from_noise

  ↳ ensemble

from_noise(vecs, noise_map, ensemble_size=100, show_progress=False)

Given an array of vectors and a function which takes each vector to a randomly-generated ensemble, creates the ensemble of randomly-generated instances for each given vector. The output is a three-dimensional array whose first dimension indexes the ensemble, and whose remaining two dimensions have the same shape as vecs.

Arguments

Arguments		Type	Description
vecs		np.ndarray	A two-dimensional array, the first dimension of which indexes the vectors, and the remaining dimension is the dimension of the vectors.
noise_map		function	Any function which takes two positional arguments (a vector and an ensemble size) and generates a random ensemble of vectors (with ensemble index first).
ensemble_size	Keyword	int	The number of ensembles to run.
show_progress	Keyword	bool	Whether or not to display a tqdm progress bar.