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gemma3:1b

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
68 vs 63
Hardware Fit
98 vs 97
Quality Score
55 vs 49

Hardware

gemma3:1b codellama:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

gemma3:1b codellama:7b
Tokens/sec39.423.6
TTFT362 ms297 ms
Load time0.3 s0.9 s
Memory usage1.3 GB12.6 GB
Memory %4%39%

HW Fit Score Breakdown

gemma3:1b

Speed
40/40
TTFT
30/30
Memory
28/30

codellama:7b

Speed
37/40
TTFT
30/30
Memory
30/30

Quality

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong

codellama:7b

Reasoning
6/20
Coding
7/20
Instruction
12/20
Structured
13/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

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