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Computations involving variables that require gradients will keep history. avoid using such variables in computations which will live beyond your training loops.
Reference to PyTorch FAQ:
"https://github.com/lisroach/pytorch/blob/53fceff1e1e08e6d11663d260e136eaa1a74be79/docs/source/notes/faq.rst"