Created bymario-alka.dePowered bygodcore.denoob2claw.detricoma.de
Performance benchmark

How fast is the model?

Raw throughput on real hardware – how many tokens a model generates per second, how quickly it processes the prompt and how short the time to first token is. Higher is better.

⚡ Generation (tok/s)🔄 Prefill⏱️ TTFT👥 Concurrency
Reset
Metric:
Size
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
1.492,78 tok/s TG
Prefill 11.476 · TTFT 7.075 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
2gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
1.113,51 tok/s TG
Prefill 6.554 · TTFT 10.391 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
3Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
992,11 tok/s TG
Prefill 5.920 · TTFT 12.083 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
4Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
986,05 tok/s TG
Prefill 5.179 · TTFT 13.058 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
5gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
983,68 tok/s TG
Prefill 7.362 · TTFT 10.840 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
6Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
981,72 tok/s TG
Prefill 5.166 · TTFT 13.134 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
7Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
979,74 tok/s TG
Prefill 5.175 · TTFT 13.143 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
8North-Mini-Code-1.0Cohere Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
939,51 tok/s TG
Prefill 4.611 · TTFT 12.995 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
9Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
930,61 tok/s TG
Prefill 5.307 · TTFT 13.161 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
10Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
928,48 tok/s TG
Prefill 7.663 · TTFT 12.219 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
11Qwen3-Omni-30B-A3B-Thinking30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
927,42 tok/s TG
Prefill 5.040 · TTFT 13.415 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
12Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
926,20 tok/s TG
Prefill 3.875 · TTFT 14.083 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
13Ornith-1.0-35B35BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
920,16 tok/s TG
Prefill 3.818 · TTFT 13.771 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
14Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
905,10 tok/s TG
Prefill 7.532 · TTFT 12.527 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
15Qwen3-VL-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
903,53 tok/s TG
Prefill 7.168 · TTFT 12.726 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
16Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
901,86 tok/s TG
Prefill 12.965 · TTFT 12.663 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
17Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
897,47 tok/s TG
Prefill 4.560 · TTFT 13.829 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
18Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
897,46 tok/s TG
Prefill 4.457 · TTFT 13.871 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
19Nemotron-3-Nano-Omni-30B-A3B-Reasoning30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
896,55 tok/s TG
Prefill 4.436 · TTFT 13.922 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
20Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
883,71 tok/s TG
Prefill 12.981 · TTFT 12.917 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
21Qwen3.5-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
866,12 tok/s TG
Prefill 3.825 · TTFT 14.245 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
22Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
851,97 tok/s TG
Prefill 3.890 · TTFT 14.433 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
23Qwen-AgentWorld-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
849,15 tok/s TG
Prefill 3.913 · TTFT 14.486 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
24Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
837,85 tok/s TG
Prefill 9.559 · TTFT 12.952 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
25Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
830,46 tok/s TG
Prefill 3.771 · TTFT 14.928 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMhermes_cli
26Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
829,45 tok/s TG
Prefill 3.778 · TTFT 14.891 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMhermes_cli
27Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
828,36 tok/s TG
Prefill 3.763 · TTFT 14.940 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppQ4_K_M
28gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
827,28 tok/s TG
Prefill 9.803 · TTFT 2.242 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
29gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
797,18 tok/s TG
Prefill 11.820 · TTFT 1.789 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
30gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
796,82 tok/s TG
Prefill 11.892 · TTFT 1.781 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
31Ornith-1.0-9B9BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
786,22 tok/s TG
Prefill 4.926 · TTFT 14.292 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
32Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
670,65 tok/s TG
Prefill 17.357 · TTFT 3.808 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
33gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
656,13 tok/s TG
Prefill 5.934 · TTFT 3.387 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
34gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
654,86 tok/s TG
Prefill 2.799 · TTFT 19.412 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
35Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
596,31 tok/s TG
Prefill 5.389 · TTFT 4.001 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
36Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
586,52 tok/s TG
Prefill 4.479 · TTFT 4.845 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
37Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
584,39 tok/s TG
Prefill 4.467 · TTFT 4.864 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
38Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
582,20 tok/s TG
Prefill 4.480 · TTFT 4.869 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
39gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
572,10 tok/s TG
Prefill 10.901 · TTFT 1.915 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm mxfp4
40Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
558,18 tok/s TG
Prefill 4.694 · TTFT 4.497 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
41Qwen3-Omni-30B-A3B-Thinking30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
556,41 tok/s TG
Prefill 4.468 · TTFT 4.620 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
42Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
554,75 tok/s TG
Prefill 7.036 · TTFT 3.930 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
43Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
550,00 tok/s TG
Prefill 3.904 · TTFT 4.878 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
44Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
548,84 tok/s TG
Prefill 4.012 · TTFT 4.835 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
45Nemotron-3-Nano-Omni-30B-A3B-Reasoning30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
547,85 tok/s TG
Prefill 3.914 · TTFT 4.883 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
46Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
543,05 tok/s TG
Prefill 4.878 · TTFT 20.084 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
47North-Mini-Code-1.0Cohere Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
542,97 tok/s TG
Prefill 4.226 · TTFT 4.294 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
48Qwen3-VL-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
542,88 tok/s TG
Prefill 6.558 · TTFT 4.129 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
49gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
542,58 tok/s TG
Prefill 6.522 · TTFT 3.407 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
50Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
542,30 tok/s TG
Prefill 6.912 · TTFT 4.026 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
51Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
524,37 tok/s TG
Prefill 7.751 · TTFT 4.130 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
52Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
522,97 tok/s TG
Prefill 3.432 · TTFT 4.794 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
53Ornith-1.0-35B35BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
517,07 tok/s TG
Prefill 3.355 · TTFT 4.929 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
54Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
496,79 tok/s TG
Prefill 12.291 · TTFT 3.700 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
55Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
487,24 tok/s TG
Prefill 12.271 · TTFT 3.758 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
56gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
483,69 tok/s TG
Prefill 9.270 · TTFT 1.070 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
57gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
479,47 tok/s TG
Prefill 9.242 · TTFT 1.075 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
58Qwen3.5-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
479,14 tok/s TG
Prefill 3.365 · TTFT 5.049 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
59Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
472,34 tok/s TG
Prefill 3.434 · TTFT 5.070 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
60Qwen-AgentWorld-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
471,29 tok/s TG
Prefill 3.464 · TTFT 5.057 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
61gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
470,17 tok/s TG
Prefill 6.563 · TTFT 3.093 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
62gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
468,74 tok/s TG
Prefill 6.617 · TTFT 3.069 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
63Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
467,09 tok/s TG
Prefill 3.349 · TTFT 5.143 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppQ4_K_M
64gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
463,67 tok/s TG
Prefill 5.822 · TTFT 1.705 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
65Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
456,70 tok/s TG
Prefill 8.966 · TTFT 3.773 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
66gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
451,05 tok/s TG
Prefill 32.005 · TTFT 864 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm
67Ornith-1.0-9B9BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
430,04 tok/s TG
Prefill 4.493 · TTFT 4.596 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
68Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
404,72 tok/s TG
Prefill 4.793 · TTFT 5.226 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppIQ4_NL
69gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
403,67 tok/s TG
Prefill 5.727 · TTFT 1.727 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
70Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
399,08 tok/s TG
Prefill 14.492 · TTFT 984 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
71Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
397,18 tok/s TG
Prefill 3.476 · TTFT 5.916 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
72gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
372,40 tok/s TG
Prefill 1.508 · TTFT 13.832 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMllamacppAWQ
73gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
355,09 tok/s TG
Prefill 2.494 · TTFT 6.574 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
74Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
353,84 tok/s TG
Prefill 924 · TTFT 13.139 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
75gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
346,29 tok/s TG
Prefill 16.028 · TTFT 1.776 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm bf16
76Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
338,30 tok/s TG
Prefill 5.943 · TTFT 2.299 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
77Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
331,64 tok/s TG
Prefill 4.743 · TTFT 31.297 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
78Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
330,94 tok/s TG
Prefill 4.379 · TTFT 7.353 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
79Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
325,20 tok/s TG
Prefill 3.507 · TTFT 31.980 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
80Devstral-Small-250724BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
317,44 tok/s TG
Prefill 6.072 · TTFT 23.382 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
81gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
308,36 tok/s TG
Prefill 9.336 · TTFT 1.062 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm mxfp4
82gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
306,80 tok/s TG
Prefill 9.358 · TTFT 1.060 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm mxfp4
83Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
300,10 tok/s TG
