llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score

77 vs 65

Hardware Fit

93 vs 91

Quality Score

67 vs 48

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/sec20.319.2

TTFT315 ms316 ms

Load time1.1 s0.1 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

15/20

Instruction

13/20

Structured

13/15

Math

4/15

Multilingual

10/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

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 llama3.1:8b details | View codegemma:7b details

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npx metrillm@latest bench

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