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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

Jul 11, 2026 · AMD Ryzen 9 9950X 16-Core Processor

Global Score
77 vs 87
Hardware Fit
38 vs 75
Quality Score
93 vs 92

Hardware

winnow-12b gemma4:latest
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. MS-7E47
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 9 9950X 16-Core Processor
Cores3232
RAM120 GB125 GB
GPUAMD Radeon(TM) 8060S GraphicsAMD Radeon(TM) Graphics, NVIDIA GeForce RTX 4080 SUPER
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Pro 10.0.26100
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b gemma4:latest
Tokens/sec12.942.4
First chunk19 ms472 ms
TTFT9.7 s3.8 s
Load time86.2 s0.3 s
Memory usage51.3 GB12.3 GB
Memory %43%10%

HW Fit Score Breakdown

winnow-12b

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

gemma4:latest

Speed
40/50
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

gemma4:latest

Reasoning
19/20
Coding
18/20
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

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