Node Classification Runtime on Reddit
1.438Avg Runtime (ms)FuseSampleAgg
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FuseSampleAggFanout=15 10, Batch=512, Comparison Baseline=dgl_gpu2025.11 | 1.438 | 2.57 | 125.8 | |
| FuseSampleAggFanout=15 10, Batch=1024, Comparison Baseline=dgl_gpu2025.11 | 1.563 | 3.48 | 125.8 | |
| FuseSampleAggFanout=25 10, Batch=512, Comparison Baseline=dgl_gpu2025.11 | 2.066 | 2.24 | 125.8 | |
| FuseSampleAggFanout=25 10, Batch=1024, Comparison Baseline=dgl_gpu2025.11 | 2.218 | 2.95 | 125.8 | |
| DGLFanout=15 10, Batch=512, Variant=dgl_gpu2025.11 | 3.696 | — | 3,745.5 | |
| DGLFanout=25 10, Batch=512, Variant=dgl_gpu2025.11 | 4.63 | — | 3,749.7 | |
| DGLFanout=15 10, Batch=1024, Variant=dgl_gpu2025.11 | 5.438 | — | 3,751.8 | |
| DGLFanout=25 10, Batch=1024, Variant=dgl_gpu2025.11 | 6.547 | — | 3,756 | |
| CoFree-GNN+DropEdge-K#Partitions/GPUs=42023.08 | 76.6 | — | — | |
| CoFree-GNN#Partitions/GPUs=42023.08 | 96.3 | — | — | |
| CoFree-GNN+DropEdge-K#Partitions/GPUs=22023.08 | 116.5 | — | — | |
| CoFree-GNN#Partitions/GPUs=22023.08 | 168.8 | — | — | |
| BNS-GCN#Partitions/GPUs=42023.08 | 305.3 | — | — | |
| BNS-GCN#Partitions/GPUs=22023.08 | 314 | — | — | |
| PipeGCN#Partitions/GPUs=22023.08 | 316.8 | — | — | |
| PipeGCN#Partitions/GPUs=42023.08 | 393.7 | — | — | |
| DistDGL#Partitions/GPUs=42023.08 | 746.9 | — | — | |
| DistDGL#Partitions/GPUs=22023.08 | 863.9 | — | — |