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hf.co/TheDrummer/Cydonia-24B-v4.3-GGUF:Q4_K_M

OLLAMA GGUF

llama · 23.6B · unknown

Not Rec.

Oct 2, 2026 · Cortex-X925

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
30 vs 91
Hardware Fit
48 vs 89
Quality Score
22 vs 92

Hardware

hf.co/TheDrummer/C… gemma-4-31b-it-qat
MachineNVIDIA NVIDIA_DGX_SparkASUS
CPUCortex-X925AMD Ryzen 7 7800X3D 8-Core Processor
Cores2016
RAM122 GB31 GB
GPUDevice 2e12NVIDIA GeForce RTX 4090, Raphael
OSUbuntu 24.04.5 LTScachyos rolling
Archarm64x64
Power Modeperformancelow-power

Performance

hf.co/TheDrummer/C… gemma-4-31b-it-qat
Tokens/sec14.440.2
First chunk5450 ms3 ms
TTFT5.5 s302 ms
Load time22.7 sN/A
Memory usage18.5 GB18.8 GB
Memory %15%62%

HW Fit Score Breakdown

hf.co/TheDrummer/Cydoni…

Speed
14/50
TTFT
4/20
Memory
30/30

gemma-4-31b-it-qat

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

Quality

hf.co/TheDrummer/Cydoni…

Reasoning
16/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
6/15
Multilingual
0/10
Reasoning: Strong Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak 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 hf.co/TheDrummer/C… details | View gemma-4-31b-it-qat details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest