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ResearchFormerly WizWand

Subgraph Auto-tuning on GPU representative-subgraphs

15.38SpeedupCompiler World Model
0.47684.34598.21512.0841Jun 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Compiler World ModelSubgraph=gptneo-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.0615.38
Compiler World ModelSubgraph=gptneo-t0, Trial Budget=16 trials, Comparison Baseline=TenSet2026.0614.12
Compiler World ModelSubgraph=gpt2-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.0613.24
Compiler World ModelSubgraph=gpt2-t0, Trial Budget=16 trials, Comparison Baseline=TenSet2026.0612.07
Compiler World ModelSubgraph=r3d-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.066.83
Compiler World ModelSubgraph=r50-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.066.72
Compiler World ModelSubgraph=r50-t5, Trial Budget=16 trials, Comparison Baseline=Ansor2026.066.63
Compiler World ModelSubgraph=r50-t7, Trial Budget=64 trials, Comparison Baseline=TenSet2026.065.85
Compiler World ModelSubgraph=r50-t7, Trial Budget=16 trials, Comparison Baseline=TenSet2026.065.59
Compiler World ModelSubgraph=r50-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.065.08
Compiler World ModelSubgraph=r3d-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.064.94
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=64 trials, Comparison Baseline=TenSet2026.064.71
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=16 trials, Comparison Baseline=TenSet2026.064.36
Compiler World ModelSubgraph=r50-t7, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.064.11
Compiler World ModelSubgraph=r3d-t15, Trial Budget=16 trials, Comparison Baseline=Ansor2026.064.02
Compiler World ModelSubgraph=gpt2-t8, Trial Budget=16 trials, Comparison Baseline=Ansor2026.063.39
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.063.2
Compiler World ModelSubgraph=gpt2-t8, Trial Budget=16 trials, Comparison Baseline=TenSet2026.063.11
Compiler World ModelSubgraph=r50-t3, Trial Budget=16 trials, Comparison Baseline=TenSet2026.063.06
Compiler World ModelSubgraph=r50-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.063.04
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.062.92
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.84
Compiler World ModelSubgraph=bert-t6, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.62
Compiler World ModelSubgraph=bert-t2, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.062.6
Compiler World ModelSubgraph=bert-t2, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.59
Compiler World ModelSubgraph=r50-t26, Trial Budget=16 trials, Comparison Baseline=Ansor2026.062.46
Compiler World ModelSubgraph=r3d-t15, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.44
Compiler World ModelSubgraph=bert-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.062.4
Compiler World ModelSubgraph=mbv2-t4, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.4
Compiler World ModelSubgraph=r3d-t15, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.37
Compiler World ModelSubgraph=opt-t4, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.36
Compiler World ModelSubgraph=Geometric mean, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.36
Compiler World ModelSubgraph=r50-t3, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.28
Compiler World ModelSubgraph=opt-t4, Trial Budget=64 trials, Comparison Baseline=Ansor2026.062.27
Compiler World ModelSubgraph=r3d-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.062.27
Compiler World ModelSubgraph=opt-t3, Trial Budget=16 trials, Comparison Baseline=Ansor2026.062.25
Compiler World ModelSubgraph=bert-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.21
Compiler World ModelSubgraph=mbv2-t4, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.18
Compiler World ModelSubgraph=opt-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.062.17
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=16 trials, Comparison Baseline=Ansor2026.062.16
Compiler World ModelSubgraph=Geometric mean, Trial Budget=16 trials, Comparison Baseline=Ansor2026.062.14
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.1
Compiler World ModelSubgraph=opt-t4, Trial Budget=64 trials, Comparison Baseline=TenSet2026.062.1
Compiler World ModelSubgraph=r3d-t15, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.062.05
Compiler World ModelSubgraph=r50-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.062.05
Compiler World ModelSubgraph=r50-t5, Trial Budget=16 trials, Comparison Baseline=TenSet2026.062.03
Compiler World ModelSubgraph=r50-t5, Trial Budget=64 trials, Comparison Baseline=Ansor2026.062.01
Compiler World ModelSubgraph=mbv2-t4, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.99
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.96
Compiler World ModelSubgraph=bert-t2, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.92
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.9
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=64 trials, Comparison Baseline=TenSet2026.061.87
Compiler World ModelSubgraph=Geometric mean, Trial Budget=64 trials, Comparison Baseline=TenSet2026.061.79
Compiler World ModelSubgraph=r50-t0, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.77
Compiler World ModelSubgraph=opt-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.061.76
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.75
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.74
Compiler World ModelSubgraph=opt-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.69
Compiler World ModelSubgraph=bert-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.66
Compiler World ModelSubgraph=r3d-t15, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.66
Compiler World ModelSubgraph=r50-t6, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.65
Compiler World ModelSubgraph=r50-t3, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.59
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.55
Compiler World ModelSubgraph=r50-t3, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.51
Compiler World ModelSubgraph=r50-t7, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.5
Compiler World ModelSubgraph=opt-t4, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.47
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.44
Compiler World ModelSubgraph=mbv2-t6, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.38
Compiler World ModelSubgraph=r50-t26, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.37
Compiler World ModelSubgraph=Geometric mean, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.37
Compiler World ModelSubgraph=bert-t6, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.35
Compiler World ModelSubgraph=Geometric mean, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.32
Compiler World ModelSubgraph=bert-t2, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.31
Compiler World ModelSubgraph=opt-t1, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.29
Compiler World ModelSubgraph=mbv2-t1, Trial Budget=64 trials, Comparison Baseline=TenSet2026.061.27
Compiler World ModelSubgraph=opt-t4, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.26
Compiler World ModelSubgraph=r3d-t1, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.26
Compiler World ModelSubgraph=bert-t2, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.25
Compiler World ModelSubgraph=mbv2-t1, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.24
Compiler World ModelSubgraph=mbv2-t1, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.24
Compiler World ModelSubgraph=r3d-t1, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.24
Compiler World ModelSubgraph=mbv2-t4, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.22
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.2
Compiler World ModelSubgraph=mbv2-t22, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.17
Compiler World ModelSubgraph=r50-t21, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.17
Compiler World ModelSubgraph=r50-t21, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.17
Compiler World ModelSubgraph=r3d-t15, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.15
Compiler World ModelSubgraph=r3d-t1, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.14
Compiler World ModelSubgraph=r50-t6, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.14
Compiler World ModelSubgraph=opt-t3, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.11
Compiler World ModelSubgraph=mbv2-t31, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.1
Compiler World ModelSubgraph=r50-t21, Trial Budget=16 trials, Comparison Baseline=Ansor2026.061.1
Compiler World ModelSubgraph=mbv2-t4, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.09
Compiler World ModelSubgraph=r50-t5, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.09
Compiler World ModelSubgraph=Geometric mean, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.09
Compiler World ModelSubgraph=opt-t3, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.08
Compiler World ModelSubgraph=opt-t4, Trial Budget=1024 trials, Comparison Baseline=Ansor2026.061.07
Compiler World ModelSubgraph=r50-t21, Trial Budget=16 trials, Comparison Baseline=TenSet2026.061.07
Compiler World ModelSubgraph=r50-t3, Trial Budget=1024 trials, Comparison Baseline=TenSet2026.061.06
Compiler World ModelSubgraph=mbv2-t1, Trial Budget=64 trials, Comparison Baseline=Ansor2026.061.05