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neural-chat:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
71 vs 74
Hardware Fit
96 vs 91
Quality Score
55 vs 62

Hardware

neural-chat:7b codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

neural-chat:7b codegemma:7b
Tokens/sec22.518.7
TTFT242 ms320 ms
Load time0.4 s0.8 s
Memory usage4.5 GB8.7 GB
Memory %14%27%

HW Fit Score Breakdown

neural-chat:7b

Speed
36/40
TTFT
30/30
Memory
30/30

codegemma:7b

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

Quality

neural-chat:7b

Reasoning
7/20
Coding
9/20
Instruction
12/20
Structured
12/15
Math
7/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running