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Performance-Benchmark

Wie schnell ist das Modell?

Roher Durchsatz auf echter Hardware – wie viele Token ein Modell pro Sekunde erzeugt, wie schnell es den Prompt verarbeitet und wie kurz die Zeit bis zum ersten Token ausfällt. Je höher, desto besser.

⚡ Generation (tok/s)🔄 Prefill⏱️ TTFT👥 Concurrency
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#Modell / HerstellerMesswerteParallelGPU / CPU / RAMRuntime
1gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
14,47 tok/s TG
Prefill 97 · TTFT 222.547 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
2gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
9,77 tok/s TG
Prefill 89 · TTFT 119.492 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
3Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
8,52 tok/s TG
Prefill 71 · TTFT 152.830 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
4NVIDIA-Nemotron-3-Nano-4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
7,97 tok/s TG
Prefill 72 · TTFT 153.653 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
5Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
7,14 tok/s TG
Prefill 69 · TTFT 35.318 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
6Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,74 tok/s TG
Prefill 74 · TTFT 32.942 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
7Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,64 tok/s TG
Prefill 73 · TTFT 33.548 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
8gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,46 tok/s TG
Prefill 79 · TTFT 25.000 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
9Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,09 tok/s TG
Prefill 100 · TTFT 121.223 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
10Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,05 tok/s TG
Prefill 104 · TTFT 116.729 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
11Nemotron-Cascade-2-30B-A3BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
5,86 tok/s TG
Prefill 61 · TTFT 35.481 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
12Nemotron-Cascade-2-30B-A3BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
5,33 tok/s TG
Prefill 74 · TTFT 150.609 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
13gpt-oss-120bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
5,29 tok/s TG
Prefill 56 · TTFT 189.966 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
14North-Mini-Code-1.0Cohere PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
5,05 tok/s TG
Prefill 71 · TTFT 28.002 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
15NVIDIA-Nemotron-3-Nano-4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
4,94 tok/s TG
Prefill 41 · TTFT 62.079 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
16gpt-oss-120bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
4,46 tok/s TG
Prefill 50 · TTFT 39.304 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
17Qwen3.6-35B-A3BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
4,29 tok/s TG
Prefill 62 · TTFT 31.435 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_M
18North-Mini-Code-1.0Cohere PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
4,20 tok/s TG
Prefill 86 · TTFT 127.307 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
19Meta-Llama-3.1-8B-InstructMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
3,55 tok/s TG
Prefill 36 · TTFT 59.044 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
20North-Mini-Code-1.0Cohere PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
3,16 tok/s TG
Prefill 109 · TTFT 186.084 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
21MiniMax-M2.7MiniMax PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
2,62 tok/s TG
Prefill 15 · TTFT 156.050 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_M
22GLM-4.5-AirZ.ai (Zhipu) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
2,13 tok/s TG
Prefill 18 · TTFT 117.963 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
23DeepSeek-V4-Flash-284B-A13BDeepSeek PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
1,20 tok/s TG
Prefill 14 · TTFT 148.315 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_XL
24OpenReasoning-Nemotron-32BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
1,10 tok/s TG
Prefill 8 · TTFT 266.668 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
25Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
1,04 tok/s TG
Prefill 137 · TTFT 171.473 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
26Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,99 tok/s TG
Prefill 130 · TTFT 172.354 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
27Seed-OSS-36B-InstructByteDance Seed PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,97 tok/s TG
Prefill 8 · TTFT 240.790 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
28MiniMax-M2.5MiniMax PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,84 tok/s TG
Prefill 22 · TTFT 98.716 ms
1×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
29Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,58 tok/s TG
Prefill 77 · TTFT 216.585 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
30Nemotron-Cascade-2-30B-A3BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,27 tok/s TG
Prefill 82 · TTFT 204.776 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
31NVIDIA-Nemotron-3-Nano-4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,25 tok/s TG
Prefill 75 · TTFT 202.135 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
32gpt-oss-120bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,05 tok/s TG
Prefill 20 · TTFT 267.436 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
33MiniMax-M2.7MiniMax PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,04 tok/s TG
Prefill 29 · TTFT 211.132 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_M
34MiniMax-M2.7MiniMax PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,03 tok/s TG
Prefill 28 · TTFT 212.753 ms
10×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawUD-Q4_K_M
35GLM-4.5-AirZ.ai (Zhipu) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
0,00 tok/s TG
Prefill 6 · TTFT 299.591 ms
5×Keine GPU (CPU-only)4x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M