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Contributed byMarcel SommerNVIDIA

NVIDIA-Nemotron-3-Nano-30B-A3B

Performance benchmark · measured on 31.07.2026 13:26

Benchmark-IDrun-20260804-052131-42a058
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: llamacppQuantisierung: IQ4_NL
Generation196,02tok/s
Prefill3.210,55tok/s
Time to First Token670,00ms
Total duration12,31s
Concurrency1parallel
Ranking in the field
163of 609 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 1× concurrent

This run is better than 73 % of all comparable systems.
Generation 196,0 tok/s
+77 % vs Ø 110,8
Prefill 3.210,6 tok/s
+8 % vs Ø 2.959,0
Time to First Token 670 ms
-97 % vs Ø 21.670
Distribution in the field0 – 405 tok/s
Ø 111 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260724-004608-16af9b
404,6 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-9f766a
395,2 tok/s
NVIDIA-Nemotron-3-Nano-4BNVIDIA GeForce RTX 5090 · run-20260728-194135-d456e7
393,5 tok/s
NVIDIA-Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-bffb11
393,5 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260724-004607-29bd16
388,9 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260729-032121-1c779f
388,2 tok/s
gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-6ea089
378,6 tok/s
gemma-4-E2B-itNVIDIA GeForce RTX 5090 · run-20260728-184455-e8b129
377,6 tok/s
NVIDIA-Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-ac388e
362,3 tok/s
NVIDIA-Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-5e5085
361,4 tok/s
NVIDIA-Nemotron-3-Nano-30B-A3B same modelNVIDIA GeForce RTX 5090 · run-20260729-105335-653788
359,4 tok/s
Nemotron-3-Nano-Omni-30B-A3B-ReasoningNVIDIA GeForce RTX 5090 · run-20260729-105334-2c4905
359,3 tok/s
Nemotron-Cascade-2-30B-A3BNVIDIA GeForce RTX 5090 · run-20260729-105334-44d1e7
359,0 tok/s
Nemotron-3-Nano-Omni-30B-A3B-ReasoningNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032119-4852bf
357,1 tok/s
NVIDIA-Nemotron-3-Nano-30B-A3B this runNVIDIA GeForce RTX 3090 Ti · run-20260804-052131-42a058
196,0 tok/s

How does this benchmark compare on other GPUs?

Same model on different hardware · 1× concurrent · Generation (tok/s)

Hardware

GPU: NVIDIA GeForce RTX 3090 Ti · 24 GB VRAM
CPU: AMD Ryzen 5 5600X 6-Core Processor
RAM: 30 GB
Mainboard: ASUSTeK COMPUTER INC. PRIME A520M-K

Setup

Runtime: llamacpp
Quantization: IQ4_NL
Model: NVIDIA-Nemotron-3-Nano-30B-A3B

All benchmarks of this model To leaderboard

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Model comparison

NVIDIA-Nemotron-3-Nano-30B-A3B on various hardware

All published performance runs of this model – each bubble a variant: position = prefill (X) × generation (Y), bubble size = number of runs. Closer to the top right = faster. ★ Marked gold = this benchmark.

GPUby graphics card

2.3041.7281.1525760,004.4588.91713.375Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.773,5 tok/s Generation, 9.352 tok/s Prefill, TTFT 2.935 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.722,1 tok/s Generation, 5.965 tok/s Prefill, TTFT 3.591 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.654,6 tok/s Generation, 8.091 tok/s Prefill, TTFT 3.398 ms (9 Laufe)NVIDIA RTX PRO 6000 B...AMD Radeon AI PRO R9700 - 274,0 tok/s Generation, 10.797 tok/s Prefill, TTFT 2.446 ms (4 Laufe)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 5070 Ti - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)NVIDIA GeForce RTX 50...AMD Radeon 8060S Graphics - 118,7 tok/s Generation, 1.158 tok/s Prefill, TTFT 9.116 ms (6 Laufe)AMD Radeon 8060S Grap...CPU-only - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)CPU-onlyNVIDIA GeForce RTX 3090 Ti - 897,5 tok/s Generation, 3.945 tok/s Prefill, TTFT 4.691 ms (6 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 30...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.773,5 tok/sNVIDIA GeForce RTX 5090 1.722,1 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.654,6 tok/s★ NVIDIA GeForce RTX 3090 Ti 897,5 tok/s this runAMD Radeon AI PRO R9700 274,0 tok/sNVIDIA GeForce RTX 5070 Ti 263,3 tok/sAMD Radeon 8060S Graphics 118,7 tok/sCPU-only 6,6 tok/s

CPUby processor

2.3041.7281.1525760,004.4588.91713.375Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.773,5 tok/s Generation, 9.352 tok/s Prefill, TTFT 2.935 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 1.722,1 tok/s Generation, 5.965 tok/s Prefill, TTFT 3.591 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.654,6 tok/s Generation, 8.091 tok/s Prefill, TTFT 3.398 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 897,5 tok/s Generation, 3.908 tok/s Prefill, TTFT 6.463 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 274,0 tok/s Generation, 10.797 tok/s Prefill, TTFT 2.446 ms (4 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 118,7 tok/s Generation, 1.158 tok/s Prefill, TTFT 9.116 ms (6 Laufe)AMD RYZEN AI MAX+ 395...Intel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen 5 5600X 6-Core Processor - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe) | DIESER LAUF★ AMD Ryzen 5 5600X 6-C...
AMD Ryzen 9 9950X 16-Core Processor 1.773,5 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.722,1 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.654,6 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 897,5 tok/s★ AMD Ryzen 5 5600X 6-Core Processor 404,7 tok/s this runAMD Ryzen Threadripper PRO 7955WX 16-Cores 274,0 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 263,3 tok/sAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 118,7 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 6,6 tok/s

MBby mainboard

2.3041.7281.1525760,003.8617.72211.583Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.773,5 tok/s Generation, 9.352 tok/s Prefill, TTFT 2.935 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.722,1 tok/s Generation, 5.965 tok/s Prefill, TTFT 3.591 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.654,6 tok/s Generation, 8.923 tok/s Prefill, TTFT 3.105 ms (13 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 897,5 tok/s Generation, 3.908 tok/s Prefill, TTFT 6.463 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)ASUSTeK COMPUTER INC....Bosgame AXB35-02 (BeyondMax Series) - 118,7 tok/s Generation, 1.158 tok/s Prefill, TTFT 9.116 ms (6 Laufe)Bosgame AXB35-02 (Bey...Dell Inc. PowerEdge R820 - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. PRIME A520M-K - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.773,5 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.722,1 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.654,6 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 897,5 tok/s★ ASUSTeK COMPUTER INC. PRIME A520M-K 404,7 tok/s this runASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 263,3 tok/sBosgame AXB35-02 (BeyondMax Series) 118,7 tok/sDell Inc. PowerEdge R820 6,6 tok/s

ENGby engine

2.2251.6681.1125560,01.4306.34211.25416.166Prefill (tok/s)Generation (tok/s)llama.cpp - 1.773,5 tok/s Generation, 4.465 tok/s Prefill, TTFT 18.961 ms (32 Laufe)llama.cppvLLM - 533,5 tok/s Generation, 13.615 tok/s Prefill, TTFT 2.206 ms (5 Laufe)vLLMunbekannt - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe)unbekannt
llama.cpp 1.773,5 tok/svLLM 533,5 tok/sunbekannt 404,7 tok/s

DRVby driver

1.9511.8621.7741.6851.5965.2385.4615.6845.907Prefill (tok/s)Generation (tok/s)unbekannt - 1.773,5 tok/s Generation, 5.573 tok/s Prefill, TTFT 15.664 ms (40 Laufe)unbekannt
unbekannt 1.773,5 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (1× concurrent). Methodology →

⚙️ ConfigurationAll metrics and charts below follow these settings – based on a 24-month runtime.Save to URLReset
⚡ Electricity price EUR/kWh
⚙️ System utilization 100 %
🖥️ Acquisition EUR
🔌 Idle 25 W
⚡ TDP 450 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)450 W estimated (TDP)GPU 450 W full load
Avg cost / hourEUR 0.14
Electricity / 1M tokensEUR 0.19
Token / kWh1.57M
Acquisition (system)EUR 1,149 partial priceGPU EUR 999 · PSU EUR 150
Electricity (2 years)
TCO (2 years)EUR 3,514
Output tokens (2 years)12.36B
☁️ External LLM (API) – comparison
External LLM cost (2 years)
Savings vs. external (2 years)

All values above and the charts below take the configured system utilization into account: at X% the system generates only X% of the time, the rest it idles (25 W). Cost per hour drops (more idle), cost per token rises.

Cost over 2 years – electricity only

Cost over 2 years – incl. acquisition (TCO)

Speed vs. tokens per euro

Euro per 1M tokens

Comparison vs. API – economics per benchmark

NVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA GeForce RTX 3090 TiNVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA GeForce RTX 5090NVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation EditionNVIDIA-Nemotron-3-Nano-30B-A3B3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition
Electricity cost (24 mo.)
Acquisition cost
Total cost (TCO)
Generated tokens (24 mo.)
Token price via API
Break-even point (days)
Result (savings / extra cost)

Comparison with up to 3 next-best runs of this model at the same concurrency (at least one on different hardware). Power = GPU TDP + CPU (idle + 15 %) + board (estimated), acquisition = full system (GPU + CPU + board + RAM + PSU), prices = stored market prices.

Contributed by

Marcel Sommer

@marcelsommer