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Throw ConfigError for unsupported WMMA shapes #166

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merged 1 commit into from
Oct 27, 2023
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thomasfaingnaert
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@maleadt
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maleadt commented Oct 27, 2023

Benchmark results for commit 3ed9d8b (comparing to e78e1e7):

test master PR Δmin
FPU GEMM Float64*Float64=Float64 (128×128) · (128×128) (NN) OP (8, 16, 2), base shape (4, 8, 1) 147.0 μs ± 2.56% (130.0 … 149.0 μs) 148.0 μs ± 0.12% (148.0 … 149.0 μs) +13.8% ❌
WMMA GEMM+bias Float16*Float16+Float32=Float32 (4096×4096) · (4096×4096) (TN) OP (16, 16, 16) 2.5 ms ± 1.87% (2.44 … 2.72 ms) 2.61 ms ± 1.6% (2.58 … 2.82 ms) +5.6% ❌
WMMA Complex GEMM Float16*Float16=Float32 (128×128) · (128×128) (NT) OP (16, 16, 16) 8.42 μs ± 1.88% (8.11 … 8.82 μs) 9.57 μs ± 1.59% (9.3 … 9.78 μs) +14.7% ❌
FPU GEMM Float32*Float32=Float64 (128×128) · (128×128) (NN) OP (8, 16, 2), base shape (4, 8, 1) 174.0 μs ± 3.21% (167.0 … 181.0 μs) 180.0 μs ± 0.315% (179.0 … 180.0 μs) +6.8% ❌
WMMA GEMM Float16*Float16=Float16 (2048×2048) · (2048×2048) (NT) OP (16, 16, 16) 295.0 μs ± 0.66% (290.0 … 302.0 μs) 274.0 μs ± 6.27% (255.0 … 299.0 μs) -12.2% ✅

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codecov bot commented Oct 27, 2023

Codecov Report

Attention: 1 lines in your changes are missing coverage. Please review.

Comparison is base (e78e1e7) 33.29% compared to head (3ed9d8b) 33.58%.

Additional details and impacted files
@@            Coverage Diff             @@
##           master     #166      +/-   ##
==========================================
+ Coverage   33.29%   33.58%   +0.29%     
==========================================
  Files          11       11              
  Lines         907      914       +7     
==========================================
+ Hits          302      307       +5     
- Misses        605      607       +2     
Files Coverage Δ
src/config.jl 86.84% <85.71%> (-1.57%) ⬇️

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@maleadt maleadt merged commit 9b0585b into master Oct 27, 2023
@maleadt maleadt deleted the tf/config-error-wmma branch October 27, 2023 14:19
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2 participants