Prefill 3.941 · TTFT 2.860 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppIQ4_NL
84Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
294,82 tok/s TG
Prefill 4.538 · TTFT 6.199 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
85Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
287,13 tok/s TG
Prefill 3.082 · TTFT 3.211 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
86Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
277,86 tok/s TG
Prefill 3.781 · TTFT 10.183 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllmAWQ
87Qwen3.6-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
264,22 tok/s TG
Prefill 1.610 · TTFT 42.712 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
88Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
247,69 tok/s TG
Prefill 5.149 · TTFT 6.214 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
89gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
246,06 tok/s TG
Prefill 5.285 · TTFT 374 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
90gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
245,58 tok/s TG
Prefill 5.520 · TTFT 359 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
91gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
238,87 tok/s TG
Prefill 5.096 · TTFT 388 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
92Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,91 tok/s TG
Prefill 4.079 · TTFT 528 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
93OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,79 tok/s TG
Prefill 2.409 · TTFT 46.406 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
94Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,42 tok/s TG
Prefill 2.420 · TTFT 46.503 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
95gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
235,80 tok/s TG
Prefill 8.654 · TTFT 230 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
96gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
228,02 tok/s TG
Prefill 11.489 · TTFT 2.605 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm
97Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
226,20 tok/s TG
Prefill 2.929 · TTFT 4.189 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
98Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
223,82 tok/s TG
Prefill 2.436 · TTFT 44.343 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
99Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
222,01 tok/s TG
Prefill 2.436 · TTFT 45.755 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketAWQ
100Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
221,98 tok/s TG
Prefill 3.364 · TTFT 641 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
101Nemotron-3-Nano-Omni-30B-A3B-Reasoning30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
221,81 tok/s TG
Prefill 3.230 · TTFT 666 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
102Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
221,80 tok/s TG
Prefill 3.314 · TTFT 655 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
103Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
214,10 tok/s TG
Prefill 4.633 · TTFT 8.462 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
104Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,76 tok/s TG
Prefill 4.024 · TTFT 605 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
105Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,44 tok/s TG
Prefill 4.311 · TTFT 565 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
106Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,34 tok/s TG
Prefill 3.833 · TTFT 717 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
107Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,29 tok/s TG
Prefill 3.814 · TTFT 720 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
108Laguna-XS-2.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,25 tok/s TG
Prefill 3.820 · TTFT 720 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
109Qwen3-Omni-30B-A3B-Thinking30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
198,07 tok/s TG
Prefill 3.972 · TTFT 613 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
110Qwen3-VL-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
197,73 tok/s TG
Prefill 4.076 · TTFT 598 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
111Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
196,02 tok/s TG
Prefill 3.211 · TTFT 670 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppIQ4_NL
112Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
195,39 tok/s TG
Prefill 4.296 · TTFT 567 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
113Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
184,33 tok/s TG
Prefill 2.857 · TTFT 5.676 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllmAWQ
114Ornith-1.0-35B35BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
184,15 tok/s TG
Prefill 2.849 · TTFT 676 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
115gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
183,69 tok/s TG
Prefill 2.125 · TTFT 4.654 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMllamacppAWQ
116Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
183,68 tok/s TG
Prefill 853 · TTFT 1.050 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
117Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
178,38 tok/s TG
Prefill 3.257 · TTFT 10.368 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
118gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
177,40 tok/s TG
Prefill 11.718 · TTFT 941 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm bf16
119gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
176,18 tok/s TG
Prefill 8.074 · TTFT 245 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
120gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
176,06 tok/s TG
Prefill 7.970 · TTFT 248 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
121Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
175,32 tok/s TG
Prefill 3.605 · TTFT 9.714 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
122North-Mini-Code-1.0Cohere Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
175,06 tok/s TG
Prefill 3.551 · TTFT 557 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
123gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
174,07 tok/s TG
Prefill 1.206 · TTFT 16.925 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
124Devstral-Small-250724BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
173,35 tok/s TG
Prefill 4.438 · TTFT 8.093 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
125Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
171,72 tok/s TG
Prefill 7.637 · TTFT 319 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
126Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
168,65 tok/s TG
Prefill 7.081 · TTFT 345 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
127Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
168,59 tok/s TG
Prefill 6.991 · TTFT 350 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
128Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
166,99 tok/s TG
Prefill 3.555 · TTFT 556 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
129Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
163,95 tok/s TG
Prefill 2.970 · TTFT 649 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
130Qwen-AgentWorld-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
163,95 tok/s TG
Prefill 2.997 · TTFT 644 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
131Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
162,37 tok/s TG
Prefill 2.928 · TTFT 659 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMhermes_cli
132Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
162,17 tok/s TG
Prefill 2.928 · TTFT 660 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacppQ4_K_M
133Qwen3.5-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
161,86 tok/s TG
Prefill 2.922 · TTFT 660 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
134gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
156,49 tok/s TG
Prefill 182 · TTFT 97.092 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllama.cpp q3_k_m, q4-kv
135gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
155,81 tok/s TG
Prefill 6.094 · TTFT 325 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
136Meta-Llama-3.1-8B-Instruct8BMeta Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
148,21 tok/s TG
Prefill 5.615 · TTFT 439 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
137Qwen3.6-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
142,65 tok/s TG
Prefill 1.474 · TTFT 13.865 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
138Ornith-1.0-9B9BDeepReinforce Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
133,84 tok/s TG
Prefill 3.838 · TTFT 503 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
139OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,74 tok/s TG
Prefill 2.245 · TTFT 14.449 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
140Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,64 tok/s TG
Prefill 2.262 · TTFT 14.457 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
141Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,44 tok/s TG
Prefill 2.255 · TTFT 14.493 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
142Gemma-4-26B-A4B-it26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
125,87 tok/s TG
Prefill 3.206 · TTFT 618 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
143Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
125,21 tok/s TG
Prefill 3.410 · TTFT 4.809 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
144Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
124,33 tok/s TG
Prefill 2.267 · TTFT 13.440 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketAWQ
145Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
123,94 tok/s TG
Prefill 3.957 · TTFT 3.439 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
146Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
111,64 tok/s TG
Prefill 1.065 · TTFT 92.938 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
147gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
93,10 tok/s TG
Prefill 2.557 · TTFT 773 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_XL
148Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
89,91 tok/s TG
Prefill 3.497 · TTFT 648 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
149Ministral-3-14B-Reasoning-251214BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
89,62 tok/s TG
Prefill 2.949 · TTFT 726 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
150gpt-oss-120b120BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
85,33 tok/s TG
Prefill 270 · TTFT 166.013 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
151gemma-4-12B-it12BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
83,56 tok/s TG
Prefill 2.303 · TTFT 859 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMllamacppAWQ
152gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
81,35 tok/s TG
Prefill 998 · TTFT 9.924 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
153Qwen3-Coder-NextQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
78,23 tok/s TG
Prefill 354 · TTFT 169.650 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
154gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
74,79 tok/s TG
Prefill 1.062 · TTFT 9.322 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllama.cpp q3_k_m, q4-kv
155gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
61,64 tok/s TG
Prefill 5.671 · TTFT 366 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm mxfp4
156Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
59,06 tok/s TG
Prefill 405 · TTFT 20 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
157Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,76 tok/s TG
Prefill 987 · TTFT 28.850 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
158Mistral-Small-4-119B-2603119BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,52 tok/s TG
Prefill 351 · TTFT 222.335 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
159Magistral-Small-250924BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,03 tok/s TG
Prefill 1.644 · TTFT 1.302 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocketAWQ
160Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
57,55 tok/s TG
Prefill 1.941 · TTFT 1.402 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
161Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
57,45 tok/s TG
Prefill 1.958 · TTFT 1.391 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
162Devstral-Small-250724BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
57,12 tok/s TG
Prefill 3.392 · TTFT 922 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
163Devstral-Small-250724BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
56,94 tok/s TG
Prefill 3.347 · TTFT 1.030 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
164Devstral-Small-2-24B-Instruct-251224BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
56,18 tok/s TG
Prefill 2.655 · TTFT 1.019 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
165gpt-oss-120b120BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
51,30 tok/s TG
Prefill 232 · TTFT 64.035 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
166gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
47,58 tok/s TG
Prefill 10.520 · TTFT 189 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllmBF16
167gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,20 tok/s TG
Prefill 11.058 · TTFT 180 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm
168gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,01 tok/s TG
Prefill 11.757 · TTFT 169 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllmBF16
169Qwen3-Coder-NextQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
45,84 tok/s TG
Prefill 299 · TTFT 64.947 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
170Codestral-22B-v0.122BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
45,38 tok/s TG
Prefill 1.437 · TTFT 1.875 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvllm
171Qwen3.6-27B27BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
43,62 tok/s TG
Prefill 1.290 · TTFT 1.497 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
172Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,26 tok/s TG
Prefill 1.449 · TTFT 1.698 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
173OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,24 tok/s TG
Prefill 1.453 · TTFT 1.685 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
174Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,22 tok/s TG
Prefill 1.445 · TTFT 1.703 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
175Qwen2.5-32B-Instruct-AWQ32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,18 tok/s TG
Prefill 1.444 · TTFT 1.705 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketAWQ
176gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
37,86 tok/s TG
Prefill 6.286 · TTFT 315 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMvLLMvllm bf16
177Mistral-Small-4-119B-2603119BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
35,54 tok/s TG
Prefill 233 · TTFT 92.559 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
178Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
32,82 tok/s TG
Prefill 177 · TTFT 255.495 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketINT4
179Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,55 tok/s TG
Prefill 174 · TTFT 246.888 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
180gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
30,10 tok/s TG
Prefill 1.020 · TTFT 1.964 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllama.cpp q3_k_m, q4-kv
181gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
29,73 tok/s TG
Prefill 888 · TTFT 25.625 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
182gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,74 tok/s TG
Prefill 938 · TTFT 2.110 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 5 5600X 6-Core Processor · 30 GB RAMllamacpp
183Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
25,54 tok/s TG
Prefill 157 · TTFT 125.314 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
184Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
25,50 tok/s TG
Prefill 157 · TTFT 125.739 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketINT4
185Qwen3.5-122B-A10B122BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,87 tok/s TG
Prefill 138 · TTFT 262.075 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
186gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
21,98 tok/s TG
Prefill 642 · TTFT 15.446 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
187gpt-oss-120b120BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
21,12 tok/s TG
Prefill 213 · TTFT 9.303 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
188GLM-4.5-Air106BZ.ai (Zhipu) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
20,78 tok/s TG
Prefill 144 · TTFT 302.096 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
189Llama-3.3-Nemotron-Super-49B-v1.549BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,60 tok/s TG
Prefill 427 · TTFT 182.825 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
190gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,50 tok/s TG
Prefill 339 · TTFT 80.766 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllmcodex_cli
191Nemotron-3-Super-120B-A12B120BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,86 tok/s TG
Prefill 117 · TTFT 322.251 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
192Qwen3.5-122B-A10B122BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,77 tok/s TG
Prefill 126 · TTFT 135.104 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
193Llama-3.3-Nemotron-Super-49B-v1.549BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,48 tok/s TG
Prefill 410 · TTFT 83.981 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
194Qwen3-Coder-NextQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,14 tok/s TG
Prefill 279 · TTFT 8.732 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
195Nemotron-H-47B-Reasoning-128K47BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
16,87 tok/s TG
Prefill 213 · TTFT 278.913 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
196Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
16,70 tok/s TG
Prefill 924 · TTFT 2.388 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
197Nemotron-3-Super-120B-A12B120BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
16,07 tok/s TG
Prefill 104 · TTFT 170.078 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
198MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
15,90 tok/s TG
Prefill 157 · TTFT 163.779 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
199MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
15,80 tok/s TG
Prefill 156 · TTFT 171.016 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
200GLM-4.5-Air106BZ.ai (Zhipu) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
14,86 tok/s TG
Prefill 133 · TTFT 150.792 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
201Mistral-Small-4-119B-2603119BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
14,47 tok/s TG
Prefill 190 · TTFT 14.242 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
202MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
12,63 tok/s TG
Prefill 153 · TTFT 195.676 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
203Nemotron-H-47B-Reasoning-128K47BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
12,02 tok/s TG
Prefill 219 · TTFT 125.268 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
204MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,25 tok/s TG
Prefill 148 · TTFT 197.892 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
205Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,12 tok/s TG
Prefill 157 · TTFT 17.486 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketINT4
206Laguna-S-2.1-INT4Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,06 tok/s TG
Prefill 156 · TTFT 17.644 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
207MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,22 tok/s TG
Prefill 70 · TTFT 38.073 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
208MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,20 tok/s TG
