Knowledge Graph Retrieval on PKG Hop 4
77.73QT (ms)LogosKG (Torch-GPU)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LogosKG (Torch-GPU)Backend=Torch, Hardware=GPU, Scale Variant=Standard2026.04 | 77.73 | 0 | |
| LogosKG (Numba)Backend=Numba, Hardware=CPU, Scale Variant=Standard2026.04 | 140.07 | 0 | |
| LogosKG (SciPy)Backend=SciPy, Hardware=CPU, Scale Variant=Standard2026.04 | 289.61 | 0 | |
| SNAPHardware=CPU, Scale Variant=Standard2026.04 | 378.81 | 0 | |
| GraphBLASHardware=CPU, Scale Variant=Standard2026.04 | 528.07 | 0 | |
| NetworkXHardware=CPU, Scale Variant=Standard2026.04 | 621.95 | 0 | |
| PyGHardware=GPU, Scale Variant=Standard2026.04 | 646.96 | 0 | |
| igraphHardware=CPU, Scale Variant=Standard2026.04 | 837.12 | 0 | |
| DGLHardware=GPU, Scale Variant=Standard2026.04 | 1,121.7 | 0 | |
| LogosKG (Large-Numba)Backend=Numba, Hardware=CPU, Scale Variant=Large2026.04 | 1,411.72 | 0 | |
| cuGraphHardware=GPU, Scale Variant=Standard2026.04 | 1,504.82 | 0 | |
| LogosKG (Large-Torch-GPU)Backend=Torch, Hardware=GPU, Scale Variant=Large2026.04 | 1,634.93 | 0 | |
| LogosKG (Large-SciPy)Backend=SciPy, Hardware=CPU, Scale Variant=Large2026.04 | 1,660.91 | 0.67 | |
| LogosKG (Torch-CPU)Backend=Torch, Hardware=CPU, Scale Variant=Standard2026.04 | 1,803.18 | 0 | |
| graph-toolHardware=CPU, Scale Variant=Standard2026.04 | 2,396.95 | 0.67 | |
| LogosKG (Large-Torch-CPU)Backend=Torch, Hardware=CPU, Scale Variant=Large2026.04 | 4,836.16 | 22 | |
| Neo4jHardware=CPU, Scale Variant=Standard2026.04 | 8,000 | 100 |