Benchmarks
Local LLM speed results across models, backends, hardware, and power profiles. Decode tok/s is the headline metric; latency, raw engine runs, and workload context stay visible in their own views.
1181 source rows1181 matching source rowslatest run May 21, 2026schemas v1-v4source
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Full row-level explorer. This is the place for raw shapes, hardware probes, cache/ppfix rows, dense power caps, and reruns.
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=2 | codegen | 1 | 63.7 | 335ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=2 | agent | 1 | 61.7 | 525ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=2 | chat | 1 | 59.5 | 259ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=3 | codegen | 1 | 59.2 | 372ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=3 | chat | 1 | 58.7 | 259ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=3 | agent | 1 | 57.8 | 537ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=2 | rag | 1 | 55.9 | 879ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=3 | rag | 1 | 54.6 | 934ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline | chat | 1 | 42.7 | 238ms | 23.4 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline | rag | 1 | 42.3 | 738ms | 23.6 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline | codegen | 1 | 42.2 | 355ms | 23.7 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline | agent | 1 | 42.1 | 505ms | 23.8 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline | agent | 4 | 41.9 | 19.73s | 23.8 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | chat | 1 | 41.1 | 255ms | 24.3 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | rag | 1 | 40.8 | 760ms | 24.5 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | codegen | 1 | 40.7 | 360ms | 24.6 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 1 | 40.6 | 514ms | 24.6 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 4 | 40.5 | 19.92s | 24.7 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | chat | 1 | 40.3 | 235ms | 24.8 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx1k_probe | 1 | 40.1 | 1.09s | 24.9 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | rag | 1 | 40.0 | 784ms | 25.0 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | codegen | 1 | 40.0 | 311ms | 25.0 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 1 | 39.9 | 504ms | 25.1 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 4 | 39.9 | 20.43s | 25.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx1k_answer | 1 | 39.5 | 1.18s | 25.3 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx4k_answer | 1 | 39.1 | 3.05s | 25.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx16k_probe | 1 | 37.8 | 11.21s | 26.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx16k_answer | 1 | 37.6 | 11.27s | 26.6 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx4k_probe | 1 | 36.5 | 3.05s | 27.4 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx32k_probe | 1 | 36.4 | 23.72s | 27.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx32k_probe | 1 | 36.1 | 23.85s | 27.7 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline + cache | ctx32k_agent_cache | 1 | 36.0 | 965ms | 27.8 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx32k_answer | 1 | 35.8 | 23.96s | 27.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx32k_answer | 1 | 35.7 | 23.87s | 28.0 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-3-pl-200w | chat | 1 | 34.2 | 283ms | 0.1 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | chat | 1 | 33.6 | 238ms | 29.7 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | rag | 1 | 33.4 | 789ms | 30.0 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | codegen | 1 | 33.3 | 371ms | 30.1 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 4 | 33.2 | 24.23s | 30.2 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-450w | agent | 1 | 33.2 | 533ms | 30.2 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx64k_probe | 1 | 33.2 | 54.77s | 30.2 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx64k_answer | 1 | 33.0 | 54.96s | 30.3 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx64k_answer | 1 | 32.8 | 54.68s | 30.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline + cache | ctx64k_agent_cache | 1 | 32.7 | 1.24s | 30.6 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 1 | 32.5 | 511ms | 30.8 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 350 Wdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | baseline-pl-350w | agent | 4 | 32.4 | 24.79s | 30.8 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-2-pl-200w | chat | 1 | 32.0 | 271ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx64k_probe | 1 | 32.0 | 55.14s | 31.2 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-2-pl-200w | codegen | 1 | 31.8 | 377ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-3-pl-200w | rag | 1 | 31.2 | 1.05s | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-3-pl-200w | agent | 1 | 31.2 | 621ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-3-pl-200w | codegen | 1 | 31.1 | 384ms | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-2-pl-200w | agent | 1 | 30.4 | 616ms | 0.0 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx100k_probe | 1 | 29.9 | 100.77s | 33.4 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | mtp-2-pl-200w | rag | 1 | 29.8 | 1.05s | 0.0 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx100k_answer | 1 | 29.1 | 100.91s | 34.4 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline + cache | ctx128k_agent_cache | 1 | 27.4 | 1.91s | 36.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx128k_answer | 1 | 27.4 | 142.02s | 36.5 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline | ctx128k_probe | 1 | 27.2 | 141.38s | 36.8 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx128k_answer | 1 | 27.1 | 142.04s | 36.