Back to leaderboard

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen3.5:4b

qwen35 · 4.7B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score
57 vs 80
Hardware Fit
98 vs 88
Quality Score
39 vs 76

Hardware

deepseek-coder:6.7b qwen3.5:4b
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 qwen3.5:4b
Tokens/sec24.116.6
TTFT251 ms369 ms
Load time0.9 s1.5 s
Memory usage12.6 GB6.5 GB
Memory %39%20%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed
38/40
TTFT
30/30
Memory
30/30

qwen3.5:4b

Speed
28/40
TTFT
30/30
Memory
30/30

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

qwen3.5:4b

Reasoning
16/20
Coding
14/20
Instruction
15/20
Structured
15/15
Math
7/15
Multilingual
9/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
View deepseek-coder:6.7b details | View qwen3.5:4b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running