Back to leaderboard

deepseek-coder:6.7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

yi:6b

llama · 6B · Q4_0

Excellent

Mar 1, 2026 · Apple M4

Global Score
63 vs 80
Hardware Fit
98 vs 100
Quality Score
39 vs 67

Hardware

deepseek-coder:6.7b yi:6b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

deepseek-coder:6.7b yi:6b
Tokens/sec24.127.6
TTFT251 ms210 ms
Load time0.9 s0.4 s
Memory usage12.6 GB3.6 GB
Memory %39%11%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed
38/40
TTFT
30/30
Memory
30/30

yi:6b

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

Quality

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

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
View deepseek-coder:6.7b details | View yi:6b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running