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@ -6,15 +6,15 @@ then
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fi
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fi
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# put the local training file to HDFS
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# put the local training file to HDFS
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#hadoop fs -rm -r -f $2/data
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hadoop fs -rm -r -f $2/data
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hadoop fs -rm -r -f $2/mushroom.linear.model
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hadoop fs -rm -r -f $2/mushroom.linear.model
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#hadoop fs -mkdir $2/data
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hadoop fs -mkdir $2/data
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#hadoop fs -put ../data/agaricus.txt.train $2/data
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hadoop fs -put ../data/agaricus.txt.train $2/data
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# submit to hadoop
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# submit to hadoop
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../../tracker/rabit_hadoop_streaming.py -n $1 --vcores 1 -i $2/data/agaricus.txt.train -o $2/mushroom.linear.model linear.rabit stdin model_out=stdout "${*:3}"
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../../tracker/rabit_hadoop_streaming.py -n $1 --vcores 1 -i $2/data/agaricus.txt.train -o $2/mushroom.linear.model linear.rabit stdin model_out=stdout "${*:3}"
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# get the final model file
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# get the final model file
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#hadoop fs -get $2/mushroom.linear.model/part-00000 ./linear.model
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hadoop fs -get $2/mushroom.linear.model/part-00000 ./linear.model
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#./linear.rabit ../data/agaricus.txt.test task=pred model_in=linear.model
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./linear.rabit ../data/agaricus.txt.test task=pred model_in=linear.model
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@ -15,7 +15,7 @@ export CXX = g++
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export MPICXX = mpicxx
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export MPICXX = mpicxx
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# whether use HDFS support during compile
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# whether use HDFS support during compile
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USE_HDFS = 1
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USE_HDFS = 0
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# path to libjvm.so
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# path to libjvm.so
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LIBJVM=$(JAVA_HOME)/jre/lib/amd64/server
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LIBJVM=$(JAVA_HOME)/jre/lib/amd64/server
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@ -34,13 +34,11 @@ if hadoop_binary == None or hadoop_streaming_jar == None:
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', or modify rabit_hadoop.py line 16', stacklevel = 2)
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', or modify rabit_hadoop.py line 16', stacklevel = 2)
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parser = argparse.ArgumentParser(description='Rabit script to submit rabit jobs using Hadoop Streaming.'\
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parser = argparse.ArgumentParser(description='Rabit script to submit rabit jobs using Hadoop Streaming.'\
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'This script support both Hadoop 1.0 and Yarn(MRv2), Yarn is recommended')
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'It is Highly recommended to use rabit_yarn.py instead')
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parser.add_argument('-n', '--nworker', required=True, type=int,
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parser.add_argument('-n', '--nworker', required=True, type=int,
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help = 'number of worker proccess to be launched')
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help = 'number of worker proccess to be launched')
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parser.add_argument('-hip', '--host_ip', default='auto', type=str,
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parser.add_argument('-hip', '--host_ip', default='auto', type=str,
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help = 'host IP address if cannot be automatically guessed, specify the IP of submission machine')
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help = 'host IP address if cannot be automatically guessed, specify the IP of submission machine')
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parser.add_argument('-nt', '--nthread', default = -1, type=int,
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help = 'number of thread in each mapper to be launched, set it if each rabit job is multi-threaded')
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parser.add_argument('-i', '--input', required=True,
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parser.add_argument('-i', '--input', required=True,
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help = 'input path in HDFS')
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help = 'input path in HDFS')
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parser.add_argument('-o', '--output', required=True,
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parser.add_argument('-o', '--output', required=True,
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@ -61,6 +59,8 @@ parser.add_argument('--jobname', default='auto', help = 'customize jobname in tr
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parser.add_argument('--timeout', default=600000000, type=int,
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parser.add_argument('--timeout', default=600000000, type=int,
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help = 'timeout (in million seconds) of each mapper job, automatically set to a very long time,'\
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help = 'timeout (in million seconds) of each mapper job, automatically set to a very long time,'\
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'normally you do not need to set this ')
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'normally you do not need to set this ')
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parser.add_argument('--vcores', default = -1, type=int,
