Back to leaderboard

mlx-community/Yi-1.5-6B-Chat-4bit

LM-STUDIO GGUF
Good

Mar 5, 2026 · Apple M4

deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
73 vs 57
Hardware Fit
100 vs 98
Quality Score
62 vs 39

Hardware

mlx-community/Yi-1… deepseek-coder:6.7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

mlx-community/Yi-1… deepseek-coder:6.7b
Tokens/sec29.124.1
First chunk451 msN/A
TTFT451 ms251 ms
Load timeN/A0.9 s
Memory usage0.9 GB12.6 GB
Memory %3%39%

HW Fit Score Breakdown

mlx-community/Yi-1.5-6B…

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

deepseek-coder:6.7b

Speed
38/50
TTFT
30/20
Memory
30/30

Quality

mlx-community/Yi-1.5-6B…

Reasoning
10/20
Coding
11/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
6/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Adequate

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak
View mlx-community/Yi-1… details | View deepseek-coder:6.7b 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