Back to leaderboard

yi-coder:9b

OLLAMA GGUF

llama · 8.8B · Q4_0

Good

Mar 6, 2026 · Apple M4

qwen3-coder:30b-a3b-q8_0

OLLAMA GGUF

qwen3moe · 30.5B · Q8_0

Excellent

Jun 18, 2026 · Intel Core™ Ultra 9 285HX

Global Score
70 vs 90
Hardware Fit
89 vs 89
Quality Score
62 vs 90

Hardware

yi-coder:9b qwen3-coder:30b-a3…
MachineMacBook AirMicro-Star International Co., Ltd. Titan 18 HX AI A2XWJG
CPUApple M4Intel Core™ Ultra 9 285HX
Cores1024
RAM32 GB63 GB
GPUApple M4Intel(R) Graphics, NVIDIA GeForce RTX 5090 Laptop GPU
OSmacOS 26.3Microsoft Windows 11 Home Single Language 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

yi-coder:9b qwen3-coder:30b-a3…
Tokens/sec19.443.1
First chunk287 ms957 ms
TTFT287 ms957 ms
Load time0.7 s52.0 s
Memory usage9.6 GB33.6 GB
Memory %30%53%

HW Fit Score Breakdown

yi-coder:9b

Speed
39/50
TTFT
20/20
Memory
30/30

qwen3-coder:30b-a3b-q8_0

Speed
46/50
TTFT
19/20
Memory
24/30

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

qwen3-coder:30b-a3b-q8_0

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View yi-coder:9b details | View qwen3-coder:30b-a3… 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