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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

yi:6b

llama · 6B · Q4_0

Excellent

Mar 1, 2026 · Apple M4

Global Score
74 vs 80
Hardware Fit
91 vs 100
Quality Score
62 vs 67

Hardware

codegemma: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

codegemma:7b yi:6b
Tokens/sec18.727.6
TTFT320 ms210 ms
Load time0.8 s0.4 s
Memory usage8.7 GB3.6 GB
Memory %27%11%

HW Fit Score Breakdown

codegemma:7b

Speed
31/40
TTFT
30/30
Memory
30/30

yi:6b

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

Quality

codegemma:7b

Reasoning
1/20
Coding
14/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate 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