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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

yi-coder:9b

OLLAMA GGUF

llama · 8.8B · Q4_0

Good

Mar 6, 2026 · Apple M4

Global Score
30 vs 70
Hardware Fit
48 vs 89
Quality Score
22 vs 62

Hardware

hf.co/TheDrummer/C… yi-coder:9b
MachineNVIDIA NVIDIA_DGX_SparkMacBook Air
CPUCortex-X925Apple M4
Cores2010
RAM122 GB32 GB
GPUDevice 2e12Apple M4
OSUbuntu 24.04.5 LTSmacOS 26.3
Archarm64arm64
Power Modeperformancebalanced

Performance

hf.co/TheDrummer/C… yi-coder:9b
Tokens/sec14.419.4
First chunk5450 ms287 ms
TTFT5.5 s287 ms
Load time22.7 s0.7 s
Memory usage18.5 GB9.6 GB
Memory %15%30%

HW Fit Score Breakdown

hf.co/TheDrummer/Cydoni…

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

yi-coder:9b

Speed
39/50
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

yi-coder:9b

Reasoning
12/20
Coding
16/20
Instruction
13/20
Structured
7/15
Math
7/15
Multilingual
7/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Weak Math: Weak Multilingual: Adequate

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