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async-clients.mdclassifier-management.mddocument-analysis.mdindex.mdmodel-management.mdmodels-and-types.md

classifier-management.mddocs/

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# Classifier Management Operations

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Document classifier lifecycle management for automated document type classification and routing. Includes building, copying, and managing custom classifiers that can identify document types and direct them to appropriate processing workflows with support for multi-class document categorization.

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## Capabilities

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### Classifier Building

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Creates custom document classifiers that can automatically identify and categorize document types, enabling intelligent document routing and processing workflows.

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```python { .api }

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def begin_build_classifier(

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body: Union[BuildDocumentClassifierRequest, JSON, IO[bytes]],

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**kwargs: Any

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) -> LROPoller[DocumentClassifierDetails]:

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"""

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Builds a custom document classifier.

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Parameters:

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- body: Build request with classifier configuration and training data

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Returns:

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LROPoller[DocumentClassifierDetails]: Classifier building operation poller

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"""

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```

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Usage example:

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```python

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from azure.ai.documentintelligence.models import (

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BuildDocumentClassifierRequest,

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ClassifierDocumentTypeDetails,

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AzureBlobContentSource

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)

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# Build classifier for document type detection

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build_request = BuildDocumentClassifierRequest(

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classifier_id="doc-type-classifier",

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description="Classifies invoices, receipts, and contracts",

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doc_types={

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"invoice": ClassifierDocumentTypeDetails(

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azure_blob_source=AzureBlobContentSource(

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container_url="https://account.blob.core.windows.net/invoices"

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)

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),

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"receipt": ClassifierDocumentTypeDetails(

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azure_blob_source=AzureBlobContentSource(

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container_url="https://account.blob.core.windows.net/receipts"

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)

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),

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"contract": ClassifierDocumentTypeDetails(

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azure_blob_source=AzureBlobContentSource(

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container_url="https://account.blob.core.windows.net/contracts"

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)

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)

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}

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)

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poller = admin_client.begin_build_classifier(build_request)

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classifier = poller.result()

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print(f"Classifier {classifier.classifier_id} built successfully")

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```

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### Classifier Information Retrieval

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Retrieves detailed information about trained classifiers including training statistics, document type configurations, and classification capabilities.

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```python { .api }

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def get_classifier(

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classifier_id: str,

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**kwargs: Any

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) -> DocumentClassifierDetails:

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"""

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Gets detailed classifier information.

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Parameters:

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- classifier_id (str): Unique classifier identifier

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Returns:

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DocumentClassifierDetails: Complete classifier metadata and configuration

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"""

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def list_classifiers(

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**kwargs: Any

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) -> Iterable[DocumentClassifierDetails]:

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"""

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Lists all custom classifiers.

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Returns:

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Iterable[DocumentClassifierDetails]: Paginated classifier collection

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"""

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```

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### Classifier Deletion

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Removes custom classifiers from the service to free up classifier quotas and clean up unused classifiers.

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```python { .api }

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def delete_classifier(

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classifier_id: str,

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**kwargs: Any

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) -> None:

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"""

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Deletes a custom classifier.

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Parameters:

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- classifier_id (str): Classifier identifier to delete

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"""

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```

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### Classifier Copy Authorization

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Generates authorization tokens for copying classifiers between different Document Intelligence resources, enabling classifier sharing and deployment across environments.

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```python { .api }

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def authorize_classifier_copy(

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body: Union[AuthorizeClassifierCopyRequest, JSON, IO[bytes]],

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**kwargs: Any

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) -> ClassifierCopyAuthorization:

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"""

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Generates authorization for classifier copy operation.

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Parameters:

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- body: Copy authorization request with target resource details

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Returns:

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ClassifierCopyAuthorization: Authorization token and metadata for copy operation

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"""

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```

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### Classifier Copying

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Copies classifiers between Document Intelligence resources using authorization tokens, enabling classifier deployment and sharing across different environments.

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```python { .api }

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def begin_copy_classifier_to(

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classifier_id: str,

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body: Union[ClassifierCopyAuthorization, JSON, IO[bytes]],

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**kwargs: Any

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) -> LROPoller[DocumentClassifierDetails]:

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"""

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Copies classifier to target resource.

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Parameters:

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- classifier_id (str): Source classifier identifier

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- body: Copy authorization from target resource

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Returns:

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LROPoller[DocumentClassifierDetails]: Classifier copy operation poller

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"""

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```

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Usage example:

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```python

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# Step 1: Generate copy authorization on target resource

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target_admin_client = DocumentIntelligenceAdministrationClient(

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endpoint="https://target-resource.cognitiveservices.azure.com/",

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credential=AzureKeyCredential("target-api-key")

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)

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auth_request = AuthorizeClassifierCopyRequest(

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classifier_id="copied-classifier-id",

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description="Copied document classifier"

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)

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copy_auth = target_admin_client.authorize_classifier_copy(auth_request)

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# Step 2: Copy classifier from source resource

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source_admin_client = DocumentIntelligenceAdministrationClient(

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endpoint="https://source-resource.cognitiveservices.azure.com/",

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credential=AzureKeyCredential("source-api-key")

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)

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poller = source_admin_client.begin_copy_classifier_to("source-classifier-id", copy_auth)

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copied_classifier = poller.result()

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```

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## Request Types

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```python { .api }

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class BuildDocumentClassifierRequest:

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"""Request to build a custom document classifier."""

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classifier_id: str

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description: Optional[str]

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doc_types: Dict[str, ClassifierDocumentTypeDetails]

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base_classifier_id: Optional[str]

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class AuthorizeClassifierCopyRequest:

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"""Request to authorize classifier copying."""

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classifier_id: str

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description: Optional[str]

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tags: Optional[Dict[str, str]]

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class ClassifierDocumentTypeDetails:

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"""Document type configuration for classifier training."""

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azure_blob_source: Optional[AzureBlobContentSource]

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azure_blob_file_list_source: Optional[AzureBlobFileListContentSource]

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```

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## Response Types

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```python { .api }

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class DocumentClassifierDetails:

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"""Comprehensive classifier information and metadata."""

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classifier_id: str

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description: Optional[str]

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created_date_time: datetime

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expiration_date_time: Optional[datetime]

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api_version: str

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base_classifier_id: Optional[str]

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doc_types: Dict[str, ClassifierDocumentTypeDetails]

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warnings: Optional[List[DocumentIntelligenceWarning]]

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class ClassifierCopyAuthorization:

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"""Authorization for cross-resource classifier copying."""

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target_resource_id: str

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target_resource_region: str

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target_classifier_id: str

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target_classifier_location: str

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access_token: str

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expiration_date_time: datetime

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```

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## Operation Details Types

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Document classifier operations inherit from the base operation details and provide specialized information for classifier-specific operations.

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```python { .api }

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class DocumentClassifierBuildOperationDetails(DocumentIntelligenceOperationDetails):

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"""Classifier build operation details."""

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result: Optional[DocumentClassifierDetails]

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# Inherits: operation_id, status, created_date_time, etc.

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class DocumentClassifierCopyToOperationDetails(DocumentIntelligenceOperationDetails):

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"""Classifier copy operation details."""

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result: Optional[DocumentClassifierDetails]

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# Inherits: operation_id, status, created_date_time, etc.

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```