ZeRO stage 1 refresh - #1042
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config-json.md documents grad_hooks as a ZeRO option with a default of True, but
DeepSpeedZeroConfig has no such field and DeepSpeedConfigModel sets
extra="forbid", so following the docs is a hard failure:
DeepSpeedZeroConfig(**{"stage": 1, "grad_hooks": False})
pydantic_core._pydantic_core.ValidationError: 1 validation error
grad_hooks
Extra inputs are not permitted
The option was never wired up rather than removed later. cfa63f5 ("ZeRO stage 1
refresh", deepspeedai#1042) added the doc entry and DeepSpeedEngine.zero_grad_hooks() in the
same commit without ever adding the field to the config or to the constants
module, and it is absent from deepspeed/runtime/zero/config.py in every release
back to v0.3.0. So there is nothing to restore, and zero_grad_hooks() reads
zero_config.grad_hooks, which can only raise AttributeError. Nothing in the
package or the tests calls it.
Remove the doc entry and the dead accessor.
Signed-off-by: Vineeth Sai <vineethsai4444@gmail.com>
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This PR changes the default underlying implementation of ZeRO stage 1. We have had trouble keeping up with bug fixes and maintaining feature parity across ZeRO implementations (e.g., cpu offload, overlap, fp32 support). Instead we are deprecating the original stage 1 implementation in favor of a new mode of stage 2 that supports optimizer state partitioning only. A few implications to be aware of when this PR is merged.
ZeRO stage 1 now supports
"overlap_comm": [true|false]Warnings
"legacy_stage": trueto use the old codebase.Misc