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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

gemma4:latest

OLLAMA GGUF

gemma4 · 8.0B · Q4_K_M

Excellent

Jun 5, 2026 · AMD Ryzen 7 5800H

Global Score
77 vs 89
Hardware Fit
38 vs 83
Quality Score
93 vs 92

Hardware

winnow-12b gemma4:latest
MachineGMKtec EVO-X3LENOVO 82JQ
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 5800H
Cores3216
RAM120 GB16 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 3060 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 家庭版 中文版 10.0.26100
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b gemma4:latest
Tokens/sec12.946.3
First chunk19 ms824 ms
TTFT9.7 s3.8 s
Load time86.2 s21.0 s
Memory usage51.3 GB8.9 GB
Memory %43%56%

HW Fit Score Breakdown

winnow-12b

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

gemma4:latest

Speed
50/50
TTFT
11/20
Memory
22/30

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

gemma4:latest

Reasoning
18/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View winnow-12b details | View gemma4:latest 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