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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
import boto3 | |
SCRIPT_RUNNER_JAR = 's3://us-east-1.elasticmapreduce/libs/script-runner/script-runner.jar' | |
BASE_ARGS_HIVE_STEP = [ | |
'/usr/share/aws/emr/scripts/hive-script', | |
'--run-hive-script', | |
'--args', | |
'-f', | |
] | |
def create_cluster(region_name, | |
name, | |
log_uri, | |
release_label, | |
instance_type_master, | |
instance_count_master, | |
instance_type_slave, | |
instance_count_slave, | |
key_name, | |
subnet_id, | |
service_access_security_group, | |
master_security_group, | |
master_additional_security_group, | |
slave_security_group, | |
slave_additional_security_group, | |
hive_metastore_url, | |
hive_metastore_user, | |
hive_metastore_password, | |
bucket_name, | |
target_date): | |
client = boto3.client('emr', region_name=region_name) | |
response = client.run_job_flow( | |
Name=name, | |
LogUri=log_uri, | |
ReleaseLabel=release_label, | |
Instances={ | |
'InstanceGroups': [ | |
{ | |
'Name': 'emr-master', | |
'InstanceRole': 'MASTER', | |
'InstanceType': instance_type_master, | |
'InstanceCount': instance_count_master, | |
}, | |
{ | |
'Name': 'emr-core', | |
'InstanceRole': 'CORE', | |
'InstanceType': instance_type_slave, | |
'InstanceCount': instance_count_slave, | |
}, | |
], | |
'Ec2KeyName': key_name, | |
'KeepJobFlowAliveWhenNoSteps': False, | |
'TerminationProtected': False, | |
'Ec2SubnetId': subnet_id, | |
'ServiceAccessSecurityGroup': service_access_security_group, | |
'EmrManagedMasterSecurityGroup': master_security_group, | |
'AdditionalMasterSecurityGroups': master_additional_security_group, | |
'EmrManagedSlaveSecurityGroup': slave_security_group, | |
'AdditionalSlaveSecurityGroups': slave_additional_security_group, | |
}, | |
Steps=[], | |
Applications=[ | |
{ | |
'Name': 'Hadoop' | |
}, | |
{ | |
'Name': 'Hive' | |
}, | |
], | |
Configurations=[ | |
{ | |
'Classification': 'hive-site', | |
'Properties': { | |
'javax.jdo.option.ConnectionURL': hive_metastore_url, | |
'javax.jdo.option.ConnectionUserName': hive_metastore_user, | |
'javax.jdo.option.ConnectionPassword': hive_metastore_password | |
} | |
}, | |
], | |
VisibleToAllUsers=True, | |
JobFlowRole='EMR_EC2_DefaultRole', | |
ServiceRole='EMR_DefaultRole', | |
) | |
client.add_job_flow_steps( | |
JobFlowId=response['JobFlowId'], | |
Steps=get_dist_cp_step(bucket_name, target_date), | |
) | |
client.add_job_flow_steps( | |
JobFlowId=response['JobFlowId'], | |
Steps=get_hive_script_step(bucket_name, target_date), | |
) | |
return response['JobFlowId'] | |
def get_dist_cp_step(bucket_name, target_date): | |
return [{ | |
'Name': 'S3DistCp step', | |
'ActionOnFailure': 'CANCEL_AND_WAIT',#'TERMINATE_JOB_FLOW'|'TERMINATE_CLUSTER'|'CANCEL_AND_WAIT'|'CONTINUE', | |
'HadoopJarStep': { | |
'Jar': '/usr/share/aws/emr/s3-dist-cp/lib/s3-dist-cp.jar', | |
'Args': [ | |
'--src', | |
's3://{0}/path/to/raw/log/{1}/'.format( | |
bucket_name, target_date.strftime('%Y/%m/%d')), | |
'--dest', | |
's3://{0}/path/to/merge/log/{1}/'.format( | |
bucket_name, target_date.strftime('year=%Y/month=%m/day=%d')), | |
'--groupBy', | |
"(.)*", | |
'--targetSize', | |
'2048', | |
] | |
} | |
}] | |
