meta-llama-3.1-8b-instruct

llama · 8B · 4bit

Good

Mar 3, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score

76 vs 71

Hardware Fit

95 vs 91

Quality Score

68 vs 62

Hardware

meta-llama-3.1-8b-… codegemma:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

meta-llama-3.1-8b-… codegemma:7b

Tokens/sec21.618.7

TTFT512 ms320 ms

Load time0.0 s0.8 s

Memory usage0.0 GB8.7 GB

Memory %0%27%

HW Fit Score Breakdown

meta-llama-3.1-8b-instr…

Speed

35/40

TTFT

30/30

Memory

30/30

codegemma:7b

Speed

31/40

TTFT

30/30

Memory

30/30

Quality

meta-llama-3.1-8b-instr…

Reasoning

11/20

Coding

15/20

Instruction

14/20

Structured

14/15

Math

4/15

Multilingual

10/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Poor 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 meta-llama-3.1-8b-… details | View codegemma:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running