SageMaker Pipeline Definition JSON Schema

Type: object
No Additional Properties

root Version
Type: enum (of string)

Must be one of:

  • "2020-12-01"

root Metadata
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: ^[A-Za-z0-9\-_]{1,128}$
root Metadata ^[A-Za-z0-9\-_]{1,128}$
Type: string

Must be at least 0 characters long

Must be at most 1024 characters long

root Parameters
Type: array

Each item of this array must be:

root Parameters Parameters items

root Parameters Parameters items oneOf StringParameter
Type: object
No Additional Properties

root Parameters Parameters items oneOf item 0 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Parameters Parameters items oneOf item 0 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Parameters Parameters items oneOf item 0 DefaultValue
Type: string

Must be at most 4096 characters long

root Parameters Parameters items oneOf item 0 Type
Type: enum (of string)

Must be one of:

  • "String"
root Parameters Parameters items oneOf IntegerParameter
Type: object
No Additional Properties

root Parameters Parameters items oneOf item 1 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Parameters Parameters items oneOf item 1 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Parameters Parameters items oneOf item 1 Type
Type: enum (of string)

Must be one of:

  • "Integer"
root Parameters Parameters items oneOf FloatParameter
Type: object
No Additional Properties

root Parameters Parameters items oneOf item 2 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Parameters Parameters items oneOf item 2 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Parameters Parameters items oneOf item 2 Type
Type: enum (of string)

Must be one of:

  • "Float"
root Parameters Parameters items oneOf BooleanParameter
Type: object
No Additional Properties

root Parameters Parameters items oneOf item 3 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Parameters Parameters items oneOf item 3 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Parameters Parameters items oneOf item 3 Type
Type: enum (of string)

Must be one of:

  • "Boolean"

root Steps
Type: array

Each item of this array must be:

root Steps Steps items

root Steps Steps items oneOf ConditionStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Type
Type: enum (of string)

Must be one of:

  • "Condition"

root Steps Steps items oneOf item 0 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf BinaryCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 LeftValue

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 LeftValue anyOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 LeftValue anyOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 LeftValue anyOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 LeftValue anyOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 RightValue

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 RightValue anyOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 RightValue anyOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 RightValue anyOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 RightValue anyOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 0 Type
Type: enum (of string)

Must be one of:

  • "GreaterThan"
  • "LessThan"
  • "LessThanOrEqualTo"
  • "GreaterThanOrEqualTo"
  • "Equals"
  • "NotEquals"
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf InCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Type
Type: enum (of string)

Must be one of:

  • "In"
  • "NotIn"

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Value

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Value oneOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Value oneOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Value oneOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 Value oneOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In In items

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In In items oneOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In In items oneOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In In items oneOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 1 In In items oneOf FloatArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf OrCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Type
Type: enum (of string)

Must be one of:

  • "Or"

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf BinaryCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 LeftValue

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 LeftValue anyOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 LeftValue anyOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 LeftValue anyOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 LeftValue anyOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 RightValue

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 RightValue anyOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 RightValue anyOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 RightValue anyOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 RightValue anyOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 0 Type
Type: enum (of string)

Must be one of:

  • "GreaterThan"
  • "LessThan"
  • "LessThanOrEqualTo"
  • "GreaterThanOrEqualTo"
  • "Equals"
  • "NotEquals"
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf InCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 Value

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 Value oneOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 Value oneOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 Value oneOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 Value oneOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In In items

root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In In items oneOf StringArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In In items oneOf BooleanArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In In items oneOf IntegerArgumentValue
Type: object
root Steps Steps items oneOf item 0 Arguments Conditions Conditions items oneOf item 2 Conditions Conditions items anyOf item 1 In In items oneOf FloatArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf TrainingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Type
Type: enum (of string)

Must be one of:

