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

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score

79 vs 77

Hardware Fit

92 vs 59

Quality Score

73 vs 84

Hardware

qwen2.5-coder-7b-i… gemma4:12b

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… gemma4:12b

Tokens/sec22.526.8

First chunk529 ms632 ms

TTFT529 ms30.0 s

Load timeN/A5.4 s

Memory usage4.0 GB9.3 GB

Memory %13%8%

HW Fit Score Breakdown

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

gemma4:12b

Speed

29/50

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

gemma4:12b

Reasoning

17/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

13/15

Multilingual

10/10

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

View qwen2.5-coder-7b-i… details | View gemma4:12b 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