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[Kernel] Add per-tensor and per-token AZP epilogues #5941
[Kernel] Add per-tensor and per-token AZP epilogues #5941
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To speed up the CI queue, I've cancelled the distributed tests for the latest CI run in this PR since they won't pass anyway until #5905 has been merged. Now that it has been merged, please merge |
No problem, thanks for letting me know! This is a draft so there's no rush, will rebase at some point when I'm back from vacation. |
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It looks like the epilogues are performing the computation:
scale_a * scale_b * Acc + (scale_a * a_zp) * (scale_b * azp_adj)
We will have less rounding error if we instead do:
scale_a * scale_b * (Acc + a_zp * azp_adj)
Do you see any issues with implementing it this way?
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Suggest small factoring of TORCH_CHECKs, and a couple of comment fixups. Looks good after that.
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
…q-azp-test # Conflicts: # csrc/ops.h
/ready |
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Head branch was pushed to by a user without write access
Head branch was pushed to by a user without write access
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Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: Alvant <alvasian@yandex.ru>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Added two new epilogues that support
int32
azp, one for per-token and per-tensor each. Also added a unit test for folding the AZP correction term into the bias, which is disabled for now due to precision issues.BEFORE SUBMITTING, PLEASE READ THE CHECKLIST BELOW AND FILL IN THE DESCRIPTION ABOVE
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