cellmil.interfaces.EvaluationExternalValidatorConfig

Classes

AggregationMethod(value)	Enumeration of available aggregation methods for external validation.
EvaluationExternalValidatorConfig(*, metrics)
FinalModel(value)	An enumeration.

class cellmil.interfaces.EvaluationExternalValidatorConfig.AggregationMethod(value)

Bases: str, Enum

Enumeration of available aggregation methods for external validation.

mean = 'mean'

median = 'median'

majority = 'majority'

everything = 'everything'

classmethod values()

_generate_next_value_(start, count, last_values)

Generate the next value when not given.

name: the name of the member start: the initial start value or None count: the number of existing members last_value: the last value assigned or None

class cellmil.interfaces.EvaluationExternalValidatorConfig.FinalModel(value)

Bases: str, Enum

An enumeration.

final = 'final'

ensemble = 'ensemble'

classmethod values()

_generate_next_value_(start, count, last_values)

Generate the next value when not given.

name: the name of the member start: the initial start value or None count: the number of existing members last_value: the last value assigned or None

class cellmil.interfaces.EvaluationExternalValidatorConfig.EvaluationExternalValidatorConfig(*, metrics: list[cellmil.interfaces.EvaluationReporterConfig.Metrics], output_dir: Path = PosixPath('evaluation_reports'), models_dir: Path, final_model: FinalModel = FinalModel.final, aggregation_method: AggregationMethod = AggregationMethod.mean, dataset_dir: Path, root_dir: Path, dp_metadata_file: Path)

Bases: BaseModel

metrics: list[cellmil.interfaces.EvaluationReporterConfig.Metrics]

output_dir: Path

models_dir: Path

final_model: FinalModel

aggregation_method: AggregationMethod

dataset_dir: Path

root_dir: Path

dp_metadata_file: Path

class Config

Bases: object

arbitrary_types_allowed = True

model_config: ClassVar[ConfigDict] = {'arbitrary_types_allowed': True}

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].