[state_dict] Add cpu_only and ranks_only support for _gather_state_dict #112836
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Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
fegin
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wanchaol,
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/112836
Note: Links to docs will display an error until the docs builds have been completed. ✅ You can merge normally! (1 Unrelated Failure)As of commit 9752f60 with merge base 31ded95 ( FLAKY - The following job failed but was likely due to flakiness present on trunk:
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This was referenced Nov 3, 2023
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
fegin
added
ciflow/trunk
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
wz337
reviewed
Nov 9, 2023
| Args: | ||
| state_dict (Dict[str, Any]): the target sharded state_dict. | ||
| pg (Optional[dist.ProcessGroup]): the process group that is used to | ||
| gather ShardedTensor. |
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nit: gather DTensor or ShardedTensor.
| pg (Optional[dist.ProcessGroup]): the process group that is used to | ||
| gather ShardedTensor. | ||
| device: (Optional[torch.device]): the device that is used to | ||
| perform allgather for ShardedTensor. |
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nit: gather DTensor or ShardedTensor.
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ShardedTensor only. DTensor uses DeviceMesh to gather the tensors.
| value = value.to(cpu_device) | ||
|
|
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| new_state_dict[key] = value | ||
| if not cpu_offload or len(ranks_only) == 0 or dist.get_rank(pg) in ranks_only: |
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Maybe the condition is a bit complicated and I can't think thru lol, but is dist.get_rank(pg) in ranks_only alone not sufficient?
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ranks_only can be empty (the default value). But it seems that we should not restrict this function to be cpu_offload only.
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
wz337
approved these changes
Nov 9, 2023
…er_state_dict" Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) [ghstack-poisoned]
|
@pytorchbot merge (Initiating merge automatically since Phabricator Diff has merged) |
Merge startedYour change will be merged once all checks pass (ETA 0-4 Hours). Learn more about merging in the wiki. Questions? Feedback? Please reach out to the PyTorch DevX Team |
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Nov 10, 2023
#112885) This allows us to do cpu_offload with the same traversal logic Differential Revision: [D50982355](https://our.internmc.facebook.com/intern/diff/D50982355/) Pull Request resolved: #112885 Approved by: https://github.com/LucasLLC, https://github.com/wz337 ghstack dependencies: #112836
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Nov 13, 2023
…state_dict (#112837) As title Differential Revision: [D50962991](https://our.internmc.facebook.com/intern/diff/D50962991/) Pull Request resolved: #112837 Approved by: https://github.com/LucasLLC, https://github.com/wz337 ghstack dependencies: #112836, #112885
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Nov 14, 2023
…ct (pytorch#112836) Add cpu_only and ranks_only support for _gather_state_dict Differential Revision: [D50962980](https://our.internmc.facebook.com/intern/diff/D50962980/) Pull Request resolved: pytorch#112836 Approved by: https://github.com/LucasLLC, https://github.com/wz337
Skylion007
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Nov 14, 2023
pytorch#112885) This allows us to do cpu_offload with the same traversal logic Differential Revision: [D50982355](https://our.internmc.facebook.com/intern/diff/D50982355/) Pull Request resolved: pytorch#112885 Approved by: https://github.com/LucasLLC, https://github.com/wz337 ghstack dependencies: pytorch#112836
Skylion007
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Nov 14, 2023
…state_dict (pytorch#112837) As title Differential Revision: [D50962991](https://our.internmc.facebook.com/intern/diff/D50962991/) Pull Request resolved: pytorch#112837 Approved by: https://github.com/LucasLLC, https://github.com/wz337 ghstack dependencies: pytorch#112836, pytorch#112885
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Stack from ghstack (oldest at bottom):
Add cpu_only and ranks_only support for _gather_state_dict
Differential Revision: D50962980