codellama:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score

63 vs 66

Hardware Fit

97 vs 40

Quality Score

49 vs 77

Hardware

codellama:7b gemma4:31b

MachineMacBook AirASUSTeK COMPUTER INC. GX10

CPUApple M4Cortex-X925

Cores1020

RAM32 GB122 GB

GPUApple M4Device 2e12

OSmacOS 26.3Ubuntu 24.04.4 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

codellama:7b gemma4:31b

Tokens/sec23.610.7

First chunkN/A983 ms

TTFT297 ms20.3 s

Load time0.9 s8.8 s

Memory usage12.6 GB21.4 GB

Memory %39%18%

HW Fit Score Breakdown

codellama:7b

Speed

37/50

TTFT

30/20

Memory

30/30

gemma4:31b

Speed

10/50

TTFT

0/20

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

gemma4:31b

Reasoning

14/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

10/15

Multilingual

9/10

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

View codellama:7b details | View gemma4:31b 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