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While testing the
dispatch_model
features in this PR I hit some edge case for model parallelism: when a submodule of a given model is never actually called in the forward pass (like theh
of the GPT-2 model which is a module list which is iterated on in the forward but not directly called) the inputs aren't necessarily moved to the right device.This PR adds a hook in all submodules to just move those inputs to the device, which fix this issue.