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Contributed byMario AlkaMistral AI

Ministral-3-14B-Reasoning-2512

Performance benchmark · measured on 25.09.2026 18:02

Benchmark-IDrun-20260925-162605-234f28
Timebench 3 - Kombi (Prefill + Generation)Dense14BRuntime: llama.cppQuantisierung: Q8_0
Generation157,87tok/s
Prefill8.091,30tok/s
Time to First Token1.494,50ms
Total duration42,65s
Concurrency5parallel
Ranking in the field
713of 1331 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 5× concurrent

This run is better than 46 % of all comparable systems.
Generation 157,9 tok/s
-38 % vs Ø 253,9
Prefill 8.091,3 tok/s
+54 % vs Ø 5.270,3
Time to First Token 1.495 ms
-95 % vs Ø 29.191
Distribution in the field0 – 1.349 tok/s
Ø 254 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

gemma-4-E2B-itNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181606-0adf6d
1.349,3 tok/s
gemma-4-E2B-itNVIDIA GeForce RTX 5090 · run-20260728-184455-5b4937
1.301,9 tok/s
gemma-4-E2B-it3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-184456-4111a9
1.195,7 tok/s
Nemotron-3-Nano-4BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260727-181607-30d864
1.188,7 tok/s
Nemotron-3-Nano-4BNVIDIA GeForce RTX 5090 · run-20260728-194135-5432cd
1.164,8 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260728-140954-9e81f9
1.136,3 tok/s
gpt-oss-20bNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260730-035052-09627f
1.135,0 tok/s
gpt-oss-20bNVIDIA GeForce RTX 5090 · run-20260729-032121-058a31
1.113,5 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-836a91
1.090,6 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260727-181606-8b381e
1.077,4 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-b8a818
1.071,0 tok/s
Nemotron-3-Nano-4B3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260728-194136-038e92
1.051,1 tok/s
gpt-oss-20b3× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition · run-20260729-032121-ffb18a
1.015,5 tok/s
Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation Edition · run-20260729-032121-305ad6
1.007,8 tok/s
Ministral-3-14B-Reasoning-2512 this runNVIDIA GeForce RTX 4090 · run-20260925-162605-234f28
157,9 tok/s

How does this benchmark compare on other GPUs?

Same model on different hardware · 5× concurrent · Generation (tok/s)

Hardware

GPU: NVIDIA GeForce RTX 4090 · 24 GB VRAM
CPU: AMD Ryzen 3 3100 4-Core Processor
RAM: 61 GB
Mainboard: Micro-Star International Co., Ltd. B550M PRO-VDH WIFI (MS-7C95)

Setup

Runtime: llama.cpp
Quantization: Q8_0
Model: Ministral-3-14B-Reasoning-2512

Configuration

benchmark-konfiguration — run-20260925-162605-234f28
# LLM-Benchmark Konfiguration # Modell : Ministral-3-14B-Reasoning-2512 # Engine : llama.cpp # Run-ID : run-20260925-162605-234f28 # GPU : NVIDIA GeForce RTX 4090 # CPU : AMD Ryzen 3 3100 4-Core Processor # RAM : 61 GB bench@llm-benchmark:~$ /home/godcore/benchmark/llama-b11178/llama-b11178/llama-server \ --model /home/godcore/benchmark/model-cache/1d58ffc9001fe2c8/mistralai_Ministral-3-14B-Reasoning-2512-Q8_0.gguf \ --alias Ministral-3-14B-Reasoning-2512 \ --host 0.0.0.0 \ --port 8000 \ -ngl 999 \ -c 40960 \ -np 10 \ -fa on \ -ctk q8_0 \ -ctv q8_0 \ -lv 4
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.Ministral-3-14B-Reasoning-2512
Kontextlaenge?Maximale Anzahl Tokens (Eingabe + erzeugte Ausgabe zusammen), die das Modell pro Anfrage verarbeiten kann.4096
CUDA_VISIBLE_DEVICES0
Modellpfad?Pfad zur GGUF-Modelldatei, die geladen und ausgeliefert wird./home/godcore/benchmark/model-cache/1d58ffc9001fe2c8/mistralai_Ministral-3-14B-Reasoning-2512-Q8_0.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.40960
np10
faon
ctkq8_0
ctvq8_0
lv4

All benchmarks of this model To leaderboard

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Model comparison

Ministral-3-14B-Reasoning-2512 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

1.3701.0276853420,004.2228.44512.667Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.060,0 tok/s Generation, 10.288 tok/s Prefill, TTFT 3.218 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.028,1 tok/s Generation, 7.724 tok/s Prefill, TTFT 4.732 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 911,6 tok/s Generation, 8.521 tok/s Prefill, TTFT 5.238 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX A6000 - 735,1 tok/s Generation, 5.757 tok/s Prefill, TTFT 3.480 ms (27 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 5070 Ti - 590,0 tok/s Generation, 5.214 tok/s Prefill, TTFT 5.398 ms (6 Laufe)NVIDIA GeForce RTX 50...NVIDIA GeForce RTX 3090 Ti - 543,1 tok/s Generation, 4.926 tok/s Prefill, TTFT 5.681 ms (6 Laufe)NVIDIA GeForce RTX 30...AMD Radeon AI PRO R9700 - 329,9 tok/s Generation, 3.745 tok/s Prefill, TTFT 7.713 ms (18 Laufe)AMD Radeon AI PRO R97...AMD Radeon PRO W7800 48GB - 272,8 tok/s Generation, 1.509 tok/s Prefill, TTFT 7.411 ms (12 Laufe)AMD Radeon PRO W7800 ...AMD Radeon RX 7900 XTX - 226,9 tok/s Generation, 2.957 tok/s Prefill, TTFT 4.155 ms (6 Laufe)AMD Radeon RX 7900 XTXAMD Radeon PRO W7900 Dual Slot - 226,7 tok/s Generation, 2.572 tok/s Prefill, TTFT 5.319 ms (12 Laufe)AMD Radeon PRO W7900 ...AMD Radeon 8060S Graphics - 66,3 tok/s Generation, 1.318 tok/s Prefill, TTFT 13.659 ms (2 Laufe)AMD Radeon 8060S Grap...NVIDIA GeForce RTX 2060 - 60,4 tok/s Generation, 1.290 tok/s Prefill, TTFT 5.121 ms (2 Laufe)NVIDIA GeForce RTX 20...NVIDIA Tesla V100 PCIe 32GB - 52,8 tok/s Generation, 1.847 tok/s Prefill, TTFT 9.122 ms (3 Laufe)NVIDIA Tesla V100 PCI...NVIDIA Tesla P100 PCIe 16GB - 41,5 tok/s Generation, 501 tok/s Prefill, TTFT 25.353 ms (3 Laufe)NVIDIA Tesla P100 PCI...NVIDIA GeForce RTX 4090 - 157,9 tok/s Generation, 6.785 tok/s Prefill, TTFT 954 ms (2 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 40...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.060,0 tok/sNVIDIA GeForce RTX 5090 1.028,1 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 911,6 tok/sNVIDIA RTX A6000 735,1 tok/sNVIDIA GeForce RTX 5070 Ti 590,0 tok/sNVIDIA GeForce RTX 3090 Ti 543,1 tok/sAMD Radeon AI PRO R9700 329,9 tok/sAMD Radeon PRO W7800 48GB 272,8 tok/sAMD Radeon RX 7900 XTX 226,9 tok/sAMD Radeon PRO W7900 Dual Slot 226,7 tok/s★ NVIDIA GeForce RTX 4090 157,9 tok/s this runAMD Radeon 8060S Graphics 66,3 tok/sNVIDIA GeForce RTX 2060 60,4 tok/sNVIDIA Tesla V100 PCIe 32GB 52,8 tok/sNVIDIA Tesla P100 PCIe 16GB 41,5 tok/s

CPUby processor

1.3701.0276853420,004.2228.44512.667Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.060,0 tok/s Generation, 10.288 tok/s Prefill, TTFT 3.218 ms (9 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 1.028,1 tok/s Generation, 7.724 tok/s Prefill, TTFT 4.732 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 911,6 tok/s Generation, 8.521 tok/s Prefill, TTFT 5.238 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 735,1 tok/s Generation, 5.077 tok/s Prefill, TTFT 5.268 ms (42 Laufe)AMD Ryzen Threadrippe...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 590,0 tok/s Generation, 2.675 tok/s Prefill, TTFT 6.172 ms (30 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 543,1 tok/s Generation, 4.926 tok/s Prefill, TTFT 5.681 ms (6 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 3955WX 16-Cores - 226,9 tok/s Generation, 2.957 tok/s Prefill, TTFT 4.155 ms (6 Laufe)AMD Ryzen Threadrippe...AMD RYZEN AI MAX+ 395 w/ Radeon 8060S - 66,3 tok/s Generation, 1.318 tok/s Prefill, TTFT 13.659 ms (2 Laufe)AMD RYZEN AI MAX+ 395...Intel(R) Core(TM) i5-7400 CPU @ 3.00GHz - 60,4 tok/s Generation, 1.290 tok/s Prefill, TTFT 5.121 ms (2 Laufe)Intel(R) Core(TM) i5-...AMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics - 52,8 tok/s Generation, 1.847 tok/s Prefill, TTFT 9.122 ms (3 Laufe)AMD Ryzen 3 PRO 3200G...AMD Ryzen 9 7945HX with Radeon Graphics - 41,5 tok/s Generation, 501 tok/s Prefill, TTFT 25.353 ms (3 Laufe)AMD Ryzen 9 7945HX wi...AMD Ryzen 3 3100 4-Core Processor - 193,4 tok/s Generation, 4.636 tok/s Prefill, TTFT 2.694 ms (5 Laufe) | DIESER LAUF★ AMD Ryzen 3 3100 4-Co...
AMD Ryzen 9 9950X 16-Core Processor 1.060,0 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.028,1 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 911,6 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 735,1 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 590,0 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 543,1 tok/sAMD Ryzen Threadripper PRO 3955WX 16-Cores 226,9 tok/s★ AMD Ryzen 3 3100 4-Core Processor 193,4 tok/s this runAMD RYZEN AI MAX+ 395 w/ Radeon 8060S 66,3 tok/sIntel(R) Core(TM) i5-7400 CPU @ 3.00GHz 60,4 tok/sAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics 52,8 tok/sAMD Ryzen 9 7945HX with Radeon Graphics 41,5 tok/s

