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aya:8b

OLLAMA GGUF

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
66 vs 76
Hardware Fit
92 vs 51
Quality Score
55 vs 87

Hardware

aya:8b qwen3-coder:latest
MachineMacBook AirDell Inc. Inspiron 15 3530
CPUApple M4Intel Gen Intel® Core™ i7-1355U
Cores1012
RAM32 GB31 GB
GPUApple M4Raptor Lake-P [Iris Xe Graphics]
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

aya:8b qwen3-coder:latest
Tokens/sec20.07.6
First chunkN/A2037 ms
TTFT300 ms2.0 s
Load time0.9 s8.7 s
Memory usage6.0 GB18.9 GB
Memory %19%61%

HW Fit Score Breakdown

aya:8b

Speed
32/50
TTFT
30/20
Memory
30/30

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

Quality

aya:8b

Reasoning
10/20
Coding
6/20
Instruction
13/20
Structured
15/15
Math
2/15
Multilingual
9/10
Reasoning: Adequate Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

qwen3-coder:latest

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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