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)
903,30 tok/s TG
Prefill 6.960 · TTFT 11.382 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
2gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
860,88 tok/s TG
Prefill 6.641 · TTFT 11.413 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
3gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
488,18 tok/s TG
Prefill 4.229 · TTFT 20.915 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
4gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
484,77 tok/s TG
Prefill 4.124 · TTFT 21.088 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
5gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
478,55 tok/s TG
Prefill 6.243 · TTFT 3.601 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
6gemma-4-E2B-it5BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
461,54 tok/s TG
Prefill 5.838 · TTFT 3.795 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
7gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
455,06 tok/s TG
Prefill 3.954 · TTFT 21.269 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
8Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
367,75 tok/s TG
Prefill 3.397 · TTFT 29.121 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
9Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
354,29 tok/s TG
Prefill 3.544 · TTFT 30.045 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
10Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
253,67 tok/s TG
Prefill 1.397 · TTFT 48.511 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
11gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
251,39 tok/s TG
Prefill 3.708 · TTFT 6.599 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
12Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
250,66 tok/s TG
Prefill 1.396 · TTFT 48.986 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
13Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
247,76 tok/s TG
Prefill 1.399 · TTFT 49.349 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
14gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
246,68 tok/s TG
Prefill 3.165 · TTFT 7.126 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
15gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
245,62 tok/s TG
Prefill 3.740 · TTFT 6.690 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
16Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
210,25 tok/s TG
Prefill 3.483 · TTFT 8.798 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
17Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
202,30 tok/s TG
Prefill 3.149 · TTFT 9.380 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
18gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
202,12 tok/s TG
Prefill 4.412 · TTFT 4.498 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliMXFP4
19Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
182,87 tok/s TG
Prefill 7.295 · TTFT 5.014 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
20MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
174,20 tok/s TG
Prefill 5.042 · TTFT 47.620 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
21Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
169,89 tok/s TG
Prefill 7.470 · TTFT 5.007 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
22Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
167,11 tok/s TG
Prefill 2.814 · TTFT 6.937 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
23gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
148,88 tok/s TG
Prefill 4.312 · TTFT 2.296 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliMXFP4
24Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
148,79 tok/s TG
Prefill 3.362 · TTFT 6.588 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
25Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
146,91 tok/s TG
Prefill 4.736 · TTFT 2.900 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
26Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
142,76 tok/s TG
Prefill 1.244 · TTFT 17.133 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
27Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
140,35 tok/s TG
Prefill 1.237 · TTFT 17.315 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
28Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
139,82 tok/s TG
Prefill 1.244 · TTFT 17.279 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
29Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
139,24 tok/s TG
Prefill 5.091 · TTFT 2.946 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
30Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
135,61 tok/s TG
Prefill 2.590 · TTFT 3.731 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
31Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
123,54 tok/s TG
Prefill 2.897 · TTFT 3.743 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
32Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
108,98 tok/s TG
Prefill 1.446 · TTFT 66.475 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
33MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
108,63 tok/s TG
Prefill 4.568 · TTFT 13.673 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
34MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
106,12 tok/s TG
Prefill 5.634 · TTFT 12.854 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
35MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
105,57 tok/s TG
Prefill 6.997 · TTFT 5.319 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
36MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
103,49 tok/s TG
Prefill 7.016 · TTFT 5.294 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
37MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
103,25 tok/s TG
Prefill 6.620 · TTFT 5.066 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
38Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
101,36 tok/s TG
Prefill 3.237 · TTFT 6.850 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ8_0
39Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
101,18 tok/s TG
Prefill 6.144 · TTFT 314 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
40Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
100,59 tok/s TG
Prefill 6.798 · TTFT 285 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
41Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
92,96 tok/s TG
Prefill 4.802 · TTFT 404 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
42Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
