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Qwen (Alibaba)

Qwen2.5-Coder-32B-Instruct32B

Benchmark profile and published results.

Dense32B
Position in the field

Best values compared

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

Generation500,6 tok/s
Min 0,0Ø 235,6Max 2.491,2
Ueber dem Durchschnitt · 4705 Systeme im Feld
Prefill8.244 tok/s
Min 4Ø 4.785Max 112.346
Ueber dem Durchschnitt · 4696 Systeme im Feld
Time to First Token264 ms
Min 20Ø 32.984Max 535.235
Ueber dem Durchschnitt · 4703 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

6504883251630,001.8473.6935.540Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 500,6 tok/s Generation, 4.446 tok/s Prefill, TTFT 6.330 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 479,6 tok/s Generation, 4.242 tok/s Prefill, TTFT 10.075 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 412,8 tok/s Generation, 4.476 tok/s Prefill, TTFT 11.913 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX A6000 - 362,6 tok/s Generation, 3.377 tok/s Prefill, TTFT 5.996 ms (27 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 3090 Ti - 236,4 tok/s Generation, 2.040 tok/s Prefill, TTFT 20.899 ms (3 Laufe)NVIDIA GeForce RTX 30...AMD Radeon RX 7900 XTX - 178,5 tok/s Generation, 2.402 tok/s Prefill, TTFT 6.438 ms (6 Laufe)AMD Radeon RX 7900 XTXAMD Radeon AI PRO R9700 - 115,0 tok/s Generation, 2.531 tok/s Prefill, TTFT 46.208 ms (30 Laufe)AMD Radeon AI PRO R97...AMD Radeon PRO W7900 Dual Slot - 102,1 tok/s Generation, 1.068 tok/s Prefill, TTFT 13.870 ms (12 Laufe)AMD Radeon PRO W7900 ...AMD Radeon PRO W7800 48GB - 69,8 tok/s Generation, 1.503 tok/s Prefill, TTFT 9.917 ms (3 Laufe)AMD Radeon PRO W7800 ...NVIDIA GeForce RTX 5070 Ti - 45,3 tok/s Generation, 587 tok/s Prefill, TTFT 95.842 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 2060 - 2,3 tok/s Generation, 53 tok/s Prefill, TTFT 145.743 ms (2 Laufe)NVIDIA GeForce RTX 20...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 500,6 tok/sNVIDIA GeForce RTX 5090 479,6 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 412,8 tok/sNVIDIA RTX A6000 362,6 tok/sNVIDIA GeForce RTX 3090 Ti 236,4 tok/sAMD Radeon RX 7900 XTX 178,5 tok/sAMD Radeon AI PRO R9700 115,0 tok/sAMD Radeon PRO W7900 Dual Slot 102,1 tok/sAMD Radeon PRO W7800 48GB 69,8 tok/sNVIDIA GeForce RTX 5070 Ti 45,3 tok/sNVIDIA GeForce RTX 2060 2,3 tok/s

CPUby processor

6304733151580,01771.9043.6325.359Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 500,6 tok/s Generation, 4.446 tok/s Prefill, TTFT 6.330 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 479,6 tok/s Generation, 4.242 tok/s Prefill, TTFT 10.075 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 412,8 tok/s Generation, 4.476 tok/s Prefill, TTFT 11.913 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 362,6 tok/s Generation, 3.013 tok/s Prefill, TTFT 28.140 ms (54 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 236,4 tok/s Generation, 2.040 tok/s Prefill, TTFT 20.899 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 3955WX 16-Cores - 178,5 tok/s Generation, 2.706 tok/s Prefill, TTFT 6.031 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 3 3100 4-Core Processor - 115,0 tok/s Generation, 1.467 tok/s Prefill, TTFT 9.524 ms (3 Laufe)AMD Ryzen 3 3100 4-Co...Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz - 113,9 tok/s Generation, 1.280 tok/s Prefill, TTFT 62.404 ms (5 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 102,1 tok/s Generation, 1.060 tok/s Prefill, TTFT 26.873 ms (18 Laufe)AMD Ryzen Threadrippe...
AMD Ryzen 9 9950X 16-Core Processor 500,6 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 479,6 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 412,8 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 362,6 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 236,4 tok/sAMD Ryzen Threadripper PRO 3955WX 16-Cores 178,5 tok/sAMD Ryzen 3 3100 4-Core Processor 115,0 tok/sIntel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz 113,9 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 102,1 tok/s

ENGby engine

6474853231620,01.3232.4223.5224.621Prefill (tok/s)Generation (tok/s)vLLM - 500,6 tok/s Generation, 4.007 tok/s Prefill, TTFT 3.936 ms (33 Laufe)vLLMllama.cpp - 479,6 tok/s Generation, 1.937 tok/s Prefill, TTFT 40.198 ms (61 Laufe)llama.cppunbekannt - 21,2 tok/s Generation, 3.615 tok/s Prefill, TTFT 1.812 ms (10 Laufe)unbekannt
vLLM 500,6 tok/sllama.cpp 479,6 tok/sunbekannt 21,2 tok/s
Throughput & latency

Performance benchmark

Metric:
GPUs
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
500,57 tok/s TG
Prefill 5.466 · TTFT 5.230 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMvLLMgodclawAWQ
2Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
479,62 tok/s TG
Prefill 4.926 · TTFT 22.591 ms
10×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
3Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
476,88 tok/s TG
Prefill 5.163 · TTFT 21.750 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
4Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
412,83 tok/s TG
Prefill 6.968 · TTFT 24.214 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
5Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
404,40 tok/s TG
Prefill 6.093 · TTFT 25.028 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
6Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
362,62 tok/s TG
Prefill 7.057 · TTFT 5.416 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
7Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
342,04 tok/s TG
Prefill 3.606 · TTFT 31.087 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
8Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
332,31 tok/s TG
Prefill 6.040 · TTFT 5.832 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
9Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
298,12 tok/s TG
Prefill 5.098 · TTFT 2.468 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMvLLMgodclawAWQ
10Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
262,60 tok/s TG
Prefill 7.019 · TTFT 5.005 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
11Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
255,67 tok/s TG
Prefill 5.060 · TTFT 6.595 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
12Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
246,06 tok/s TG
Prefill 6.916 · TTFT 5.459 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
13Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,42 tok/s TG
Prefill 2.420 · TTFT 46.503 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
14Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
231,99 tok/s TG
Prefill 4.682 · TTFT 6.846 ms
5×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
15Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
230,10 tok/s TG
Prefill 4.529 · TTFT 3.536 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
16Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
218,33 tok/s TG
Prefill 6.144 · TTFT 7.137 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
17Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
217,39 tok/s TG
Prefill 5.705 · TTFT 7.309 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
18Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
213,64 tok/s TG
Prefill 5.109 · TTFT 3.267 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
19Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
191,93 tok/s TG
Prefill 3.437 · TTFT 9.778 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
20Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
179,05 tok/s TG
Prefill 3.577 · TTFT 9.635 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
21Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
178,53 tok/s TG
Prefill 3.756 · TTFT 10.700 ms
10×2x AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMvLLMgodclawAWQ
22Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
153,33 tok/s TG
Prefill 5.312 · TTFT 2.861 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
23Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
145,89 tok/s TG
Prefill 5.401 · TTFT 3.079 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
24Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
136,50 tok/s TG
Prefill 2.927 · TTFT 24.302 ms
10×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
25Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
131,83 tok/s TG
Prefill 3.139 · TTFT 24.027 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
26Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,44 tok/s TG
Prefill 2.255 · TTFT 14.493 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
27Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
123,88 tok/s TG
Prefill 3.783 · TTFT 8.878 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
28Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
121,76 tok/s TG
Prefill 2.553 · TTFT 5.654 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
29Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
115,97 tok/s TG
Prefill 1.611 · TTFT 17.040 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
30Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
114,99 tok/s TG
Prefill 1.982 · TTFT 16.358 ms
10×AMD Radeon AI PRO R9700AMD Ryzen 3 3100 4-Core Processor · 31 GB RAMllama.cppopenclaw_cliQ4_K_M
31Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
113,94 tok/s TG
Prefill 2.974 · TTFT 11.662 ms
10×2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M
32Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
102,05 tok/s TG
Prefill 1.553 · TTFT 18.334 ms
10×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
33Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
99,45 tok/s TG
Prefill 2.962 · TTFT 5.639 ms
5×2x AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMvLLMgodclawAWQ
34Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
95,82 tok/s TG
Prefill 1.287 · TTFT 23.009 ms
10×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
35Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
89,65 tok/s TG
Prefill 1.138 · TTFT 26.056 ms
10×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
36Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
82,96 tok/s TG
Prefill 896 · TTFT 34.530 ms
10×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
37Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
77,08 tok/s TG
Prefill 2.801 · TTFT 5.144 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
38Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
70,17 tok/s TG
Prefill 3.527 · TTFT 696 ms
1×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMvLLMgodclawAWQ
39Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
69,80 tok/s TG
Prefill 2.181 · TTFT 17.048 ms
10×2x AMD Radeon PRO W7800 48GBAMD Ryzen Threadripper PRO 5975WX 32-Cores · 62 GB RAMvLLMgodclawAWQ
40Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,79 tok/s TG
Prefill 3.116 · TTFT 788 ms
1×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
41Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,33 tok/s TG
Prefill 2.360 · TTFT 1.241 ms
1×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
42Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
65,64 tok/s TG
Prefill 1.574 · TTFT 8.128 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
43Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,60 tok/s TG
Prefill 2.989 · TTFT 822 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
44Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,51 tok/s TG
Prefill 3.003 · TTFT 870 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
45Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
61,79 tok/s TG
Prefill 1.252 · TTFT 11.277 ms
5×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
46Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
60,22 tok/s TG
Prefill 2.193 · TTFT 6.685 ms
5×2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M
47Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
58,53 tok/s TG
Prefill 2.698 · TTFT 913 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
48Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
57,14 tok/s TG
Prefill 2.196 · TTFT 1.120 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
49Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
56,90 tok/s TG
Prefill 2.282 · TTFT 5.952 ms
5×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
50Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
56,87 tok/s TG
Prefill 2.232 · TTFT 5.794 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
51Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
54,74 tok/s TG
Prefill 2.434 · TTFT 1.009 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
52Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
54,29 tok/s TG
Prefill 1.532 · TTFT 9.444 ms
5×AMD Radeon AI PRO R9700AMD Ryzen 3 3100 4-Core Processor · 31 GB RAMllama.cppopenclaw_cliQ4_K_M
53Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
53,49 tok/s TG
Prefill 1.965 · TTFT 7.527 ms
5×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
54Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
53,24 tok/s TG
Prefill 788 · TTFT 17.420 ms
5×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
55Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
46,90 tok/s TG
Prefill 1.051 · TTFT 13.158 ms
5×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
56Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
45,31 tok/s TG
Prefill 644 · TTFT 217.710 ms
10×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
57Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,22 tok/s TG
Prefill 1.445 · TTFT 1.703 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
58Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
37,94 tok/s TG
Prefill 1.472 · TTFT 9.827 ms
5×2x AMD Radeon PRO W7800 48GBAMD Ryzen Threadripper PRO 5975WX 32-Cores · 62 GB RAMvLLMgodclawAWQ
59Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
35,99 tok/s TG
Prefill 2.848 · TTFT 865 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
60Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
34,55 tok/s TG
Prefill 2.568 · TTFT 958 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawFP8
61Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
30,26 tok/s TG
Prefill 1.500 · TTFT 1.640 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliAWQ
62Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
28,25 tok/s TG
Prefill 1.126 · TTFT 2.186 ms
1×2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M
63Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
27,74 tok/s TG
Prefill 1.088 · TTFT 2.257 ms
1×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
64Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
27,62 tok/s TG
Prefill 706 · TTFT 3.492 ms
1×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
65Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
27,09 tok/s TG
Prefill 1.210 · TTFT 2.034 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
66Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
25,71 tok/s TG
Prefill 662 · TTFT 64.391 ms
5×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
67Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
23,51 tok/s TG
Prefill 888 · TTFT 2.770 ms
1×AMD Radeon AI PRO R9700AMD Ryzen 3 3100 4-Core Processor · 31 GB RAMllama.cppopenclaw_cliQ4_K_M
68Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
21,20 tok/s TG
Prefill 1.548 · TTFT 1.551 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
69Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
21,20 tok/s TG