  • "Training"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments AlgorithmSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments AlgorithmSpecification MetricDefinitions
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments AlgorithmSpecification MetricDefinitions MetricDefinitions items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments DebugHookConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments DebugHookConfig CollectionConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments DebugHookConfig CollectionConfigurations CollectionConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments DebugRuleConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments DebugRuleConfigurations DebugRuleConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments HyperParameters
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments HyperParameters StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments InputDataConfig
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource FileSystemDataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments ResourceConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments StoppingCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments Tags Tag
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments TensorBoardOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 0 Arguments VpcConfig
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf FailStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 Type
Type: enum (of string)

Must be one of:

  • "Fail"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 1 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf ProcessingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Type
Type: enum (of string)

Must be one of:

  • "Processing"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments AppSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments NetworkConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments NetworkConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingInputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items S3Input
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items S3Output
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingResources
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments ProcessingResources ClusterConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 2 Arguments Tags Tag
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf TransformStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Type
Type: enum (of string)

Must be one of:

  • "Transform"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments DataProcessing
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments ModelClientConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments Tags Tag
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments TransformInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments TransformInput DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments TransformInput DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments TransformOutput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 3 Arguments TransformResources
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf RegisterModelStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Type
Type: enum (of string)

Must be one of:

  • "RegisterModel"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments InferenceSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments InferenceSpecification Containers
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments InferenceSpecification Containers Containers items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics Bias
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics Bias Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics Explainability
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics Explainability Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments IfSteps IfSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification HealthCheckConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf TrainingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Type
Type: enum (of string)

Must be one of:

  • "Training"

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments AlgorithmSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments AlgorithmSpecification MetricDefinitions
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments AlgorithmSpecification MetricDefinitions MetricDefinitions items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments DebugHookConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments DebugHookConfig CollectionConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments DebugHookConfig CollectionConfigurations CollectionConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments DebugRuleConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments DebugRuleConfigurations DebugRuleConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments HyperParameters
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments HyperParameters StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments InputDataConfig
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource
Type: object

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource FileSystemDataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments InputDataConfig InputDataConfig items DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments ResourceConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments StoppingCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments Tags Tag
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments TensorBoardOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 0 Arguments VpcConfig
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf FailStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 Type
Type: enum (of string)

Must be one of:

  • "Fail"

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 1 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf ProcessingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Type
Type: enum (of string)

Must be one of:

  • "Processing"

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments AppSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments NetworkConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments NetworkConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingInputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items S3Input
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items S3Output
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingResources
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments ProcessingResources ClusterConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 2 Arguments Tags Tag
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf TransformStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Type
Type: enum (of string)

Must be one of:

  • "Transform"

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments DataProcessing
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments ModelClientConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments Tags
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments Tags Tag
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments TransformInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments TransformInput DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments TransformInput DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments TransformOutput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 3 Arguments TransformResources
Type: object
No Additional Properties
root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf RegisterModelStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Type
Type: enum (of string)

Must be one of:

  • "RegisterModel"

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments InferenceSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments InferenceSpecification Containers
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments InferenceSpecification Containers Containers items
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics ModelDataQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics Bias
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics Bias Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics Explainability
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics Explainability Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification TestInput DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 0 Arguments ElseSteps ElseSteps items oneOf item 4 Arguments ModelMetrics DeploymentSpecification HealthCheckConfig
Type: object
No Additional Properties
root Steps Steps items oneOf TrainingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 1 Type
Type: enum (of string)

Must be one of:

  • "Training"

root Steps Steps items oneOf item 1 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 1 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 1 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 1 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 1 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 1 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 1 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 1 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments AlgorithmSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments AlgorithmSpecification MetricDefinitions
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 1 Arguments AlgorithmSpecification MetricDefinitions MetricDefinitions items
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments DebugHookConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments DebugHookConfig CollectionConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 1 Arguments DebugHookConfig CollectionConfigurations CollectionConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments DebugHookConfig HookParameters
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 1 Arguments DebugHookConfig HookParameters StringArgumentValue
Type: object

root Steps Steps items oneOf item 1 Arguments DebugRuleConfigurations
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 1 Arguments DebugRuleConfigurations DebugRuleConfigurations items
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments HyperParameters
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 1 Arguments HyperParameters StringArgumentValue
Type: object

root Steps Steps items oneOf item 1 Arguments InputDataConfig
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 1 Arguments InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 1 Arguments InputDataConfig InputDataConfig items DataSource
Type: object

root Steps Steps items oneOf item 1 Arguments InputDataConfig InputDataConfig items DataSource FileSystemDataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments InputDataConfig InputDataConfig items DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 1 Arguments ResourceConfig
Type: object
No Additional Properties

root Steps Steps items oneOf ProcessingStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 2 Type
Type: enum (of string)

Must be one of:

  • "Processing"

root Steps Steps items oneOf item 2 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 2 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 2 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 2 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 2 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 2 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 2 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 2 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments AppSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 2 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 2 Arguments NetworkConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments NetworkConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingInputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingInputs ProcessingInputs items S3Input
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingOutputConfig Outputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingOutputConfig Outputs Outputs items S3Output
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingResources
Type: object
No Additional Properties

root Steps Steps items oneOf item 2 Arguments ProcessingResources ClusterConfig
Type: object
No Additional Properties

root Steps Steps items oneOf TransformStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 3 Type
Type: enum (of string)

Must be one of:

  • "Transform"

root Steps Steps items oneOf item 3 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 3 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 3 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 3 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 3 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 3 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 3 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 3 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 3 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 3 Arguments TransformInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 Arguments TransformOutput
Type: object
No Additional Properties

root Steps Steps items oneOf item 3 Arguments TransformResources
Type: object
No Additional Properties
root Steps Steps items oneOf CreateModelStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 4 Type
Type: enum (of string)

Must be one of:

  • "Model"

root Steps Steps items oneOf item 4 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 4 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 4 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 4 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 4 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 4 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 4 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments Containers
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 4 Arguments Containers ContainerDefinition
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments Containers Containers items Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 4 Arguments Containers Containers items Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 4 Arguments Containers Containers items Mode
Type: enum (of string)

Must be one of:

  • "SingleModel"
  • "MultiModel"

root Steps Steps items oneOf item 4 Arguments Containers Containers items ModelDataUrl
Type: string
Must match regular expression: ^(https|s3)://([^/]+)/?(.*)$

Must be at least 0 characters long

Must be at most 1024 characters long

root Steps Steps items oneOf item 4 Arguments Containers Containers items MultiModelConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments Containers Containers items MultiModelConfig ModelCacheSetting
Type: enum (of string)

Must be one of:

  • "Enabled"
  • "Disabled"

root Steps Steps items oneOf item 4 Arguments InferenceExecutionConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments InferenceExecutionConfig Mode
Type: enum (of string)

Must be one of:

  • "Serial"
  • "Direct"

root Steps Steps items oneOf item 4 Arguments PrimaryContainer
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments PrimaryContainer Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 4 Arguments PrimaryContainer Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 4 Arguments PrimaryContainer Mode
Type: enum (of string)

Must be one of:

  • "SingleModel"
  • "MultiModel"

root Steps Steps items oneOf item 4 Arguments PrimaryContainer ModelDataUrl
Type: string
Must match regular expression: ^(https|s3)://([^/]+)/?(.*)$

Must be at least 0 characters long

Must be at most 1024 characters long

root Steps Steps items oneOf item 4 Arguments PrimaryContainer MultiModelConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 4 Arguments PrimaryContainer MultiModelConfig ModelCacheSetting
Type: enum (of string)

Must be one of:

  • "Enabled"
  • "Disabled"

root Steps Steps items oneOf RegisterModelStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 5 Type
Type: enum (of string)

Must be one of:

  • "RegisterModel"

root Steps Steps items oneOf item 5 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 5 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 5 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 5 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 5 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 5 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 5 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments InferenceSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments InferenceSpecification Containers
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 5 Arguments InferenceSpecification Containers Containers items
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelDataQuality
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelDataQuality Statistics
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics ModelDataQuality Constraints
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics Bias
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics Bias Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics Explainability
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics Explainability Report
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics DeploymentSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics DeploymentSpecification TestInput
Type: object
No Additional Properties

root Steps Steps items oneOf item 5 Arguments ModelMetrics DeploymentSpecification TestInput DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf LambdaStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 6 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 6 Type
Type: enum (of string)

Must be one of:

  • "Lambda"

root Steps Steps items oneOf item 6 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 6 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 6 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 6 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 6 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 6 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 6 OutputParameters
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 6 OutputParameters OutputParameters items
Type: object
No Additional Properties

root Steps Steps items oneOf item 6 OutputParameters OutputParameters items OutputType
Type: enum (of string)

Must be one of:

  • "String"
  • "Integer"
  • "Boolean"
  • "Float"
root Steps Steps items oneOf CallbackStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 7 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 7 Type
Type: enum (of string)

Must be one of:

  • "Callback"

root Steps Steps items oneOf item 7 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 7 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 7 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 7 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 7 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 7 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 7 OutputParameters
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 7 OutputParameters OutputParameters items
Type: object
No Additional Properties

root Steps Steps items oneOf item 7 OutputParameters OutputParameters items OutputType
Type: enum (of string)

Must be one of:

  • "String"
  • "Integer"
  • "Boolean"
  • "Float"
root Steps Steps items oneOf TuningStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 8 Type
Type: enum (of string)

Must be one of:

  • "Tuning"

root Steps Steps items oneOf item 8 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 8 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 8 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 8 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 8 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 8 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 8 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 8 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges CategoricalParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges CategoricalParameterRanges CategoricalParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges IntegerParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges IntegerParameterRanges IntegerParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges IntegerParameterRanges IntegerParameterRanges items ScalingType
Type: enum (of string)

Must be one of:

  • "Auto"
  • "Linear"
  • "Logarithmic"
  • "ReverseLogarithmic"

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges ContinuousParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges ContinuousParameterRanges ContinuousParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig ParameterRanges ContinuousParameterRanges ContinuousParameterRanges items ScalingType
Type: enum (of string)

Must be one of:

  • "Auto"
  • "Linear"
  • "Logarithmic"
  • "ReverseLogarithmic"

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig Strategy
Type: enum (of string)

Must be one of:

  • "Bayesian"
  • "Random"

root Steps Steps items oneOf item 8 Arguments HyperParameterTuningJobConfig TrainingJobEarlyStoppingType
Type: enum (of string)

Must be one of:

  • "Off"
  • "Auto"

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition AlgorithmSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition AlgorithmSpecification MetricDefinitions
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition AlgorithmSpecification MetricDefinitions MetricDefinitions items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges CategoricalParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges CategoricalParameterRanges CategoricalParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges IntegerParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges IntegerParameterRanges IntegerParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges IntegerParameterRanges IntegerParameterRanges items ScalingType
Type: enum (of string)

Must be one of:

  • "Auto"
  • "Linear"
  • "Logarithmic"
  • "ReverseLogarithmic"

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges ContinuousParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges ContinuousParameterRanges ContinuousParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition HyperParameterRanges ContinuousParameterRanges ContinuousParameterRanges items ScalingType
Type: enum (of string)

Must be one of:

  • "Auto"
  • "Linear"
  • "Logarithmic"
  • "ReverseLogarithmic"

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition InputDataConfig
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition InputDataConfig InputDataConfig items DataSource
Type: object

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition InputDataConfig InputDataConfig items DataSource FileSystemDataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition InputDataConfig InputDataConfig items DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition ResourceConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinition VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions
Type: array

