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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3:8b

OLLAMA GGUF

qwen3 · 8.2B · Q4_K_M

Excellent

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
77 vs 80
Hardware Fit
38 vs 85
Quality Score
93 vs 78

Hardware

winnow-12b qwen3:8b
MachineGMKtec EVO-X3HP HP Z8 G4 Workstation
CPUAMD RYZEN AI MAX+ 395Intel Xeon® Gold 6230
Cores3280
RAM120 GB252 GB
GPUAMD Radeon(TM) 8060S GraphicsTU104GL [Quadro RTX 5000]
OSMicrosoft Windows 11 Pro 10.0.26300Ubuntu 24.04.4 LTS
Archx64x64
Power Modebalancedlow-power

Performance

winnow-12b qwen3:8b
Tokens/sec12.965.1
First chunk19 ms289 ms
TTFT9.7 s4.2 s
Load time86.2 s4.6 s
Memory usage51.3 GB5.6 GB
Memory %43%2%

HW Fit Score Breakdown

winnow-12b

Speed
11/50
TTFT
0/20
Memory
27/30

qwen3:8b

Speed
50/50
TTFT
5/20
Memory
30/30

Quality

winnow-12b

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen3:8b

Reasoning
17/20
Coding
10/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View winnow-12b details | View qwen3:8b details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest