pytorch/torch/_higher_order_ops
Will Feng 3f3e353885 torch.compile + selective activation checkpointing (#105489)
Pull Request resolved: https://github.com/pytorch/pytorch/pull/105489

NOTE: this PR is tagged "not user facing", because it's not ready to be announced externally yet.

This PR implements torch.compile + selective activation checkpoint (SAC) integration, by using `TagActivationCheckpoint` (same backend as torch.compile + full activation checkpoint integration).

TorchDispatchMode based implementation cannot support including inplace ops in the checkpointed region at the moment (the reason for this needs investigation), and there is also no way to ban them (because TorchDispatchMode now only sees "after-functionalization" ops, so can't detect if an op is in-place). Hence we hide torch.compile + SAC behind a flag (`torch._dynamo.config._experimental_support_context_fn_in_torch_utils_checkpoint`) and will only use it internally for cases that are known to not have in-place ops. This state won't last too long, because in-place op will at least be able to be detected after Brian's mode reordering and related functionalization changes.
So next steps after this PR:
1. Wait for Brian's mode reordering and related functionalization changes to land, and then try to enable the "inplace ops" unit test for torch.compile + selective activation checkpoint (if it doesn't work, investigate why).
2. Unify selective- and full-checkpoint under TorchDispatchMode based implementation.

Differential Revision: D47497145

Pull Request resolved: https://github.com/pytorch/pytorch/pull/105489
Approved by: https://github.com/anijain2305
2023-09-21 16:24:11 +00:00
..
__init__.py
cond.py python functionalization: support higher order ops (#108656) 2023-09-20 04:37:31 +00:00
out_dtype.py python functionalization: support higher order ops (#108656) 2023-09-20 04:37:31 +00:00
utils.py Higher order operator util for raising if inputs require grads (#106078) 2023-08-01 00:13:13 +00:00
wrap.py torch.compile + selective activation checkpointing (#105489) 2023-09-21 16:24:11 +00:00