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Speedup patch embedding by moving coord creation on device #595

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Tom-Julux
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While experimenting with image segmentation and using the prun function on predictor.set_image, I discovered a significant performance issue in the get_rel_pos function.

The problem arises from the lack of device assignment for the tensor containing relative positions, causing unnecessary data transfers when using accelerators like GPUs.

The solution is rather simple: create the coordinate tensor on the same device as the underlying data.
In my specific case (vit-b, P100 GPU, 128x128 image size), this change reduced the get_rel_pos execution time from 197ms to 3ms, cutting down the predictor.set_image runtime from 220ms to 20ms.

Given that there's no reason to keep the coordinate tensor creation outside the device, I suggest incorporating this change into the official release for the benefit of all users.

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