qwen2.5-coder-7b-instruct-mlx

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score

79 vs 66

Hardware Fit

92 vs 40

Quality Score

73 vs 77

Hardware

qwen2.5-coder-7b-i… 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

qwen2.5-coder-7b-i… gemma4:31b

Tokens/sec22.510.7

First chunk529 ms983 ms

TTFT529 ms20.3 s

Load timeN/A8.8 s

Memory usage4.0 GB21.4 GB

Memory %13%18%

HW Fit Score Breakdown

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

gemma4:31b

Speed

10/50

TTFT

0/20

Memory

30/30

Quality

qwen2.5-coder-7b-instru…

Reasoning

10/20

Coding

18/20

Instruction

14/20

Structured

13/15

Math

9/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate 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 qwen2.5-coder-7b-i… 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