ott.geometry.low_rank.LRCGeometry.apply_transport_from_potentials#
- LRCGeometry.apply_transport_from_potentials(f, g, vec, axis=0)#
Apply transport matrix computed from potentials to a (batched) vec.
This approach does not instantiate the transport matrix itself, but uses instead potentials to apply the transport using apply_lse_kernel, therefore guaranteeing stability and lower memory footprint.
Computations are done in log space, and take advantage of the (b=…, return_sign=True) optional parameters of logsumexp.
- Parameters:
f (
Array
) – jnp.ndarray [num_a,] , potential of size num_rows of cost_matrixg (
Array
) – jnp.ndarray [num_b,] , potential of size num_cols of cost_matrixvec (
Array
) – jnp.ndarray [batch, num_a or num_b], vector that will be multiplied by transport matrix corresponding to potentials f, g, and geom.axis (
int
) – axis to differentiate left (0) or right (1) multiply.
- Return type:
- Returns:
ndarray of the size of vec.