Python Practice Series

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

  1. Guide to Managing Python Environments with pyenv and Poetry
  2. Using mlx-lm to run local LLM
  3. Deploying a Python Flask Server to Google Kubernetes Engine

Happy coding!

Comments

Post a Comment

Popular posts from this blog

All Practice Series

Image
Introduction This is a comprehensive page about the technologies I have shared in series format. You can view brief introductions and links to directly access each series you are interested in. In the field of software development, to deploy a product from the initial idea to its release, the standard process typically involves several stages as follows: Database : Designing and implementing the database according to business requirements, storing data during the system's operation. Backend : Handling the main logic of the system, communicating with the database and services. Frontend : Building the interface for users to interact with the system, which could be a desktop, mobile, or web application. This usually includes implementing UI/UX and integrating APIs from the backend. DevOps : Deploying the system for use, which can be done on a server or in the cloud. Testing : Applying testing methods to ensure the product meets the standards for release. Of course, these are just stan...
Read more

Understanding React Server Component

Image
Introduction As most of us already know, React enables us to break down interfaces into independent parts called Components, facilitating reuse and customization. Currently, React Components are divided into two main types: Client Components : widely used in Client Side Rendering (CSR) applications. Server Components : a new type of component that renders on the server side before being sent to the client (browser). At first glance, it may seem similar to Server Side Rendering (SSR) which has been used for a while, but in reality, these two concepts have certain differences. The Difference of RSC (React Server Component) Ease of development: React Server Component allows easy direct connection to server-side resources such as databases or internal services, streamlining development processes. Improved performance: By reducing latency in communication between client and server, React Server Component enhances overall application performance. Reduced source code size: Libraries utili...
Read more

Kubernetes Deployment for Zero Downtime

Image
Introduction In Kubernetes (K8s) , a Pod is the smallest resource unit used to run one or more containers during deployment. There are several ways to create a Pod : you can create it directly, use a ReplicationController , or a ReplicaSet . However, the most commonly used resource for managing Pods is the Deployment . When you use a Deployment , it actually creates a ReplicaSet to manage the Pods but comes with many additional benefits that support the deployment process. Some Advantages of Deployment : Ensures Pod Availability : It guarantees that the specified number of Pods are always running according to the configuration, automatically deploying additional Pods if any failures occur. Supports Restart and Undo Deployment : Allows you to easily restart or roll back to previous versions of your Deployment . Zero Downtime Deployment : When updating configurations or scaling Deployments , zero downtime is crucial. This means that new Pods are created while the old Pods are stil...
Read more

Sitemap

Image
A page aggregator designed for easy reference and search, compiling all blog posts for convenient access. Loading all posts...
Read more

React Practice Series

Image
Introduction React is a JavaScript library created by Facebook , often referred to as the most popular frontend framework today. This page aims to gather articles related to ReactJS , covering topics such as theory, features, and commonly used packages in the process of building ReactJS applications. I will update this series with more articles in the future as new ideas for content come up. The articles are arranged in increasing order of difficulty, so if you have time, it's recommended to start from the beginning of the series. This will ensure you grasp the essential knowledge and information needed for the subsequent articles. Here are some key topics in the series that you need to explore to effectively use ReactJS : Fundamental : React Hook, React Reconciliation. State management : redux, mobx, recoil, zustand, xstate, etc. Middleware libraries : redux-thunk, redux-saga, redux-observable, etc. Popular packages : tasnstack query, immer, styled-components, etc. Rendering te...
Read more

Docker Practice Series

Image
Introduction Docker is an open platform for developing, shipping, and running applications. This page is dedicated to compiling articles related to Docker , covering both the theoretical aspects and practical applications of Docker in setting up popular tools essential for software development. I will be updating this series with more articles in the future as new ideas for topics arise. The articles are arranged in increasing order of difficulty, making it easier for you to follow along. If you have the time, I recommend starting from the beginning of the series to ensure that you grasp the necessary knowledge and information needed for the more advanced articles later on. Here are some key topics in the series that you need to explore to effectively use Docker : Basic knowledge Docker commands Docker Compose Building Docker images Performance improvement Integration with CI/CD Once you have a solid understanding of the foundational knowledge, the extended topics (including advanced...
Read more

Deploying a NodeJS Server on Google Kubernetes Engine

Image
Introduction to GKE Google Kubernetes Engine (GKE) is a managed Kubernetes service provided by Google Cloud Platform , facilitating simple and efficient deployment of Docker images. We only need to provide some configuration for the number of nodes, machine types, and replicas to use. Some Concepts Cluster A Cluster is a collection of Nodes where Kubernetes can deploy applications. A cluster includes at least one Master Node and multiple Worker Nodes . The Master Node is used to manage the Worker Nodes . Node A Node is a server in the Kubernetes Cluster. Nodes can be physical servers or virtual machines. Each Node runs  Kubernetes , which is responsible for communication between the Master Node and Worker Node , as well as managing Pods and containers running on it. Pod A Pod is the smallest deployable unit in Kubernetes . Each Pod contains one or more containers, typically Docker containers. Containers in the same Pod share a network namespace, meaning they have the ...
Read more

A Handy Guide to Using Dynamic Import in JavaScript

Image
Introduction In JavaScript, when we import a file, the process usually happens synchronously, known as static import. However, as our applications grow, this synchronous loading can lead to slower initial page loads due to larger JavaScript bundles. Moreover, there are times when imports are necessary only under specific circumstances, leading to unnecessary loading times for users who might not even utilize those features. Details Instead of burdening all users with unnecessary imports, dynamic imports come to the rescue. They allow us to load modules or files only when they are needed, thus improving performance and user experience. Dynamic imports are invoked using the import() function and return a promise. When using default exports, the exported data can be accessed through the default field, while other data can be accessed through fields with matching names. Here's how you can use dynamic imports: import ( "ramda" ). then ( module => { const moduleDefaul...
Read more

Kubernetes Practice Series

Image
Introduction Kubernetes (often abbreviated as K8s ) is an open-source system designed to automate the deployment, scaling, and management of containerized applications. This page serves as a collection of articles related to Kubernetes (K8s) , including theoretical concepts and practical guides on using Kubernetes to set up essential tools for the software development process. I will continue to update this series with new articles as ideas come to mind, to ensure the series becomes more comprehensive. The articles are arranged in increasing order of difficulty to make it easier for you to follow. If you have time, it's recommended that you start from the beginning of the series to acquire the necessary knowledge and information that will prepare you for the subsequent articles. Key Topics Covered in This Series Basic Knowledge : Fundamental concepts, common commands, etc. Resources : Pod, Deployment, Service, StatefulSet, Ingress, etc. Pod Autoscaler : Horizontal and Vertical sc...
Read more

Using mlx-lm to run local LLM

Image
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...
Read more