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Adds two new options:
The default values for these previous to this PR are tailored for inference (CUDA-graphs), but we have seen they can hurt performance and increase memory usage during training.
Thus, I am defaulting these to maximize training performance. Advanced users can tweak these to squeeze performance during inference.
cc @stefdoerr @guillemsimeon