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Benchmarks
Graph Transformer Efficiency Benchmarking on tolokers 2
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9.78
Latency Speedup (Forward Pass)
CSR fused kernels
-0.0272
2.5189
5.065
7.6111
May 29, 2026
Latency Speedup (Forward Pass)
Latency Speedup (Backward Pass)
Peak Memory Ratio (Forward Pass)
Peak Memory Ratio (Backward Pass)
Updated 2d ago
Evaluation Results
Method
Method
Links
Latency Speedup (Forward Pass)
Latency Speedup (Backward Pass)
Peak Memory Ratio (Forward Pass)
Peak Memory Ratio (Backward Pass)
CSR fused kernels
Heads (H)=8, Head Dime...
2026.05
9.78
2.18
69.74
44.8
CSR fused kernels
Heads (H)=2, Head Dime...
2026.05
5.59
1.89
32.59
28.55
Ours (WSB/TC)
Number of Heads (H)=4,...
2026.05
2.69
0.71
1.23
1.2
Ours (CSR fused)
Number of Heads (H)=4,...
2026.05
2
1.1
1.57
1.13
PyG
Heads (H)=2, Head Dime...
2026.05
0.45
0.7
0.61
0.71
PyG
Heads (H)=8, Head Dime...
2026.05
0.35
0.44
0.6
0.67
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