Must contain a minimum of 0 items

Must contain a maximum of 10 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions HyperParameterTrainingJobDefinition
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items AlgorithmSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items AlgorithmSpecification MetricDefinitions
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items AlgorithmSpecification MetricDefinitions MetricDefinitions items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges CategoricalParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges CategoricalParameterRanges CategoricalParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges IntegerParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges IntegerParameterRanges IntegerParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges ContinuousParameterRanges
Type: array of object

Must contain a minimum of 0 items

Must contain a maximum of 20 items

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items HyperParameterRanges ContinuousParameterRanges ContinuousParameterRanges items
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items InputDataConfig
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items InputDataConfig InputDataConfig items DataSource
Type: object

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items InputDataConfig InputDataConfig items DataSource FileSystemDataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items InputDataConfig InputDataConfig items DataSource S3DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items OutputDataConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items ResourceConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items StoppingCondition
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments TrainingJobDefinitions TrainingJobDefinitions items VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 8 Arguments WarmStartConfig
Type: object
No Additional Properties

The following properties are required:

  • TargetObjectiveMetricValue

root Steps Steps items oneOf item 8 Arguments WarmStartConfig WarmStartType
Type: enum (of string)

Must be one of:

  • "IdenticalDataAndAlgorithm"
  • "TransferLearning"
root Steps Steps items oneOf ClarifyCheckStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 9 Type
Type: enum (of string)

Must be one of:

  • "ClarifyCheck"

root Steps Steps items oneOf item 9 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 9 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 9 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 9 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 9 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 9 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 9 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 9 CheckType
Type: enum (of string)

Must be one of:

  • "DATA_BIAS"
  • "MODEL_BIAS"
  • "MODEL_EXPLAINABILITY"

root Steps Steps items oneOf item 9 SkipCheck
Type: object

root Steps Steps items oneOf item 9 SkipCheck oneOf item 0
Type: boolean
root Steps Steps items oneOf item 9 SkipCheck oneOf GetFunction
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 ModelName
Type: object

root Steps Steps items oneOf item 9 ModelName oneOf item 0
Type: string
root Steps Steps items oneOf item 9 ModelName oneOf GetFunction
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments AppSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 9 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 9 Arguments NetworkConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments NetworkConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingInputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 9 Arguments ProcessingInputs ProcessingInputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingInputs ProcessingInputs items S3Input
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingOutputConfig Outputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 9 Arguments ProcessingOutputConfig Outputs Outputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingOutputConfig Outputs Outputs items S3Output
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingResources
Type: object
No Additional Properties

root Steps Steps items oneOf item 9 Arguments ProcessingResources ClusterConfig
Type: object
No Additional Properties

root Steps Steps items oneOf QualityCheckStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 10 Type
Type: enum (of string)

Must be one of:

  • "QualityCheck"

root Steps Steps items oneOf item 10 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 10 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 10 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 10 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 10 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 10 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 10 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 10 CheckType
Type: enum (of string)

Must be one of:

  • "DATA_QUALITY"
  • "MODEL_QUALITY"

root Steps Steps items oneOf item 10 SkipCheck
Type: object

root Steps Steps items oneOf item 10 SkipCheck oneOf item 0
Type: boolean
root Steps Steps items oneOf item 10 SkipCheck oneOf GetFunction
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments AppSpecification
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments Environment
Type: object

All properties whose name matches the following regular expression must respect the following conditions

Property name regular expression: .*
root Steps Steps items oneOf item 10 Arguments Environment StringArgumentValue
Type: object

root Steps Steps items oneOf item 10 Arguments NetworkConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments NetworkConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingInputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 10 Arguments ProcessingInputs ProcessingInputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingInputs ProcessingInputs items S3Input
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingOutputConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingOutputConfig Outputs
Type: array of object

