KeyValueDetectionModelMetrics

class oci.ai_document.models.KeyValueDetectionModelMetrics(**kwargs)

Bases: ModelMetrics

Metrics for Document Key Value Detection Model.

Attributes:

MODEL_TYPE_DOCUMENT_CLASSIFICATION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_KEY_VALUE_EXTRACTION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_PRE_TRAINED_DOCUMENT_CLASSIFICATION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_PRE_TRAINED_KEY_VALUE_EXTRACTION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_PRE_TRAINED_TABLE_EXTRACTION

A constant which can be used with the model_type property of a ModelMetrics.

MODEL_TYPE_PRE_TRAINED_TEXT_EXTRACTION

A constant which can be used with the model_type property of a ModelMetrics.

dataset_summary

Gets the dataset_summary of this ModelMetrics.

label_metrics_report

[Required] Gets the label_metrics_report of this KeyValueDetectionModelMetrics.

model_type

[Required] Gets the model_type of this ModelMetrics.

overall_metrics_report

[Required] Gets the overall_metrics_report of this KeyValueDetectionModelMetrics.

Methods:

__init__(**kwargs)

Initializes a new KeyValueDetectionModelMetrics object with values from keyword arguments.

get_subtype(object_dictionary)

Given the hash representation of a subtype of this class, use the info in the hash to return the class of the subtype.

MODEL_TYPE_DOCUMENT_CLASSIFICATION = 'DOCUMENT_CLASSIFICATION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “DOCUMENT_CLASSIFICATION”

MODEL_TYPE_KEY_VALUE_EXTRACTION = 'KEY_VALUE_EXTRACTION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “KEY_VALUE_EXTRACTION”

MODEL_TYPE_PRE_TRAINED_DOCUMENT_CLASSIFICATION = 'PRE_TRAINED_DOCUMENT_CLASSIFICATION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “PRE_TRAINED_DOCUMENT_CLASSIFICATION”

MODEL_TYPE_PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION = 'PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION”

MODEL_TYPE_PRE_TRAINED_KEY_VALUE_EXTRACTION = 'PRE_TRAINED_KEY_VALUE_EXTRACTION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “PRE_TRAINED_KEY_VALUE_EXTRACTION”

MODEL_TYPE_PRE_TRAINED_TABLE_EXTRACTION = 'PRE_TRAINED_TABLE_EXTRACTION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “PRE_TRAINED_TABLE_EXTRACTION”

MODEL_TYPE_PRE_TRAINED_TEXT_EXTRACTION = 'PRE_TRAINED_TEXT_EXTRACTION'

A constant which can be used with the model_type property of a ModelMetrics. This constant has a value of “PRE_TRAINED_TEXT_EXTRACTION”

__init__(**kwargs)

Initializes a new KeyValueDetectionModelMetrics object with values from keyword arguments. The default value of the model_type attribute of this class is KEY_VALUE_EXTRACTION and it should not be changed. The following keyword arguments are supported (corresponding to the getters/setters of this class):

Parameters
  • model_type (str) – The value to assign to the model_type property of this KeyValueDetectionModelMetrics. Allowed values for this property are: “KEY_VALUE_EXTRACTION”, “DOCUMENT_CLASSIFICATION”, “PRE_TRAINED_TEXT_EXTRACTION”, “PRE_TRAINED_TABLE_EXTRACTION”, “PRE_TRAINED_KEY_VALUE_EXTRACTION”, “PRE_TRAINED_DOCUMENT_CLASSIFICATION”, “PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION”

  • dataset_summary (oci.ai_document.models.DatasetSummary) – The value to assign to the dataset_summary property of this KeyValueDetectionModelMetrics.

  • label_metrics_report (list[oci.ai_document.models.KeyValueDetectionLabelMetricsReport]) – The value to assign to the label_metrics_report property of this KeyValueDetectionModelMetrics.

  • overall_metrics_report (oci.ai_document.models.KeyValueDetectionOverallMetricsReport) – The value to assign to the overall_metrics_report property of this KeyValueDetectionModelMetrics.

property dataset_summary

Gets the dataset_summary of this ModelMetrics.

Returns

The dataset_summary of this ModelMetrics.

Return type

oci.ai_document.models.DatasetSummary

static get_subtype(object_dictionary)

Given the hash representation of a subtype of this class, use the info in the hash to return the class of the subtype.

property label_metrics_report

[Required] Gets the label_metrics_report of this KeyValueDetectionModelMetrics. List of metrics entries per label.

Returns

The label_metrics_report of this KeyValueDetectionModelMetrics.

Return type

list[oci.ai_document.models.KeyValueDetectionLabelMetricsReport]

property model_type

[Required] Gets the model_type of this ModelMetrics. The type of custom model trained.

Allowed values for this property are: “KEY_VALUE_EXTRACTION”, “DOCUMENT_CLASSIFICATION”, “PRE_TRAINED_TEXT_EXTRACTION”, “PRE_TRAINED_TABLE_EXTRACTION”, “PRE_TRAINED_KEY_VALUE_EXTRACTION”, “PRE_TRAINED_DOCUMENT_CLASSIFICATION”, “PRE_TRAINED_DOCUMENT_ELEMENTS_EXTRACTION”, ‘UNKNOWN_ENUM_VALUE’. Any unrecognized values returned by a service will be mapped to ‘UNKNOWN_ENUM_VALUE’.

Returns

The model_type of this ModelMetrics.

Return type

str

property overall_metrics_report

[Required] Gets the overall_metrics_report of this KeyValueDetectionModelMetrics.

Returns

The overall_metrics_report of this KeyValueDetectionModelMetrics.

Return type

oci.ai_document.models.KeyValueDetectionOverallMetricsReport