Implement activation offloading and opt_in_bwd in knowledge_distillation recipes #2088
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Towards #1959 .
So this is the first PR for implementing the changes in
KD recipes:
https://github.com/pytorch/torchtune/blob/main/recipes/knowledge_distillation_single_device.py
https://github.com/pytorch/torchtune/blob/main/recipes/knowledge_distillation_distributed.py