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#!/usr/bin/python
#
# Licensed to Cloudera, Inc. under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. Cloudera, Inc. 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.
#
#
# Template for python Hadoop streaming. Fill in the map() and reduce()
# functions, which should call emit(), as appropriate.
#
# Test your script with
# cat input | python wordcount.py map | sort | python wordcount.py reduce
import sys
import re
try:
import simplejson as json
except ImportError:
import json
import __builtin__
def map(line):
words = line.split()
for word in words:
emit(word, str(1))
def reduce(key, values):
emit(key, str(sum(__builtin__.map(int,values))))
# Common library code follows:
def emit(key, value):
"""
Emits a key->value pair. Key and value should be strings.
"""
try:
print "\t".join( (key, value) )
except:
pass
def run_map():
"""Calls map() for each input value."""
for line in sys.stdin:
line = line.rstrip()
map(line)
def run_reduce():
"""Gathers reduce() data in memory, and calls reduce()."""
prev_key = None
values = []
for line in sys.stdin:
line = line.rstrip()
key, value = re.split("\t", line, 1)
if prev_key == key:
values.append(value)
else:
if prev_key is not None:
reduce(prev_key, values)
prev_key = key
values = [ value ]
if prev_key is not None:
reduce(prev_key, values)
def main():
"""Runs map or reduce code, per arguments."""
if len(sys.argv) != 2 or sys.argv[1] not in ("map", "reduce"):
print "Usage: %s <map|reduce>" % sys.argv[