Prefill 72 · TTFT 35.231 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
209gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
7,66 tok/s TG
Prefill 533 · TTFT 3.719 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMvLLMwebsocket
210GLM-4.5-Air106BZ.ai (Zhipu) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
7,11 tok/s TG
Prefill 133 · TTFT 16.005 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
211Qwen3.5-122B-A10B122BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,96 tok/s TG
Prefill 123 · TTFT 15.650 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
212Nemotron-3-Super-120B-A12B120BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
6,67 tok/s TG
Prefill 99 · TTFT 21.860 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
213Qwen2.5-72B-Instruct72BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,90 tok/s TG
Prefill 239 · TTFT 40.388 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
214Qwen2.5-72B-Instruct72BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,84 tok/s TG
Prefill 239 · TTFT 40.453 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
215Llama-3.3-Nemotron-Super-49B-v1.549BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,61 tok/s TG
Prefill 384 · TTFT 6.371 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
216command-a-reasoning-08-2025111BCohere Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,18 tok/s TG
Prefill 91 · TTFT 93.827 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
217command-a-reasoning-08-2025111BCohere Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,11 tok/s TG
Prefill 85 · TTFT 100.325 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
218MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,95 tok/s TG
Prefill 10 · TTFT 246.180 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketUD-Q4_K_M
219Nemotron-H-47B-Reasoning-128K47BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,69 tok/s TG
Prefill 212 · TTFT 10.143 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
220Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,08 tok/s TG
Prefill 8 · TTFT 281.078 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
221Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
3,01 tok/s TG
Prefill 5 · TTFT 397.363 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
222Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,98 tok/s TG
Prefill 5 · TTFT 410.515 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
223Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,98 tok/s TG
Prefill 5 · TTFT 408.262 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
224Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,98 tok/s TG
Prefill 5 · TTFT 416.638 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
225Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,97 tok/s TG
Prefill 5 · TTFT 395.460 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
226Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,96 tok/s TG
Prefill 5 · TTFT 418.804 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
227Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,95 tok/s TG
Prefill 5 · TTFT 428.772 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
228Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,92 tok/s TG
Prefill 5 · TTFT 406.612 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
229Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,91 tok/s TG
Prefill 5 · TTFT 408.023 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
230Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,91 tok/s TG
Prefill 5 · TTFT 413.865 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
231Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,90 tok/s TG
Prefill 5 · TTFT 429.316 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
232Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,90 tok/s TG
Prefill 5 · TTFT 409.419 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
233Devstral-2-123B-Instruct-2512123BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,90 tok/s TG
Prefill 147 · TTFT 70.727 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
234Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,89 tok/s TG
Prefill 6 · TTFT 385.101 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
235Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,88 tok/s TG
Prefill 5 · TTFT 401.414 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
236Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,88 tok/s TG
Prefill 5 · TTFT 405.191 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
237Devstral-2-123B-Instruct-2512123BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,88 tok/s TG
Prefill 147 · TTFT 70.636 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
238Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,86 tok/s TG
Prefill 5 · TTFT 399.841 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
239Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,85 tok/s TG
Prefill 5 · TTFT 407.941 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
240Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,84 tok/s TG
Prefill 5 · TTFT 423.222 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
241Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,84 tok/s TG
Prefill 5 · TTFT 401.206 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
242Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,83 tok/s TG
Prefill 5 · TTFT 410.851 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
243Mistral-Medium-3.5-128B128BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,83 tok/s TG
Prefill 109 · TTFT 85.257 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
244Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,81 tok/s TG
Prefill 5 · TTFT 459.880 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppcodex_cliQ4_K_M
245Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,81 tok/s TG
Prefill 5 · TTFT 410.587 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
246Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,80 tok/s TG
Prefill 5 · TTFT 407.953 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
247Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,79 tok/s TG
Prefill 5 · TTFT 414.339 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
248Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,76 tok/s TG
Prefill 5 · TTFT 397.216 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
249Mistral-Medium-3.5-128B128BMistral AI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,74 tok/s TG
Prefill 145 · TTFT 71.210 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
250Laguna-M.1Poolside Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,71 tok/s TG
Prefill 5 · TTFT 392.723 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M