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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

llama3.2:3b

llama · 3.2B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
50 vs 78
Hardware Fit
67 vs 100
Quality Score
38 vs 63

Hardware

qwen3:8b llama3.2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3:8b llama3.2:3b
Tokens/sec18.744.1
TTFT12.1 s178 ms
Load time1.2 s0.8 s
Memory usage9.5 GB7.0 GB
Memory %30%22%

HW Fit Score Breakdown

qwen3:8b

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

llama3.2:3b

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

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

llama3.2:3b

Reasoning
11/20
Coding
14/20
Instruction
14/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running