Each item of this array must be:

root Steps Steps items oneOf item 10 Arguments ProcessingOutputConfig Outputs Outputs items
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingOutputConfig Outputs Outputs items S3Output
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingResources
Type: object
No Additional Properties

root Steps Steps items oneOf item 10 Arguments ProcessingResources ClusterConfig
Type: object
No Additional Properties
root Steps Steps items oneOf EMRStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 11 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 11 Type
Type: enum (of string)

Must be one of:

  • "EMR"

root Steps Steps items oneOf item 11 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 11 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 11 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 11 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 11 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 11 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 11 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 11 Arguments StepConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 11 Arguments StepConfig HadoopJarStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 11 Arguments StepConfig ActionOnFailure
Type: enum (of string)

Must be one of:

  • "TERMINATE_JOB_FLOW"
  • "TERMINATE_CLUSTER"
  • "CANCEL_AND_WAIT"
  • "CONTINUE"
root Steps Steps items oneOf FailStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 12 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 12 Type
Type: enum (of string)

Must be one of:

  • "Fail"

root Steps Steps items oneOf item 12 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 12 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 12 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 12 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf AutoMLStep
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Name
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 13 Type
Type: enum (of string)

Must be one of:

  • "AutoML"

root Steps Steps items oneOf item 13 DependsOn
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 13 DependsOn StepName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 13 DisplayName
Type: string
Must match regular expression: ^[A-Za-z0-9\-_]{1,64}$

root Steps Steps items oneOf item 13 Description
Type: string

Must be at least 0 characters long

Must be at most 4096 characters long

root Steps Steps items oneOf item 13 RetryPolicies
Type: array

Each item of this array must be:

root Steps Steps items oneOf item 13 RetryPolicies RetryPolicy
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 RetryPolicies RetryPolicies items ExceptionType
Type: enum (of string)

Must be one of:

  • "Step.SERVICE_FAULT"
  • "Step.THROTTLING"
  • "SageMaker.JOB_INTERNAL_ERROR"
  • "SageMaker.CAPACITY_ERROR"
  • "SageMaker.RESOURCE_LIMIT"
  • "Emr.RESOURCE_LIMIT"

root Steps Steps items oneOf item 13 CacheConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 CacheConfig ExpireAfter
Type: string

ISO 8601 duration string

root Steps Steps items oneOf item 13 Arguments
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments AutoMLJobConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments AutoMLJobConfig Mode
Type: enum (of string)

Must be one of:

  • "ENSEMBLING"

root Steps Steps items oneOf item 13 Arguments AutoMLJobConfig SecurityConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments AutoMLJobConfig SecurityConfig VpcConfig
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments AutoMLJobObjective
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments AutoMLJobObjective MetricName
Type: enum (of string)

Must be one of:

  • "Accuracy"
  • "MSE"
  • "F1"
  • "F1macro"
  • "AUC"

root Steps Steps items oneOf item 13 Arguments InputDataConfig
Type: array of object

Must contain a minimum of 1 items

Must contain a maximum of 2 items

Each item of this array must be:

root Steps Steps items oneOf item 13 Arguments InputDataConfig InputDataConfig items
Type: object

root Steps Steps items oneOf item 13 Arguments InputDataConfig InputDataConfig items ChannelType
Type: enum (of string)

Must be one of:

  • "training"
  • "validation"

root Steps Steps items oneOf item 13 Arguments InputDataConfig InputDataConfig items CompressionType
Type: enum (of string)

Must be one of:

  • "None"
  • "Gzip"

root Steps Steps items oneOf item 13 Arguments InputDataConfig InputDataConfig items ContentType
Type: enum (of string)

Must be one of:

  • "text/csv;header=present"
  • "x-application/vnd.amazon+parquet"

root Steps Steps items oneOf item 13 Arguments InputDataConfig InputDataConfig items DataSource
Type: object
No Additional Properties

root Steps Steps items oneOf item 13 Arguments ProblemType
Type: enum (of string)

Must be one of:

  • "BinaryClassification"
  • "MulticlassClassification"
  • "Regression"