statistic

Handle statistics.

Stat

Represents a statistic for the explainable model.

HistogramStat

Histogram statistics metric.

Parameters:

Name	Type	Description	Default
on	Literal[str, str, str]		required
num_bins	int		required
num_items	int		required

on: Literal['target', 'prediction', 'prediction_error']

num_bins: int

num_items: int

VarianceStat

Histogram statistics metric.

Parameters:

Name	Type	Description	Default
on	Literal[str, str]		required

on: Literal['target', 'prediction']

DistributionStat

Distribution statistics metric.

Parameters:

Name	Type	Description	Default
on	Literal[str, str]		required

on: Literal['target', 'prediction']

DictStats

Dictionary of statistics (torch eval etc...) used in training or explain.

Each metric will be computed globally (for the whole model) and per leaf.

Train: to monitor the training Explain: to visualize metrics in xpdeep-viz along with explanations.