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help = 'number of vcpores to request in each mapper, set it if each rabit job is multi-threaded')
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parser.add_argument('-mem', '--memory_mb', default=-1, type=int,
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parser.add_argument('-mem', '--memory_mb', default=-1, type=int,
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help = 'maximum memory used by the process. Guide: set it large (near mapred.cluster.max.map.memory.mb)'\
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help = 'maximum memory used by the process. Guide: set it large (near mapred.cluster.max.map.memory.mb)'\
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'if you are running multi-threading rabit,'\
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'if you are running multi-threading rabit,'\
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@ -95,6 +95,8 @@ use_yarn = int(hadoop_version[0]) >= 2
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print 'Current Hadoop Version is %s' % out[1]
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print 'Current Hadoop Version is %s' % out[1]
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def hadoop_streaming(nworker, worker_args, worker_envs, use_yarn):
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def hadoop_streaming(nworker, worker_args, worker_envs, use_yarn):
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worker_envs['CLASSPATH'] = '`$HADOOP_HOME/bin/hadoop classpath --glob` '
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worker_envs['LD_LIBRARY_PATH'] = '{LD_LIBRARY_PATH}:$HADOOP_HDFS_HOME/lib/native:$JAVA_HOME/jre/lib/amd64/server'
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fset = set()
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fset = set()
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if args.auto_file_cache:
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if args.auto_file_cache:
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for i in range(len(args.command)):
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for i in range(len(args.command)):
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@ -132,12 +134,12 @@ def hadoop_streaming(nworker, worker_args, worker_envs, use_yarn):
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cmd += ' -D%s=%s' % (kmap['jobname'], args.jobname)
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cmd += ' -D%s=%s' % (kmap['jobname'], args.jobname)
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envstr = ','.join('%s=%s' % (k, str(v)) for k, v in worker_envs.items())
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envstr = ','.join('%s=%s' % (k, str(v)) for k, v in worker_envs.items())
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cmd += ' -D%s=\"%s\"' % (kmap['env'], envstr)
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cmd += ' -D%s=\"%s\"' % (kmap['env'], envstr)
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if args.nthread != -1:
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if args.vcores != -1:
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if kmap['nthread'] is None:
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if kmap['nthread'] is None:
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warnings.warn('nthread can only be set in Yarn(Hadoop version greater than 2.0),'\
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warnings.warn('nthread can only be set in Yarn(Hadoop version greater than 2.0),'\
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'it is recommended to use Yarn to submit rabit jobs', stacklevel = 2)
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'it is recommended to use Yarn to submit rabit jobs', stacklevel = 2)
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else:
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else:
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cmd += ' -D%s=%d' % (kmap['nthread'], args.nthread)
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cmd += ' -D%s=%d' % (kmap['nthread'], args.vcores)
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cmd += ' -D%s=%d' % (kmap['timeout'], args.timeout)
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cmd += ' -D%s=%d' % (kmap['timeout'], args.timeout)
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if args.memory_mb != -1:
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if args.memory_mb != -1:
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cmd += ' -D%s=%d' % (kmap['timeout'], args.timeout)
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cmd += ' -D%s=%d' % (kmap['timeout'], args.timeout)
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@ -153,5 +155,5 @@ def hadoop_streaming(nworker, worker_args, worker_envs, use_yarn):
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print cmd
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print cmd
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subprocess.check_call(cmd, shell = True)
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subprocess.check_call(cmd, shell = True)
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fun_submit = lambda nworker, worker_args: hadoop_streaming(nworker, worker_args, int(hadoop_version[0]) >= 2)
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fun_submit = lambda nworker, worker_args, worker_envs: hadoop_streaming(nworker, worker_args, worker_envs, int(hadoop_version[0]) >= 2)
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tracker.submit(args.nworker, [], fun_submit = fun_submit, verbose = args.verbose, hostIP = args.host_ip)
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tracker.submit(args.nworker, [], fun_submit = fun_submit, verbose = args.verbose, hostIP = args.host_ip)
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@ -80,22 +80,30 @@ public class ApplicationMaster {
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public static void main(String[] args) throws Exception {
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public static void main(String[] args) throws Exception {
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new ApplicationMaster().run(args);
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new ApplicationMaster().run(args);
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}
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}
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/**
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/**
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* get integer argument from environment variable
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* get integer argument from environment variable
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* @param name name of key
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*
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* @param required whether this is required
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* @param name
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* @param defv default value
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* name of key
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* @param required
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* whether this is required
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* @param defv
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* default value
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* @return the requested result
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* @return the requested result
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*/
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*/
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private int getEnvInteger(String name, boolean required, int defv) {
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private int getEnvInteger(String name, boolean required, int defv) {
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String value = System.getenv(name);
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String value = System.getenv(name);
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if (value == null) {
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if (value == null) {
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if (required) LOG.fatal("environment variable " + name + "not set");
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if (required)
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LOG.fatal("environment variable " + name + "not set");
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}
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}
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return Integer.valueOf(value);
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return Integer.valueOf(value);
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}
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}
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/**
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/**
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* initialize from arguments and command lines
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* initialize from arguments and command lines
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*
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* @param args
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* @param args
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*/
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*/
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private void initArgs(String args[]) {
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private void initArgs(String args[]) {
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@ -104,8 +112,10 @@ public class ApplicationMaster {
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}
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}
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numVCores = this.getEnvInteger("rabit_cpu_vcores", true, numVCores);
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numVCores = this.getEnvInteger("rabit_cpu_vcores", true, numVCores);
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numMemoryMB = this.getEnvInteger("rabit_memory_mb", true, numMemoryMB);
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numMemoryMB = this.getEnvInteger("rabit_memory_mb", true, numMemoryMB);
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maxNumAttempt = this.getEnvInteger("rabit_max_attempt", false, maxNumAttempt);
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maxNumAttempt = this.getEnvInteger("rabit_max_attempt", false,
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maxNumAttempt);
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}
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}
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/**
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/**
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* called to start the application
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* called to start the application
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*/
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*/
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@ -117,28 +127,34 @@ public class ApplicationMaster {
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for (int i = 0; i < this.numTasks; ++i) {
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for (int i = 0; i < this.numTasks; ++i) {
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tasks.add(new TaskRecord(i));
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tasks.add(new TaskRecord(i));
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}
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}
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this.rmClient = AMRMClientAsync.createAMRMClientAsync(1000, new RMCallbackHandler());
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this.rmClient = AMRMClientAsync.createAMRMClientAsync(1000,
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this.nmClient = NMClientAsync.createNMClientAsync(new NMCallbackHandler());
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new RMCallbackHandler());
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this.nmClient = NMClientAsync
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.createNMClientAsync(new NMCallbackHandler());
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this.rmClient.init(conf);
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this.rmClient.init(conf);
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this.rmClient.start();
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this.rmClient.start();
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this.nmClient.init(conf);
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this.nmClient.init(conf);
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this.nmClient.start();
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this.nmClient.start();
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RegisterApplicationMasterResponse response =
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RegisterApplicationMasterResponse response = this.rmClient
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this.rmClient.registerApplicationMaster(this.appHostName, this.appTrackerPort, this.appTrackerUrl);
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.registerApplicationMaster(this.appHostName,
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this.appTrackerPort, this.appTrackerUrl);
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Resource maxResource = response.getMaximumResourceCapability();
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Resource maxResource = response.getMaximumResourceCapability();
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if (maxResource.getMemory() < this.numMemoryMB) {
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if (maxResource.getMemory() < this.numMemoryMB) {
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LOG.warn("[Rabit] memory requested exceed bound " + maxResource.getMemory());
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LOG.warn("[Rabit] memory requested exceed bound "
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+ maxResource.getMemory());
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this.numMemoryMB = maxResource.getMemory();
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this.numMemoryMB = maxResource.getMemory();
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}
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}
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if (maxResource.getVirtualCores() < this.numVCores) {
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if (maxResource.getVirtualCores() < this.numVCores) {
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LOG.warn("[Rabit] memory requested exceed bound " + maxResource.getVirtualCores());
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LOG.warn("[Rabit] memory requested exceed bound "
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+ maxResource.getVirtualCores());
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this.numVCores = maxResource.getVirtualCores();
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this.numVCores = maxResource.getVirtualCores();
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}
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}
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this.submitTasks(tasks);
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this.submitTasks(tasks);
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LOG.info("[Rabit] ApplicationMaster started");
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LOG.info("[Rabit] ApplicationMaster started");
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while (!this.doneAllJobs()) {
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while (!this.doneAllJobs()) {
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try {
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try {
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Thread.sleep(100);;
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Thread.sleep(100);
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;
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} catch (InterruptedException e) {
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} catch (InterruptedException e) {
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}
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}
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}
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}
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@ -149,20 +165,26 @@ public class ApplicationMaster {
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String diagnostics = "Diagnostics." + ", num_tasks" + this.numTasks
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String diagnostics = "Diagnostics." + ", num_tasks" + this.numTasks
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+ ", finished=" + this.finishedTasks.size() + ", failed="
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+ ", finished=" + this.finishedTasks.size() + ", failed="
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+ this.killedTasks.size() + "\n" + this.abortDiagnosis;
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+ this.killedTasks.size() + "\n" + this.abortDiagnosis;
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rmClient.unregisterApplicationMaster
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rmClient.unregisterApplicationMaster(
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(success ? FinalApplicationStatus.SUCCEEDED : FinalApplicationStatus.FAILED,
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success ? FinalApplicationStatus.SUCCEEDED
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diagnostics, appTrackerUrl);
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: FinalApplicationStatus.FAILED, diagnostics,
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appTrackerUrl);
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}
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}
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/**
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/**
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* check if the job finishes
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* check if the job finishes
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*
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* @return whether we finished all the jobs
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* @return whether we finished all the jobs
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*/
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*/
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private synchronized boolean doneAllJobs() {
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private synchronized boolean doneAllJobs() {
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return pendingTasks.size() == 0 && runningTasks.size() == 0;
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return pendingTasks.size() == 0 && runningTasks.size() == 0;
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}
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}
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/**
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/**
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* submit tasks to request containers for the tasks
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* submit tasks to request containers for the tasks
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* @param tasks a collection of tasks we want to ask container for
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*
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* @param tasks
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* a collection of tasks we want to ask container for
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*/
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*/
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private synchronized void submitTasks(Collection<TaskRecord> tasks) {
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private synchronized void submitTasks(Collection<TaskRecord> tasks) {
