winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3:1.7b
OLLAMA GGUFqwen3 · 2.0B · Q4_K_M
Oct 11, 2026 · AMD Ryzen 5 5500
Global Score
77 vs 79
Hardware Fit
38 vs 100
Quality Score
93 vs 70
Hardware
winnow-12b qwen3:1.7b
MachineGMKtec EVO-X3Microsoft WSL
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 5 5500
Cores3212
RAM120 GB8 GB
GPUAMD Radeon(TM) 8060S GraphicsIntegrated / Unknown
OSMicrosoft Windows 11 Pro 10.0.26300Ubuntu 26.04.1 LTS
Archx64x64
Power Modebalancedunknown
Performance
winnow-12b qwen3:1.7b
Tokens/sec12.9188.0
First chunk19 ms108 ms
TTFT9.7 s1.2 s
Load time86.2 s7.5 s
Memory usage51.3 GB1.6 GB
Memory %43%21%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3:1.7b
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
qwen3:1.7b
Reasoning
16/20
Coding
7/20
Instruction
14/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Strong Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Adequate 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