#!/usr/bin/python """ This is a script to submit rabit job using hadoop streaming submit the rabit process as mappers of MapReduce """ import argparse import sys import os import time import subprocess import rabit_tracker as tracker #!!! Set path to hadoop and hadoop streaming jar here hadoop_binary = None hadoop_streaming_jar = None # code hadoop_home = os.getenv('HADOOP_HOME') if hadoop_home != None: if hadoop_binary == None: hadoop_binary = hadoop_home + '/bin/hadoop' assert os.path.exists(hadoop_binary), "HADDOP_HOME does not contain the hadoop binary" if hadoop_streaming_jar == None: hadoop_streaming_jar = hadoop_home + '/lib/hadoop-streaming.har' assert os.path.exists(hadoop_streaming_jar), "HADDOP_HOME does not contain the haddop streaming jar" if hadoop_binary == None or hadoop_streaming_jar == None: print 'Warning: Cannot auto-detect path to hadoop and streaming jar, need to set them via arguments -hs and -hb' print '\tTo enable auto-detection, you can set enviroment variable HADOOP_HOME or modify rabit_hadoop.py line 14' parser = argparse.ArgumentParser(description='Rabit script to submit rabit jobs using Hadoop Streaming') parser.add_argument('-n', '--nslaves', required=True, type=int, help = 'number of slaves proccess to be launched') parser.add_argument('-v', '--verbose', default=0, choices=[0, 1], type=int, help = 'print more messages into the console') parser.add_argument('-i', '--input', required=True, help = 'input path in HDFS') parser.add_argument('-o', '--output', required=True, help = 'output path in HDFS') parser.add_argument('-f', '--files', nargs = '*', help = 'the cached file list in mapreduce') if hadoop_binary == None: parser.add_argument('-hb', '--hadoop_binary', required = True, help="path-to-hadoop binary folder") else: parser.add_argument('-hb', '--hadoop_binary', default = hadoop_binary, help="path-to-hadoop binary folder") if hadoop_streaming_jar == None: parser.add_argument('-jar', '--hadoop_streaming_jar', required = True, help='path-to hadoop streamimg jar file') else: parser.add_argument('-jar', '--hadoop_streaming_jar', default = hadoop_streaming_jar, help='path-to hadoop streamimg jar file') parser.add_argument('command', nargs='+', help = 'command for rabit program') args = parser.parse_args() def hadoop_streaming(nslaves, slave_args): cmd = '%s jar %s -D mapred.map.tasks=%d' % (args.hadoop_binary, args.hadoop_streaming_jar, nslaves) cmd += ' -input %s -output %s' % (args.input, args.output) cmd += ' -mapper \"%s\" -reducer \"/bin/cat\" ' % (' '.join(args.command + slave_args)) fset = set() if os.path.exists(args.command[0]): fset.add(args.command[0]) for flst in args.files: for f in flst.split('#'): fset.add(f) for f in fset: cmd += ' -file %s' % f print cmd subprocess.check_call(cmd, shell = True) tracker.submit(args.nslaves, [], fun_submit = hadoop_streaming, verbose = args.verbose)