90,05 tok/s TG
Prefill 1.600 · TTFT 43.239 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
43Qwen3-Coder-30B-A3B-Instruct30BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
86,23 tok/s TG
Prefill 2.963 · TTFT 824 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
44Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
84,61 tok/s TG
Prefill 2.849 · TTFT 3.806 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ8_0
45Qwen3-30B-A3B-Instruct-250730BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
84,18 tok/s TG
Prefill 2.987 · TTFT 816 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
46gpt-oss-20b20BOpenAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
82,16 tok/s TG
Prefill 3.589 · TTFT 550 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliMXFP4
47MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
77,74 tok/s TG
Prefill 5.460 · TTFT 2.641 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
48Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
76,95 tok/s TG
Prefill 2.356 · TTFT 929 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
49Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
76,87 tok/s TG
Prefill 2.223 · TTFT 1.006 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
50Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
74,19 tok/s TG
Prefill 4.923 · TTFT 393 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
51MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
73,44 tok/s TG
Prefill 5.550 · TTFT 2.628 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
52Nemotron-3-Nano-4B4BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
72,70 tok/s TG
Prefill 1.798 · TTFT 1.470 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
53Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,40 tok/s TG
Prefill 2.292 · TTFT 842 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
54MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
66,75 tok/s TG
Prefill 6.946 · TTFT 4.901 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
55MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,45 tok/s TG
Prefill 7.167 · TTFT 4.743 ms
10×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
56gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
63,50 tok/s TG
Prefill 2.576 · TTFT 769 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
57Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
62,04 tok/s TG
Prefill 2.341 · TTFT 935 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ8_0
58gemma-4-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
60,50 tok/s TG
Prefill 1.862 · TTFT 1.599 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
59Nemotron-3-Nano-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,25 tok/s TG
Prefill 5.466 · TTFT 395 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
60MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
52,46 tok/s TG
Prefill 5.268 · TTFT 2.720 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
61MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
51,61 tok/s TG
Prefill 5.448 · TTFT 2.676 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
62Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
49,10 tok/s TG
Prefill 1.157 · TTFT 10.523 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
63glm-4.7-flashZ.ai (Zhipu) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
48,92 tok/s TG
Prefill 4.055 · TTFT 536 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
64Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
48,48 tok/s TG
Prefill 1.201 · TTFT 2.031 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
65Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
48,44 tok/s TG
Prefill 1.189 · TTFT 2.051 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
66Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
47,20 tok/s TG
Prefill 1.176 · TTFT 2.071 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppgodclawQ4_K_M
67Gemma-4-26B-A4B26BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
47,06 tok/s TG
Prefill 4.378 · TTFT 451 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4
68Qwen3.5-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,91 tok/s TG
Prefill 3.713 · TTFT 537 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawFP8
69Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,79 tok/s TG
Prefill 3.315 · TTFT 589 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawFP8
70Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,50 tok/s TG
Prefill 1.156 · TTFT 10.550 ms
5×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
71Qwen3-Coder-NextQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
38,54 tok/s TG
Prefill 2.124 · TTFT 1.146 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawFP8
72MiniMax-M2.7230BMiniMax Performance benchmarkPerformancetest Small 1.0
34,37 tok/s TG
Prefill 503 · TTFT 105 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
73Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
33,12 tok/s TG
Prefill 1.171 · TTFT 2.084 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
74MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
32,23 tok/s TG
Prefill 2.184 · TTFT 1.050 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
75MiniMax-M2.5230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,93 tok/s TG
Prefill 2.096 · TTFT 1.093 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
76MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,52 tok/s TG
Prefill 2.328 · TTFT 991 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
77MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
29,35 tok/s TG
Prefill 1.986 · TTFT 1.157 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
78Ling-3.0-flash127.5BinclusionAI Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,27 tok/s TG
Prefill 1.151 · TTFT 2.118 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMllama.cppopenclaw_cliQ4_K_M
79MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,25 tok/s TG
Prefill 2.437 · TTFT 960 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
80MiniMax-M2.7230BMiniMax Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,01 tok/s TG
Prefill 2.068 · TTFT 1.108 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawAWQ
81Nemotron-3-Super-120B-A12B120BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,39 tok/s TG
Prefill 1.495 · TTFT 1.449 ms
1×NVIDIA GB10 (DGX Spark)NVIDIA Grace · 120 GB RAMvLLMgodclawNVFP4