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JAX FP8 matmul fusion tutorial. #133

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Sep 25, 2024
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@balancap balancap commented Aug 14, 2024

In this tutorial notebook, we investigate how the ML stack JAX + XLA handles the specificities of FP8 matmuls,
while still generating an optimal fused kernel call including:

  • FP8 inputs scaling;
  • FP8 output scaling & clamping;
  • Non-linearity & bias fusing;
  • Abs-max output capture;

Note: some open questions remain on bias or gelu fusing.

@balancap balancap added the documentation Improvements or additions to documentation label Aug 14, 2024
@balancap balancap self-assigned this Aug 14, 2024
@balancap balancap marked this pull request as draft August 14, 2024 15:31
@balancap balancap force-pushed the fp8-matmul-fusion-tutorial branch from 4a84fcf to 1bbe9e6 Compare August 15, 2024 08:36
@lyprince lyprince force-pushed the fp8-matmul-fusion-tutorial branch 2 times, most recently from 9fef477 to d7713cb Compare September 24, 2024 10:41
In this tutorial notebook, we investigate how the ML stack JAX + XLA handles the specificities of FP8 matmuls,
while still generating an optimal fused kernel call including:
* FP8 inputs scaling;
* FP8 output scaling & clamping;
* Non-linearity & bias fusing;
* Abs-max output capture;

Note: some open questions remain on bias or gelu fusing.
@lyprince lyprince force-pushed the fp8-matmul-fusion-tutorial branch from d7713cb to a203df7 Compare September 25, 2024 15:55
@balancap balancap marked this pull request as ready for review September 25, 2024 15:55
@balancap balancap merged commit 4dda0a3 into main Sep 25, 2024
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@balancap balancap deleted the fp8-matmul-fusion-tutorial branch September 25, 2024 15:56
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