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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
1gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
133,73 tok/s TG
Prefill 1.652 · TTFT 12.206 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
2Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
130,88 tok/s TG
Prefill 4.122 · TTFT 7.946 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
3Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
125,68 tok/s TG
Prefill 2.208 · TTFT 11.151 ms
10×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
4gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
125,06 tok/s TG
Prefill 1.687 · TTFT 12.063 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
5Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
116,24 tok/s TG
Prefill 1.891 · TTFT 5.975 ms
5×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
6Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
108,03 tok/s TG
Prefill 2.184 · TTFT 10.407 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
7Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
106,92 tok/s TG
Prefill 1.319 · TTFT 18.921 ms
10×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
8Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
106,11 tok/s TG
Prefill 1.440 · TTFT 17.007 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
9Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
100,31 tok/s TG
Prefill 1.092 · TTFT 10.399 ms
5×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
10Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
100,04 tok/s TG
Prefill 1.231 · TTFT 9.195 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
11Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
97,31 tok/s TG
Prefill 2.232 · TTFT 10.125 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
12gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
95,22 tok/s TG
Prefill 1.480 · TTFT 6.689 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
13gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
93,25 tok/s TG
Prefill 1.437 · TTFT 6.874 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
14Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
90,37 tok/s TG
Prefill 3.202 · TTFT 4.555 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
15gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
89,80 tok/s TG
Prefill 877 · TTFT 23.528 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
16Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
89,46 tok/s TG
Prefill 3.210 · TTFT 4.511 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
17Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
80,94 tok/s TG
Prefill 1.564 · TTFT 1.376 ms
1×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
18Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
80,74 tok/s TG
Prefill 1.579 · TTFT 6.372 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
19Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
73,89 tok/s TG
Prefill 1.619 · TTFT 6.216 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
20Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
72,37 tok/s TG
Prefill 865 · TTFT 2.489 ms
1×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
21Nemotron-3-Nano-4B4BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
71,70 tok/s TG
Prefill 945 · TTFT 2.277 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
22gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
60,61 tok/s TG
Prefill 776 · TTFT 12.750 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
23Ministral-3-14B-Reasoning-251214BMistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
60,39 tok/s TG
Prefill 1.497 · TTFT 8.155 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
24gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
53,35 tok/s TG
Prefill 1.366 · TTFT 1.447 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
25Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
48,95 tok/s TG
Prefill 1.278 · TTFT 1.932 ms
1×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
26Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
47,41 tok/s TG
Prefill 1.800 · TTFT 1.368 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
27Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
45,73 tok/s TG
Prefill 1.206 · TTFT 2.050 ms
1×2x NVIDIA GeForce RTX 2060 iIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
28Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
42,36 tok/s TG
Prefill 986 · TTFT 1.973 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
29gemma-4-E4B-it8BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
38,32 tok/s TG
Prefill 1.088 · TTFT 1.818 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
30Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
31,83 tok/s TG
Prefill 1.653 · TTFT 1.506 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
31gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
30,34 tok/s TG
Prefill 684 · TTFT 2.896 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
32Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
29,62 tok/s TG
Prefill 1.037 · TTFT 1.873 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
33Ministral-3-14B-Reasoning-251214BMistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
29,08 tok/s TG
Prefill 1.083 · TTFT 2.088 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
34gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
15,30 tok/s TG
Prefill 1.816 · TTFT 1.088 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
35gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
14,49 tok/s TG
Prefill 1.763 · TTFT 1.123 ms
1×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
36gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
12,45 tok/s TG
Prefill 1.249 · TTFT 8.044 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
37gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
12,43 tok/s TG
Prefill 1.220 · TTFT 8.133 ms
5×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M
38gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
9,73 tok/s TG
Prefill 1.306 · TTFT 16.890 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ8_0
39gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,84 tok/s TG
Prefill 1.286 · TTFT 17.461 ms
10×2x NVIDIA GeForce RTX 2060Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz · 7 GB RAMllama.cppopenclaw_cliQ4_K_M