community pool / model answer
Ling-3.0-flash
chat · inclusionAI/Ling-3.0-flash
43.4 tok/s · model median · 9 runs in the model record.
| Reference rig | Quantization | Median result | Basis | TTFT (ms) | Peak VRAM | Max context | Engines |
|---|---|---|---|---|---|---|---|
| Multi-GPU 72GB ×3 | 4-bit | 53.4 tok/s | measured | 654 | 68.4 GB | 262,144 | llama.cpp |
| Radeon AI Pro R9700 32GB ×3 | 4-bit | 39.3 tok/s | measured | - | - GB | 4,096 | llama.cpp |
| Ryzen AI Max 395 128GB | 4-bit | 39.2 tok/s | reported | - | - GB | 4,096 | llama.cpp |
Context tested
The table above is the tested context for each exact rig and quantization cell. Empty fields remain empty rather than being filled with an estimate.