
import akka.dispatch.Futures;
import akka.dispatch.OnComplete;
import com.amazonaws.regions.Regions;
import com.amazonaws.services.ec2.model.Region;
import org.deeplearning4j.aws.ec2.Ec2BoxCreator;
import org.kohsuke.args4j.CmdLineException;
import org.kohsuke.args4j.CmdLineParser;
import org.kohsuke.args4j.Option;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import scala.concurrent.Future;
/**
* Sets up a DL4J cluster
* @author Adam Gibson
*
*/
public class ClusterSetup {
@Option(name = "-w",usage = "Number of workers")
private int numWorkers = 1;
@Option(name = "-ami",usage = "Amazon machine image: default, amazon linux (only works with RHEL right now")
private String ami = "ami-fb8e9292";
@Option(name = "-s",usage = "size of instance: default m1.medium")
private String size = "m3.xlarge";
@Option(name = "-sg",usage = "security group, this needs to be applyTransformToDestination")
private String securityGroupName;
@Option(name = "-kp",usage = "key pair name, also needs to be applyTransformToDestination.")
private String keyPairName;
@Option(name = "-kpath",usage = "path to private key - needs to be applyTransformToDestination, this is used to login to amazon.")
private String pathToPrivateKey;
@Option(name = "-wscript", usage = "path to worker script to run, this will allow customization of dependencies")
private String workerSetupScriptPath;
@Option(name = "-mscript", usage = "path to master script to run this will allow customization of the dependencies")
private String masterSetupScriptPath;
@Option(name = "-region",usage = "specify a region")
private String region = Regions.US_EAST_1.getName();
private ActorSystem as;
private static final Logger log = LoggerFactory.getLogger(ClusterSetup.class);
public ClusterSetup(String[] args) {
CmdLineParser parser = new CmdLineParser(this);
try {
parser.parseArgument(args);
} catch (CmdLineException e) {
parser.printUsage(System.err);
log.error("Unable to parse args",e);
}
}
public void exec() {
//master + workers
Ec2BoxCreator boxCreator = new Ec2BoxCreator(ami,numWorkers,size,securityGroupName,keyPairName);
boxCreator.setRegion(Regions.fromName(region));
boxCreator.create();
boxCreator.blockTillAllRunning();
List hosts = boxCreator.getHosts();
//provisionMaster(hosts.getFromOrigin(0));
provisionWorkers(hosts);
}
private void provisionWorkers(List workers) {
as = ActorSystem.create("Workers");
for(final String workerHost : workers) {
try {
Future f = Futures.future(new Callable(){
/**
* Computes a result, or throws an exception if unable to do so.
*
* @return computed result
* @throws Exception if unable to compute a result
*/
@Override
public Void call() throws Exception {
HostProvisioner uploader = new HostProvisioner(workerHost, "ec2-user");
uploader.addKeyFile(pathToPrivateKey);
//uploader.runRemoteCommand("sudo hostname " + workerHost);
uploader.uploadAndRun(workerSetupScriptPath, "");
return null;
}
},as.dispatcher());
f.onComplete(new OnComplete() {
@Override
public void onComplete(Throwable throwable, Void aVoid) throws Throwable {
if(throwable != null)
throw throwable;
}
},as.dispatcher());
}catch(Exception e) {
log.error("Error ",e);
}
}
}
/**
* @param args
*/
public static void main(String[] args) {
new ClusterSetup(args).exec();
}
}
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