llama3.1:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Marginal

Jun 26, 2026 · Cortex-A78AE

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

46 vs 85

Hardware Fit

61 vs 64

Quality Score

40 vs 94

Hardware

llama3.1:8b gemma-4-31b-it-mlx

MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperMacBook Pro

CPUCortex-A78AEApple M4 Max

Cores616

RAM7 GB128 GB

GPUIntegrated / UnknownApple M4 Max

OSUbuntu 22.04.5 LTSmacOS 26.5.2

Archarm64arm64

Power Modebalancedbalanced

Performance

llama3.1:8b gemma-4-31b-it-mlx

Tokens/sec7.813.6

First chunk1625 ms16 ms

TTFT1.6 s558 ms

Load time21.8 s12.3 s

Memory usage5.2 GB0.0 GB

Memory %71%0%

HW Fit Score Breakdown

llama3.1:8b

Speed

26/50

TTFT

20/20

Memory

15/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

llama3.1:8b

Reasoning

12/20

Coding

10/20

Instruction

4/20

Structured

1/15

Math

4/15

Multilingual

9/10

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

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

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

View llama3.1:8b details | View gemma-4-31b-it-mlx details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest