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Contributed byMario AlkaQwen (Alibaba)

Qwen3.8-Flash-Next

Performance benchmark · measured on 13.10.2026 18:15

Benchmark-IDrun-20261013-165111-cbe6de
Timebench 3 - Kombi (Prefill + Generation)MoE180BRuntime: strataQuantisierung: UD-IQ4_XS
ℹ
Public note: NVIDIA DGX Spark GB10 (Grace-Blackwell, 120 GB unified, ARM64) . Qwen3.8-Flash-Next UD-IQ4_XS (4-Bit) . Strata-DGX-Spark (NEON+CUDA, Experten resident)
ℹ
For context: Diese Plattform nutzt Unified Memory – die "VRAM" ist gemeinsamer System-RAM (APU/Superchip); das Modell teilt sich den Speicher mit dem System.
Generation211,19tok/s
Prefill591,73tok/s
Time to First Token60.939,50ms
Total duration284,67s
Concurrency5parallel
Ranking in the field
7of 29 systems

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

This run is better than 79 % of all comparable systems.
Generation 211,2 tok/s
+35 % vs Ø 156,0
Prefill 591,7 tok/s
-82 % vs Ø 3.377,3
Time to First Token 60.940 ms
+483 % vs Ø 10.446
Distribution in the field47 – 479 tok/s
Ø 156 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

How does this benchmark compare on other GPUs?

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

Hardware

GPU: NVIDIA GB10 · 128 GB VRAM
CPU: NVIDIA Grace
RAM: 120 GB
Mainboard: ASUSTeK COMPUTER INC. GX10

Setup

Runtime: strata
Quantization: UD-IQ4_XS
Driver: NVIDIA 590.48.01 / CUDA 13.1
Model: Qwen3.8-Flash-Next

Configuration

benchmark-konfiguration — run-20261013-165111-cbe6de
# LLM-Benchmark Konfiguration # Modell : Qwen3.8-Flash-Next # Engine : strata # Run-ID : run-20261013-165111-cbe6de # GPU : NVIDIA GB10 # CPU : NVIDIA Grace # RAM : 120 GB bench@llm-benchmark:~$ Strata-DGX-Spark Qwen3.8-Flash-Next UD-IQ4_XS \ --host 0.0.0.0 \ --port 8000 '(DGX' Spark GB10, ARM/NEON, '4-Bit)'
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.strata
execution_typelocal

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Model comparison

Qwen3.8-Flash-Next 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

2.0301.5231.0155080,009451.8902.835Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.564,6 tok/s Generation, 2.312 tok/s Prefill, TTFT 17.248 ms (6 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX A6000 - 1.171,8 tok/s Generation, 963 tok/s Prefill, TTFT 32.556 ms (21 Laufe)NVIDIA RTX A6000NVIDIA GeForce RTX 3090 - 1.132,7 tok/s Generation, 968 tok/s Prefill, TTFT 51.682 ms (6 Laufe)NVIDIA GeForce RTX 30...NVIDIA Tesla V100 PCIe 32GB - 196,2 tok/s Generation, 775 tok/s Prefill, TTFT 30.834 ms (8 Laufe)NVIDIA Tesla V100 PCI...AMD Radeon RX 7900 XTX - 18,7 tok/s Generation, 180 tok/s Prefill, TTFT 55.956 ms (3 Laufe)AMD Radeon RX 7900 XTXNVIDIA GB10 (DGX Spark) - 492,8 tok/s Generation, 1.262 tok/s Prefill, TTFT 33.373 ms (12 Laufe) | DIESER LAUF★ NVIDIA GB10 (DGX Spar...
NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.564,6 tok/sNVIDIA RTX A6000 1.171,8 tok/sNVIDIA GeForce RTX 3090 1.132,7 tok/s★ NVIDIA GB10 (DGX Spark) 492,8 tok/s this runNVIDIA Tesla V100 PCIe 32GB 196,2 tok/sAMD Radeon RX 7900 XTX 18,7 tok/s

