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llama3.2:1b

llama · 1.2B · Q8_0

Good

Mar 1, 2026 · Apple M4

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

Global Score
63 vs 42
Hardware Fit
100 vs 60
Quality Score
39 vs 30

Hardware

llama3.2:1b qwen3:8b
MachineMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedunknown

Performance

llama3.2:1b qwen3:8b
Tokens/sec28.218.2
TTFT199 ms12.4 s
Load time1.8 s2.7 s
Memory usage4.3 GB9.5 GB
Memory %13%30%

HW Fit Score Breakdown

llama3.2:1b

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

qwen3:8b

Speed
27/40
TTFT
3/30
Memory
30/30

Quality

llama3.2:1b

Reasoning
4/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
1/15
Multilingual
7/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

qwen3:8b

Reasoning
9/20
Coding
0/20
Instruction
5/20
Structured
4/15
Math
3/15
Multilingual
9/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running