Back to leaderboard

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-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
30 vs 85
Hardware Fit
48 vs 64
Quality Score
22 vs 94

Hardware

hf.co/TheDrummer/C… gemma-4-31b-it-mlx
MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro
CPUCortex-X925Apple M4 Max
Cores2016
RAM122 GB128 GB
GPUDevice 2e12Apple M4 Max
OSUbuntu 24.04.5 LTSmacOS 26.5.2
Archarm64arm64
Power Modeperformancebalanced

Performance

hf.co/TheDrummer/C… gemma-4-31b-it-mlx
Tokens/sec14.413.6
First chunk5450 ms16 ms
TTFT5.5 s558 ms
Load time22.7 s12.3 s
Memory usage18.5 GB0.0 GB
Memory %15%0%

HW Fit Score Breakdown

hf.co/TheDrummer/Cydoni…

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

gemma-4-31b-it-mlx

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

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-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
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-mlx 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