adjust LabelTensor (inheritance)

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2022-03-28 15:11:22 +02:00
parent d65aea8759
commit 12f4084d7f
6 changed files with 198 additions and 60 deletions

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@@ -0,0 +1,61 @@
import torch
import pytest
from pina import LabelTensor
data = torch.rand((20, 3))
labels = ['a', 'b', 'c']
def test_constructor():
LabelTensor(data, labels)
def test_wrong_constructor():
with pytest.raises(ValueError):
LabelTensor(data, ['a', 'b'])
def test_labels():
tensor = LabelTensor(data, labels)
assert isinstance(tensor, torch.Tensor)
assert tensor.labels == labels
def test_extract():
label_to_extract = ['a', 'c']
tensor = LabelTensor(data, labels)
new = tensor.extract(label_to_extract)
assert new.labels == label_to_extract
assert new.shape[1] == len(label_to_extract)
assert torch.all(torch.isclose(data[:, 0::2], new))
def test_extract_onelabel():
label_to_extract = ['a']
tensor = LabelTensor(data, labels)
new = tensor.extract(label_to_extract)
assert new.ndim == 2
assert new.labels == label_to_extract
assert new.shape[1] == len(label_to_extract)
assert torch.all(torch.isclose(data[:, 0].reshape(-1, 1), new))
def test_wrong_extract():
label_to_extract = ['a', 'cc']
tensor = LabelTensor(data, labels)
with pytest.raises(ValueError):
tensor.extract(label_to_extract)
def test_extract_order():
label_to_extract = ['c', 'a']
tensor = LabelTensor(data, labels)
new = tensor.extract(label_to_extract)
expected = torch.cat(
(data[:, 2].reshape(-1, 1), data[:, 0].reshape(-1, 1)),
dim=1)
print(expected)
assert new.labels == label_to_extract
assert new.shape[1] == len(label_to_extract)
assert torch.all(torch.isclose(expected, new))