smollm2:360m

llama · 361.82M · 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

58 vs 81

Hardware Fit

99 vs 95

Quality Score

30 vs 72

Hardware

smollm2:360m 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

smollm2:360m qwen2.5-coder:7b

Tokens/sec115.122.1

TTFT39 ms285 ms

Load time0.4 s0.8 s

Memory usage1.2 GB7.6 GB

Memory %4%24%

HW Fit Score Breakdown

smollm2:360m

Speed

40/40

TTFT

30/30

Memory

29/30

qwen2.5-coder:7b

Speed

35/40

TTFT

30/30

Memory

30/30

Quality

smollm2:360m

Reasoning

4/20

Coding

0/20

Instruction

10/20

Structured

9/15

Math

4/15

Multilingual

3/10

Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

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

View smollm2:360m details | View qwen2.5-coder:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running