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qwen3.5:2b

OLLAMA GGUF

qwen35 · 2.3B · Q8_0

Not Rec.

Apr 29, 2026 · Intel Core™ i5-8350U

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
13 vs 91
Hardware Fit
41 vs 89
Quality Score
1 vs 92

Hardware

qwen3.5:2b gemma-4-31b-it-qat
MachineLENOVO 20L7CTO1WWASUS
CPUIntel Core™ i5-8350UAMD Ryzen 7 7800X3D 8-Core Processor
Cores816
RAM23 GB31 GB
GPUKaby Lake-R GT2 [UHD Graphics 620]NVIDIA GeForce RTX 4090, Raphael
OSFedora Linux 43cachyos rolling
Archx64x64
Power Modelow-powerlow-power

Performance

qwen3.5:2b gemma-4-31b-it-qat
Tokens/sec4.540.2
First chunk1413 ms3 ms
TTFT31.1 s302 ms
Load time7.1 sN/A
Memory usage3.8 GB18.8 GB
Memory %16%62%

HW Fit Score Breakdown

qwen3.5:2b

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

gemma-4-31b-it-qat

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

Quality

qwen3.5:2b

Reasoning
0/20
Coding
0/20
Instruction
1/20
Structured
0/15
Math
0/15
Multilingual
0/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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
View qwen3.5:2b details | View gemma-4-31b-it-qat details

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