How To Dev

Introduction Python is a high-level, general-purpose programming language with exceptionally clear and readable syntax, designed to optimize programmer productivity. Some outstanding advantages of Python include: Easy to learn and use: Its syntax, which resembles English, helps beginners quickly get accustomed. Rich libraries: Possesses a massive ecosystem of libraries supporting everything from web development, data analysis, to artificial intelligence. Cross-platform: Can run on Windows, macOS, and Linux without needing to change the source code. Strong community: Has widespread support from a global community of developers, making error resolution easier. Detail Guide to Managing Python Environments with pyenv and Poetry Using mlx-lm to run local LLM Deploying a Python Flask Server to Google Kubernetes Engine Happy coding!

Introduction mlx-lm is a library designed by Apple to optimize running Large Language Models directly on Apple Silicon chips. Compared to Ollama, mlx-lm has superior performance advantages due to its ability to directly access Unified Memory and maximize the power of Apple GPUs, resulting in faster processing speeds and better energy efficiency for Mac users. Prerequisites Because mlx-lm was developed specifically for Apple Silicon chips, the following instructions are only applicable if you are using an Apple computer. Detail First, install mlx-lm pip install mlx-lm Then, visit this HuggingFace page of the mlx community . This is a reputable page sharing LLMs that have been converted from GGUF to MLX to be suitable for running on Macs with Apple Silicon chips. You can search for models that fit your usage needs and machine configuration. Here, I will use the model mlx-community/Qwen2.5-Coder-7B-Instruct-4bit. The model name mlx-community/Qwen2.5-Coder-7B-Instruct-4bit consists of th...