CreateTrainingDataset
Defines the information necessary to create a training dataset. In Clean Rooms ML, the TrainingDataset
is metadata that points to a Glue table, which is read only during AudienceModel
creation.
Request Syntax
POST /training-dataset HTTP/1.1
Content-type: application/json
{
"description": "string
",
"name": "string
",
"roleArn": "string
",
"tags": {
"string
" : "string
"
},
"trainingData": [
{
"inputConfig": {
"dataSource": {
"glueDataSource": {
"catalogId": "string
",
"databaseName": "string
",
"tableName": "string
"
}
},
"schema": [
{
"columnName": "string
",
"columnTypes": [ "string
" ]
}
]
},
"type": "string
"
}
]
}
URI Request Parameters
The request does not use any URI parameters.
Request Body
The request accepts the following data in JSON format.
- description
-
The description of the training dataset.
Type: String
Length Constraints: Minimum length of 0. Maximum length of 255.
Pattern:
[\u0020-\uD7FF\uE000-\uFFFD\uD800\uDBFF-\uDC00\uDFFF\t\r\n]*
Required: No
- name
-
The name of the training dataset. This name must be unique in your account and region.
Type: String
Length Constraints: Minimum length of 1. Maximum length of 63.
Pattern:
(?!\s*$)[\u0020-\uD7FF\uE000-\uFFFD\uD800\uDBFF-\uDC00\uDFFF\t]*
Required: Yes
- roleArn
-
The ARN of the IAM role that Clean Rooms ML can assume to read the data referred to in the
dataSource
field of each dataset.Passing a role across AWS accounts is not allowed. If you pass a role that isn't in your account, you get an
AccessDeniedException
error.Type: String
Length Constraints: Minimum length of 20. Maximum length of 2048.
Pattern:
arn:aws[-a-z]*:iam::[0-9]{12}:role/.+
Required: Yes
-
The optional metadata that you apply to the resource to help you categorize and organize them. Each tag consists of a key and an optional value, both of which you define.
The following basic restrictions apply to tags:
-
Maximum number of tags per resource - 50.
-
For each resource, each tag key must be unique, and each tag key can have only one value.
-
Maximum key length - 128 Unicode characters in UTF-8.
-
Maximum value length - 256 Unicode characters in UTF-8.
-
If your tagging schema is used across multiple services and resources, remember that other services may have restrictions on allowed characters. Generally allowed characters are: letters, numbers, and spaces representable in UTF-8, and the following characters: + - = . _ : / @.
-
Tag keys and values are case sensitive.
-
Do not use aws:, AWS:, or any upper or lowercase combination of such as a prefix for keys as it is reserved for AWS use. You cannot edit or delete tag keys with this prefix. Values can have this prefix. If a tag value has aws as its prefix but the key does not, then Clean Rooms ML considers it to be a user tag and will count against the limit of 50 tags. Tags with only the key prefix of aws do not count against your tags per resource limit.
Type: String to string map
Map Entries: Minimum number of 0 items. Maximum number of 200 items.
Key Length Constraints: Minimum length of 1. Maximum length of 128.
Value Length Constraints: Minimum length of 0. Maximum length of 256.
Required: No
-
- trainingData
-
An array of information that lists the Dataset objects, which specifies the dataset type and details on its location and schema. You must provide a role that has read access to these tables.
Type: Array of Dataset objects
Array Members: Fixed number of 1 item.
Required: Yes
Response Syntax
HTTP/1.1 200
Content-type: application/json
{
"trainingDatasetArn": "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.
- trainingDatasetArn
-
The Amazon Resource Name (ARN) of the training dataset resource.
Type: String
Length Constraints: Minimum length of 20. Maximum length of 2048.
Pattern:
arn:aws[-a-z]*:cleanrooms-ml:[-a-z0-9]+:[0-9]{12}:training-dataset/[-a-zA-Z0-9_/.]+
Errors
For information about the errors that are common to all actions, see Common Errors.
- AccessDeniedException
-
You do not have sufficient access to perform this action.
HTTP Status Code: 403
- ConflictException
-
You can't complete this action because another resource depends on this resource.
HTTP Status Code: 409
- ValidationException
-
The request parameters for this request are incorrect.
HTTP Status Code: 400
See Also
For more information about using this API in one of the language-specific AWS SDKs, see the following: