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CreateDocumentClassifierCommand
Creates a new document classifier that you can use to categorize documents. To create a classifier, you provide a set of training documents that are labeled with the categories that you want to use. For more information, see Training classifier models in the Comprehend Developer Guide.
Example Syntax
Use a bare-bones client and the command you need to make an API call.
import { ComprehendClient, CreateDocumentClassifierCommand } from "@aws-sdk/client-comprehend"; // ES Modules import
// const { ComprehendClient, CreateDocumentClassifierCommand } = require("@aws-sdk/client-comprehend"); // CommonJS import
const client = new ComprehendClient(config);
const input = { // CreateDocumentClassifierRequest
DocumentClassifierName: "STRING_VALUE", // required
VersionName: "STRING_VALUE",
DataAccessRoleArn: "STRING_VALUE", // required
Tags: [ // TagList
{ // Tag
Key: "STRING_VALUE", // required
Value: "STRING_VALUE",
},
],
InputDataConfig: { // DocumentClassifierInputDataConfig
DataFormat: "COMPREHEND_CSV" || "AUGMENTED_MANIFEST",
S3Uri: "STRING_VALUE",
TestS3Uri: "STRING_VALUE",
LabelDelimiter: "STRING_VALUE",
AugmentedManifests: [ // DocumentClassifierAugmentedManifestsList
{ // AugmentedManifestsListItem
S3Uri: "STRING_VALUE", // required
Split: "TRAIN" || "TEST",
AttributeNames: [ // AttributeNamesList // required
"STRING_VALUE",
],
AnnotationDataS3Uri: "STRING_VALUE",
SourceDocumentsS3Uri: "STRING_VALUE",
DocumentType: "PLAIN_TEXT_DOCUMENT" || "SEMI_STRUCTURED_DOCUMENT",
},
],
DocumentType: "PLAIN_TEXT_DOCUMENT" || "SEMI_STRUCTURED_DOCUMENT",
Documents: { // DocumentClassifierDocuments
S3Uri: "STRING_VALUE", // required
TestS3Uri: "STRING_VALUE",
},
DocumentReaderConfig: { // DocumentReaderConfig
DocumentReadAction: "TEXTRACT_DETECT_DOCUMENT_TEXT" || "TEXTRACT_ANALYZE_DOCUMENT", // required
DocumentReadMode: "SERVICE_DEFAULT" || "FORCE_DOCUMENT_READ_ACTION",
FeatureTypes: [ // ListOfDocumentReadFeatureTypes
"TABLES" || "FORMS",
],
},
},
OutputDataConfig: { // DocumentClassifierOutputDataConfig
S3Uri: "STRING_VALUE",
KmsKeyId: "STRING_VALUE",
FlywheelStatsS3Prefix: "STRING_VALUE",
},
ClientRequestToken: "STRING_VALUE",
LanguageCode: "en" || "es" || "fr" || "de" || "it" || "pt" || "ar" || "hi" || "ja" || "ko" || "zh" || "zh-TW", // required
VolumeKmsKeyId: "STRING_VALUE",
VpcConfig: { // VpcConfig
SecurityGroupIds: [ // SecurityGroupIds // required
"STRING_VALUE",
],
Subnets: [ // Subnets // required
"STRING_VALUE",
],
},
Mode: "MULTI_CLASS" || "MULTI_LABEL",
ModelKmsKeyId: "STRING_VALUE",
ModelPolicy: "STRING_VALUE",
};
const command = new CreateDocumentClassifierCommand(input);
const response = await client.send(command);
// { // CreateDocumentClassifierResponse
// DocumentClassifierArn: "STRING_VALUE",
// };
CreateDocumentClassifierCommand Input
Parameter | Type | Description |
---|
Parameter | Type | Description |
---|---|---|
DataAccessRoleArn Required | string | undefined | The Amazon Resource Name (ARN) of the IAM role that grants Amazon Comprehend read access to your input data. |
DocumentClassifierName Required | string | undefined | The name of the document classifier. |
InputDataConfig Required | DocumentClassifierInputDataConfig | undefined | Specifies the format and location of the input data for the job. |
LanguageCode Required | LanguageCode | undefined | The language of the input documents. You can specify any of the languages supported by Amazon Comprehend. All documents must be in the same language. |
ClientRequestToken | string | undefined | A unique identifier for the request. If you don't set the client request token, Amazon Comprehend generates one. |
Mode | DocumentClassifierMode | undefined | Indicates the mode in which the classifier will be trained. The classifier can be trained in multi-class (single-label) mode or multi-label mode. Multi-class mode identifies a single class label for each document and multi-label mode identifies one or more class labels for each document. Multiple labels for an individual document are separated by a delimiter. The default delimiter between labels is a pipe (|). |
ModelKmsKeyId | string | undefined | ID for the KMS key that Amazon Comprehend uses to encrypt trained custom models. The ModelKmsKeyId can be either of the following formats:
|
ModelPolicy | string | undefined | The resource-based policy to attach to your custom document classifier model. You can use this policy to allow another Amazon Web Services account to import your custom model. Provide your policy as a JSON body that you enter as a UTF-8 encoded string without line breaks. To provide valid JSON, enclose the attribute names and values in double quotes. If the JSON body is also enclosed in double quotes, then you must escape the double quotes that are inside the policy: To avoid escaping quotes, you can use single quotes to enclose the policy and double quotes to enclose the JSON names and values: |
OutputDataConfig | DocumentClassifierOutputDataConfig | undefined | Specifies the location for the output files from a custom classifier job. This parameter is required for a request that creates a native document model. |
Tags | Tag[] | undefined | Tags to associate with the document classifier. A tag is a key-value pair that adds as a metadata to a resource used by Amazon Comprehend. For example, a tag with "Sales" as the key might be added to a resource to indicate its use by the sales department. |
VersionName | string | undefined | The version name given to the newly created classifier. Version names can have a maximum of 256 characters. Alphanumeric characters, hyphens (-) and underscores (_) are allowed. The version name must be unique among all models with the same classifier name in the Amazon Web Services account/Amazon Web Services Region. |
VolumeKmsKeyId | string | undefined | ID for the Amazon Web Services Key Management Service (KMS) key that Amazon Comprehend uses to encrypt data on the storage volume attached to the ML compute instance(s) that process the analysis job. The VolumeKmsKeyId can be either of the following formats:
|
VpcConfig | VpcConfig | undefined | Configuration parameters for an optional private Virtual Private Cloud (VPC) containing the resources you are using for your custom classifier. For more information, see Amazon VPC . |
CreateDocumentClassifierCommand Output
Parameter | Type | Description |
---|
Parameter | Type | Description |
---|---|---|
$metadata Required | ResponseMetadata | Metadata pertaining to this request. |
DocumentClassifierArn | string | undefined | The Amazon Resource Name (ARN) that identifies the document classifier. |
Throws
Name | Fault | Details |
---|
Name | Fault | Details |
---|---|---|
InternalServerException | server | An internal server error occurred. Retry your request. |
InvalidRequestException | client | The request is invalid. |
KmsKeyValidationException | client | The KMS customer managed key (CMK) entered cannot be validated. Verify the key and re-enter it. |
ResourceInUseException | client | The specified resource name is already in use. Use a different name and try your request again. |
ResourceLimitExceededException | client | The maximum number of resources per account has been exceeded. Review the resources, and then try your request again. |
TooManyRequestsException | client | The number of requests exceeds the limit. Resubmit your request later. |
TooManyTagsException | client | The request contains more tags than can be associated with a resource (50 tags per resource). The maximum number of tags includes both existing tags and those included in your current request. |
UnsupportedLanguageException | client | Amazon Comprehend can't process the language of the input text. For a list of supported languages, Supported languages in the Comprehend Developer Guide. |
ComprehendServiceException | Base exception class for all service exceptions from Comprehend service. |