| #!/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[ |