qwen2.5-coder:3b
OLLAMA GGUFqwen2 · 3.1B · Q4_K_M
Jun 26, 2026 · Cortex-A78AE
starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
Global Score
73 vs 35
Hardware Fit
100 vs 97
Quality Score
61 vs 8
Hardware
qwen2.5-coder:3b starcoder2:7b
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMacBook Air
CPUCortex-A78AEApple M4
Cores610
RAM7 GB32 GB
GPUIntegrated / UnknownApple M4
OSUbuntu 22.04.5 LTSmacOS 26.3
Archarm64arm64
Power Modebalancedbalanced
Performance
qwen2.5-coder:3b starcoder2:7b
Tokens/sec21.323.8
First chunk969 msN/A
TTFT969 ms251 ms
Load time6.6 s0.4 s
Memory usage2.0 GB6.3 GB
Memory %27%20%
HW Fit Score Breakdown
qwen2.5-coder:3b
Speed
50/50
TTFT
20/20
Memory
30/30
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
Quality
qwen2.5-coder:3b
Reasoning
8/20
Coding
15/20
Instruction
11/20
Structured
14/15
Math
4/15
Multilingual
9/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
starcoder2:7b
Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
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