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Contributed byMario AlkaNVIDIA

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

Performance benchmark · measured on 16.09.2026 19:13

Benchmark-IDrun-20260916-172330-9978e2
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: llama.cppQuantisierung: Q4_K_M
Generation13,88tok/s
Prefill24,13tok/s
Time to First Token89.271,50ms
Total duration273,72s
Concurrency1parallel
Ranking in the field
1480of 1843 systems

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

This run is better than 20 % of all comparable systems.
Generation 13,9 tok/s
-82 % vs Ø 77,9
Prefill 24,1 tok/s
-99 % vs Ø 2.847,9
Time to First Token 89.272 ms
+261 % vs Ø 24.724
Distribution in the field0 – 471 tok/s
Ø 78 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

NVIDIA-Nemotron-3.5-Lightning-30B-A3BNVIDIA GeForce RTX 3090 · run-20261026-183943-a8c4f8
471,3 tok/s
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× 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-ac388e
362,3 tok/s
NVIDIA-Nemotron-3-Nano-4B3× 3x 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
NVIDIA-Nemotron-3-Nano-30B-A3B this run2× 2x NVIDIA GeForce RTX 2060 · run-20260916-172330-9978e2
13,9 tok/s

How does this benchmark compare on other GPUs?

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

Hardware

GPU: 2x NVIDIA GeForce RTX 2060 · 6 GB VRAM
CPU: 4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz
RAM: 504 GB
Mainboard: Dell Inc. PowerEdge R820

Setup

Runtime: llama.cpp
Quantization: Q4_K_M
Model: NVIDIA-Nemotron-3-Nano-30B-A3B

Configuration

benchmark-konfiguration — run-20260916-172330-9978e2
# LLM-Benchmark Konfiguration # Modell : NVIDIA-Nemotron-3-Nano-30B-A3B # Engine : llama.cpp # Run-ID : run-20260916-172330-9978e2 # GPU : 2x NVIDIA GeForce RTX 2060 # CPU : 4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz # RAM : 504 GB bench@llm-benchmark:~$ llama-server \ -m nvidia_Nemotron-3-Nano-30B-A3B-Q4_K_M.gguf Q4_K_M RAM-Offload '(moe,' ngl=0, 503GB DDR3, 2x RTX '2060)'
Engine?Die Inferenz-Software, die das Modell ausliefert (z.B. vLLM oder llama.cpp). Sie bestimmt Geschwindigkeit, unterstuetzte Modellformate und welche Parameter ueberhaupt verfuegbar sind.llamacpp
Modellpfad?Pfad zur GGUF-Modelldatei, die geladen und ausgeliefert wird.nvidia_Nemotron-3-Nano-30B-A3B-Q4_K_M.gguf
execution_typelocal

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

2.3071.7301.1535770,003.7347.46711.201Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.775,6 tok/s Generation, 9.038 tok/s Prefill, TTFT 3.364 ms (8 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...NVIDIA GeForce RTX 3090 Ti - 897,5 tok/s Generation, 3.945 tok/s Prefill, TTFT 4.691 ms (6 Laufe)NVIDIA GeForce RTX 30...NVIDIA RTX A6000 - 756,7 tok/s Generation, 7.661 tok/s Prefill, TTFT 3.400 ms (24 Laufe)NVIDIA RTX A6000AMD Radeon AI PRO R9700 - 294,4 tok/s Generation, 3.136 tok/s Prefill, TTFT 23.156 ms (31 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 RX 7900 XTX - 244,9 tok/s Generation, 2.834 tok/s Prefill, TTFT 4.115 ms (3 Laufe)AMD Radeon RX 7900 XTXNVIDIA DGX SPARK (GB10) - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA DGX SPARK (GB1...CPU-only - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)CPU-onlyNVIDIA GeForce RTX 2060 - 15,1 tok/s Generation, 36 tok/s Prefill, TTFT 283.946 ms (3 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 20...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.775,6 tok/sNVIDIA GeForce RTX 5090 1.722,1 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.654,6 tok/sNVIDIA GeForce RTX 3090 Ti 897,5 tok/sNVIDIA RTX A6000 756,7 tok/sAMD Radeon AI PRO R9700 294,4 tok/sNVIDIA GeForce RTX 5070 Ti 263,3 tok/sAMD Radeon RX 7900 XTX 244,9 tok/sNVIDIA DGX SPARK (GB10) 58,3 tok/s★ NVIDIA GeForce RTX 2060 15,1 tok/s this runCPU-only 6,6 tok/s

CPUby processor

2.3071.7301.1535770,003.8617.72211.583Prefill (tok/s)Generation (tok/s)AMD Ryzen 5 5600X 6-Core Processor - 1.775,6 tok/s Generation, 5.628 tok/s Prefill, TTFT 3.612 ms (5 Laufe)AMD Ryzen 5 5600X 6-C...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 - 756,7 tok/s Generation, 5.219 tok/s Prefill, TTFT 15.167 ms (52 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 3 3100 4-Core Processor - 294,4 tok/s Generation, 3.223 tok/s Prefill, TTFT 3.585 ms (3 Laufe)AMD Ryzen 3 3100 4-Co...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...NVIDIA Grace - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA GraceIntel(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 ...Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz - 244,9 tok/s Generation, 1.435 tok/s Prefill, TTFT 144.030 ms (6 Laufe) | DIESER LAUF★ Intel(R) Xeon(R) CPU ...
AMD Ryzen 5 5600X 6-Core Processor 1.775,6 tok/sAMD 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/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 756,7 tok/sAMD Ryzen 3 3100 4-Core Processor 294,4 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 263,3 tok/s★ Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz 244,9 tok/s this runNVIDIA Grace 58,3 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 6,6 tok/s

MBby mainboard

2.2971.7221.1485740,003.8247.64811.472Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.775,6 tok/s Generation, 6.818 tok/s Prefill, TTFT 4.015 ms (5 Laufe)ASUSTeK COMPUTER INC....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. Pro WS WRX90E-SAGE SE - 1.654,6 tok/s Generation, 5.643 tok/s Prefill, TTFT 13.430 ms (61 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. PRIME A520M-K - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING - 294,4 tok/s Generation, 3.223 tok/s Prefill, TTFT 3.585 ms (3 Laufe)ASUSTeK COMPUTER INC....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....ASUSTeK COMPUTER INC. GX10 - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)ASUSTeK COMPUTER INC....Dell Inc. PowerEdge R820 - 244,9 tok/s Generation, 980 tok/s Prefill, TTFT 139.704 ms (9 Laufe) | DIESER LAUF★ Dell Inc. PowerEdge R...
ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.775,6 tok/sASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.773,5 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/sASUSTeK COMPUTER INC. PRIME A520M-K 404,7 tok/sASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING 294,4 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 263,3 tok/s★ Dell Inc. PowerEdge R820 244,9 tok/s this runASUSTeK COMPUTER INC. GX10 58,3 tok/s

ENGby engine

2.2271.6711.1145570,01.6926.05010.40814.766Prefill (tok/s)Generation (tok/s)vLLM - 588,5 tok/s Generation, 12.484 tok/s Prefill, TTFT 1.330 ms (13 Laufe)vLLMunbekannt - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe)unbekanntllama.cpp - 1.775,6 tok/s Generation, 3.973 tok/s Prefill, TTFT 28.325 ms (78 Laufe) | DIESER LAUF★ llama.cpp
★ llama.cpp 1.775,6 tok/s this runvLLM 588,5 tok/sunbekannt 404,7 tok/s

DRVby driver

2.2971.7221.1485740,04.7615.1255.4885.851Prefill (tok/s)Generation (tok/s)unbekannt - 1.775,6 tok/s Generation, 5.147 tok/s Prefill, TTFT 24.032 ms (93 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA 590.48.01 / CU...
unbekannt 1.775,6 tok/sNVIDIA 590.48.01 / CUDA 13.1 58,3 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 55 W
⚡ TDP 359 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)359 W estimated (TDP)GPU 320 + CPU 29 + Board 10 W full load
Avg cost / hourEUR 0.11
Electricity / 1M tokensEUR 2.15
Token / kWh139.28K
Acquisition (system)EUR 2,445 partial priceGPU EUR 220 · CPU EUR 59 · RAM EUR 2,016 · PSU EUR 150
Electricity (2 years)–
TCO (2 years)EUR 4,331
Output tokens (2 years)875.44M
☁️ 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 (55 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-A3B2x NVIDIA GeForce RTX 2060NVIDIA-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

Mario Alka Administrator

@marioalka

Ich bin Unternehmer, Softwareentwickler und KI-Enthusiast. Seit vielen Jahren entwickle ich Unternehmenssoftware und beschäftige mich inzwischen fast täglich mit lokalen LLMs, KI-Agenten und leistungsfähiger KI-Hardware.

Mit LLM-Benchmark.de möchte ich eine Plattform schaffen, auf der Modelle, GPUs und Agenten objektiv und reproduzierbar miteinander verglichen werden.