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qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

stablelm2:1.6b

stablelm · 2B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

Global Score
70 vs 48
Hardware Fit
94 vs 98
Quality Score
54 vs 15

Hardware

qwen2.5-coder:7b stablelm2:1.6b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5-coder:7b stablelm2:1.6b
Tokens/sec21.562.8
TTFT290 ms126 ms
Load time0.8 s0.4 s
Memory usage7.6 GB1.1 GB
Memory %24%3%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed
34/40
TTFT
30/30
Memory
30/30

stablelm2:1.6b

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

Quality

qwen2.5-coder:7b

Reasoning
10/20
Coding
0/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

stablelm2:1.6b

Reasoning
4/20
Coding
0/20
Instruction
6/20
Structured
1/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running