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Code Optimization on Code Optimization Kernels
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8.9
Average Speedup
Triton
5.052
6.051
7.05
8.049
Dec 22, 2025
Average Speedup
Best Speedup
Compilation Time (s)
Updated 3mo ago
Evaluation Results
Method
Method
Links
Average Speedup
Best Speedup
Compilation Time (s)
Triton
GPU Support=Yes
2025.12
8.9
13.7
4.1
TVM
GPU Support=Yes
2025.12
7.4
11.2
3.2
LLM (qwen2.5 + ToT)
GPU Support=Yes
2025.12
7.1
43.25
18.9
Halide
GPU Support=Yes
2025.12
6.8
9.1
2.8
Intel ICC
GPU Support=No
2025.12
6.1
8.9
2.3
LLVM Polly
GPU Support=No
2025.12
5.8
8.2
2.1
GCC Advanced (-O3)
GPU Support=No
2025.12
5.2
7.8
1.8
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