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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
74 vs 70
Hardware Fit
91 vs 94
Quality Score
62 vs 54

Hardware

codegemma:7b qwen2.5-coder:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codegemma:7b qwen2.5-coder:7b
Tokens/sec18.721.5
TTFT320 ms290 ms
Load time0.8 s0.8 s
Memory usage8.7 GB7.6 GB
Memory %27%24%

HW Fit Score Breakdown

codegemma:7b

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

qwen2.5-coder:7b

Speed
34/40
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

qwen2.5-coder:7b

Reasoning
10/20
Coding
0/20
Instruction
13/20
Structured
13/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View codegemma:7b details | View qwen2.5-coder:7b details

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