codellama:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score

63 vs 85

Hardware Fit

97 vs 64

Quality Score

49 vs 94

Hardware

codellama:7b gemma-4-31b-it-mlx

MachineMacBook AirMacBook Pro

CPUApple M4Apple M4 Max

Cores1016

RAM32 GB128 GB

GPUApple M4Apple M4 Max

OSmacOS 26.3macOS 26.5.2

Archarm64arm64

Power Modebalancedbalanced

Performance

codellama:7b gemma-4-31b-it-mlx

Tokens/sec23.613.6

First chunkN/A16 ms

TTFT297 ms558 ms

Load time0.9 s12.3 s

Memory usage12.6 GB0.0 GB

Memory %39%0%

HW Fit Score Breakdown

codellama:7b

Speed

37/50

TTFT

30/20

Memory

30/30

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

Quality

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

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 codellama:7b 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