Back to leaderboard

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

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

yi-coder:9b

OLLAMA GGUF

llama · 8.8B · Q4_0

Good

Mar 6, 2026 · Apple M4

Global Score
76 vs 70
Hardware Fit
51 vs 89
Quality Score
87 vs 62

Hardware

qwen3-coder:latest yi-coder:9b
MachineDell Inc. Inspiron 15 3530MacBook Air
CPUIntel Gen Intel® Core™ i7-1355UApple M4
Cores1210
RAM31 GB32 GB
GPURaptor Lake-P [Iris Xe Graphics]Apple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

qwen3-coder:latest yi-coder:9b
Tokens/sec7.619.4
First chunk2037 ms287 ms
TTFT2.0 s287 ms
Load time8.7 s0.7 s
Memory usage18.9 GB9.6 GB
Memory %61%30%

HW Fit Score Breakdown

qwen3-coder:latest

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

yi-coder:9b

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

Quality

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

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

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