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gemma-4-31B-it31B

Benchmark profile and published results.

Dense31B
Position in the field

Best values compared

Best metrics of this model against the minimum, average and maximum of all published systems.

Generation251,1 tok/s
Min 0,0Ø 248,0Max 2.491,2
Ueber dem Durchschnitt · 3978 Systeme im Feld
Prefill7.025 tok/s
Min 4Ø 4.741Max 55.260
Ueber dem Durchschnitt · 3978 Systeme im Feld
Time to First Token91 ms
Min 20Ø 33.893Max 535.235
Ueber dem Durchschnitt · 3976 Systeme im Feld
Harness-Quote10,0 %
Min 10,0Ø 54,4Max 90,6
Unter dem Durchschnitt · 30 Systeme im Feld
Performance profile

Throughput by hardware & engine

Each bubble is a GPU, CPU or engine – position shows prompt processing (X) and output speed (Y), bubble size the number of runs.

GPUby graphics card

32224116180,40,001.0322.0653.097Prefill (tok/s)Generation (tok/s)NVIDIA RTX A6000 - 251,1 tok/s Generation, 2.529 tok/s Prefill, TTFT 12.576 ms (30 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 3090 Ti - 174,1 tok/s Generation, 821 tok/s Prefill, TTFT 31.157 ms (7 Laufe)NVIDIA GeForce RTX 30...AMD Radeon PRO W7900 Dual Slot - 101,9 tok/s Generation, 351 tok/s Prefill, TTFT 52.767 ms (6 Laufe)AMD Radeon PRO W7900 ...AMD Radeon AI PRO R9700 - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (8 Laufe)AMD Radeon AI PRO R97...
NVIDIA RTX A6000 251,1 tok/sNVIDIA GeForce RTX 3090 Ti 174,1 tok/sAMD Radeon PRO W7900 Dual Slot 101,9 tok/sAMD Radeon AI PRO R9700 24,4 tok/s

CPUby processor

32224216180,60,008241.6482.472Prefill (tok/s)Generation (tok/s)AMD Ryzen Threadripper PRO 7955WX 16-Cores - 251,1 tok/s Generation, 2.043 tok/s Prefill, TTFT 9.985 ms (38 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 5 5600X 6-Core Processor - 174,1 tok/s Generation, 901 tok/s Prefill, TTFT 22.889 ms (6 Laufe)AMD Ryzen 5 5600X 6-C...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 101,9 tok/s Generation, 351 tok/s Prefill, TTFT 52.767 ms (6 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 19,5 tok/s Generation, 339 tok/s Prefill, TTFT 80.766 ms (1 Lauf)AMD Ryzen 9 8945HX wi...
AMD Ryzen Threadripper PRO 7955WX 16-Cores 251,1 tok/sAMD Ryzen 5 5600X 6-Core Processor 174,1 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 101,9 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 19,5 tok/s

ENGby engine

32224216180,60,001.2272.4543.682Prefill (tok/s)Generation (tok/s)vLLM - 251,1 tok/s Generation, 3.018 tok/s Prefill, TTFT 5.447 ms (22 Laufe)vLLMunbekannt - 174,1 tok/s Generation, 628 tok/s Prefill, TTFT 13.842 ms (10 Laufe)unbekanntllama.cpp - 129,2 tok/s Generation, 692 tok/s Prefill, TTFT 31.952 ms (18 Laufe)llama.cppllm - 19,5 tok/s Generation, 339 tok/s Prefill, TTFT 80.766 ms (1 Lauf)llm
vLLM 251,1 tok/sunbekannt 174,1 tok/sllama.cpp 129,2 tok/sllm 19,5 tok/s
Throughput & latency

