yi-coder:9b

OLLAMA GGUF

llama · 8.8B · Q4_0

Good

Mar 6, 2026 · Apple M4

qwen2.5-coder-3b-instruct-mlx

LM-STUDIO MLX

qwen2 · 3B · 4bit

Good

Mar 4, 2026 · Apple M4

Global Score

70 vs 73

Hardware Fit

89 vs 100

Quality Score

62 vs 61

Hardware

yi-coder:9b qwen2.5-coder-3b-i…

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

yi-coder:9b qwen2.5-coder-3b-i…

Tokens/sec19.452.3

First chunk287 ms285 ms

TTFT287 ms285 ms

Load time0.7 sN/A

Memory usage9.6 GB1.6 GB

Memory %30%5%

HW Fit Score Breakdown

yi-coder:9b

Speed

39/50

TTFT

20/20

Memory

30/30

qwen2.5-coder-3b-instru…

Speed

50/50

TTFT

20/20

Memory

30/30

Quality

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

qwen2.5-coder-3b-instru…

Reasoning

7/20

Coding

14/20

Instruction

13/20

Structured

14/15

Math

4/15

Multilingual

9/10

Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

View yi-coder:9b details | View qwen2.5-coder-3b-i… 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