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emr_boto3_example.py
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applications = [ | |
{'Name': 'Spark'}, | |
{'Name': 'Hive'}, | |
{'Name': 'Tez'}, | |
{'Name': 'Hadoop'}, | |
{'Name': 'Ganglia'}, | |
{'Name': 'Presto'}, | |
{'Name': 'Zeppelin'} | |
] | |
release_label = "emr-5.9.0" | |
log_uri = "s3n://SOME-LOGS-BUCKET/" | |
configurations = [ | |
{ | |
"Classification": "spark-env", | |
"Properties": {}, | |
"Configurations": | |
[ | |
{ | |
"Classification": "export", | |
"Properties": | |
{ | |
"PYSPARK_PYTHON": "/mnt/pyspark/miniconda/envs/spark/bin/python3.6", | |
"JAVA_HOME": "/usr/lib/jvm/java-1.8.0", | |
"PYSPARK_DRIVER_PYTHON": "/mnt/pyspark/miniconda/envs/spark/bin/python3.6" | |
}, | |
"Configurations": [] | |
} | |
] | |
}, | |
{ | |
"Classification": "hadoop-env", | |
"Properties": {}, | |
"Configurations": | |
[ | |
{ | |
"Classification": "export", | |
"Properties": | |
{ | |
"JAVA_HOME": "/usr/lib/jvm/java-1.8.0" | |
}, | |
"Configurations": [] | |
} | |
] | |
}, | |
{ | |
"Classification": "hive-site", | |
"Properties": | |
{ | |
"javax.jdo.option.ConnectionUserName": "SOME-USER", | |
"javax.jdo.option.ConnectionDriverName": "org.mariadb.jdbc.Driver", | |
"javax.jdo.option.ConnectionPassword": "SOME-PASSWORD", | |
"javax.jdo.option.ConnectionURL": "jdbc:mysql://HOST:3306/SOME-HIVEDB?createDatabaseIfNotExist=true" | |
}, | |
"Configurations": [] | |
}, | |
{ | |
"Classification": "presto-connector-hive", | |
"Properties": | |
{ | |
"hive.parquet-optimized-reader.enabled": "true", | |
"hive.parquet-predicate-pushdown.enabled": "true", | |
"hive.parquet.use-column-names": "true", | |
"hive.orc.use-column-names": "true" | |
} | |
}, | |
{ | |
"Classification": "hue-ini", | |
"Properties": {}, | |
"Configurations": | |
[ | |
{ | |
"Classification": "desktop", | |
"Properties": {}, | |
"Configurations": | |
[ | |
{ | |
"Classification": "database", | |
"Properties": | |
{ | |
"password": "SOME-PWD", | |
"engine": "mysql", | |
"port": "3306", | |
"host": "HUE-HOST", | |
"name": "HUE-DB", | |
"user": "HUE-USER" | |
}, | |
"Configurations": [] | |
} | |
] | |
} | |
] | |
} | |
] | |
steps = [ | |
{ | |
"ActionOnFailure": "TERMINATE_JOB_FLOW", | |
"Name": "Test S3FS script", | |
"HadoopJarStep": | |
{ | |
"Jar": "command-runner.jar", | |
"Args": [ | |
"echo", | |
"1" | |
] | |
} | |
} | |
] | |
# instance group configuration | |
instance_groups = [ | |
{ | |
"InstanceCount": core_instance_count, | |
"InstanceRole": "CORE", | |
"InstanceType": core_instance_type, | |
"Name": "CORE" | |
}, | |
{ | |
"InstanceCount": task_instance_count, | |
"BidPrice": task_spot_bid_price, | |
"InstanceRole": "TASK", | |
"InstanceType": task_instance_type, | |
"Market": "SPOT", | |
"Name": "TASK" | |
}, | |
{ | |
"InstanceCount": 1 | |
, "EbsConfiguration": | |
{ | |
"EbsBlockDeviceConfigs": [ | |
{ | |
"VolumeSpecification": | |
{ | |
"SizeInGB": 32, | |
"VolumeType": "gp2" | |
}, | |
"VolumesPerInstance": 1 | |
} | |
] | |
}, | |
"InstanceRole": "MASTER", | |
"InstanceType": master_instance_type, | |
"Name": "MASTER" | |
} | |
] | |
instances = { | |
"KeepJobFlowAliveWhenNoSteps": True, | |
"TerminationProtected": False, | |
"Ec2KeyName": "SOME-SSH-KEY", | |
"Ec2SubnetId": "SOME-SUBNET-ID", | |
"EmrManagedSlaveSecurityGroup": "SOME-SG-ID", | |
"EmrManagedMasterSecurityGroup": "SOME-SG-ID", | |
"ServiceAccessSecurityGroup": "SOME-SERVICE-SG-ID", | |
"InstanceGroups": instance_groups | |
} | |
job_flow_role = "SOME-INSTANCE-ROLE" | |
service_role = "SOME-SERVICE-ROLE" | |
tags = [ | |
{ | |
'Key': 'Name', | |
'Value': global_cluster_name | |
}, | |
{ | |
'Key': 'Team', | |
'Value': 'YOUR-TEAM' | |
}, | |
{ | |
'Key': 'Managed', | |
'Value': 'BY-SOME-SCHEDULER' | |
}, | |
{ | |
'Key': 'Environment', | |
'Value': 'dev' | |
}, | |
] | |
bootstrap_actions = [{ | |
"Name": "presto_configuration", | |
"ScriptBootstrapAction": { | |
"Path": "s3://{0}/{1}".format(s3_bucket_presto, s3_key_presto) | |
} | |
} | |
] | |
response = client.run_job_flow(Applications=applications, | |
Name=global_cluster_name, | |
BootstrapActions=bootstrap_actions, | |
ReleaseLabel=release_label, | |
LogUri=log_uri, | |
Steps=steps, | |
Tags=tags, | |
Configurations=configurations, | |
Instances=instances, | |
JobFlowRole=job_flow_role, | |
VisibleToAllUsers=True, | |
ServiceRole=service_role) | |
print("got response {0}".format(response)) | |
job_flow_id = response['JobFlowId'] | |
logging.info("Got job_flow_id {0}".format(job_flow_id)) | |
cluster_id = job_flow_id | |
time.sleep(300) | |
cluster_description = client.describe_cluster( | |
ClusterId=cluster_id | |
) | |
print(cluster_description) | |
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