gt4sd.frameworks.granular.ml.models.loss module

Losses for granular models.

Summary

Classes:

MSLELossNegMix9	MSLE loss negative mix 9.
MSLELossNegMix91	MSLE loss negative mix 91.
MSLELossNegMix92	MSLE loss negative mix 92.
MSLELossNegMix99	MSLE loss negative mix 99.
MaeWithNans	MAE with NaNs handling.
MseWithNans	MSE with NaNs handling.

Reference

class MSLELossNegMix9

Bases: Module

MSLE loss negative mix 9.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MSLE loss negative mix 9.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'

class MSLELossNegMix91

Bases: Module

MSLE loss negative mix 91.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MSLE loss negative mix 91.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'

class MseWithNans

Bases: Module

MSE with NaNs handling.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MSE with NaNs handling.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'

class MaeWithNans

Bases: Module

MAE with NaNs handling.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MAE with NaNs handling.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'

class MSLELossNegMix92

Bases: Module

MSLE loss negative mix 92.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MSLE loss negative mix 92.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'

class MSLELossNegMix99

Bases: Module

MSLE loss negative mix 99.

__init__()

Initialize the loss.

forward(prediction, target)

Forward pass in the loss.

Parameters

• prediction (Tensor) – predictions.

• target (Tensor) – groundtruth.

Return type

Any

Returns

loss value.

__annotations__ = {}

__doc__ = 'MSLE loss negative mix 99.'

__module__ = 'gt4sd.frameworks.granular.ml.models.loss'