Essentially, after you have calculated the gradients via backward and updated the weights, you need to clear the gradients. Otherwise, pytorch will keep accumulating gradients. You can find more details here: https://pytorch.org/tutorials/beginner/blitz/autograd_tutorial.html#gradients 3 and you can check the following discussion: Why do we need to set the gradients manually to zero in pytorch? 3