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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

Qwen3-Coder-30B:30b

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Aug 18, 2026 · Intel Core™ i7-14700F

Global Score
77 vs 91
Hardware Fit
38 vs 100
Quality Score
93 vs 87

Hardware

winnow-12b Qwen3-Coder-30B:30b
MachineGMKtec EVO-X3HP OMEN 35L VALORANT Limited Edition Gaming Desktop PC
CPUAMD RYZEN AI MAX+ 395Intel Core™ i7-14700F
Cores3228
RAM120 GB128 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 5080
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Enterprise 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b Qwen3-Coder-30B:30b
Tokens/sec12.974.0
First chunk19 ms381 ms
TTFT9.7 s381 ms
Load time86.2 s15.3 s
Memory usage51.3 GB17.9 GB
Memory %43%14%

HW Fit Score Breakdown

winnow-12b

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

Qwen3-Coder-30B:30b

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

Qwen3-Coder-30B:30b

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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