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for (TaskRecord r : tasks) {
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for (TaskRecord r : tasks) {
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@ -171,36 +193,45 @@ public class ApplicationMaster {
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resource.setVirtualCores(numVCores);
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resource.setVirtualCores(numVCores);
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Priority priority = Records.newRecord(Priority.class);
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Priority priority = Records.newRecord(Priority.class);
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priority.setPriority(this.appPriority);
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priority.setPriority(this.appPriority);
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r.containerRequest = new ContainerRequest(resource, null, null, priority);
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r.containerRequest = new ContainerRequest(resource, null, null,
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priority);
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rmClient.addContainerRequest(r.containerRequest);
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rmClient.addContainerRequest(r.containerRequest);
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pendingTasks.add(r);
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pendingTasks.add(r);
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}
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}
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}
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}
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/**
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/**
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* launch the task on container
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* launch the task on container
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* @param container container to run the task
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*
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* @param task the task
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* @param container
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* container to run the task
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* @param task
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* the task
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*/
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*/
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private void launchTask(Container container, TaskRecord task) {
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private void launchTask(Container container, TaskRecord task) {
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task.container = container;
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task.container = container;
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task.containerRequest = null;
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task.containerRequest = null;
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ContainerLaunchContext ctx =
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ContainerLaunchContext ctx = Records
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Records.newRecord(ContainerLaunchContext.class);
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.newRecord(ContainerLaunchContext.class);
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String cmd = command + " 1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stdout"
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String cmd = command + " 1>"
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+ " 2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stderr";
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+ ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stdout"
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+ " 2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR
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+ "/stderr";
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ctx.setCommands(Collections.singletonList(cmd));
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ctx.setCommands(Collections.singletonList(cmd));
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// setup environment variables
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// setup environment variables
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Map<String, String> env = new java.util.HashMap<String, String>();
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Map<String, String> env = new java.util.HashMap<String, String>();
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// setup class path
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// setup class path
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StringBuilder cpath = new StringBuilder("${CLASSPATH}:./*");
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StringBuilder cpath = new StringBuilder("${CLASSPATH}:./*");
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for (String c : conf.getStrings(YarnConfiguration.YARN_APPLICATION_CLASSPATH,
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for (String c : conf.getStrings(
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YarnConfiguration.YARN_APPLICATION_CLASSPATH,
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YarnConfiguration.DEFAULT_YARN_APPLICATION_CLASSPATH)) {
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YarnConfiguration.DEFAULT_YARN_APPLICATION_CLASSPATH)) {
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cpath.append(':');
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cpath.append(':');
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cpath.append(c.trim());
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cpath.append(c.trim());
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}
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}
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env.put("CLASSPATH", cpath.toString());
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env.put("CLASSPATH", cpath.toString());
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// setup LD_LIBARY_pATH path for libhdfs
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// setup LD_LIBARY_pATH path for libhdfs
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env.put("LD_LIBRARY_PATH", "${LD_LIBRARY_PATH}:$HADOOP_HDFS_HOME/lib/native");
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env.put("LD_LIBRARY_PATH",
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"${LD_LIBRARY_PATH}:$HADOOP_HDFS_HOME/lib/native:$JAVA_HOME/jre/lib/amd64/server");
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// inherit all rabit variables
