prototorch/tests/test_components.py

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2021-05-21 14:22:02 +00:00
"""ProtoTorch components test suite."""
import prototorch as pt
import torch
def test_labcomps_zeros_init():
protos = torch.zeros(3, 2)
c = pt.components.LabeledComponents(
distribution=[1, 1, 1],
initializer=pt.components.Zeros(2),
)
assert (c.components == protos).any() == True
def test_labcomps_warmstart():
protos = torch.randn(3, 2)
plabels = torch.tensor([1, 2, 3])
c = pt.components.LabeledComponents(
distribution=[1, 1, 1],
initializer=None,
initialized_components=[protos, plabels],
)
assert (c.components == protos).any() == True
assert (c.component_labels == plabels).any() == True