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llama3.2:1b

llama · 1.2B · Q8_0

Good

Mar 1, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
63 vs 65
Hardware Fit
100 vs 91
Quality Score
39 vs 48

Hardware

llama3.2:1b codegemma:7b
Machine—MacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

llama3.2:1b codegemma:7b
Tokens/sec28.219.2
TTFT199 ms316 ms
Load time1.8 s0.1 s
Memory usage4.3 GB8.7 GB
Memory %13%27%

HW Fit Score Breakdown

llama3.2:1b

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

codegemma:7b

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

Quality

llama3.2:1b

Reasoning
4/20
Coding
0/20
Instruction
14/20
Structured
13/15
Math
1/15
Multilingual
7/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

codegemma:7b

Reasoning
1/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
View llama3.2:1b details | View codegemma:7b details

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npx metrillm@latest bench

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