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deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

qwen2.5:1.5b

qwen2 · 1.5B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
57 vs 70
Hardware Fit
98 vs 100
Quality Score
39 vs 57

Hardware

deepseek-coder:6.7b qwen2.5:1.5b
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 qwen2.5:1.5b
Tokens/sec24.184.1
TTFT251 ms119 ms
Load time0.9 s0.5 s
Memory usage12.6 GB2.6 GB
Memory %39%8%

HW Fit Score Breakdown

deepseek-coder:6.7b

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

qwen2.5:1.5b

Speed
40/40
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

qwen2.5:1.5b

Reasoning
8/20
Coding
10/20
Instruction
12/20
Structured
13/15
Math
6/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running