winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen2.5-coder:1.5b
OLLAMA GGUFqwen2 · 1.5B · Q4_K_M
Aug 28, 2026 · Intel Core™ i5-10210U
Global Score
77 vs 68
Hardware Fit
38 vs 100
Quality Score
93 vs 54
Hardware
winnow-12b qwen2.5-coder:1.5b
MachineGMKtec EVO-X3LENOVO 20U30029MB
CPUAMD RYZEN AI MAX+ 395Intel Core™ i5-10210U
Cores328
RAM120 GB15 GB
GPUAMD Radeon(TM) 8060S GraphicsCometLake-U GT2 [UHD Graphics]
OSMicrosoft Windows 11 Pro 10.0.26300Pop 24.04 LTS
Archx64x64
Power Modebalancedlow-power
Performance
winnow-12b qwen2.5-coder:1.5b
Tokens/sec12.921.8
First chunk19 ms499 ms
TTFT9.7 s499 ms
Load time86.2 s4.4 s
Memory usage51.3 GB1.5 GB
Memory %43%10%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen2.5-coder:1.5b
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
qwen2.5-coder:1.5b
Reasoning
8/20
Coding
11/20
Instruction
13/20
Structured
11/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest