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import pytest
import torch
from torch_geometric.data import Data
from torch_geometric.transforms import LinearTransformation
@pytest.mark.parametrize('matrix', [
[[2.0, 0.0], [0.0, 2.0]],
torch.tensor([[2.0, 0.0], [0.0, 2.0]]),
])
def test_linear_transformation(matrix):
pos = torch.tensor([[-1.0, 1.0], [-3.0, 0.0], [2.0, -1.0]])
transform = LinearTransformation(matrix)
assert str(transform) == ('LinearTransformation(\n'
'[[2. 0.]\n'
' [0. 2.]]\n'
')')
out = transform(Data(pos=pos))
assert len(out) == 1
assert torch.allclose(out.pos, 2 * pos)
out = transform(Data())
assert len(out) == 0
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