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gemma-2-2b-it

LM-STUDIO GGUF

gemma2 · 2B · Q4_K_M

Marginal

Mar 6, 2026 · Intel Core™ i5-5300U

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
58 vs 91
Hardware Fit
50 vs 89
Quality Score
62 vs 92

Hardware

gemma-2-2b-it gemma-4-31b-it-qat
MachineLENOVO 20BUS00700ASUS
CPUIntel Core™ i5-5300UAMD Ryzen 7 7800X3D 8-Core Processor
Cores416
RAM16 GB31 GB
GPUIntel(R) HD Graphics 5500NVIDIA GeForce RTX 4090, Raphael
OSMicrosoft Windows 10 Professionnel 10.0.19045cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

gemma-2-2b-it gemma-4-31b-it-qat
Tokens/sec3.640.2
First chunk4509 ms3 ms
TTFT4.5 s302 ms
Load timeN/AN/A
Memory usage1.6 GB18.8 GB
Memory %10%62%

HW Fit Score Breakdown

gemma-2-2b-it

Speed
14/50
TTFT
12/20
Memory
24/30

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

Quality

gemma-2-2b-it

Reasoning
11/20
Coding
8/20
Instruction
14/20
Structured
15/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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