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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-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
200,47 tok/s TG
Prefill 5.303 · TTFT 7.750 ms
10×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
2gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
119,73 tok/s TG
Prefill 3.482 · TTFT 4.698 ms
5×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
3gpt-oss-120b120BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
111,85 tok/s TG
Prefill 2.041 · TTFT 17.689 ms
10×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
4Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
106,99 tok/s TG
Prefill 5.833 · TTFT 17.334 ms
10×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_K_M
5gpt-oss-120b120BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
79,06 tok/s TG
Prefill 1.478 · TTFT 11.284 ms
5×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
6Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
75,08 tok/s TG
Prefill 1.575 · TTFT 1.551 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_K_M
7Nemotron-3.5-Lightning-30B-A3B30BNVIDIA PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
72,08 tok/s TG
Prefill 1.293 · TTFT 1.669 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_0
8Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
71,97 tok/s TG
Prefill 3.029 · TTFT 9.456 ms
5×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_K_M
9gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
70,74 tok/s TG
Prefill 2.529 · TTFT 846 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
10Qwen3.6-35B-A3B35BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
67,87 tok/s TG
Prefill 1.288 · TTFT 1.499 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_K_M
11gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
64,41 tok/s TG
Prefill 2.523 · TTFT 858 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
12Qwen3-30B-A3B-Thinking-250730BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
63,15 tok/s TG
Prefill 1.472 · TTFT 1.659 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliQ4_K_M
13gpt-oss-120b120BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
51,11 tok/s TG
Prefill 899 · TTFT 2.279 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4
14gpt-oss-120b120BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
48,95 tok/s TG
Prefill 919 · TTFT 2.243 ms
1×NVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU)NVIDIA RTX Spark N1X (6144-core GPU, 20-core CPU) · 128 GB RAMllama.cppopenclaw_cliMXFP4