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Virtual pipeline parallel support for LoRA in NLPAdapterModelMixin #11128
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…eline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
Signed-off-by: vysarge <vysarge@users.noreply.github.com>
erhoo82
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and "model_0" in state_dict | ||
and len(state_dict["model_0"]) == 0 |
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Can you explain the logic of this code by comment?
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done!
Signed-off-by: Valerie Sarge <vsarge@nvidia.com>
erhoo82
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…11128) * Update NLPAdapterModelMixin to handle model structure for virtual pipeline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up assert guard Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up ValueError raise Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Apply isort and black reformatting Signed-off-by: vysarge <vysarge@users.noreply.github.com> * documentation Signed-off-by: Valerie Sarge <vsarge@nvidia.com> --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com>
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…11128) (#11135) * Update NLPAdapterModelMixin to handle model structure for virtual pipeline parallel + LoRA * Clean up assert guard * Clean up ValueError raise * Apply isort and black reformatting * documentation --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: Valerie Sarge <vsarge@nvidia.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com>
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…VIDIA#11128) * Update NLPAdapterModelMixin to handle model structure for virtual pipeline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up assert guard Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up ValueError raise Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Apply isort and black reformatting Signed-off-by: vysarge <vysarge@users.noreply.github.com> * documentation Signed-off-by: Valerie Sarge <vsarge@nvidia.com> --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com>
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…VIDIA#11128) * Update NLPAdapterModelMixin to handle model structure for virtual pipeline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up assert guard Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up ValueError raise Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Apply isort and black reformatting Signed-off-by: vysarge <vysarge@users.noreply.github.com> * documentation Signed-off-by: Valerie Sarge <vsarge@nvidia.com> --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com>
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…VIDIA#11128) * Update NLPAdapterModelMixin to handle model structure for virtual pipeline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up assert guard Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Clean up ValueError raise Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Apply isort and black reformatting Signed-off-by: vysarge <vysarge@users.noreply.github.com> * documentation Signed-off-by: Valerie Sarge <vsarge@nvidia.com> --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com>
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What does this PR do ?
Corrects handling of
model.virtual_pipeline_model_parallel_size
> 1 alongsidemodel.peft.peft_scheme=lora
; before this fix adapters are attached only to the first virtual pipeline chunk.Collection: nlp
Changelog
parallel_state.is_pipeline_first_stage()
to account for virtual pipeline stage_get_all_keys
,_check_and_add_peft_cfg
,setup_optimizer_param_groups
,set_tunable_base_params
,tie_weights
,get_peft_state_dict
,load_state_dict
) to apply LoRA changes to all layers rather than only those in the first chunk and to write and read checkpoints correctly when virtual pipeline parallel is usedUsage
# Add a code snippet demonstrating how to use this
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