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AWS::Comprehend::DocumentClassifier DocumentClassifierInputDataConfig
The input properties for training a document classifier.
For more information on how the input file is formatted, see Preparing training data in the Comprehend Developer Guide.
Syntax
To declare this entity in your Amazon CloudFormation template, use the following syntax:
JSON
{ "AugmentedManifests" :[ AugmentedManifestsListItem, ... ], "DataFormat" :String, "DocumentReaderConfig" :DocumentReaderConfig, "Documents" :DocumentClassifierDocuments, "DocumentType" :String, "LabelDelimiter" :String, "S3Uri" :String, "TestS3Uri" :String}
YAML
AugmentedManifests:- AugmentedManifestsListItemDataFormat:StringDocumentReaderConfig:DocumentReaderConfigDocuments:DocumentClassifierDocumentsDocumentType:StringLabelDelimiter:StringS3Uri:StringTestS3Uri:String
Properties
AugmentedManifests-
A list of augmented manifest files that provide training data for your custom model. An augmented manifest file is a labeled dataset that is produced by Amazon SageMaker Ground Truth.
This parameter is required if you set
DataFormattoAUGMENTED_MANIFEST.Required: No
Type: Array of AugmentedManifestsListItem
Update requires: Replacement
DataFormat-
The format of your training data:
-
COMPREHEND_CSV: A two-column CSV file, where labels are provided in the first column, and documents are provided in the second. If you use this value, you must provide theS3Uriparameter in your request. -
AUGMENTED_MANIFEST: A labeled dataset that is produced by Amazon SageMaker Ground Truth. This file is in JSON lines format. Each line is a complete JSON object that contains a training document and its associated labels.If you use this value, you must provide the
AugmentedManifestsparameter in your request.
If you don't specify a value, Amazon Comprehend uses
COMPREHEND_CSVas the default.Required: No
Type: String
Allowed values:
COMPREHEND_CSV | AUGMENTED_MANIFESTUpdate requires: Replacement
-
DocumentReaderConfigProperty description not available.
Required: No
Type: DocumentReaderConfig
Update requires: Replacement
Documents-
The S3 location of the training documents. This parameter is required in a request to create a native document model.
Required: No
Type: DocumentClassifierDocuments
Update requires: Replacement
DocumentType-
The type of input documents for training the model. Provide plain-text documents to create a plain-text model, and provide semi-structured documents to create a native document model.
Required: No
Type: String
Allowed values:
PLAIN_TEXT_DOCUMENT | SEMI_STRUCTURED_DOCUMENTUpdate requires: Replacement
LabelDelimiter-
Indicates the delimiter used to separate each label for training a multi-label classifier. The default delimiter between labels is a pipe (|). You can use a different character as a delimiter (if it's an allowed character) by specifying it under Delimiter for labels. If the training documents use a delimiter other than the default or the delimiter you specify, the labels on that line will be combined to make a single unique label, such as LABELLABELLABEL.
Required: No
Type: String
Pattern:
^[ ~!@#$%^*\-_+=|\\:;\t>?/]$Minimum:
1Maximum:
1Update requires: Replacement
S3Uri-
The Amazon S3 URI for the input data. The S3 bucket must be in the same Region as the API endpoint that you are calling. The URI can point to a single input file or it can provide the prefix for a collection of input files.
For example, if you use the URI
S3://bucketName/prefix, if the prefix is a single file, Amazon Comprehend uses that file as input. If more than one file begins with the prefix, Amazon Comprehend uses all of them as input.This parameter is required if you set
DataFormattoCOMPREHEND_CSV.Required: No
Type: String
Pattern:
s3://[a-z0-9][\.\-a-z0-9]{1,61}[a-z0-9](/.*)?Maximum:
1024Update requires: Replacement
TestS3Uri-
This specifies the Amazon S3 location that contains the test annotations for the document classifier. The URI must be in the same Amazon Web Services Region as the API endpoint that you are calling.
Required: No
Type: String
Pattern:
s3://[a-z0-9][\.\-a-z0-9]{1,61}[a-z0-9](/.*)?Maximum:
1024Update requires: Replacement