UpdateInferenceExperiment
Updates an inference experiment that you created. The status of the inference experiment has to be either
Created
, Running
. For more information on the status of an inference experiment,
see DescribeInferenceExperiment.
Request Syntax
{
"DataStorageConfig": {
"ContentType": {
"CsvContentTypes": [ "string
" ],
"JsonContentTypes": [ "string
" ]
},
"Destination": "string
",
"KmsKey": "string
"
},
"Description": "string
",
"ModelVariants": [
{
"InfrastructureConfig": {
"InfrastructureType": "string
",
"RealTimeInferenceConfig": {
"InstanceCount": number
,
"InstanceType": "string
"
}
},
"ModelName": "string
",
"VariantName": "string
"
}
],
"Name": "string
",
"Schedule": {
"EndTime": number
,
"StartTime": number
},
"ShadowModeConfig": {
"ShadowModelVariants": [
{
"SamplingPercentage": number
,
"ShadowModelVariantName": "string
"
}
],
"SourceModelVariantName": "string
"
}
}
Request Parameters
For information about the parameters that are common to all actions, see Common Parameters.
The request accepts the following data in JSON format.
- DataStorageConfig
-
The Amazon S3 location and configuration for storing inference request and response data.
Type: InferenceExperimentDataStorageConfig object
Required: No
- Description
-
The description of the inference experiment.
Type: String
Length Constraints: Maximum length of 1024.
Pattern:
.*
Required: No
- ModelVariants
-
An array of
ModelVariantConfig
objects. There is one for each variant, whose infrastructure configuration you want to update.Type: Array of ModelVariantConfig objects
Array Members: Minimum number of 1 item. Maximum number of 2 items.
Required: No
- Name
-
The name of the inference experiment to be updated.
Type: String
Length Constraints: Minimum length of 1. Maximum length of 120.
Pattern:
^[a-zA-Z0-9](-*[a-zA-Z0-9]){0,119}
Required: Yes
- Schedule
-
The duration for which the inference experiment will run. If the status of the inference experiment is
Created
, then you can update both the start and end dates. If the status of the inference experiment isRunning
, then you can update only the end date.Type: InferenceExperimentSchedule object
Required: No
- ShadowModeConfig
-
The configuration of
ShadowMode
inference experiment type. Use this field to specify a production variant which takes all the inference requests, and a shadow variant to which Amazon SageMaker replicates a percentage of the inference requests. For the shadow variant also specify the percentage of requests that Amazon SageMaker replicates.Type: ShadowModeConfig object
Required: No
Response Syntax
{
"InferenceExperimentArn": "string"
}
Response Elements
If the action is successful, the service sends back an HTTP 200 response.
The following data is returned in JSON format by the service.
- InferenceExperimentArn
-
The ARN of the updated inference experiment.
Type: String
Length Constraints: Maximum length of 256.
Pattern:
arn:aws[a-z\-]*:sagemaker:[a-z0-9\-]*:[0-9]{12}:inference-experiment/.*
Errors
For information about the errors that are common to all actions, see Common Errors.
- ConflictException
-
There was a conflict when you attempted to modify a SageMaker entity such as an
Experiment
orArtifact
.HTTP Status Code: 400
- ResourceNotFound
-
Resource being access is not found.
HTTP Status Code: 400
See Also
For more information about using this API in one of the language-specific AWS SDKs, see the following: