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Contributed byMario AlkaNVIDIA

Nemotron-H-47B-Reasoning-128K

Performance benchmark · measured on 30.07.2026 22:51

Benchmark-IDrun-20260731-071558-21bf70
Timebench 3 - Kombi (Prefill + Generation)Dense47BRuntime: llama.cppQuantisierung: Q4_K_M
Generation46,82tok/s
Prefill749,88tok/s
Time to First Token2.934,50ms
Total duration45,35s
Concurrency1parallel
Ranking in the field
147of 170 systems

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

This run is better than 14 % of all comparable systems.
Generation 46,8 tok/s
-72 % vs Ø 165,0
Prefill 749,9 tok/s
-83 % vs Ø 4.399,1
Time to First Token 2.935 ms
+39 % vs Ø 2.116
Distribution in the field1 – 362 tok/s
Ø 165 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

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-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260727-181606-a2f36d
356,7 tok/s
NVIDIA-Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-1be57b
355,6 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-032120-b63d5d
350,7 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-032121-74868e
350,0 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-034052-120dc2
348,9 tok/s
gemma-4-E2B-it3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-184455-9cb45c
343,9 tok/s
Nemotron-3-Nano-Omni-30B-A3B-Reasoning3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105339-e213a2
331,0 tok/s
NVIDIA-Nemotron-3-Nano-30B-A3B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105340-e34cf0
330,8 tok/s
Nemotron-Cascade-2-30B-A3B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105340-3ddb51
330,2 tok/s
Nemotron-3-Nano-Omni-30B-A3B-Reasoning3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105339-133b6a
330,1 tok/s
NVIDIA-Nemotron-3-Nano-30B-A3B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105341-f734f1
330,0 tok/s
Nemotron-Cascade-2-30B-A3B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-105340-508364
329,9 tok/s
Nemotron-H-47B-Reasoning-128K this run3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260731-071558-21bf70
46,8 tok/s

How does this benchmark compare on other GPUs?

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

Configuration

benchmark-konfiguration — run-20260731-071558-21bf70
# LLM-Benchmark Konfiguration # Modell : Nemotron-H-47B-Reasoning-128K # Engine : llama.cpp # Run-ID : run-20260731-071558-21bf70 # GPU : 3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition # CPU : AMD Ryzen Threadripper PRO 9965WX 24-Cores # RAM : 125 GB bench@llm-benchmark:~$ /home/godcore/llama.cpp/build/bin/llama-server \ -m /home/godcore/.cache/huggingface/hub/models--bartowski--nvidia_Nemotron-H-47B-Reasoning-128K-GGUF/snapshots/ce89f02cd0eafe3931acec38f4d91a654ae1ca4d/nvidia_Nemotron-H-47B-Reasoning-128K-Q4_K_M.gguf \ --alias Nemotron-H-47B-Reasoning-128K \ --host 0.0.0.0 \ --port 8000 \ -ngl 999 \ -c 16384 \ -np 4 \ --jinja
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
Modellalias?Der Name, unter dem das Modell ueber die API angesprochen wird. Genau dieser Wert muss im Request-Feld 'model' stehen.Nemotron-H-47B-Reasoning-128K
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.16384
Modellpfad?Pfad zur GGUF-Modelldatei, die geladen und ausgeliefert wird./home/godcore/.cache/huggingface/hub/models--bartowski--nvidia_Nemotron-H-47B-Reasoning-128K-GGUF/snapshots/ce89f02cd0eafe3931acec38f4d91a654ae1ca4d/nvidia_Nemotron-H-47B-Reasoning-128K-Q4_K_M.gguf
GPU-Layer?Anzahl der auf die GPU ausgelagerten Modell-Layer. Hoeher = mehr VRAM und schneller; der Rest laeuft auf der CPU. 999 = alles auf GPU.999
Kontext?Groesse des Kontextfensters in Token. 0 = der beim Training verwendete Kontext des Modells.16384
np4

All benchmarks of this model To leaderboard

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Model comparison

Nemotron-H-47B-Reasoning-128K 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

25719312964,40,003777551.132Prefill (tok/s)Generation (tok/s)NVIDIA GeForce RTX 5090 - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe)NVIDIA RTX PRO 6000 B...AMD Radeon AI PRO R9700 - 24,9 tok/s Generation, 462 tok/s Prefill, TTFT 21.185 ms (1 Lauf)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 5070 Ti - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)NVIDIA GeForce RTX 30...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 200,6 tok/s Generation, 905 tok/s Prefill, TTFT 22.100 ms (8 Laufe) | DIESER LAUF★ NVIDIA RTX PRO 6000 B...
★ NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 200,6 tok/s this runNVIDIA GeForce RTX 5090 197,2 tok/sNVIDIA RTX PRO 6000 Blackwell Workstation Edition 174,9 tok/sAMD Radeon AI PRO R9700 24,9 tok/sNVIDIA GeForce RTX 5070 Ti 20,4 tok/sNVIDIA GeForce RTX 3090 Ti 16,9 tok/s

CPUby processor

25719312964,40,003777551.132Prefill (tok/s)Generation (tok/s)AMD Ryzen 7 5800X3D 8-Core Processor - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen 9 9950X 16-Core Processor - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 24,9 tok/s Generation, 462 tok/s Prefill, TTFT 21.185 ms (1 Lauf)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 200,6 tok/s Generation, 905 tok/s Prefill, TTFT 22.100 ms (8 Laufe) | DIESER LAUF★ AMD Ryzen Threadrippe...
★ AMD Ryzen Threadripper PRO 9965WX 24-Cores 200,6 tok/s this runAMD Ryzen 7 5800X3D 8-Core Processor 197,2 tok/sAMD Ryzen 9 9950X 16-Core Processor 174,9 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 24,9 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 20,4 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 16,9 tok/s

MBby mainboard

25719312964,40,003777551.132Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 197,2 tok/s Generation, 547 tok/s Prefill, TTFT 32.881 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 174,9 tok/s Generation, 938 tok/s Prefill, TTFT 18.279 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 20,4 tok/s Generation, 168 tok/s Prefill, TTFT 134.329 ms (3 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 16,9 tok/s Generation, 215 tok/s Prefill, TTFT 138.108 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 200,6 tok/s Generation, 855 tok/s Prefill, TTFT 21.998 ms (9 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
★ ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 200,6 tok/s this runASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 197,2 tok/sASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 174,9 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 20,4 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 16,9 tok/s

ENGby engine

221211201191181595621646671Prefill (tok/s)Generation (tok/s)llama.cpp - 200,6 tok/s Generation, 633 tok/s Prefill, TTFT 55.656 ms (21 Laufe) | DIESER LAUF★ llama.cpp
★ llama.cpp 200,6 tok/s this run

DRVby driver

221211201191181595621646671Prefill (tok/s)Generation (tok/s)unbekannt - 200,6 tok/s Generation, 633 tok/s Prefill, TTFT 55.656 ms (21 Laufe)unbekannt
unbekannt 200,6 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 165 W
⚡ TDP 983 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)983 W estimated (TDP)GPU 900 + CPU 57 + Board 25 W full load
Avg cost / hourEUR 0.29
Electricity / 1M tokensEUR 1.75
Token / kWh171.55K
Acquisition (system)EUR 45,748 full priceGPU EUR 39,000 · CPU EUR 3,499 · Board EUR 1,299 · RAM EUR 1,750 · PSU EUR 200
Electricity (2 years)
TCO (2 years)EUR 50,912
Output tokens (2 years)2.95B
☁️ 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 (165 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

Nemotron-H-47B-Reasoning-128K3x NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionNemotron-H-47B-Reasoning-128KNVIDIA GeForce RTX 5090Nemotron-H-47B-Reasoning-128KNVIDIA RTX PRO 6000 Blackwell Workstation EditionNemotron-H-47B-Reasoning-128K3x 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.