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gemma3:12b

gemma3 · 12.2B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score
80 vs 66
Hardware Fit
83 vs 56
Quality Score
78 vs 70

Hardware

gemma3:12b llama3.1:8b
MachineMacBook AirMac Mini
CPUApple M4Apple M4 Pro
Cores1014
RAM32 GB64 GB
GPUApple M4Apple M4 Pro
OSmacOS 26.3macOS 15.7.4
Archarm64arm64
Power Modebalancedunknown

Performance

gemma3:12b llama3.1:8b
Tokens/sec12.75.5
TTFT560 ms1.4 s
Load time2.8 s3.7 s
Memory usage11.0 GB28.6 GB
Memory %34%45%

HW Fit Score Breakdown

gemma3:12b

Speed
23/40
TTFT
30/30
Memory
30/30

llama3.1:8b

Speed
5/40
TTFT
22/30
Memory
29/30

Quality

gemma3:12b

Reasoning
14/20
Coding
19/20
Instruction
13/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

llama3.1:8b

Reasoning
12/20
Coding
17/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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