Augmentation (Implementation)

class NoiseAugmentation(noise_ratio)

Bases: Augmentation

Description

Adds noise to the results of the augmented DataSource.

Parameters:

noise_ratio (float) – Standard deviation from actual result (default = 0.01)

noise_ratio: float = 0.01

query(self, queries) → data_points

Description

Applies random noise with the given standard deviation noise_ratio to the result.

Parameters:

queries (NDArray) – Requested Query

Returns:

Processed Query, Result

Return type:

A tuple of two NDArray

rng = Generator(PCG64) at 0x7FF8574B3740