Last active
July 3, 2022 07:14
-
-
Save bpatoul/254331c91c4ac764b7d3bec4d6ffec5a to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
response = client.create_processing_job( | |
ProcessingInputs=[ | |
{ | |
'InputName': 'data', | |
'DatasetDefinition': { | |
'AthenaDatasetDefinition': { | |
'Catalog': 'AwsDataCatalog', | |
'Database': 'link', | |
'QueryString': 'SELECT * FROM "link"."dl_tpc_customer"', | |
'WorkGroup': 'primary', | |
'OutputS3Uri': 's3://sagemaker-studio-w16ttswarb/', | |
'OutputFormat': 'PARQUET' | |
}, | |
'LocalPath': '/opt/ml/processing/input/dataset.parquet' | |
} | |
}, | |
{ | |
'InputName': 'code', | |
'AppManaged': False, | |
'S3Input': { | |
'S3Uri': 's3://sagemaker-studio-w16ttswarb/processingCode/', | |
'LocalPath': '/opt/ml/processing/input/code', | |
'S3DataType': 'S3Prefix', | |
'S3InputMode': 'File', | |
'S3DataDistributionType': 'FullyReplicated' | |
}, | |
}, | |
], | |
ProcessingOutputConfig={ | |
'Outputs': [ | |
{ | |
'OutputName': 'OutputProcessingJobAthenaTrain', | |
'S3Output': { | |
'S3Uri': 's3://sagemaker-studio-w16ttswarb/processingJobOutput/', | |
'LocalPath': '/opt/ml/processing/output/', | |
'S3UploadMode': 'EndOfJob' | |
}, | |
} | |
], | |
}, | |
ProcessingJobName='processingJobAthenaBoto19', | |
ProcessingResources={ | |
'ClusterConfig': { | |
'InstanceCount': 1, | |
'InstanceType': 'ml.t3.large', | |
'VolumeSizeInGB': 15 | |
} | |
}, | |
AppSpecification={ | |
'ImageUri': '683313688378.dkr.ecr.us-east-1.amazonaws.com/sagemaker-scikit-learn:0.23-1-cpu-py3', | |
'ContainerEntrypoint': ['python3', '/opt/ml/processing/input/code/preprocessing.py'] | |
}, | |
RoleArn='YOUR ROLE', | |
) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment