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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

smollm2:360m

llama · 361.82M · F16

Marginal

Mar 1, 2026 · Apple M4

Global Score
50 vs 58
Hardware Fit
67 vs 99
Quality Score
38 vs 30

Hardware

qwen3:8b smollm2:360m
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3:8b smollm2:360m
Tokens/sec18.7115.1
TTFT12.1 s39 ms
Load time1.2 s0.4 s
Memory usage9.5 GB1.2 GB
Memory %30%4%

HW Fit Score Breakdown

qwen3:8b

Speed
31/40
TTFT
6/30
Memory
30/30

smollm2:360m

Speed
40/40
TTFT
30/30
Memory
29/30

Quality

qwen3:8b

Reasoning
5/20
Coding
5/20
Instruction
4/20
Structured
12/15
Math
2/15
Multilingual
10/10
Reasoning: Weak Coding: Weak Instruction Following: Poor Structured Output: Strong Math: Poor Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running