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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score
47 vs 66
Hardware Fit
67 vs 56
Quality Score
38 vs 70

Hardware

qwen3:8b llama3.1:8b
MachineMacBook AirMac Mini
CPUApple M4Apple M4 Pro
Cores1014
RAM32 GB64 GB
GPUApple M4Apple M4 Pro
OSmacOS 26.3macOS 15.7.4
Archarm64arm64
Power Modebalancedunknown

Performance

qwen3:8b llama3.1:8b
Tokens/sec18.75.5
TTFT12.1 s1.4 s
Load time1.2 s3.7 s
Memory usage9.5 GB28.6 GB
Memory %30%45%

HW Fit Score Breakdown

qwen3:8b

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

llama3.1:8b

Speed
5/40
TTFT
22/30
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

llama3.1:8b

Reasoning
12/20
Coding
17/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running