def get_hive_script_step(bucket_name, target_date): | |
return [{ | |
'Name': 'Hive script step', | |
'ActionOnFailure': 'CANCEL_AND_WAIT',#'TERMINATE_JOB_FLOW'|'TERMINATE_CLUSTER'|'CANCEL_AND_WAIT'|'CONTINUE', | |
'HadoopJarStep': { | |
'Jar': SCRIPT_RUNNER_JAR, | |
'Args': BASE_ARGS_HIVE_STEP + [ | |
's3://{0}/path/to/hive-script/script.hql'.format(bucket_name), | |
'-d', | |
'YEAR={0}'.format(target_date.year), | |
'-d', | |
'MONTH={0:02d}'.format(target_date.month), | |
'-d', | |
'DAY={0:02d}'.format(target_date.day), | |
] | |
} | |
}] | |
def check_cluster_status(region_name, jobflow_id, created_after): | |
client = boto3.client('emr', region_name=region_name) | |
response = client.list_clusters( | |
CreatedAfter=created_after, | |
) | |
for cluster in response['Clusters']: | |
if cluster['Id'] == jobflow_id: | |
if(cluster['Status']['StateChangeReason'].has_key('Message')): | |
return (cluster['Status']['State'], cluster['Status']['StateChangeReason']['Message']) | |
else: | |
return (cluster['Status']['State'], None) | |
return None | |
if __name__ == '__main__': | |
import setting | |
import sys | |
import time | |
from datetime import datetime, date, timedelta | |
create_date = datetime.now() - timedelta(days=1) | |
jobflow_id = create_cluster(setting.REGION_NAME, | |
setting.CLUSTER_NAME, | |
setting.LOG_URI, | |
setting.RELEASE_LABEL, | |
setting.INSTANCE_TYPE_MASTER, | |
setting.INSTANCE_COUNT_MASTER, | |
setting.INSTANCE_TYPE_SLAVE, | |
setting.INSTANCE_COUNT_SLAVE, | |
setting.KEY_NAME, | |
setting.SUBNET_ID, | |
setting.SECURITY_GROUP_SERVICE_ACCESS, | |
setting.SECURITY_GROUP_MASTER, | |
setting.SECURITY_GROUP_MASTER_ADDITIONAL, | |
setting.SECURITY_GROUP_SLAVE, | |
setting.SECURITY_GROUP_SLAVE_ADDITIONAL, | |
setting.HIVE_METASTORE_URL, | |
setting.HIVE_METASTORE_USER, | |
setting.HIVE_METASTORE_PASSWORD, | |
setting.BUCKET_NAME, | |
date(2016, 2, 11)) | |
while True: | |
status = check_cluster_status(setting.REGION_NAME, | |
jobflow_id, | |
create_date) | |
if status and status[0] == 'TERMINATED': | |
if status[1] == 'Steps completed': | |
print('complete') | |
break | |
else: | |
print('error') | |
sys.exit(1) | |
else: | |
time.sleep(60) |
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
REGION_NAME = 'ap-northeast-1' | |
CLUSTER_NAME = 'Cluster Name' | |
LOG_URI = 's3://path/to/emr/log/' | |
KEY_NAME = 'YOUR_KEY_NAME' | |
RELEASE_LABEL = 'emr-4.2.0' | |
INSTANCE_TYPE_MASTER = 'm1.medium' | |
INSTANCE_COUNT_MASTER = 1 | |
INSTANCE_TYPE_SLAVE = 'm1.medium' | |
INSTANCE_COUNT_SLAVE = 1 | |
SUBNET_ID = 'YOUR_SUBNET_ID' | |
SECURITY_GROUP_SERVICE_ACCESS = 'YOUR_SECURITY_GROUP' | |
SECURITY_GROUP_MASTER = 'YOUR_SECURITY_GROUP' | |
SECURITY_GROUP_MASTER_ADDITIONAL = ['YOUR_SECURITY_GROUP'] | |
SECURITY_GROUP_SLAVE = 'YOUR_SECURITY_GROUP' | |
SECURITY_GROUP_SLAVE_ADDITIONAL = ['YOUR_SECURITY_GROUP'] | |
HIVE_METASTORE_URL = 'jdbc:mysql://YOUR_RDS_URL/hive?createDatabaseIfNotExist=true' | |
HIVE_METASTORE_USER = 'YOUR_RDS_USER' | |
HIVE_METASTORE_PASSWORD = 'YOUR_RDS_PASSWORD' | |
BUCKET_NAME = 'YOUR_BUCKET_NAME' |
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can you please clarify on the "import setting" statement? did you just import that package? How is setting able to return your aws account info ?