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ResearchFormerly WizWand

Node Classification on ogbn-products (Iteration Runtime)

0.845Avg Iteration Runtime (ms)FuseSampleAgg
-114.3012662.935651,440.17252,217.40935Aug 6, 2023Dec 23, 2023May 10, 2024Sep 26, 2024Feb 12, 2025Jul 1, 2025Nov 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
FuseSampleAggFanout=15 10, Batch=1024, Comparison Baseline=dgl_cpu_uva2025.110.8452.6925.2
FuseSampleAggFanout=15 10, Batch=512, Comparison Baseline=dgl_cpu_uva2025.110.8472.6623.1
FuseSampleAggFanout=25 10, Batch=512, Comparison Baseline=dgl_cpu_uva2025.110.8782.5723.1
FuseSampleAggFanout=25 10, Batch=1024, Comparison Baseline=dgl_gpu2025.110.9432.425.2
DGLFanout=25 10, Batch=512, Variant=dgl_cpu_uva2025.112.255—31.5
DGLFanout=15 10, Batch=512, Variant=dgl_cpu_uva2025.112.258—29.4
DGLFanout=25 10, Batch=1024, Variant=dgl_gpu2025.112.259—4,028.6
DGLFanout=15 10, Batch=1024, Variant=dgl_cpu_uva2025.112.278—33.6
CoFree-GNN+DropEdge-K#Partitions/GPUs=102023.0842.7——
CoFree-GNN#Partitions/GPUs=102023.0847.4——
CoFree-GNN+DropEdge-K#Partitions/GPUs=52023.0865.3——
CoFree-GNN#Partitions/GPUs=52023.0872——
BNS-GCN#Partitions/GPUs=102023.08717.6——
BNS-GCN#Partitions/GPUs=52023.08740.9——
PipeGCN#Partitions/GPUs=102023.08771.6——
PipeGCN#Partitions/GPUs=52023.08851.8——
DistDGL#Partitions/GPUs=102023.082,418——
DistDGL#Partitions/GPUs=52023.082,879.5——