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Fix CUDA_VISIBLE_DEVICES setting ignored #7408

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merged 4 commits into from
Jan 22, 2024
Merged

Fix CUDA_VISIBLE_DEVICES setting ignored #7408

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f18096d
fix #7407
KumoLiu Jan 22, 2024
6e58881
add tests
KumoLiu Jan 22, 2024
0abd612
address comments
KumoLiu Jan 22, 2024
fa988df
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Jan 22, 2024
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6 changes: 2 additions & 4 deletions monai/metrics/utils.py
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Original file line number Diff line number Diff line change
Expand Up @@ -38,10 +38,6 @@
binary_erosion, _ = optional_import("scipy.ndimage.morphology", name="binary_erosion")
distance_transform_edt, _ = optional_import("scipy.ndimage.morphology", name="distance_transform_edt")
distance_transform_cdt, _ = optional_import("scipy.ndimage.morphology", name="distance_transform_cdt")
cucim_binary_erosion, has_cucim_binary_erosion = optional_import("cucim.skimage.morphology", name="binary_erosion")
cucim_distance_transform_edt, has_cucim_distance_transform_edt = optional_import(
"cucim.core.operations.morphology", name="distance_transform_edt"
)

__all__ = [
"ignore_background",
Expand Down Expand Up @@ -179,6 +175,8 @@ def get_mask_edges(
always_return_as_numpy: whether to a numpy array regardless of the input type.
If False, return the same type as inputs.
"""
# move in the funciton to avoid using all the GPUs
cucim_binary_erosion, has_cucim_binary_erosion = optional_import("cucim.skimage.morphology", name="binary_erosion")
if seg_pred.shape != seg_gt.shape:
raise ValueError(f"seg_pred and seg_gt should have same shapes, got {seg_pred.shape} and {seg_gt.shape}.")
converter: Any
Expand Down
7 changes: 7 additions & 0 deletions tests/test_set_visible_devices.py
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Original file line number Diff line number Diff line change
Expand Up @@ -35,6 +35,13 @@ def test_visible_devices(self):
)
self.assertEqual(num_gpus_before, num_gpus_after)

# test import monai won't affect setting CUDA_VISIBLE_DEVICES
num_gpus_after_monai = self.run_process_and_get_exit_code(
'python -c "import os; import torch; import monai; '
+ "os.environ['CUDA_VISIBLE_DEVICES'] = '0'; exit(torch.cuda.device_count())\""
)
self.assertEqual(num_gpus_after_monai, 1)


if __name__ == "__main__":
unittest.main()
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