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Cannot Reproduce Results with Pytorch Gradient Error #8

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SergioMOrozco opened this issue Mar 18, 2024 · 0 comments
Open

Cannot Reproduce Results with Pytorch Gradient Error #8

SergioMOrozco opened this issue Mar 18, 2024 · 0 comments

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@SergioMOrozco
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I get the following PyTorch Gradient Error:

RuntimeError: one of the variables needed for gradient computation has been modified by an inplace operation: [torch.cuda.FloatTensor [200, 6]], which is output 0 of AsStridedBackward0, is at version 2; expected version 1 instead. Hint: the backtrace further above shows the operation that failed to compute its gradient. The variable in question was changed in there or anywhere later. Good luck!

which I narrowed down to the following line in models.py. By changing it from return self.linear_2(x) to return self.linear_2(x.clone().detach()) in the ParticlePredictor class, I get rid of this gradient error, but now I cannot reproduce the results from the paper for RiceGrip. I'm not sure if detaching this variable from the gradient computation graph is causing this issue, but I'm not sure how else to get this code to run. Are there any solutions? FYI I'm running PyTorch 2.2.1

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