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vicuna:7b

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
59 vs 35
Hardware Fit
97 vs 97
Quality Score
43 vs 8

Hardware

vicuna:7b starcoder2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

vicuna:7b starcoder2:7b
Tokens/sec23.423.8
TTFT242 ms251 ms
Load time0.4 s0.4 s
Memory usage5.8 GB6.3 GB
Memory %18%20%

HW Fit Score Breakdown

vicuna:7b

Speed
37/40
TTFT
30/30
Memory
30/30

starcoder2:7b

Speed
37/40
TTFT
30/30
Memory
30/30

Quality

vicuna:7b

Reasoning
8/20
Coding
4/20
Instruction
10/20
Structured
12/15
Math
2/15
Multilingual
7/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View vicuna:7b details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

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