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"""Test PCA with GPU and different dtypes.""" | ||
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# Copyright (c) 2024 Valentin Goldité. All Rights Reserved. | ||
import pytest_check as check | ||
import torch | ||
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from torch_pca import PCA | ||
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def test_gpu() -> None: | ||
"""Test with GPU and different dtypes.""" | ||
inputs = torch.load("tests/input_data.pt").to("cuda:0") | ||
for dtype in [torch.float32, torch.float16, torch.float64]: | ||
inputs = inputs.to(dtype) | ||
out1 = PCA(svd_solver="full").fit_transform(inputs) | ||
out2 = PCA(svd_solver="covariance_eigh").fit_transform(inputs) | ||
out3 = PCA(svd_solver="randomized", random_state=0).fit_transform(inputs) | ||
for out in [out1, out2, out3]: | ||
check.equal(str(out.device), "cuda:0") | ||
check.equal(out.dtype, dtype) |