Leaderboard
NVIDIA RTX PRO 6000 Blackwell 96GB ×4
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| GLM-5.3-Flash on 4x RTX PRO 6000 Blackwell \x{2014} TP4 MTP3 #1 | 42 | 248.9 tok/s | — | 873.8 tok/s | 13514 tok/s | — | reported | 0 |
| GLM-5.3-Flash on 4x RTX PRO 6000 Blackwell \x{2014} TP4 DFlash2 K7 | 42 | 219.7 tok/s | — | 677.7 tok/s | 13840 tok/s | — | reported | 0 |
| DeepSeek V4.1 Flash on 4x RTX PRO 6000 Blackwell \x{2014} TP4 DSpark K7 | 39 | 230.6 tok/s | — | 748.3 tok/s | 17503 tok/s | — | reported | 0 |
NVIDIA RTX PRO 6000 Blackwell 96GB ×1
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| GLM-5.3-Flash EXL3 3.05bpw on 1x RTX PRO 6000 - GPU expert cache, host-RAM streaming #1 | 42 | 68.3 tok/s | — | — | 2851.4 tok/s | — | reported | 0 |
| Qwen3.8-Flash-Next NVFP4 RTX PRO 6000 Blackwell SM120 SGLang | 40 | 227.8 tok/s | — | — | 14235.1 tok/s | 10101 ms | reported | 0 |
| Qwen3.8-Flash-Next NVFP4 RTX PRO 6000 Blackwell SGLang NVMe PLE | 40 | 180.9 tok/s | 408 tok/s | — | 9990 tok/s | 92 ms | reported | 0 |
| Qwen3.8-Flash-Next NVFP4 on RTX PRO 6000 Blackwell — TP1 MTP3 | 40 | 157.6 tok/s | — | 674.2 tok/s | 12104 tok/s | — | reported | 1 |
| Qwen3.8-27B NVFP4A4-AWQ 1x RTX PRO 6000 SGLang Fast Decode | 34 | 149 tok/s | 117 tok/s | 40 tok/s | — | — | reported | 0 |
| Qwen3.8-27B Bit-Exact Spec-Decode 1x RTX PRO 6000 SGLang | 34 | 106.6 tok/s | — | — | — | 68500 ms | reported | 0 |
NVIDIA CMP 170HX 64GB ×6 (Ampere)
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| DeepSeek-V4.1-Flash SM80 DeepInfer kernel port 6x CMP 170HX DSpark K5 #1 | 39 | 160.8 tok/s | 170.5 tok/s | — | 4506.8 tok/s | 10700 ms | reported | 0 |
NVIDIA CMP 170HX 64GB ×1 (Ampere)
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| Qwen3.8-Flash-Next 3bpw FP8-PLE 1x CMP 170HX DFlash2 RecoverSSM #1 | 40 | 296.4 tok/s | — | 799.5 tok/s | 4243 tok/s | — | reported | 0 |
| Qwen3.8-Flash-Next 3bpw MTP on 1x CMP 170HX SSD PLE AIO (iIIusi0n) | 40 | 111 tok/s | 78 tok/s | 61 tok/s | 2636 tok/s | 105 ms | reported | 0 |
| Qwen3.8-27B INT8 MTP3 prefix-cache on 1x CMP 170HX Hynix | 34 | 79 tok/s | — | — | — | — | reported | 0 |
Machine-readable: /api/v1/leaderboard.json (these boards) · /api/v1/scores.json (per-recipe medians).