Performance benchmark

Metric:
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
251,07 tok/s TG
Prefill 7.025 · TTFT 4.495 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
2gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,35 tok/s TG
Prefill 6.513 · TTFT 4.844 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
3gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,03 tok/s TG
Prefill 5.472 · TTFT 5.845 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
4gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
222,83 tok/s TG
Prefill 5.037 · TTFT 6.267 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
5gemma-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
6gemma-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
7gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
152,19 tok/s TG
Prefill 5.535 · TTFT 2.477 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
8gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
145,41 tok/s TG
Prefill 5.094 · TTFT 2.683 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
9gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
143,75 tok/s TG
Prefill 4.220 · TTFT 3.249 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
10gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
140,87 tok/s TG
Prefill 3.732 · TTFT 25.360 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
11gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
138,37 tok/s TG
Prefill 2.284 · TTFT 42.505 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
12gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
137,92 tok/s TG
Prefill 3.964 · TTFT 3.462 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
13gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
129,24 tok/s TG
Prefill 622 · TTFT 48.720 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
14gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
128,36 tok/s TG
Prefill 621 · TTFT 48.995 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
15gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,17 tok/s TG
Prefill 646 · TTFT 44.975 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
16gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,05 tok/s TG
Prefill 641 · TTFT 45.163 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
17gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
101,94 tok/s TG
Prefill 176 · TTFT 112.412 ms
10×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
18gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
99,95 tok/s TG
Prefill 166 · TTFT 119.519 ms
10×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
19gemma-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
20gemma-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
21gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
74,56 tok/s TG
Prefill 3.148 · TTFT 4.375 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
22gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
72,98 tok/s TG
Prefill 351 · TTFT 36.215 ms
5×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
23gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
70,54 tok/s TG
Prefill 2.088 · TTFT 6.294 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
24gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
69,09 tok/s TG
Prefill 846 · TTFT 16.044 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
25gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,74 tok/s TG
Prefill 843 · TTFT 15.945 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
26gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
54,15 tok/s TG
Prefill 435 · TTFT 38.812 ms
5×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
27gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
52,97 tok/s TG
Prefill 874 · TTFT 15.734 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
28gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
52,93 tok/s TG
Prefill 870 · TTFT 15.730 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
29gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
36,87 tok/s TG
Prefill 2.641 · TTFT 751 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
30gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
35,35 tok/s TG
Prefill 2.414 · TTFT 821 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
31gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
34,84 tok/s TG
Prefill 1.988 · TTFT 997 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
32gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
33,60 tok/s TG
Prefill 1.857 · TTFT 1.065 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
33gemma-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
34gemma-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
35gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,45 tok/s TG
Prefill 1.090 · TTFT 1.818 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
36gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,44 tok/s TG
Prefill 1.083 · TTFT 1.829 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
37gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
24,81 tok/s TG
Prefill 701 · TTFT 2.818 ms
1×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
38gemma-4-31B-it31BGoogle Performance benchmarkPerformancetest Small 1.0
24,36 tok/s TG
Prefill 309 · TTFT 91 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8
39gemma-4-31B-it31BGoogle Performance benchmark
24,36 tok/s TG
Prefill 309 · TTFT 91 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8
40gemma-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
41gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,44 tok/s TG
Prefill 276 · TTFT 6.828 ms
1×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
42gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,78 tok/s TG
Prefill 1.111 · TTFT 1.784 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
43gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
18,77 tok/s TG
Prefill 1.107 · TTFT 1.793 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
44gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
17,73 tok/s TG
Prefill 1.490 · TTFT 1.332 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
45gemma-4-31B-it31BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
16,81 tok/s TG
Prefill 1.027 · TTFT 1.929 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
46gemma-4-31B-it31BGoogle Performance benchmarkPerformancetest Small 1.0
12,45 tok/s TG
Prefill 208 · TTFT 135 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8
47gemma-4-31B-it31BGoogle Performance benchmark
12,45 tok/s TG
Prefill 208 · TTFT 135 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8
48gemma-4-31B-it31BGoogle Performance benchmarkTimebench 2 - Token-Generation / Output-Durchsatz
11,19 tok/s TG
Prefill 162 · TTFT 716 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8
49gemma-4-31B-it31BGoogle Performance benchmark
11,19 tok/s TG
Prefill 162 · TTFT 716 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8
50gemma-4-31B-it31BGoogle Performance benchmarkPerformancetest Small 1.0
10,54 tok/s TG
Prefill 199 · TTFT 141 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawINT8
51gemma-4-31B-it31BGoogle Performance benchmark
10,54 tok/s TG
Prefill 199 · TTFT 141 ms
1×3x AMD Radeon AI PRO R970032x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawINT8
Agent & chat rating

Harness benchmark

Metric:
#Model / MakerMetricsGPU / CPU / RAMRuntime
1gemma-4-31B-it31BGoogle Harness benchmarkTool Usage Standard 1.0
298 Pkt
10,0% · 16/16 Aufg. · 9.625,0 s
AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 123 GB RAMopenclaw_cli