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SOTA GPU Kernel Optimization benchmarks and papers with code | Wizwand
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GPU Kernel Optimization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
KernelBench Level 3
daVinci-kernel-14B
Fast1
32.2
17
1mo ago
KernelBench Level 1
daVinci-kernel-14B
Fast1 Score
37.2
17
1mo ago
KernelBench Level 2
daVinci-kernel-14B
Fast1 Score
70.6
17
29d ago
TriMul Local Triton 3.6.0
SIMPLETES
Runtime (ms)
1.122
9
3mo ago
TriMul Local Triton 3.4.0
SIMPLETES
Runtime (ms)
1.137
9
3mo ago
KernelBench Level 3
STARK
Fast1
87
7
4mo ago
KernelBench Level 1
KernelPro
Geometric Mean
2.42
7
29d ago
TriMul GPUMode Ranking
Zeyu Shen
Runtime (ms)
1.14
6
3mo ago
KernelBench Level 3
KernelPro
Average Speedup
5.3
6
29d ago
KernelBench Level 5 v1
TorchInductor
RWKVTorch
2.35
5
2mo ago
Plain GEMM Held-out SM120
TileLang
Geometric Mean Speedup
1.33
4
1mo ago
KernelBench H200 hardware
SEMREP
Correctness best@16
81
3
4mo ago
KernelBench Level 2 (100 fused/composed operators)
KernelPro
Geometric Mean Speedup
4.69
2
29d ago
Compute-bound Held-out Suite SM120
TileLang
Geometric Mean Speedup
1.22
2
1mo ago
Overall Held-out Suite SM120
TileLang
Geometric Mean Speedup
1.12
2
1mo ago
Reduction Held-out SM120
TileLang
Geometric Mean Speedup (vs Baseline)
0.96
2
1mo ago
GroupedGEMM Held-out SM120
TileLang
Geometric Mean Speedup
1.48
2
1mo ago
Asymmetric Matmul
SIMPLETES
Runtime (ms)
440
2
3mo ago
Batched Cumsum
SIMPLETES
Runtime (ms)
104
2
3mo ago
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