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NVIDIA

OpenReasoning-Nemotron-32B32B

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.

Generation481,0 tok/s
Min 0,0Ø 248,3Max 2.491,2
Ueber dem Durchschnitt · 3969 Systeme im Feld
Prefill6.821 tok/s
Min 4Ø 4.741Max 55.260
Ueber dem Durchschnitt · 3969 Systeme im Feld
Time to First Token709 ms
Min 20Ø 33.962Max 535.235
Ueber dem Durchschnitt · 3967 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

6254693131560,001.8603.7215.581Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 481,0 tok/s Generation, 3.983 tok/s Prefill, TTFT 10.140 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 480,0 tok/s Generation, 4.502 tok/s Prefill, TTFT 9.693 ms (3 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 411,7 tok/s Generation, 4.317 tok/s Prefill, TTFT 11.939 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 3090 Ti - 236,8 tok/s Generation, 2.036 tok/s Prefill, TTFT 20.847 ms (3 Laufe)NVIDIA GeForce RTX 30...NVIDIA RTX A6000 - 144,0 tok/s Generation, 1.970 tok/s Prefill, TTFT 10.842 ms (15 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 5070 Ti - 49,9 tok/s Generation, 621 tok/s Prefill, TTFT 94.653 ms (3 Laufe)NVIDIA GeForce RTX 50...AMD Radeon AI PRO R9700 - 23,3 tok/s Generation, 214 tok/s Prefill, TTFT 162.122 ms (7 Laufe)AMD Radeon AI PRO R97...AMD Radeon 8060S Graphics - 16,5 tok/s Generation, 691 tok/s Prefill, TTFT 41.832 ms (1 Lauf)AMD Radeon 8060S Grap...NVIDIA GeForce RTX 2060 - 1,1 tok/s Generation, 8 tok/s Prefill, TTFT 266.668 ms (1 Lauf)NVIDIA GeForce RTX 20...
NVIDIA GeForce RTX 5090 481,0 tok/sNVIDIA RTX PRO 6000 Blackwell Workstation Edition 480,0 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 411,7 tok/sNVIDIA GeForce RTX 3090 Ti 236,8 tok/sNVIDIA RTX A6000 144,0 tok/sNVIDIA GeForce RTX 5070 Ti 49,9 tok/sAMD Radeon AI PRO R9700 23,3 tok/sAMD Radeon 8060S Graphics 16,5 tok/sNVIDIA GeForce RTX 2060 1,1 tok/s

CPUby processor

6254693131560,001.8603.7215.581Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 481,0 tok/s Generation, 3.983 tok/s Prefill, TTFT 10.140 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 9950X 16-Core Processor - 480,0 tok/s Generation, 4.502 tok/s Prefill, TTFT 9.693 ms (3 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 411,7 tok/s Generation, 4.317 tok/s Prefill, TTFT 11.939 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 236,8 tok/s Generation, 2.036 tok/s Prefill, TTFT 20.847 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 144,0 tok/s Generation, 1.411 tok/s Prefill, TTFT 58.977 ms (22 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 49,9 tok/s Generation, 621 tok/s Prefill, TTFT 94.653 ms (3 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 16,5 tok/s Generation, 691 tok/s Prefill, TTFT 41.832 ms (1 Lauf)AMD RYZEN AI MAX+ 395...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 1,1 tok/s Generation, 8 tok/s Prefill, TTFT 266.668 ms (1 Lauf)Intel(R) Xeon(R) CPU ...
AMD Ryzen 7 5800X3D 8-Core Processor 481,0 tok/sAMD Ryzen 9 9950X 16-Core Processor 480,0 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 411,7 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 236,8 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 144,0 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 49,9 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 16,5 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 1,1 tok/s

ENGby engine

5295054814574332.1732.2652.3582.450Prefill (tok/s)Generation (tok/s)llama.cpp - 481,0 tok/s Generation, 2.312 tok/s Prefill, TTFT 47.098 ms (45 Laufe)llama.cpp
llama.cpp 481,0 tok/s
Throughput & latency

