Back to leaderboard

vicuna:7b

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
59 vs 57
Hardware Fit
97 vs 98
Quality Score
43 vs 39

Hardware

vicuna:7b deepseek-coder:6.7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

vicuna:7b deepseek-coder:6.7b
Tokens/sec23.424.1
TTFT242 ms251 ms
Load time0.4 s0.9 s
Memory usage5.8 GB12.6 GB
Memory %18%39%

HW Fit Score Breakdown

vicuna:7b

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

deepseek-coder:6.7b

Speed
38/40
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

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak
View vicuna:7b details | View deepseek-coder:6.7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running