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// inherit all rabit variables
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for (Map.Entry<String, String> e : System.getenv().entrySet()) {
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for (Map.Entry<String, String> e : System.getenv().entrySet()) {
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if (e.getKey().startsWith("rabit_")) {
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if (e.getKey().startsWith("rabit_")) {
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@ -216,14 +247,19 @@ public class ApplicationMaster {
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this.nmClient.startContainerAsync(container, ctx);
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this.nmClient.startContainerAsync(container, ctx);
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}
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}
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}
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}
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/**
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/**
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* free the containers that have not yet been launched
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* free the containers that have not yet been launched
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|
*
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* @param containers
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* @param containers
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*/
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*/
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private synchronized void freeUnusedContainers(Collection<Container> containers) {
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private synchronized void freeUnusedContainers(
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Collection<Container> containers) {
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}
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}
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|
|
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/**
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/**
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* handle method for AMRMClientAsync.CallbackHandler container allocation
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* handle method for AMRMClientAsync.CallbackHandler container allocation
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|
*
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* @param containers
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* @param containers
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||||||
*/
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*/
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||||||
private synchronized void onContainersAllocated(List<Container> containers) {
|
private synchronized void onContainersAllocated(List<Container> containers) {
|
||||||
@ -236,22 +272,28 @@ public class ApplicationMaster {
|
|||||||
TaskRecord task;
|
TaskRecord task;
|
||||||
task = pendingTasks.poll();
|
task = pendingTasks.poll();
|
||||||
if (task == null) {
|
if (task == null) {
|
||||||
freelist.add(c); continue;
|
freelist.add(c);
|
||||||
|
continue;
|
||||||
}
|
}
|
||||||
this.launchTask(c, task);
|
this.launchTask(c, task);
|
||||||
}
|
}
|
||||||
this.freeUnusedContainers(freelist);
|
this.freeUnusedContainers(freelist);
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* start aborting the job
|
* start aborting the job
|
||||||
* @param msg the fatal message
|
*
|
||||||
|
* @param msg
|
||||||
|
* the fatal message
|
||||||
*/
|
*/
|
||||||
private synchronized void abortJob(String msg) {
|
private synchronized void abortJob(String msg) {
|
||||||
if (!this.startAbort) this.abortDiagnosis = msg;
|
if (!this.startAbort)
|
||||||
|
this.abortDiagnosis = msg;
|
||||||
this.startAbort = true;
|
this.startAbort = true;
|
||||||
for (TaskRecord r : this.runningTasks.values()) {
|
for (TaskRecord r : this.runningTasks.values()) {
|
||||||
if (!r.abortRequested) {
|
if (!r.abortRequested) {
|
||||||
nmClient.stopContainerAsync(r.container.getId(), r.container.getNodeId());
|
nmClient.stopContainerAsync(r.container.getId(),
|
||||||
|
r.container.getNodeId());
|
||||||
r.abortRequested = true;
|
r.abortRequested = true;
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@ -262,20 +304,24 @@ public class ApplicationMaster {
|
|||||||
this.pendingTasks.clear();
|
this.pendingTasks.clear();
|
||||||
LOG.info(msg);
|
LOG.info(msg);
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* handle non fatal failures
|
* handle non fatal failures
|
||||||
|
*
|
||||||
* @param cid
|
* @param cid
|
||||||
*/
|
*/
|
||||||
private synchronized void handleFailure(Collection<ContainerId> failed) {
|
private synchronized void handleFailure(Collection<ContainerId> failed) {
|
||||||
Collection<TaskRecord> tasks = new java.util.LinkedList<TaskRecord>();
|
Collection<TaskRecord> tasks = new java.util.LinkedList<TaskRecord>();
|
||||||
for (ContainerId cid : failed) {
|
for (ContainerId cid : failed) {
|
||||||
TaskRecord r = runningTasks.remove(cid);
|
TaskRecord r = runningTasks.remove(cid);
|
||||||
if (r == null) continue;
|
if (r == null)
|
||||||
|
continue;
|
||||||
r.attemptCounter += 1;
|
r.attemptCounter += 1;
|
||||||
r.container = null;
|
r.container = null;
|
||||||
tasks.add(r);
|
tasks.add(r);
|
||||||
if (r.attemptCounter >= this.maxNumAttempt) {
|
if (r.attemptCounter >= this.maxNumAttempt) {
|
||||||
this.abortJob("[Rabit] Task " + r.taskId + " failed more than " + r.attemptCounter + "times");
|
this.abortJob("[Rabit] Task " + r.taskId + " failed more than "
|
||||||
|
+ r.attemptCounter + "times");
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
if (this.startAbort) {
|
if (this.startAbort) {
|
||||||
@ -284,9 +330,12 @@ public class ApplicationMaster {
|
|||||||
this.submitTasks(tasks);
|
this.submitTasks(tasks);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* handle method for AMRMClientAsync.CallbackHandler container allocation
|
* handle method for AMRMClientAsync.CallbackHandler container allocation
|
||||||
* @param status list of status
|
*
|
||||||
|
* @param status
|
||||||
|
* list of status
|
||||||
*/
|
*/
|
||||||
private synchronized void onContainersCompleted(List<ContainerStatus> status) {
|
private synchronized void onContainersCompleted(List<ContainerStatus> status) {
|
||||||
Collection<ContainerId> failed = new java.util.LinkedList<ContainerId>();
|
Collection<ContainerId> failed = new java.util.LinkedList<ContainerId>();
|
||||||
@ -294,77 +343,101 @@ public class ApplicationMaster {
|
|||||||
assert (s.getState().equals(ContainerState.COMPLETE));
|
assert (s.getState().equals(ContainerState.COMPLETE));
|
||||||
int exstatus = s.getExitStatus();
|
int exstatus = s.getExitStatus();
|
||||||
TaskRecord r = runningTasks.get(s.getContainerId());
|
TaskRecord r = runningTasks.get(s.getContainerId());
|
||||||
if (r == null) continue;
|
if (r == null)
|
||||||
|
continue;
|
||||||
if (exstatus == ContainerExitStatus.SUCCESS) {
|
if (exstatus == ContainerExitStatus.SUCCESS) {
|
||||||
finishedTasks.add(r);
|
finishedTasks.add(r);
|
||||||
runningTasks.remove(s.getContainerId());
|
runningTasks.remove(s.getContainerId());
|
||||||
} else {
|
} else {
|
||||||
switch (exstatus) {
|
switch (exstatus) {
|
||||||
case ContainerExitStatus.KILLED_EXCEEDED_PMEM:
|
case ContainerExitStatus.KILLED_EXCEEDED_PMEM:
|
||||||
this.abortJob("[Rabit] Task " + r.taskId + " killed because of exceeding allocated physical memory");
|
this.abortJob("[Rabit] Task "
|
||||||
|
+ r.taskId
|
||||||
|
+ " killed because of exceeding allocated physical memory");
|
||||||
break;
|
break;
|
||||||
case ContainerExitStatus.KILLED_EXCEEDED_VMEM:
|
case ContainerExitStatus.KILLED_EXCEEDED_VMEM:
|
||||||
this.abortJob("[Rabit] Task " + r.taskId + " killed because of exceeding allocated virtual memory");
|
this.abortJob("[Rabit] Task "
|
||||||
|
+ r.taskId
|
||||||
|
+ " killed because of exceeding allocated virtual memory");
|
||||||
break;
|
break;
|
||||||
default:
|
default:
|
||||||
LOG.info("[Rabit] Task " + r.taskId + " exited with status " + exstatus);
|
LOG.info("[Rabit] Task " + r.taskId
|
||||||
|
+ " exited with status " + exstatus);
|
||||||
failed.add(s.getContainerId());
|
failed.add(s.getContainerId());
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
this.handleFailure(failed);
|
this.handleFailure(failed);
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* callback handler for resource manager
|
* callback handler for resource manager
|
||||||
*/
|
*/
|
||||||
private class RMCallbackHandler implements AMRMClientAsync.CallbackHandler {
|
private class RMCallbackHandler implements AMRMClientAsync.CallbackHandler {
|
||||||
@Override
|
@Override
|
||||||
public float getProgress() {
|
public float getProgress() {
|
||||||
return 1.0f - (float)(pendingTasks.size()) / numTasks;
|
return 1.0f - (float) (pendingTasks.size()) / numTasks;
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onContainersAllocated(List<Container> containers) {
|
public void onContainersAllocated(List<Container> containers) {
|
||||||
ApplicationMaster.this.onContainersAllocated(containers);
|
ApplicationMaster.this.onContainersAllocated(containers);
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onContainersCompleted(List<ContainerStatus> status) {
|
public void onContainersCompleted(List<ContainerStatus> status) {
|
||||||
ApplicationMaster.this.onContainersCompleted(status);
|
ApplicationMaster.this.onContainersCompleted(status);
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onError(Throwable ex) {
|
public void onError(Throwable ex) {
|
||||||
ApplicationMaster.this.abortJob("[Rabit] Resource manager Error " + ex.toString());
|
ApplicationMaster.this.abortJob("[Rabit] Resource manager Error "
|
||||||
|
+ ex.toString());
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onNodesUpdated(List<NodeReport> nodereport) {
|
public void onNodesUpdated(List<NodeReport> nodereport) {
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onShutdownRequest() {
|
public void onShutdownRequest() {
|
||||||
ApplicationMaster.this.abortJob("[Rabit] Get shutdown request, start to shutdown...");
|
ApplicationMaster.this
|
||||||
|
.abortJob("[Rabit] Get shutdown request, start to shutdown...");
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
private class NMCallbackHandler implements NMClientAsync.CallbackHandler {
|
private class NMCallbackHandler implements NMClientAsync.CallbackHandler {
|
||||||
@Override
|
@Override
|
||||||
public void onContainerStarted(ContainerId cid, Map<String, ByteBuffer> services) {
|
public void onContainerStarted(ContainerId cid,
|
||||||
|
Map<String, ByteBuffer> services) {
|
||||||
LOG.debug("onContainerStarted Invoked");
|
LOG.debug("onContainerStarted Invoked");
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onContainerStatusReceived(ContainerId cid, ContainerStatus status) {
|
public void onContainerStatusReceived(ContainerId cid,
|
||||||
|
ContainerStatus status) {
|
||||||
LOG.debug("onContainerStatusReceived Invoked");
|
LOG.debug("onContainerStatusReceived Invoked");
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onContainerStopped(ContainerId cid) {
|
public void onContainerStopped(ContainerId cid) {
|
||||||
LOG.debug("onContainerStopped Invoked");
|
LOG.debug("onContainerStopped Invoked");
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onGetContainerStatusError(ContainerId cid, Throwable ex) {
|
public void onGetContainerStatusError(ContainerId cid, Throwable ex) {
|
||||||
LOG.debug("onGetContainerStatusError Invoked: " + ex.toString());
|
LOG.debug("onGetContainerStatusError Invoked: " + ex.toString());
|
||||||
ApplicationMaster.this.handleFailure(Collections.singletonList(cid));
|
ApplicationMaster.this
|
||||||
|
.handleFailure(Collections.singletonList(cid));
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onStartContainerError(ContainerId cid, Throwable ex) {
|
public void onStartContainerError(ContainerId cid, Throwable ex) {
|
||||||
LOG.debug("onStartContainerError Invoked: " + ex.toString());
|
LOG.debug("onStartContainerError Invoked: " + ex.toString());
|
||||||
ApplicationMaster.this.handleFailure(Collections.singletonList(cid));
|
ApplicationMaster.this
|
||||||
|
.handleFailure(Collections.singletonList(cid));
|
||||||
}
|
}
|
||||||
|
|
||||||
@Override
|
@Override
|
||||||
public void onStopContainerError(ContainerId cid, Throwable ex) {
|
public void onStopContainerError(ContainerId cid, Throwable ex) {
|
||||||
LOG.info("onStopContainerError Invoked: " + ex.toString());
|
LOG.info("onStopContainerError Invoked: " + ex.toString());
|
||||||
|
|||||||
@ -34,15 +34,18 @@ public class Client {
|
|||||||
private Map<String, Path> cacheFiles = new java.util.HashMap<String, Path>();
|
private Map<String, Path> cacheFiles = new java.util.HashMap<String, Path>();
|
||||||
// args to pass to application master
|
// args to pass to application master
|
||||||
private String appArgs;
|
private String appArgs;
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* get the local resource setting
|
* get the local resource setting
|
||||||
* @param fmaps the file maps
|
*
|
||||||
|
* @param fmaps
|
||||||
|
* the file maps
|
||||||
* @return the resource map
|
* @return the resource map
|
||||||
* @throws IOException
|
* @throws IOException
|
||||||
*/
|
*/
|
||||||
private Map<String, LocalResource> getLocalResource() throws IOException {
|
private Map<String, LocalResource> getLocalResource() throws IOException {
|
||||||
Map<String, LocalResource> rmap = new java.util.HashMap<String, LocalResource>();
|
Map<String, LocalResource> rmap = new java.util.HashMap<String, LocalResource>();
|
||||||
for (Map.Entry<String, Path> e : cacheFiles.entrySet()){
|
for (Map.Entry<String, Path> e : cacheFiles.entrySet()) {
|
||||||
LocalResource r = Records.newRecord(LocalResource.class);
|
LocalResource r = Records.newRecord(LocalResource.class);
|
||||||
Path path = e.getValue();
|
Path path = e.getValue();
|
||||||
FileStatus status = FileSystem.get(conf).getFileStatus(path);
|
FileStatus status = FileSystem.get(conf).getFileStatus(path);
|
||||||
@ -55,15 +58,18 @@ public class Client {
|
|||||||
}
|
}
|
||||||
return rmap;
|
return rmap;
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* get the environment variables for container
|
* get the environment variables for container
|
||||||
|
*
|
||||||
* @return the env variable for child class
|
* @return the env variable for child class
|
||||||
*/
|
*/
|
||||||
private Map<String, String> getEnvironment() {
|
private Map<String, String> getEnvironment() {
|
||||||
// Setup environment variables
|
// Setup environment variables
|
||||||
Map<String, String> env = new java.util.HashMap<String, String>();
|
Map<String, String> env = new java.util.HashMap<String, String>();
|
||||||
String cpath = "${CLASSPATH}:./*";
|
String cpath = "${CLASSPATH}:./*";
|
||||||
for (String c : conf.getStrings(YarnConfiguration.YARN_APPLICATION_CLASSPATH,
|
for (String c : conf.getStrings(
|
||||||
|
YarnConfiguration.YARN_APPLICATION_CLASSPATH,
|
||||||
YarnConfiguration.DEFAULT_YARN_APPLICATION_CLASSPATH)) {
|
YarnConfiguration.DEFAULT_YARN_APPLICATION_CLASSPATH)) {
|
||||||
cpath += ':';
|
cpath += ':';
|
||||||
cpath += c.trim();
|
cpath += c.trim();
|
||||||
@ -76,8 +82,10 @@ public class Client {
|
|||||||
}
|
}
|
||||||
return env;
|
return env;
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* initialize the settings
|
* initialize the settings
|
||||||
|
*
|
||||||
* @param args
|
* @param args
|
||||||
*/
|
*/
|
||||||
private void initArgs(String[] args) {
|
private void initArgs(String[] args) {
|
||||||
@ -92,7 +100,7 @@ public class Client {
|
|||||||
} else {
|
} else {
|
||||||
cacheFiles.put(arr[1], path);
|
cacheFiles.put(arr[1], path);
|
||||||
}
|
}
|
||||||
++ i;
|
++i;
|
||||||
} else {
|
} else {
|
||||||
sargs.append(" ");
|
sargs.append(" ");
|
||||||
sargs.append(args[i]);
|
sargs.append(args[i]);
|
||||||
@ -100,6 +108,7 @@ public class Client {
|
|||||||
}
|
}
|
||||||
this.appArgs = sargs.toString();
|
this.appArgs = sargs.toString();
|
||||||
}
|
}
|
||||||
|
|
||||||
private void run(String[] args) throws Exception {
|
private void run(String[] args) throws Exception {
|
||||||
if (args.length == 0) {
|
if (args.length == 0) {
|
||||||
System.out.println("Usage: [options] [commands..]");
|
System.out.println("Usage: [options] [commands..]");
|
||||||
@ -117,17 +126,15 @@ public class Client {
|
|||||||
YarnClientApplication app = yarnClient.createApplication();
|
YarnClientApplication app = yarnClient.createApplication();
|
||||||
|
|
||||||
// Set up the container launch context for the application master
|
// Set up the container launch context for the application master
|
||||||
ContainerLaunchContext amContainer =
|
ContainerLaunchContext amContainer = Records
|
||||||
Records.newRecord(ContainerLaunchContext.class);
|
.newRecord(ContainerLaunchContext.class);
|
||||||
amContainer.setCommands(
|
amContainer.setCommands(Collections.singletonList("$JAVA_HOME/bin/java"
|
||||||
Collections.singletonList(
|
+ " -Xmx256M"
|
||||||
"$JAVA_HOME/bin/java" +
|
+ " org.apache.hadoop.yarn.rabit.ApplicationMaster"
|
||||||
" -Xmx256M" +
|
+ this.appArgs + " 1>"
|
||||||
" org.apache.hadoop.yarn.rabit.ApplicationMaster" + this.appArgs +
|
+ ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stdout"
|
||||||
" 1>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stdout" +
|
+ " 2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR
|
||||||
" 2>" + ApplicationConstants.LOG_DIR_EXPANSION_VAR + "/stderr"
|
+ "/stderr"));
|
||||||
)
|
|
||||||
);
|
|
||||||
|
|
||||||
// setup cache files
|
// setup cache files
|
||||||
amContainer.setLocalResources(this.getLocalResource());
|
amContainer.setLocalResources(this.getLocalResource());
|
||||||
@ -138,8 +145,8 @@ public class Client {
|
|||||||
capability.setMemory(256);
|
capability.setMemory(256);
|
||||||
capability.setVirtualCores(1);
|
capability.setVirtualCores(1);
|
||||||
|
|
||||||
|
ApplicationSubmissionContext appContext = app
|
||||||
ApplicationSubmissionContext appContext = app.getApplicationSubmissionContext();
|
.getApplicationSubmissionContext();
|
||||||
appContext.setApplicationName("Rabit-YARN");
|
appContext.setApplicationName("Rabit-YARN");
|
||||||
appContext.setAMContainerSpec(amContainer);
|
appContext.setAMContainerSpec(amContainer);
|
||||||
appContext.setResource(capability);
|
appContext.setResource(capability);
|
||||||
@ -152,22 +159,22 @@ public class Client {
|
|||||||
|
|
||||||
ApplicationReport appReport = yarnClient.getApplicationReport(appId);
|
ApplicationReport appReport = yarnClient.getApplicationReport(appId);
|
||||||
YarnApplicationState appState = appReport.getYarnApplicationState();
|
YarnApplicationState appState = appReport.getYarnApplicationState();
|
||||||
while (appState != YarnApplicationState.FINISHED &&
|
while (appState != YarnApplicationState.FINISHED
|
||||||
appState != YarnApplicationState.KILLED &&
|
&& appState != YarnApplicationState.KILLED
|
||||||
appState != YarnApplicationState.FAILED) {
|
&& appState != YarnApplicationState.FAILED) {
|
||||||
Thread.sleep(100);
|
Thread.sleep(100);
|
||||||
appReport = yarnClient.getApplicationReport(appId);
|
appReport = yarnClient.getApplicationReport(appId);
|
||||||
appState = appReport.getYarnApplicationState();
|
appState = appReport.getYarnApplicationState();
|
||||||
}
|
}
|
||||||
|
|
||||||
System.out.println(
|
System.out.println("Application " + appId + " finished with"
|
||||||
"Application " + appId + " finished with" +
|
+ " state " + appState + " at " + appReport.getFinishTime());
|
||||||
" state " + appState +
|
if (!appReport.getFinalApplicationStatus().equals(
|
||||||
" at " + appReport.getFinishTime());
|
FinalApplicationStatus.SUCCEEDED)) {
|
||||||
if (!appReport.getFinalApplicationStatus().equals(FinalApplicationStatus.SUCCEEDED)) {
|
|
||||||
System.err.println(appReport.getDiagnostics());
|
System.err.println(appReport.getDiagnostics());
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
public static void main(String[] args) throws Exception {
|
public static void main(String[] args) throws Exception {
|
||||||
new Client().run(args);
|
new Client().run(args);
|
||||||
}
|
}
|
||||||
|
|||||||
Loading…
x
Reference in New Issue
Block a user