Leaderboard
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 RTX 3090 24GB ×2 (Ampere)
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| DeepSeek-V4.1-Flash-1017 dsx 2.6-bit GPTQ 2x RTX 3090 (Engram) #1 | 45 | 26 tok/s | — | — | 170 tok/s | — | reported | 0 |
| GLM-5.3-Flash EXL3 3.05bpw on 2x RTX 3090 — vLLM + ExLlamaV3 CPU expert offload, 256K (DominikBucko) | 42 | 50.4 tok/s | — | — | 1155 tok/s | 235260 ms | reported | 0 |
| Qwen3.8-Flash-Next W4A16-FP8PLE on 2x RTX 3090 — TP2, expert-offload, MTP3 (DominikBucko) | 40 | 109.8 tok/s | — | — | 3029 tok/s | 90800 ms | reported | 0 |
| Qwen3.8-27B AWQ-INT4 + DSpark on RTX 3090s — SGLang TP1/TP2/TP4 | 34 | 136.8 tok/s | 103.8 tok/s | 60.5 tok/s | 1615.8 tok/s | 98880 ms | reported | 0 |
NVIDIA RTX 3090 24GB ×1 (Ampere)
| Recipe | AA intel | C1 decode | C4 decode | C8 decode | Prefill | TTFT | Evidence | Votes |
|---|---|---|---|---|---|---|---|---|
| GLM-5.3-Flash EXL3 3.05bpw on 1x RTX 3090 — RAM/NVMe expert tiering (near-exact) #1 | 42 | 28.2 tok/s | — | — | 1015 tok/s | — | reported | 0 |
| Qwen3.8-Flash-Next W4A16-FP8PLE on 1x RTX 3090 — CPU cold experts, MTP3, 128K (DominikBucko) | 40 | 50.3 tok/s | — | — | 2141 tok/s | 62200 ms | reported | 0 |
| Qwen3.8-27B AWQ-INT4 + DSpark on RTX 3090s — SGLang TP1/TP2/TP4 | 34 | 136.8 tok/s | 103.8 tok/s | 60.5 tok/s | 1615.8 tok/s | 98880 ms | reported | 0 |
Machine-readable: /api/v1/leaderboard.json (these boards) · /api/v1/scores.json (per-recipe medians).