PyTorch Hooks Explained - In-depth Tutorial
UPDATE: `register_backward_hook()` has been deprecated in favor of `register_full_backward_hook()`. You can read more about `register_full_backward_hook()` here:
https://pytorch.org/docs/stable/gener...
In this video, I explain how hooks work in PyTorch. Hooks allow you to inject code into different parts of the computational graphs (in both the forward graph and the backward graph). The four types of hooks that are available in PyTorch are:
Tensor.register_hook (https://pytorch.org/docs/stable/gener...)
Module.register_forward_pre_hook (https://pytorch.org/docs/master/gener...)
Module.register_forward_hook (https://pytorch.org/docs/master/gener...)
Module.register_backward_hook (https://pytorch.org/docs/master/gener...)
My previous video, "PyTorch Autograd Explained - In-depth Tutorial":
📼 • PyTorch Autograd Explained - In-depth...
GitHub code examples of using hooks:
💻 https://github.com/elliotwaite/pytorc...
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