MBby mainboard

1.3701.0276853420,004.2228.44512.667Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.060,0 tok/s Generation, 10.288 tok/s Prefill, TTFT 3.218 ms (9 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.028,1 tok/s Generation, 7.724 tok/s Prefill, TTFT 4.732 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 911,6 tok/s Generation, 5.685 tok/s Prefill, TTFT 5.263 ms (51 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 590,0 tok/s Generation, 2.722 tok/s Prefill, TTFT 5.836 ms (36 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 543,1 tok/s Generation, 4.926 tok/s Prefill, TTFT 5.681 ms (6 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING - 193,4 tok/s Generation, 2.526 tok/s Prefill, TTFT 6.488 ms (6 Laufe)ASUSTeK COMPUTER INC....Bosgame AXB35-02 (BeyondMax Series) - 66,3 tok/s Generation, 1.318 tok/s Prefill, TTFT 13.659 ms (2 Laufe)Bosgame AXB35-02 (Bey...ASRock H110 Pro BTC+ - 60,4 tok/s Generation, 1.290 tok/s Prefill, TTFT 5.121 ms (2 Laufe)ASRock H110 Pro BTC+Shenzhen Meigao Electronic Equipment Co.,Ltd F1FXM (DeskMini Series) - 41,5 tok/s Generation, 501 tok/s Prefill, TTFT 25.353 ms (3 Laufe)Shenzhen Meigao Elect...Micro-Star International Co., Ltd. B550M PRO-VDH WIFI (MS-7C95) - 157,9 tok/s Generation, 6.785 tok/s Prefill, TTFT 954 ms (2 Laufe) | DIESER LAUF★ Micro-Star Internatio...
ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.060,0 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.028,1 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 911,6 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 590,0 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 543,1 tok/sASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING 193,4 tok/s★ Micro-Star International Co., Ltd. B550M PRO-VDH WIFI (MS-7C95) 157,9 tok/s this runBosgame AXB35-02 (BeyondMax Series) 66,3 tok/sASRock H110 Pro BTC+ 60,4 tok/sShenzhen Meigao Electronic Equipment Co.,Ltd F1FXM (DeskMini Series) 41,5 tok/s

ENGby engine

1.3681.0266843420,01.4404.5797.71910.858Prefill (tok/s)Generation (tok/s)vLLM - 1.015,7 tok/s Generation, 9.206 tok/s Prefill, TTFT 1.703 ms (18 Laufe)vLLMunbekannt - 51,0 tok/s Generation, 3.092 tok/s Prefill, TTFT 775 ms (3 Laufe)unbekanntllama.cpp - 1.060,0 tok/s Generation, 3.977 tok/s Prefill, TTFT 6.840 ms (99 Laufe) | DIESER LAUF★ llama.cpp
★ llama.cpp 1.060,0 tok/s this runvLLM 1.015,7 tok/sunbekannt 51,0 tok/s

DRVby driver

1.3681.0266843420,02.5023.4584.4155.372Prefill (tok/s)Generation (tok/s)unbekannt - 1.060,0 tok/s Generation, 4.781 tok/s Prefill, TTFT 6.050 ms (117 Laufe)unbekanntAMD 7.0.0-27-generic - 51,0 tok/s Generation, 3.092 tok/s Prefill, TTFT 775 ms (3 Laufe)AMD 7.0.0-27-generic
unbekannt 1.060,0 tok/sAMD 7.0.0-27-generic 51,0 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (5× 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 0 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 0.24
Token / kWh1.26M
Acquisition (system)EUR 2,150 partial priceGPU EUR 2,000 · PSU EUR 150
Electricity (2 years)–
TCO (2 years)EUR 4,515
Output tokens (2 years)9.96B
☁️ 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 (0 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

Ministral-3-14B-Reasoning-2512NVIDIA GeForce RTX 4090Ministral-3-14B-Reasoning-2512NVIDIA RTX PRO 6000 Blackwell Workstation EditionMinistral-3-14B-Reasoning-2512NVIDIA RTX PRO 6000 Blackwell Workstation EditionMinistral-3-14B-Reasoning-2512NVIDIA RTX PRO 6000 Blackwell 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.