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llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
69 vs 74
Hardware Fit
93 vs 91
Quality Score
53 vs 62

Hardware

llama3.1:8b codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

llama3.1:8b codegemma:7b
Tokens/sec20.218.7
TTFT481 ms320 ms
Load time3.4 s0.8 s
Memory usage10.4 GB8.7 GB
Memory %33%27%

HW Fit Score Breakdown

llama3.1:8b

Speed
33/40
TTFT
30/30
Memory
30/30

codegemma:7b

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

Quality

llama3.1:8b

Reasoning
12/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor 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
View llama3.1:8b details | View codegemma:7b details

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