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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

gemma3n:latest

OLLAMA GGUF

gemma3n · 6.9B · Q4_K_M

Excellent

Mar 6, 2026 · AMD EPYC 9654P 96-Core Processor

Global Score
77 vs 81
Hardware Fit
38 vs 100
Quality Score
93 vs 73

Hardware

winnow-12b gemma3n:latest
MachineGMKtec EVO-X3Supermicro AS -2015HS-TNR
CPUAMD RYZEN AI MAX+ 395AMD EPYC 9654P 96-Core Processor
Cores3264
RAM120 GB128 GB
GPUAMD Radeon(TM) 8060S GraphicsGH100 [H100L 94GB], ASPEED Graphics Family, GH100 [H100L 94GB]
OSMicrosoft Windows 11 Pro 10.0.26300Ubuntu 24.04.3 LTS
Archx64x64
Power Modebalancedperformance

Performance

winnow-12b gemma3n:latest
Tokens/sec12.9108.7
First chunk19 ms333 ms
TTFT9.7 s333 ms
Load time86.2 s4.5 s
Memory usage51.3 GB8.6 GB
Memory %43%7%

HW Fit Score Breakdown

winnow-12b

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

gemma3n:latest

Speed
50/50
TTFT
20/20
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

gemma3n:latest

Reasoning
14/20
Coding
14/20
Instruction
14/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View winnow-12b details | View gemma3n: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