aya-expanse:8b
OLLAMA GGUFcommand-r · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
Global Score
72 vs 35
Hardware Fit
89 vs 100
Quality Score
65 vs 7
Hardware
aya-expanse:8b starcoder2:3b
MachineMacBook AirNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUApple M4Cortex-A78AE
Cores106
RAM32 GB7 GB
GPUApple M4Integrated / Unknown
OSmacOS 26.3Ubuntu 22.04.5 LTS
Archarm64arm64
Power Modebalancedbalanced
Performance
aya-expanse:8b starcoder2:3b
Tokens/sec19.731.5
First chunk350 ms392 ms
TTFT350 ms392 ms
Load time0.9 s4.8 s
Memory usage6.2 GB1.8 GB
Memory %20%24%
HW Fit Score Breakdown
aya-expanse:8b
Speed
39/50
TTFT
20/20
Memory
30/30
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
aya-expanse:8b
Reasoning
10/20
Coding
13/20
Instruction
14/20
Structured
14/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
starcoder2:3b
Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest