Fix reproducibility issue with GPU #781
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Fixes facebookresearch#752 Add deterministic resizing method to `ResizeLongestSide` class and update relevant scripts and notebooks. * Add `apply_image_deterministic` method to `ResizeLongestSide` class in `segment_anything/utils/transforms.py` to ensure deterministic resizing using `torch.nn.functional.interpolate` with `mode='nearest'`. * Update `notebooks/onnx_model_example.ipynb` to use `apply_image_deterministic` method for resizing images and add a note about the non-reproducibility issue with GPU and potential workaround using CPU. * Update `scripts/amg.py` to use `apply_image_deterministic` method for resizing images. * Add a note in `README.md` about the non-reproducibility issue with GPU and potential workaround using CPU.
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…method for resizing images * Add a note about the non-reproducibility issue with GPU and potential workaround using CPU
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Fixes #752
Add deterministic resizing method to
ResizeLongestSideclass and update relevant scripts and notebooks.apply_image_deterministicmethod toResizeLongestSideclass insegment_anything/utils/transforms.pyto ensure deterministic resizing usingtorch.nn.functional.interpolatewithmode='nearest'.notebooks/onnx_model_example.ipynbto useapply_image_deterministicmethod for resizing images and add a note about the non-reproducibility issue with GPU and potential workaround using CPU.scripts/amg.pyto useapply_image_deterministicmethod for resizing images.README.mdabout the non-reproducibility issue with GPU and potential workaround using CPU.