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llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

yi:6b

llama · 6B · Q4_0

Excellent

Mar 1, 2026 · Apple M4

Global Score
77 vs 80
Hardware Fit
93 vs 100
Quality Score
67 vs 67

Hardware

llama3.1:8b yi:6b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

llama3.1:8b yi:6b
Tokens/sec20.327.6
TTFT315 ms210 ms
Load time1.1 s0.4 s
Memory usage10.4 GB3.6 GB
Memory %33%11%

HW Fit Score Breakdown

llama3.1:8b

Speed
33/40
TTFT
30/30
Memory
30/30

yi:6b

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

Quality

llama3.1:8b

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

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running