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yi:6b

llama · 6B · Q4_0

Excellent

Mar 1, 2026 · Apple M4

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

Global Score
80 vs 42
Hardware Fit
100 vs 60
Quality Score
67 vs 30

Hardware

yi:6b qwen3:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedunknown

Performance

yi:6b qwen3:8b
Tokens/sec27.618.2
TTFT210 ms12.4 s
Load time0.4 s2.7 s
Memory usage3.6 GB9.5 GB
Memory %11%30%

HW Fit Score Breakdown

yi:6b

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

qwen3:8b

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

Quality

yi:6b

Reasoning
11/20
Coding
12/20
Instruction
13/20
Structured
12/15
Math
13/15
Multilingual
6/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong 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