CPUby processor

2.0301.5231.0155080,001.0512.1023.153Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 7945HX with Radeon Graphics - 1.564,6 tok/s Generation, 2.312 tok/s Prefill, TTFT 17.248 ms (6 Laufe)AMD Ryzen 9 7945HX wi...AMD Ryzen Threadripper PRO 3945WX 12-Cores - 1.171,8 tok/s Generation, 2.569 tok/s Prefill, TTFT 15.123 ms (6 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 5 5600X 6-Core Processor - 1.132,7 tok/s Generation, 968 tok/s Prefill, TTFT 51.682 ms (6 Laufe)AMD Ryzen 5 5600X 6-C...AMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics - 196,2 tok/s Generation, 757 tok/s Prefill, TTFT 36.737 ms (5 Laufe)AMD Ryzen 3 PRO 3200G...AMD EPYC 7203P 8-Core Processor - 79,2 tok/s Generation, 320 tok/s Prefill, TTFT 39.530 ms (15 Laufe)AMD EPYC 7203P 8-Core...Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz - 63,2 tok/s Generation, 803 tok/s Prefill, TTFT 20.996 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen Threadripper PRO 3955WX 16-Cores - 18,7 tok/s Generation, 180 tok/s Prefill, TTFT 55.956 ms (3 Laufe)AMD Ryzen Threadrippe...NVIDIA Grace - 492,8 tok/s Generation, 1.262 tok/s Prefill, TTFT 33.373 ms (12 Laufe) | DIESER LAUF★ NVIDIA Grace
AMD Ryzen 9 7945HX with Radeon Graphics 1.564,6 tok/sAMD Ryzen Threadripper PRO 3945WX 12-Cores 1.171,8 tok/sAMD Ryzen 5 5600X 6-Core Processor 1.132,7 tok/s★ NVIDIA Grace 492,8 tok/s this runAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics 196,2 tok/sAMD EPYC 7203P 8-Core Processor 79,2 tok/sIntel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz 63,2 tok/sAMD Ryzen Threadripper PRO 3955WX 16-Cores 18,7 tok/s

MBby mainboard

2.0271.5201.0135070,001.0522.1043.155Prefill (tok/s)Generation (tok/s)Shenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) - 1.564,6 tok/s Generation, 2.312 tok/s Prefill, TTFT 17.248 ms (6 Laufe)Shenzhen Meigao Elect...unbekannt - 1.171,8 tok/s Generation, 2.569 tok/s Prefill, TTFT 15.123 ms (6 Laufe)unbekanntASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.132,7 tok/s Generation, 968 tok/s Prefill, TTFT 51.682 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING - 196,2 tok/s Generation, 757 tok/s Prefill, TTFT 36.737 ms (5 Laufe)ASUSTeK COMPUTER INC....ASRockRack ROMED8-2T/BCM - 79,2 tok/s Generation, 423 tok/s Prefill, TTFT 24.603 ms (9 Laufe)ASRockRack ROMED8-2T/...Dell Inc. PowerEdge R820 - 63,2 tok/s Generation, 803 tok/s Prefill, TTFT 20.996 ms (3 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 35,4 tok/s Generation, 170 tok/s Prefill, TTFT 59.933 ms (9 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. GX10 - 492,8 tok/s Generation, 1.262 tok/s Prefill, TTFT 33.373 ms (12 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
Shenzhen Meigao Electronic Equipment Co.,Ltd DRFXI (MotherBoard Series) 1.564,6 tok/sunbekannt 1.171,8 tok/sASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.132,7 tok/s★ ASUSTeK COMPUTER INC. GX10 492,8 tok/s this runASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING 196,2 tok/sASRockRack ROMED8-2T/BCM 79,2 tok/sDell Inc. PowerEdge R820 63,2 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 35,4 tok/s

ENGby engine

2.0101.5071.0055020,01311.0992.0663.034Prefill (tok/s)Generation (tok/s)llama.cpp - 1.555,3 tok/s Generation, 627 tok/s Prefill, TTFT 35.323 ms (24 Laufe)llama.cppunbekannt - 1.171,8 tok/s Generation, 1.981 tok/s Prefill, TTFT 17.080 ms (9 Laufe)unbekanntvLLM - 122,4 tok/s Generation, 2.538 tok/s Prefill, TTFT 3.634 ms (3 Laufe)vLLMstrata - 1.564,6 tok/s Generation, 1.064 tok/s Prefill, TTFT 44.996 ms (20 Laufe) | DIESER LAUF★ strata
★ strata 1.564,6 tok/s this runllama.cpp 1.555,3 tok/sunbekannt 1.171,8 tok/svLLM 122,4 tok/s

DRVby driver

1.9351.4821.0295751229481.0901.2321.374Prefill (tok/s)Generation (tok/s)unbekannt - 1.564,6 tok/s Generation, 1.060 tok/s Prefill, TTFT 34.359 ms (44 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 492,8 tok/s Generation, 1.262 tok/s Prefill, TTFT 33.373 ms (12 Laufe) | DIESER LAUF★ NVIDIA 590.48.01 / CU...
unbekannt 1.564,6 tok/s★ NVIDIA 590.48.01 / CUDA 13.1 492,8 tok/s this run
💰 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 15 W
⚡ TDP 140 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)140 W estimated (TDP)GPU 140 W full load
Avg cost / hourEUR 0.042
Electricity / 1M tokensEUR 0.055
Token / kWh5.43M
Acquisition (system)EUR 5,800 partial priceGPU EUR 4,000 · RAM EUR 1,680 · PSU EUR 120
Electricity (2 years)–
TCO (2 years)EUR 6,536
Output tokens (2 years)13.32B
☁️ 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 (15 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

Qwen3.8-Flash-NextNVIDIA GB10 (DGX Spark)Qwen3.8-Flash-NextNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionQwen3.8-Flash-NextNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation EditionQwen3.8-Flash-NextNVIDIA RTX A6000
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.