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Node Classification Runtime on Reddit

1.438Avg Runtime (ms)FuseSampleAgg
-33.06048199.80426432.669665.53374Aug 6, 2023Dec 23, 2023May 10, 2024Sep 26, 2024Feb 12, 2025Jul 1, 2025Nov 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
FuseSampleAggFanout=15 10, Batch=512, Comparison Baseline=dgl_gpu2025.111.4382.57125.8
FuseSampleAggFanout=15 10, Batch=1024, Comparison Baseline=dgl_gpu2025.111.5633.48125.8
FuseSampleAggFanout=25 10, Batch=512, Comparison Baseline=dgl_gpu2025.112.0662.24125.8
FuseSampleAggFanout=25 10, Batch=1024, Comparison Baseline=dgl_gpu2025.112.2182.95125.8
DGLFanout=15 10, Batch=512, Variant=dgl_gpu2025.113.696—3,745.5
DGLFanout=25 10, Batch=512, Variant=dgl_gpu2025.114.63—3,749.7
DGLFanout=15 10, Batch=1024, Variant=dgl_gpu2025.115.438—3,751.8
DGLFanout=25 10, Batch=1024, Variant=dgl_gpu2025.116.547—3,756
CoFree-GNN+DropEdge-K#Partitions/GPUs=42023.0876.6——
CoFree-GNN#Partitions/GPUs=42023.0896.3——
CoFree-GNN+DropEdge-K#Partitions/GPUs=22023.08116.5——
CoFree-GNN#Partitions/GPUs=22023.08168.8——
BNS-GCN#Partitions/GPUs=42023.08305.3——
BNS-GCN#Partitions/GPUs=22023.08314——
PipeGCN#Partitions/GPUs=22023.08316.8——
PipeGCN#Partitions/GPUs=42023.08393.7——
DistDGL#Partitions/GPUs=42023.08746.9——
DistDGL#Partitions/GPUs=22023.08863.9——