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yi:6b

llama · 6B · Q4_0

Good

Mar 1, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
77 vs 39
Hardware Fit
100 vs 100
Quality Score
67 vs 13

Hardware

yi:6b starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

yi:6b starcoder2:3b
Tokens/sec27.649.4
TTFT210 ms155 ms
Load time0.4 s0.4 s
Memory usage3.6 GB3.0 GB
Memory %11%9%

HW Fit Score Breakdown

yi:6b

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

starcoder2:3b

Speed
40/40
TTFT
30/30
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

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor
View yi:6b details | View starcoder2:3b details

Run yours and compare

npx metrillm@latest bench

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