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gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Good

Apr 3, 2026 · AMD RYZEN AI MAX+ 395

liquid/lfm2-1.2b

LM-STUDIO GGUF

lfm2 · 1.2B · Q8_0

Good

Oct 1, 2026 · AMD Ryzen 7 4800H

Global Score
78 vs 69
Hardware Fit
47 vs 100
Quality Score
92 vs 56

Hardware

gemma4:31b liquid/lfm2-1.2b
MachineAZW GTR ProASUSTeK COMPUTER INC. ROG Strix G513IM_G513IM
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 4800H
Cores3216
RAM125 GB15 GB
GPURadeon 8060SAMD Radeon(TM) Graphics, NVIDIA GeForce RTX 3060 Laptop GPU
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modeperformancebalanced

Performance

gemma4:31b liquid/lfm2-1.2b
Tokens/sec9.8169.5
First chunk873 ms27 ms
TTFT873 ms77 ms
Load time7.0 sN/A
Memory usage68.3 GB3.4 GB
Memory %55%22%

HW Fit Score Breakdown

gemma4:31b

Speed
8/50
TTFT
16/20
Memory
23/30

liquid/lfm2-1.2b

Speed
50/50
TTFT
20/20
Memory
30/30

Quality

gemma4:31b

Reasoning
19/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

liquid/lfm2-1.2b

Reasoning
9/20
Coding
7/20
Instruction
14/20
Structured
12/15
Math
5/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak 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