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smollm2:135m

llama · 134.52M · F16

Marginal

Mar 1, 2026 · Apple M4

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score
48 vs 81
Hardware Fit
100 vs 95
Quality Score
14 vs 72

Hardware

smollm2:135m qwen2.5-coder:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

smollm2:135m qwen2.5-coder:7b
Tokens/sec245.022.1
TTFT31 ms285 ms
Load time0.4 s0.8 s
Memory usage0.6 GB7.6 GB
Memory %2%24%

HW Fit Score Breakdown

smollm2:135m

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

qwen2.5-coder:7b

Speed
35/40
TTFT
30/30
Memory
30/30

Quality

smollm2:135m

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

qwen2.5-coder:7b

Reasoning
10/20
Coding
18/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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