datumaro.components.validator

Classes

Severity(value)	An enumeration.
TaskType(value)	An enumeration.
Validator()

class datumaro.components.validator.Severity(value)

Bases: Enum

An enumeration.

info = 1

warning = 2

error = 3

class datumaro.components.validator.TaskType(value)

Bases: Enum

An enumeration.

classification = 1

detection = 2

segmentation = 3

tabular = 4

class datumaro.components.validator.Validator

Bases: CliPlugin

validate(dataset: IDataset) → Dict

Returns the validation results of a dataset based on task type.

Parameters:

dataset (IDataset) – Dataset to be validated

Raises:

ValueError –

Returns:

Dict with validation statistics, reports and summary.

Return type:

validation_results (dict)

compute_statistics(dataset: IDataset) → Dict

Computes statistics of the dataset based on task type.

Parameters:

dataset (IDataset) – a dataset to be validated

Returns:

A dict object containing statistics of the dataset.

Return type:

stats (dict)

generate_reports(stats: Dict) → List[Dict]