Node Classification on ogbn-products (Iteration Runtime)
0.845Avg Iteration Runtime (ms)FuseSampleAgg
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FuseSampleAggFanout=15 10, Batch=1024, Comparison Baseline=dgl_cpu_uva2025.11 | 0.845 | 2.69 | 25.2 | |
| FuseSampleAggFanout=15 10, Batch=512, Comparison Baseline=dgl_cpu_uva2025.11 | 0.847 | 2.66 | 23.1 | |
| FuseSampleAggFanout=25 10, Batch=512, Comparison Baseline=dgl_cpu_uva2025.11 | 0.878 | 2.57 | 23.1 | |
| FuseSampleAggFanout=25 10, Batch=1024, Comparison Baseline=dgl_gpu2025.11 | 0.943 | 2.4 | 25.2 | |
| DGLFanout=25 10, Batch=512, Variant=dgl_cpu_uva2025.11 | 2.255 | — | 31.5 | |
| DGLFanout=15 10, Batch=512, Variant=dgl_cpu_uva2025.11 | 2.258 | — | 29.4 | |
| DGLFanout=25 10, Batch=1024, Variant=dgl_gpu2025.11 | 2.259 | — | 4,028.6 | |
| DGLFanout=15 10, Batch=1024, Variant=dgl_cpu_uva2025.11 | 2.278 | — | 33.6 | |
| CoFree-GNN+DropEdge-K#Partitions/GPUs=102023.08 | 42.7 | — | — | |
| CoFree-GNN#Partitions/GPUs=102023.08 | 47.4 | — | — | |
| CoFree-GNN+DropEdge-K#Partitions/GPUs=52023.08 | 65.3 | — | — | |
| CoFree-GNN#Partitions/GPUs=52023.08 | 72 | — | — | |
| BNS-GCN#Partitions/GPUs=102023.08 | 717.6 | — | — | |
| BNS-GCN#Partitions/GPUs=52023.08 | 740.9 | — | — | |
| PipeGCN#Partitions/GPUs=102023.08 | 771.6 | — | — | |
| PipeGCN#Partitions/GPUs=52023.08 | 851.8 | — | — | |
| DistDGL#Partitions/GPUs=102023.08 | 2,418 | — | — | |
| DistDGL#Partitions/GPUs=52023.08 | 2,879.5 | — | — |