graph neural network benchmarks on edge AI hardware
7 published rows. Each table compares only results with the same model-size class and batch size. Search this workload · JSON.
Fastest in the best-covered like-for-like group (unknown, batch unknown): Intel system (Intel Xeon 6980P, CPU only) at 24574 FPS A 2026-09-16 (published). 1 groups, 5 platforms.
Show data — 1 like-for-like tables
unknown · batch unknown (5 platforms)
✓ Like-for-like: model-size class unknown, batch unknown (size or batch not stated by source — unverified). Model, precision and stack may still differ.
| Platform | Result | Model · precision · stack | Grade | Power | Source |
|---|---|---|---|---|---|
| Intel system (Intel Xeon 6980P, CPU only) CPU-only | 24574 FPS throughput_offline · b=unknown | MLPerf rgat INT8 · PyTorch · unknown | A | unknown power n/a no power published | MLPerf Inference v6.1, closed division, data-centre suite 2026-09-16 (published) |
| Dell system (Intel Xeon 6980P, CPU only) CPU-only | 21835 FPS throughput_offline · b=unknown | MLPerf rgat INT8 · PyTorch · unknown | A | unknown power n/a no power published | MLPerf Inference v6.1, closed division, data-centre suite 2026-09-16 (published) |
| Dell system (Intel Xeon 6787P, CPU only) CPU-only | 16043 FPS throughput_offline · b=unknown | MLPerf rgat INT8 · PyTorch · unknown | A | unknown power n/a no power published | MLPerf Inference v6.1, closed division, data-centre suite 2026-09-16 (published) |
| Quanta_Cloud_Technology system (Intel Xeon 6788P, CPU only) CPU-only | 15633 FPS throughput_offline · b=unknown | MLPerf rgat INT8 · PyTorch · unknown | A | unknown power n/a no power published | MLPerf Inference v6.1, closed division, data-centre suite 2026-09-16 (published) |
| Cisco system (Intel Xeon 6787P, CPU only) CPU-only | 14284 FPS throughput_offline · b=unknown | MLPerf rgat INT8 · PyTorch · unknown | A | unknown power n/a no power published | MLPerf Inference v6.0, closed division, data-centre suite 2026-04-01 (published) |
How to read these numbers
Every number is labelled. Confidence: A MLPerf closed, audited · B documented third-party method · C community / review · D vendor-published, not independently verified · E estimate. Power basis: measured with the result · spec vendor spec/envelope · power n/a not published.
Machine-readable: /find.json (see llms.txt); full tables are in “Show data”. Confidence grades: A audited MLPerf closed · B documented third-party · C community · D vendor-published · E estimate. Unknown values are shown as unknown, never estimated. Generated 2026-10-16 from public sources.