Subgraph Auto-tuning on GPU representative-subgraphs
15.38SpeedupCompiler World Model
Evaluation Results
| Method | Links | |
|---|---|---|
| Compiler World ModelSubgraph=gptneo-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 15.38 | |
| Compiler World ModelSubgraph=gptneo-t0, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 14.12 | |
| Compiler World ModelSubgraph=gpt2-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 13.24 | |
| Compiler World ModelSubgraph=gpt2-t0, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 12.07 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 6.83 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 6.72 | |
| Compiler World ModelSubgraph=r50-t5, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 6.63 | |
| Compiler World ModelSubgraph=r50-t7, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 5.85 | |
| Compiler World ModelSubgraph=r50-t7, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 5.59 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 5.08 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 4.94 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 4.71 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 4.36 | |
| Compiler World ModelSubgraph=r50-t7, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 4.11 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 4.02 | |
| Compiler World ModelSubgraph=gpt2-t8, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 3.39 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 3.2 | |
| Compiler World ModelSubgraph=gpt2-t8, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 3.11 | |
| Compiler World ModelSubgraph=r50-t3, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 3.06 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 3.04 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 2.92 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.84 | |
| Compiler World ModelSubgraph=bert-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.62 | |
| Compiler World ModelSubgraph=bert-t2, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 2.6 | |
| Compiler World ModelSubgraph=bert-t2, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.59 | |
| Compiler World ModelSubgraph=r50-t26, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 2.46 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.44 | |
| Compiler World ModelSubgraph=bert-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 2.4 | |
| Compiler World ModelSubgraph=mbv2-t4, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.4 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.37 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.36 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.36 | |
| Compiler World ModelSubgraph=r50-t3, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.28 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 2.27 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 2.27 | |
| Compiler World ModelSubgraph=opt-t3, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 2.25 | |
| Compiler World ModelSubgraph=bert-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.21 | |
| Compiler World ModelSubgraph=mbv2-t4, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.18 | |
| Compiler World ModelSubgraph=opt-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 2.17 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 2.16 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 2.14 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.1 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 2.1 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 2.05 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 2.05 | |
| Compiler World ModelSubgraph=r50-t5, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 2.03 | |
| Compiler World ModelSubgraph=r50-t5, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 2.01 | |
| Compiler World ModelSubgraph=mbv2-t4, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.99 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.96 | |
| Compiler World ModelSubgraph=bert-t2, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.92 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.9 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 1.87 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 1.79 | |
| Compiler World ModelSubgraph=r50-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.77 | |
| Compiler World ModelSubgraph=opt-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 1.76 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.75 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.74 | |
| Compiler World ModelSubgraph=opt-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.69 | |
| Compiler World ModelSubgraph=bert-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.66 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.66 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.65 | |
| Compiler World ModelSubgraph=r50-t3, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.59 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.55 | |
| Compiler World ModelSubgraph=r50-t3, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.51 | |
| Compiler World ModelSubgraph=r50-t7, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.5 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.47 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.44 | |
| Compiler World ModelSubgraph=mbv2-t6, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.38 | |
| Compiler World ModelSubgraph=r50-t26, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.37 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.37 | |
| Compiler World ModelSubgraph=bert-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.35 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.32 | |
| Compiler World ModelSubgraph=bert-t2, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.31 | |
| Compiler World ModelSubgraph=opt-t1, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.29 | |
| Compiler World ModelSubgraph=mbv2-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.06 | 1.27 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.26 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.26 | |
| Compiler World ModelSubgraph=bert-t2, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.25 | |
| Compiler World ModelSubgraph=mbv2-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.24 | |
| Compiler World ModelSubgraph=mbv2-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.24 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.24 | |
| Compiler World ModelSubgraph=mbv2-t4, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.22 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.2 | |
| Compiler World ModelSubgraph=mbv2-t22, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.17 | |
| Compiler World ModelSubgraph=r50-t21, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.17 | |
| Compiler World ModelSubgraph=r50-t21, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.17 | |
| Compiler World ModelSubgraph=r3d-t15, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.15 | |
| Compiler World ModelSubgraph=r3d-t1, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.14 | |
| Compiler World ModelSubgraph=r50-t6, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.14 | |
| Compiler World ModelSubgraph=opt-t3, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.11 | |
| Compiler World ModelSubgraph=mbv2-t31, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.1 | |
| Compiler World ModelSubgraph=r50-t21, Trial Budget=16 trials, Comparison Baseline=Ansor2026.06 | 1.1 | |
| Compiler World ModelSubgraph=mbv2-t4, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.09 | |
| Compiler World ModelSubgraph=r50-t5, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.09 | |
| Compiler World ModelSubgraph=Geometric mean, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.09 | |
| Compiler World ModelSubgraph=opt-t3, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.08 | |
| Compiler World ModelSubgraph=opt-t4, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.06 | 1.07 | |
| Compiler World ModelSubgraph=r50-t21, Trial Budget=16 trials, Comparison Baseline=TenSet2026.06 | 1.07 | |
| Compiler World ModelSubgraph=r50-t3, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.06 | 1.06 | |
| Compiler World ModelSubgraph=mbv2-t1, Trial Budget=64 trials, Comparison Baseline=Ansor2026.06 | 1.05 |