AWS API Changes

2020/07/24 - Amazon Fraud Detector - 2 updated api methods

Changes GetPrediction has been replaced with GetEventPrediction. PutExternalModel has been simplified to accept a role ARN.

GetExternalModels (updated)

Link ¶
Changes (response)

{'externalModels': {'invokeModelEndpointRoleArn': 'string'}}

Gets the details for one or more Amazon SageMaker models that have been imported into the service. This is a paginated API. If you provide a null maxResults , this actions retrieves a maximum of 10 records per page. If you provide a maxResults , the value must be between 5 and 10. To get the next page results, provide the pagination token from the GetExternalModelsResult as part of your request. A null pagination token fetches the records from the beginning.

See also: AWS API Documentation

Request Syntax

client.get_external_models(
    modelEndpoint='string',
    nextToken='string',
    maxResults=123
)

type modelEndpoint

string

param modelEndpoint

The Amazon SageMaker model endpoint.

type nextToken

string

param nextToken

The next page token for the request.

type maxResults

integer

param maxResults

The maximum number of objects to return for the request.

rtype

dict

returns

Response Syntax

{
    'externalModels': [
        {
            'modelEndpoint': 'string',
            'eventTypeName': 'string',
            'modelSource': 'SAGEMAKER',
            'invokeModelEndpointRoleArn': 'string',
            'inputConfiguration': {
                'format': 'TEXT_CSV'|'APPLICATION_JSON',
                'useEventVariables': True|False,
                'jsonInputTemplate': 'string',
                'csvInputTemplate': 'string'
            },
            'outputConfiguration': {
                'format': 'TEXT_CSV'|'APPLICATION_JSONLINES',
                'jsonKeyToVariableMap': {
                    'string': 'string'
                },
                'csvIndexToVariableMap': {
                    'string': 'string'
                }
            },
            'modelEndpointStatus': 'ASSOCIATED'|'DISSOCIATED',
            'lastUpdatedTime': 'string',
            'createdTime': 'string',
            'arn': 'string'
        },
    ],
    'nextToken': 'string'
}

Response Structure

(dict) --
- externalModels (list) --
  
  Gets the Amazon SageMaker models.
  - (dict) --
    
    The Amazon SageMaker model.
    - modelEndpoint (string) --
      
      The Amazon SageMaker model endpoints.
    - eventTypeName (string) --
      
      The event type names.
    - modelSource (string) --
      
      The source of the model.
    - invokeModelEndpointRoleArn (string) --
      
      The role used to invoke the model.
    - inputConfiguration (dict) --
      
      The input configuration.
      - format (string) --
        
        The format of the model input configuration. The format differs depending on if it is passed through to SageMaker or constructed by Amazon Fraud Detector.
      - useEventVariables (boolean) --
        
        The event variables.
      - jsonInputTemplate (string) --
        
        Template for constructing the JSON input-data sent to SageMaker. At event-evaluation, the placeholders for variable names in the template will be replaced with the variable values before being sent to SageMaker.
      - csvInputTemplate (string) --
        
        Template for constructing the CSV input-data sent to SageMaker. At event-evaluation, the placeholders for variable-names in the template will be replaced with the variable values before being sent to SageMaker.
    - outputConfiguration (dict) --
      
      The output configuration.
      - format (string) --
        
        The format of the model output configuration.
      - jsonKeyToVariableMap (dict) --
        
        A map of JSON keys in response from SageMaker to the Amazon Fraud Detector variables.
        
        (string) --
        
        (string) --
      - csvIndexToVariableMap (dict) --
        
        A map of CSV index values in the SageMaker response to the Amazon Fraud Detector variables.
        
        (string) --
        
        (string) --
    - modelEndpointStatus (string) --
      
      The Amazon Fraud Detector status for the external model endpoint
    - lastUpdatedTime (string) --
      
      Timestamp of when the model was last updated.
    - createdTime (string) --
      
      Timestamp of when the model was last created.
    - arn (string) --
      
      The model ARN.
- nextToken (string) --
  
  The next page token to be used in subsequent requests.

PutExternalModel (updated)

Link ¶
Changes (request)

{'invokeModelEndpointRoleArn': 'string'}

Creates or updates an Amazon SageMaker model endpoint. You can also use this action to update the configuration of the model endpoint, including the IAM role and/or the mapped variables.

See also: AWS API Documentation

Request Syntax

client.put_external_model(
    modelEndpoint='string',
    eventTypeName='string',
    modelSource='SAGEMAKER',
    invokeModelEndpointRoleArn='string',
    inputConfiguration={
        'format': 'TEXT_CSV'|'APPLICATION_JSON',
        'useEventVariables': True|False,
        'jsonInputTemplate': 'string',
        'csvInputTemplate': 'string'
    },
    outputConfiguration={
        'format': 'TEXT_CSV'|'APPLICATION_JSONLINES',
        'jsonKeyToVariableMap': {
            'string': 'string'
        },
        'csvIndexToVariableMap': {
            'string': 'string'
        }
    },
    modelEndpointStatus='ASSOCIATED'|'DISSOCIATED',
    tags=[
        {
            'key': 'string',
            'value': 'string'
        },
    ]
)

type modelEndpoint

string

param modelEndpoint

[REQUIRED]

The model endpoints name.

type eventTypeName

string

param eventTypeName

The event type name.

type modelSource

string

param modelSource

[REQUIRED]

The source of the model.

type invokeModelEndpointRoleArn

string

param invokeModelEndpointRoleArn

[REQUIRED]

The IAM role used to invoke the model endpoint.

type inputConfiguration

dict

param inputConfiguration

[REQUIRED]

The model endpoint input configuration.

format (string) --

The format of the model input configuration. The format differs depending on if it is passed through to SageMaker or constructed by Amazon Fraud Detector.
useEventVariables (boolean) -- [REQUIRED]

The event variables.
jsonInputTemplate (string) --

Template for constructing the JSON input-data sent to SageMaker. At event-evaluation, the placeholders for variable names in the template will be replaced with the variable values before being sent to SageMaker.
csvInputTemplate (string) --

Template for constructing the CSV input-data sent to SageMaker. At event-evaluation, the placeholders for variable-names in the template will be replaced with the variable values before being sent to SageMaker.

type outputConfiguration

dict

param outputConfiguration

[REQUIRED]

The model endpoint output configuration.

format (string) -- [REQUIRED]

The format of the model output configuration.
jsonKeyToVariableMap (dict) --

A map of JSON keys in response from SageMaker to the Amazon Fraud Detector variables.
- (string) --
  - (string) --
csvIndexToVariableMap (dict) --

A map of CSV index values in the SageMaker response to the Amazon Fraud Detector variables.
- (string) --
  - (string) --

type modelEndpointStatus

string

param modelEndpointStatus

[REQUIRED]

The model endpoint’s status in Amazon Fraud Detector.

type tags

list

param tags

A collection of key and value pairs.

(dict) --

A key and value pair.
- key (string) -- [REQUIRED]
  
  A tag key.
- value (string) -- [REQUIRED]
  
  A value assigned to a tag key.

rtype

dict

returns

Response Syntax

{}

Response Structure

(dict) --