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qwen3.5:9b

qwen35 · 9.7B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
80 vs 57
Hardware Fit
81 vs 98
Quality Score
80 vs 39

Hardware

qwen3.5:9b 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

qwen3.5:9b deepseek-coder:6.7b
Tokens/sec11.824.1
TTFT523 ms251 ms
Load time2.9 s0.9 s
Memory usage9.1 GB12.6 GB
Memory %28%39%

HW Fit Score Breakdown

qwen3.5:9b

Speed
21/40
TTFT
30/30
Memory
30/30

deepseek-coder:6.7b

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

Quality

qwen3.5:9b

Reasoning
14/20
Coding
16/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running