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

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

phi4-mini:latest

OLLAMA GGUF

phi3 · 3.8B · Q4_K_M

Good

Jun 26, 2026 · Cortex-A78AE

Global Score

79 vs 74

Hardware Fit

92 vs 98

Quality Score

73 vs 63

Hardware

qwen2.5-coder-7b-i… phi4-mini:latest

MachineMacBook AirNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super

CPUApple M4Cortex-A78AE

Cores106

RAM32 GB7 GB

GPUApple M4Integrated / Unknown

OSmacOS 26.3Ubuntu 22.04.5 LTS

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen2.5-coder-7b-i… phi4-mini:latest

Tokens/sec22.518.4

First chunk529 ms1078 ms

TTFT529 ms1.1 s

Load timeN/A6.4 s

Memory usage4.0 GB2.9 GB

Memory %13%39%

HW Fit Score Breakdown

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

phi4-mini:latest

Speed

50/50

TTFT

20/20

Memory

28/30

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

phi4-mini:latest

Reasoning

13/20

Coding

11/20

Instruction

14/20

Structured

11/15

Math

5/15

Multilingual

9/10

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

View qwen2.5-coder-7b-i… details | View phi4-mini:latest 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