Created
April 30, 2020 12:11
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This is the first state for the AWS Step Function to automate training, build and deployment of an Amazon SageMaker model
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"States": { | |
"Create Training Job": { | |
"Type": "Task", | |
"Resource": "arn:aws:states:::sagemaker:createTrainingJob.sync", | |
"Parameters": { | |
"TrainingJobName.$": "$$.Execution.Name", | |
"ResourceConfig": { | |
"InstanceCount": 1, | |
"InstanceType": "ml.m4.xlarge", | |
"VolumeSizeInGB": 5 | |
}, | |
"HyperParameters": { | |
"max_depth": "5", | |
"eta": "0.2", | |
"gamma": "4", | |
"min_child_weight": "6", | |
"silent": "0", | |
"objective": "multi:softmax", | |
"num_class": "10", | |
"num_round": "10" | |
}, | |
"AlgorithmSpecification": { | |
"TrainingImage": "544295431143.dkr.ecr.ap-southeast-2.amazonaws.com/xgboost:1", | |
"TrainingInputMode": "File" | |
}, | |
"OutputDataConfig": { | |
"S3OutputPath": "s3://bucketName/data/modelartifacts" | |
}, | |
"StoppingCondition": { | |
"MaxRuntimeInSeconds": 86400 | |
}, | |
"RoleArn": "iam-role-arn", | |
"InputDataConfig": [ | |
{ | |
"ChannelName": "train", | |
"ContentType": "text/csv", | |
"DataSource": { | |
"S3DataSource": { | |
"S3DataType": "S3Prefix", | |
"S3Uri": "s3://bucketName/data/train", | |
"S3DataDistributionType": "FullyReplicated" | |
} | |
} | |
}, | |
{ | |
"ChannelName": "validation", | |
"ContentType": "text/csv", | |
"DataSource": { | |
"S3DataSource": { | |
"S3DataType": "S3Prefix", | |
"S3Uri": "s3://bucketName/data/validation", | |
"S3DataDistributionType": "FullyReplicated" | |
} | |
} | |
} | |
] | |
}, | |
"Retry": [ | |
{ | |
"ErrorEquals": [ | |
"SageMaker.AmazonSageMakerException" | |
], | |
"IntervalSeconds": 1, | |
"MaxAttempts": 1, | |
"BackoffRate": 1.1 | |
}, | |
{ | |
"ErrorEquals": [ | |
"SageMaker.ResourceLimitExceededException" | |
], | |
"IntervalSeconds": 60, | |
"MaxAttempts": 1, | |
"BackoffRate": 1 | |
}, | |
{ | |
"ErrorEquals": [ | |
"States.Timeout" | |
], | |
"IntervalSeconds": 1, | |
"MaxAttempts": 1, | |
"BackoffRate": 1 | |
} | |
], | |
"Catch": [ | |
{ | |
"ErrorEquals": [ | |
"States.ALL" | |
], | |
"ResultPath": "$.cause", | |
"Next": "Display Error" | |
} | |
], | |
"Next": "Create Model" | |
}, |
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