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | baseline after prompt fix | ctx128k_probe | 1 | 26.4 | 141.98s | 37.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=2 | agent | 4 | 25.3 | 12.42s | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiB450 W maxdrv 590 | llama.cpp cuda-4f13cb7 (cuda) | MTP n=3 | agent | 4 | 24.0 | 13.43s | 0.1 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | chat | 1 | 22.9 | 253ms | 43.6 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | baseline-pl-200w | chat | 1 | 22.8 | 266ms | 43.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | baseline-pl-200w | rag | 1 | 22.3 | 923ms | 44.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | baseline-pl-200w | codegen | 1 | 21.8 | 345ms | 45.9 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | rag | 1 | 21.7 | 919ms | 46.0 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | baseline-pl-200w | agent | 1 | 21.6 | 609ms | 46.2 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | codegen | 1 | 21.3 | 358ms | 47.0 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 1 | 21.2 | 607ms | 47.2 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | chat | 1 | 16.2 | 281ms | 61.5 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | rag | 1 | 15.8 | 1.25s | 63.3 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | codegen | 1 | 15.5 | 364ms | 64.4 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 1 | 15.5 | 1.09s | 64.5 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b8940 (vulkan) | baseline | chat | 1 | 12.0 | 360ms | 83.2 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b8940 (vulkan) | baseline | codegen | 1 | 12.0 | 481ms | 83.6 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b8940 (vulkan) | baseline | rag | 1 | 11.9 | 1.95s | 83.8 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b8940 (vulkan) | baseline | agent | 1 | 11.8 | 1.98s | 84.8 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b1203 (rocm) | baseline | chat | 1 | 11.6 | 351ms | 86.3 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b1203 (rocm) | baseline | codegen | 1 | 11.5 | 426ms | 86.7 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b1203 (rocm) | baseline | agent | 1 | 11.5 | 1.78s | 87.0 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b1203 (rocm) | baseline | rag | 1 | 11.5 | 1.73s | 87.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 4f13cb7-mtp (cuda) | baseline-pl-200w | agent | 4 | 11.2 | 4.04s | 89.5 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590 | llama.cpp 59778f0 (cuda) | baseline | agent | 4 | 10.9 | 4.02s | 91.7 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | chat | 1 | 9.4 | 387ms | 106.3 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | codegen | 1 | 9.4 | 486ms | 106.5 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | agent | 4 | 9.4 | 80.46s | 106.5 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | rag | 1 | 9.4 | 1.66s | 106.5 | — | — | — |
| 27Bthink | Q6_K | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | agent | 1 | 9.4 | 281ms | 106.6 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b8940 (vulkan) | baseline | agent | 4 | 7.8 | 3.82s | 128.2 | — | — | — |
| 27Bthink | Q8_0 | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | chat | 1 | 7.7 | 453ms | 129.5 | — | — | — |
| 27Bthink | Q8_0 | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | codegen | 1 | 7.7 | 439ms | 129.7 | — | — | — |
| 27Bthink | Q8_0 | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | rag | 1 | 7.7 | 1.54s | 129.8 | — | — | — |
| 27Bthink | Q8_0 | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | agent | 4 | 7.7 | 97.84s | 129.8 | — | — | — |
| 27Bthink | Q8_0 | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unifieddrv 7 | llama.cpp rocm-4f13cb7 (rocm) | baseline | agent | 1 | 7.7 | 281ms | 129.9 | — | — | — |
| 27Bthink | Q4_K_XL | legacy | stack comparable | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM)unified | llama.cpp b1203 (rocm) | baseline | agent | 4 | 5.6 | 3.44s | 178.9 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | MTP n=2 | ctx1k_probe | 1 | 5.3 | 1.37s | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | MTP n=2 | ctx4k_probe | 1 | 1.7 | 4.67s | 0.1 | — | — | — |
| 27B-MTPthink | Q4_K_M | legacy | stack comparable | 2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 595 | llama.cpp direct (cuda) | MTP n=2 | ctx16k_probe | 1 | 0.4 | 19.08s | 0.0 | — | — | — |
Decode tok/s
Headline speed metric
TTFT / TPOT
Latency context
Raw vs workload
Separate comparison contracts
Notes badge key
hardware comparable
Use these rows for GPU-to-GPU comparisons when the model, quant, backend, driver family, power policy, and benchmark shape match closely.
stack comparable
Use these rows to compare a similar software stack. They are useful, but backend, server path, driver, cache, or power settings may still influence the number.
stack realistic
Treat these as real workload measurements, not pure hardware rankings. They include prompt mix, API/server overhead, cache behavior, and local software details.
legacyOlder workload harness row.
350 W capRecorded GPU power limit.
drv 590GPU driver branch.
reasoningReasoning-token model.
Metric guide
Decode tok/s - Generation rate. Raw rows come from the engine benchmark; API rows use token intervals when available.
TTFT - Time to first token. This includes prompt processing and server/API overhead.
TPOT / ITL - Time per output token after the first token. Lower is better.
Raw Engine - llama-bench style cases intended for hardware-normalized comparison across rigs.
Workload / API - Stack-realistic measurements that include backend, server, cache, driver, and prompt behavior.
Power badges - A cap badge shows the recorded power limit. The row metadata records the cap relative to the recorded max.