Back to leaderboard

deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen2.5-coder-7b-instruct-mlx

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

Global Score
57 vs 79
Hardware Fit
98 vs 92
Quality Score
39 vs 73

Hardware

deepseek-coder:6.7b qwen2.5-coder-7b-i…
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

deepseek-coder:6.7b qwen2.5-coder-7b-i…
Tokens/sec24.122.5
First chunkN/A529 ms
TTFT251 ms529 ms
Load time0.9 sN/A
Memory usage12.6 GB4.0 GB
Memory %39%13%

HW Fit Score Breakdown

deepseek-coder:6.7b

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

qwen2.5-coder-7b-instru…

Speed
44/50
TTFT
20/20
Memory
28/30

Quality

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

qwen2.5-coder-7b-instru…

Reasoning
10/20
Coding
18/20
Instruction
14/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View deepseek-coder:6.7b details | View qwen2.5-coder-7b-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