Knowledge Graph Retrieval on PKG Hop 1
0.21Query Time (ms)NetworkX
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NetworkXHardware=CPU, Scale Variant=Standard2026.04 | 0.21 | 0 | |
| igraphHardware=CPU, Scale Variant=Standard2026.04 | 1.15 | 0 | |
| SNAPHardware=CPU, Scale Variant=Standard2026.04 | 1.8 | 0 | |
| GraphBLASHardware=CPU, Scale Variant=Standard2026.04 | 3.03 | 0 | |
| LogosKG (Large-Numba)Backend=Numba, Hardware=CPU, Scale Variant=Large2026.04 | 4.76 | 0 | |
| LogosKG (Torch-GPU)Backend=Torch, Hardware=GPU, Scale Variant=Standard2026.04 | 6 | 0 | |
| LogosKG (Large-SciPy)Backend=SciPy, Hardware=CPU, Scale Variant=Large2026.04 | 7.64 | 0 | |
| LogosKG (Numba)Backend=Numba, Hardware=CPU, Scale Variant=Standard2026.04 | 12.28 | 0 | |
| LogosKG (Large-Torch-GPU)Backend=Torch, Hardware=GPU, Scale Variant=Large2026.04 | 13.75 | 0 | |
| LogosKG (SciPy)Backend=SciPy, Hardware=CPU, Scale Variant=Standard2026.04 | 13.81 | 0 | |
| LogosKG (Large-Torch-CPU)Backend=Torch, Hardware=CPU, Scale Variant=Large2026.04 | 126.61 | 0 | |
| PyGHardware=GPU, Scale Variant=Standard2026.04 | 249.66 | 0 | |
| LogosKG (Torch-CPU)Backend=Torch, Hardware=CPU, Scale Variant=Standard2026.04 | 526.55 | 0 | |
| cuGraphHardware=GPU, Scale Variant=Standard2026.04 | 722.66 | 3.33 | |
| Neo4jHardware=CPU, Scale Variant=Standard2026.04 | 923.86 | 11.33 | |
| DGLHardware=GPU, Scale Variant=Standard2026.04 | 966.65 | 10 | |
| graph-toolHardware=CPU, Scale Variant=Standard2026.04 | 1,458.79 | 45.33 |