Prefill 1.548 · TTFT 1.551 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawQ4_K_M
70Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
21,09 tok/s TG
Prefill 1.399 · TTFT 1.755 ms
1×2x AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMvLLMgodclawAWQ
71Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
20,90 tok/s TG
Prefill 572 · TTFT 7.773 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclaw
72Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
20,27 tok/s TG
Prefill 434 · TTFT 5.669 ms
1×AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
73Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
20,21 tok/s TG
Prefill 661 · TTFT 3.715 ms
1×2x AMD Radeon PRO W7900 Dual SlotAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ8_0
74Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,26 tok/s TG
Prefill 1.306 · TTFT 1.884 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
75Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,08 tok/s TG
Prefill 1.508 · TTFT 1.441 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
76Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
19,08 tok/s TG
Prefill 1.508 · TTFT 1.441 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawQ4_K_M
77Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
18,60 tok/s TG
Prefill 615 · TTFT 4.520 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclaw
78Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
17,61 tok/s TG
Prefill 1.615 · TTFT 1.528 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMopenclaw_cliFP8
79Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,39 tok/s TG
Prefill 1.288 · TTFT 1.907 ms
1×2x NVIDIA RTX A6000 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
80Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,86 tok/s TG
Prefill 8.244 · TTFT 264 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
81Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
9,86 tok/s TG
Prefill 8.244 · TTFT 264 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
82Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
9,84 tok/s TG
Prefill 7.325 · TTFT 311 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
83Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
9,84 tok/s TG
Prefill 7.325 · TTFT 311 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
84Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,50 tok/s TG
Prefill 52 · TTFT 186.270 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
85Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,46 tok/s TG
Prefill 453 · TTFT 5.425 ms
1×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
86Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,40 tok/s TG
Prefill 50 · TTFT 190.791 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
87Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,39 tok/s TG
Prefill 52 · TTFT 186.594 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
88Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,38 tok/s TG
Prefill 50 · TTFT 190.807 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
89Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,35 tok/s TG
Prefill 50 · TTFT 190.945 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
90Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,27 tok/s TG
Prefill 50 · TTFT 190.997 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
91Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,26 tok/s TG
Prefill 856 · TTFT 2.877 ms
1×2x AMD Radeon PRO W7800 48GBAMD Ryzen Threadripper PRO 5975WX 32-Cores · 62 GB RAMvLLMgodclawAWQ
92Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,57 tok/s TG
Prefill 4.108 · TTFT 529 ms
1×AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
93Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
5,57 tok/s TG
Prefill 4.108 · TTFT 529 ms
1×AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
94Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,54 tok/s TG
Prefill 5.413 · TTFT 420 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
95Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
5,54 tok/s TG
Prefill 5.413 · TTFT 420 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
96Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,30 tok/s TG
Prefill 3.582 · TTFT 607 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
97Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
5,30 tok/s TG
Prefill 3.582 · TTFT 607 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
98Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
5,24 tok/s TG
Prefill 3.234 · TTFT 701 ms
1×3x AMD Radeon AI PRO R9700 iAMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMvLLMgodclawAWQ
99Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmark
5,24 tok/s TG
Prefill 3.234 · TTFT 701 ms
1×3x AMD Radeon AI PRO R9700 i32x AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMgodclawAWQ
100Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,54 tok/s TG
Prefill 38 · TTFT 64.727 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
101Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,43 tok/s TG
Prefill 37 · TTFT 66.318 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
102Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
4,42 tok/s TG
Prefill 37 · TTFT 66.278 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
103Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
2,27 tok/s TG
Prefill 62 · TTFT 233.464 ms
5×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M
104Qwen2.5-Coder-32B-Instruct32BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
1,54 tok/s TG
Prefill 44 · TTFT 58.023 ms
1×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M
Agent & chat rating

Harness benchmark

Noch keine Harnessbenchmarks fuer dieses Modell.