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fix CPU overheads of GPT synthetic dataset #6427

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merged 2 commits into from
Apr 14, 2023

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xrennvidia
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What does this PR do ?

Move mask and position id generation in GPT synthetic dataset to init. They are same for each data loading, so doing it for every data loading is redundant, it also can create big CPU overheads while seq_len is long. Hence, move them to init.

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@github-actions github-actions bot added the NLP label Apr 14, 2023
@xrennvidia xrennvidia changed the title Xren/fix dataloader overheads fix CPU overheads of GPT synthetic dataset Apr 14, 2023
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LGTM. Thanks!

@ericharper ericharper merged commit c4ae1ea into NVIDIA:main Apr 14, 2023
@xrennvidia xrennvidia deleted the xren/fix_dataloader_overheads branch April 25, 2023 17:18
hsiehjackson pushed a commit to hsiehjackson/NeMo that referenced this pull request Jun 2, 2023
…VIDIA#6427)

Signed-off-by: Xiaowei Ren <xren@nvidia.com>
Signed-off-by: hsiehjackson <c2hsieh@ucsd.edu>
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