Created
March 29, 2015 10:26
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Mortar Pig Task
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# | |
# Copyright 2015 Mortar Data 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. | |
# | |
import luigi | |
from luigi import configuration | |
from luigi.contrib.pig import PigJobTask | |
from luigi.s3 import S3Target, S3PathTask | |
import inspect | |
import os | |
import re | |
""" | |
Prerequisites: | |
1. Pig installed. | |
2. Luigi installed. | |
3. The client.cfg file in this directory updated with your s3 and pig settings. | |
4. Your Mortar project checked out locally | |
By default this script will run Pig in local mode. To run the Pig job on a Hadoop cluster ensure that | |
you have Pig configured to connect to your Hadoop cluster and remove the "-x local" options from the | |
method pig_options below. | |
To run: | |
python run-mortar-project-luigi.py --local-scheduler --email <Your Email> --mortar-project-root <Absolute path to your Mortar project> | |
""" | |
class MortarStylePigTask(PigJobTask): | |
""" | |
Base Luigi task for running a Mortar script. | |
""" | |
# commented out to remove email requiremend | |
# email = luigi.Parameter(default=None) | |
#If you're running a Mortar project, this parameter is the absolute path to the root of the project. | |
mortar_project_root = luigi.Parameter(default=None) | |
root_path = None | |
def pig_env_vars(self): | |
return { | |
"PIG_CLASSPATH":'%(root)s/.:%(root)s/lib-cluster/*:%(root)s/lib-pig/*:%(root)s/jython/jython.jar' % \ | |
{'root': self._get_root_path()} | |
} | |
def pig_properties(self): | |
return { | |
'pig.additional.jars': self._additional_jars(), | |
'python.home': self._python_path(), | |
'python.cachedir': self._python_cachedir(), | |
'python.verbose': 'error', | |
'jython.output': 'true', | |
'pig.logfile': self._logfile(), | |
'pig.exec.reducers.bytes.per.reducer':268435456, | |
'fs.default.name':'file:///', | |
'pig.temp.dir':'/tmp/', | |
'pig.import.search.path':self._search_path(), | |
# 'fs.s3.impl':'org.apache.hadoop.fs.s3native.NativeS3FileSystem', | |
# 'fs.s3n.awsAccessKeyId':self._get_aws_access_key(), | |
# 'fs.s3n.awsSecretAccessKey':self._get_aws_secret_access_key(), | |
# 'fs.s3.awsAccessKeyId':self._get_aws_access_key(), | |
# 'fs.s3.awsSecretAccessKey':self._get_aws_secret_access_key(), | |
} | |
def pig_parameters(self): | |
#Parameters that Mortar set automatically | |
params = {} | |
# Uncomment to enable S3 | |
# params = { | |
# 'aws_access_key_id':self._get_aws_access_key(), | |
# 'AWS_ACCESS_KEY_ID':self._get_aws_access_key(), | |
# 'AWS_ACCESS_KEY':self._get_aws_access_key(), | |
# 'aws_secret_acces_key':self._get_aws_secret_access_key(), | |
# 'AWS_SECRET_KEY':self._get_aws_secret_access_key(), | |
# 'AWS_SECRET_ACCESS_KEY':self._get_aws_secret_access_key(), | |
# } | |
# if self.email: | |
# params['MORTAR_EMAIL'] = self.email | |
# params['MORTAR_EMAIL_S3_ESCAPED'] = self._s3_safe(self.email) | |
if self.mortar_project_root: | |
params['MORTAR_PROJECT_ROOT'] = self.mortar_project_root | |
return params | |
def pig_options(self): | |
options = [] | |
#Remove this line if you would like to run Pig against a configured cluster | |
options += ['-x', 'local'] | |
# Set the path to the log4j conf file | |
options += ['-log4jconf', self._log4j_conf()] | |
# Set a parameter file | |
options += ['-param_file', '%s/params/retail.params' % (self.mortar_project_root)] | |
return options | |
def _additional_jars(self): | |
# return '%(luigi)s/lib-cluster/*.jar:%(project)s/udfs/java' % \ | |
# ({'luigi':self._get_root_path(), 'project': self.mortar_project_root}) | |
return '%s/lib-cluster/*.jar' % (self._get_root_path()) | |
def _get_aws_access_key(self): | |
return configuration.get_config().get('s3', 'aws_access_key_id') | |
def _get_aws_secret_access_key(self): | |
return configuration.get_config().get('s3', 'aws_secret_access_key') | |
def _log4j_conf(self): | |
return '%s/conf/log4j-cli-local-dev.properties' % (self._get_root_path()); | |
def _search_path(self): | |
return '%s/macros' % (self.mortar_project_root) | |
def _python_path(self): | |
return '%s/jython' % (self._get_root_path()) | |
def _python_cachedir(self): | |
return '%s/cachedir' % (self._python_path()) | |
def _logfile(self): | |
return '%s/logs/local-pig.log' % (self.mortar_project_root) | |
def _get_root_path(self): | |
if not self.root_path: | |
self.root_path = os.path.dirname(os.path.abspath(inspect.getfile(inspect.currentframe()))) | |
return self.root_path | |
def _s3_safe(self, s): | |
return re.sub("[^0-9a-zA-Z]", '-', s) | |
class ExcitePigTask(MortarStylePigTask): | |
# Override PigJobTask to set the pig script to run | |
def pig_script_path(self): | |
return "%s/pigscripts/retail-recsys.pig" % (self.mortar_project_root) | |
def pig_parameters(self): | |
# Call base class for standard Mortar parameters | |
params = super(ExcitePigTask, self).pig_parameters() | |
# Add script specific parameters here. | |
return params | |
def requires(self): | |
return [] | |
def output(self): | |
# Right now don't return anything | |
return [] | |
# Uncomment to output to S# | |
# return [S3Target('s3n://mortar-example-output-data/$MORTAR_EMAIL_S3_ESCAPED/excite')] | |
if __name__ == "__main__": | |
luigi.run(main_task_cls=ExcitePigTask) |
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