Performance benchmark

Metric:
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
481,00 tok/s TG
Prefill 4.476 · TTFT 22.733 ms
10×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
2OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
480,01 tok/s TG
Prefill 5.022 · TTFT 21.777 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
3OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
411,74 tok/s TG
Prefill 6.821 · TTFT 24.282 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
4OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
391,83 tok/s TG
Prefill 5.175 · TTFT 25.101 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
5OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
342,61 tok/s TG
Prefill 3.592 · TTFT 31.111 ms
10×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
6OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
255,53 tok/s TG
Prefill 5.057 · TTFT 6.588 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
7OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
254,28 tok/s TG
Prefill 4.935 · TTFT 6.717 ms
5×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
8OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
236,79 tok/s TG
Prefill 2.409 · TTFT 46.406 ms
10×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
9OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
219,61 tok/s TG
Prefill 6.206 · TTFT 7.079 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
10OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
217,53 tok/s TG
Prefill 5.226 · TTFT 7.446 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
11OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
182,02 tok/s TG
Prefill 3.427 · TTFT 9.736 ms
5×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
12OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
143,98 tok/s TG
Prefill 2.767 · TTFT 24.248 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
13OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
140,00 tok/s TG
Prefill 2.638 · TTFT 27.354 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
14OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
138,38 tok/s TG
Prefill 2.698 · TTFT 27.790 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
15OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
137,80 tok/s TG
Prefill 3.136 · TTFT 23.970 ms
10×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
16OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
127,74 tok/s TG
Prefill 2.245 · TTFT 14.449 ms
5×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
17OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
115,88 tok/s TG
Prefill 1.609 · TTFT 16.977 ms
10×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
18OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
77,33 tok/s TG
Prefill 2.366 · TTFT 6.171 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
19OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
77,23 tok/s TG
Prefill 1.954 · TTFT 6.520 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
20OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
69,23 tok/s TG
Prefill 2.540 · TTFT 971 ms
1×NVIDIA GeForce RTX 5090AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMllama.cppcodex_cliQ4_K_M
21OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
68,35 tok/s TG
Prefill 3.427 · TTFT 714 ms
1×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
22OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
65,74 tok/s TG
Prefill 1.560 · TTFT 8.148 ms
5×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
23OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,59 tok/s TG
Prefill 2.641 · TTFT 930 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
24OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
64,56 tok/s TG
Prefill 3.452 · TTFT 709 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
25OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
57,37 tok/s TG
Prefill 2.309 · TTFT 1.056 ms
1×3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionAMD Ryzen Threadripper PRO 9965WX 24-Cores · 125 GB RAMllama.cppgodclawQ4_K_M
26OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
56,97 tok/s TG
Prefill 2.087 · TTFT 6.098 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
27OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
49,93 tok/s TG
Prefill 707 · TTFT 215.096 ms
10×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
28OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
45,16 tok/s TG
Prefill 2.426 · TTFT 5.640 ms
5×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
29OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
40,24 tok/s TG
Prefill 1.453 · TTFT 1.685 ms
1×NVIDIA GeForce RTX 3090 TiAMD Ryzen 9 8945HX with Radeon Graphics · 92 GB RAMllama.cppwebsocketQ4_K_M
30OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,27 tok/s TG
Prefill 1.242 · TTFT 1.972 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
31OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
31,24 tok/s TG
Prefill 1.232 · TTFT 1.990 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
32OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
27,10 tok/s TG
Prefill 1.215 · TTFT 2.015 ms
1×NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppopenclaw_cliQ4_K_M
33OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
25,80 tok/s TG
Prefill 706 · TTFT 63.420 ms
5×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
34OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
23,25 tok/s TG
Prefill 1.196 · TTFT 2.115 ms
1×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
35OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,26 tok/s TG
Prefill 1.308 · TTFT 1.876 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
36OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
19,26 tok/s TG
Prefill 1.316 · TTFT 1.864 ms
1×2x NVIDIA RTX A6000AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ8_0
37OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
16,53 tok/s TG
Prefill 691 · TTFT 41.832 ms
10×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAMllama.cppgodclawQ4_K_M
38OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,56 tok/s TG
Prefill 50 · TTFT 190.018 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
39OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,48 tok/s TG
Prefill 51 · TTFT 187.949 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
40OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,22 tok/s TG
Prefill 50 · TTFT 189.758 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
41OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,13 tok/s TG
Prefill 51 · TTFT 187.699 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
42OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
11,08 tok/s TG
Prefill 50 · TTFT 189.477 ms
10×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
43OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
10,99 tok/s TG
Prefill 51 · TTFT 187.842 ms
5×3x AMD Radeon AI PRO R9700AMD Ryzen Threadripper PRO 7955WX 16-Cores · 184 GB RAMllama.cppgodclawQ4_K_M
44OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
8,46 tok/s TG
Prefill 449 · TTFT 5.444 ms
1×NVIDIA GeForce RTX 5070 TiAMD Ryzen Threadripper PRO 5975WX 32-Cores · 247 GB RAMllama.cppgodclawQ4_K_M
45OpenReasoning-Nemotron-32B32BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
1,10 tok/s TG
Prefill 8 · TTFT 266.668 ms
1×2x NVIDIA GeForce RTX 20604x Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz · 504 GB RAMllama.cppgodclawQ4_K_M
Agent & chat rating

Harness benchmark

Noch keine Harnessbenchmarks fuer dieses Modell.