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qwen3.5-4b-super-coder

LM-STUDIO GGUF

qwen35 · 4B · Q4_0

Excellent

Oct 24, 2026 · Intel Core™ i3-9100F

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
83 vs 91
Hardware Fit
96 vs 89
Quality Score
77 vs 92

Hardware

qwen3.5-4b-super-c… gemma-4-31b-it-qat
MachineGigabyte Technology Co., Ltd. H310M S2 2.0ASUS
CPUIntel Core™ i3-9100FAMD Ryzen 7 7800X3D 8-Core Processor
Cores416
RAM16 GB31 GB
GPUVirtual Desktop Monitor, NVIDIA GeForce GTX 1650NVIDIA GeForce RTX 4090, Raphael
OSМайкрософт Windows 10 Pro 10.0.19045cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

qwen3.5-4b-super-c… gemma-4-31b-it-qat
Tokens/sec15.340.2
First chunk33 ms3 ms
TTFT686 ms302 ms
Load timeN/AN/A
Memory usage3.6 GB18.8 GB
Memory %22%62%

HW Fit Score Breakdown

qwen3.5-4b-super-coder

Speed
46/50
TTFT
20/20
Memory
30/30

gemma-4-31b-it-qat

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

Quality

qwen3.5-4b-super-coder

Reasoning
16/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate 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