Computing Power Platform (算力平台)

website·Indexed 30 days ago

https://galgaxy3.github.io/docs-demo

Documentation covering the development and deployment of computing resources, including hardware development, grid computing application development, light application development, and the use of computing power platforms for AI and machine learning tasks.

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What's inside Computing Power Platform

  1. Overview of Light Application Development

    Light application development is a fast, simple, and flexible methodology designed to meet rapidly changing business needs and market competition. Key characteristics and advantages include:

    • Rapid Deployment: Simplified development processes and tools allow for quick transitions from concept to launch.
    • Low Cost: Uses lightweight frameworks and tools to reduce development and maintenance overhead, making it ideal for SMEs and startups.
    • Flexibility: Supports rapid iteration and adjustments based on user feedback.
    • Cross-Platform: Compatible with various devices and operating systems, including PC, mobile, and cloud environments.
    • Extensibility: Employs modular and component-based design for flexible feature expansion.
    • User Experience: Focuses on clean, intuitive interfaces to improve user satisfaction.
    • Integration: Supports fast integration with third-party APIs, cloud services, and internal enterprise systems.
    • Security: Implements security mechanisms to protect user data and system integrity.

    Common use cases include internal enterprise management, customer service, e-commerce, social media, online education, and smart home applications.

  2. Overview of Computing Power Platform 2 features

    Computing Power Platform 2 provides computational resources and services designed to accelerate the development and deployment of AI, machine learning, and other compute-intensive applications. Key features include:

    • Pre-configured Environments: Ready-to-use software stacks including OS, programming languages, development tools, and ML frameworks.
    • Task Scheduling: Tools for job scheduling, resource allocation, and execution monitoring.
    • Security and Isolation: Mechanisms to protect user data and prevent interference between different user environments.
    • Monitoring and Logging: Real-time tracking of resource usage, task performance, and system logs.
    • Cost Management: Billing models including pay-as-you-go and prepaid options to optimize resource spending.
    • Technical Support: Guidance and best practices to resolve technical challenges during platform use.
  3. Overview of Computing Power Platform 1

    Computing Power Platform 1 is designed to accelerate the development and deployment of applications for artificial intelligence, machine learning, and other compute-intensive tasks. The platform provides the following core capabilities:

    • Computing Resources: Access to various hardware types including CPUs, GPUs, and TPUs to meet diverse application requirements.
    • Storage Services: Scalable storage solutions for managing large-scale datasets, model parameters, and associated files.
    • Elastic Scaling: Support for dynamic expansion of computing resources to handle sudden spikes in demand.
  4. Understand Grid Computing Application Development

    Grid computing application development involves creating computational applications capable of connecting and operating collaboratively within a power system's electrical grid. These applications typically focus on monitoring, control, scheduling, and optimization to improve the stability, security, and economic efficiency for grid operators and power generation companies.
  5. Follow the general workflow for Grid Computing Application Development

    Developing a grid computing application typically follows these sequential steps:

    1. Requirement Analysis and System Design: Define functional and performance requirements (monitoring, control, optimization). Design system architecture, data flows, and interaction processes.
    2. Data Collection and Preprocessing: Acquire real-time measurements, historical data, and market data. Perform data cleaning, storage, and preprocessing.
    3. Modeling and Simulation: Create mathematical and simulation models for components like generators, substations, transmission lines, and loads to analyze system states.
    4. Monitoring and Diagnosis: Develop systems to monitor real-time operation and equipment status to detect and diagnose faults.
    5. Control and Scheduling: Design control strategies and scheduling algorithms for generator dispatch, load adjustment, and grid balancing.
    6. Optimization and Planning: Analyze and optimize generator configuration, grid expansion, and transmission line efficiency.
    7. Deployment and Testing: Deploy the application into the actual power system to verify functionality and performance.
    8. Continuous Optimization: Update the application to adapt to evolving power system needs and maintain competitiveness.
  6. Understand the hardware development lifecycle

    Hardware development involves creating physical devices and systems—ranging from micro-sensors and embedded systems to industrial automation—through the design, manufacture, and testing of electronic, mechanical, and electrical components. The process typically follows these stages:

    1. Requirement Analysis and Planning: Defining functional/performance requirements, project schedules, resources, and budgets.
    2. Circuit Design and Prototyping: System architecture design, schematic design, component selection, simulation, verification, and functional testing of prototypes.
    3. PCB Design and Manufacturing: Routing and optimizing the Printed Circuit Board (PCB) based on schematics, selecting materials/processes, and manufacturing the board.
    4. Embedded System Development: Developing embedded software, including driver writing, OS porting, and application development.
    5. Mechanical Structure Design and Manufacturing: Designing mechanical structures, performing simulation analysis, selecting materials, and manufacturing components.
    6. System Integration and Testing: Assembling all components (PCB, embedded systems, mechanical parts) and performing functional, performance, reliability, and certification testing.
    7. Mass Production and Marketing: Scaling to batch manufacturing and executing market promotion and sales.
  7. Automate sidebar generation using set_sidebar script

    You can automate the generation of sidebars by using a custom script that scans the docs directory for .md files, excluding a predefined white-list of folders (e.g., .vitepress, node_modules).

    1. Implement the set_sidebar utility (provided in the code snippet).
    2. Import the function into config.mjs.
    3. Call set_sidebar("/folder-name") within the sidebar configuration array.
    import { set_sidebar } from "./utils/auto-sidebar.mjs"
    
    export default {
      sidebar: [
        {
          text: 'My Category',
          items: set_sidebar("/my-category-folder"),
        }
      ]
    }
  8. Configure home page background image and logo

    To add a background image, place the image file in the docs/public directory and add the following to index.md:

    image:
      src: /background.svg
      alt: 背景图

    To configure the site logo, add the logo property to themeConfig in config.mjs. The logo file should be located in the public directory.

    // In config.mjs themeConfig
    logo: "logo.svg",
  9. Configure article page sidebars and outlines

    The sidebar can be defined as an array of objects in the configuration. Each object contains text for the group name and items for the links.

    To customize the right-side table of contents (outline), use outlineTitle for the heading and outline to specify which heading levels (e.g., 2 through 6) should be displayed.

    // Sidebar example
    sidebar: [
      {
        text: 'Example Group',
        items: [
          { text: 'Page 1', link: '/folder/page1' },
          { text: 'Page 2', link: '/folder/page2' }
        ]
      }
    ],
    
    // Outline configuration in themeConfig
    themeConfig: {
      outlineTitle: "本文导读",
      outline: [2, 6], // Displays headings from level 2 to 6
    }
  10. Customize the VitePress home page

    The home page is primarily configured in index.md and config.mjs.

    In index.md, you can configure the following fields:

    • name: Site name
    • text: Main heading text
    • tagline: Sub-heading/tagline
    • actions: Call-to-action buttons
    • features: Feature grid items

    In config.mjs, you can configure:

    • title: Browser tab title
    • nav: Navigation bar links
    • socialLinks: Social media links
    • footer: Footer content
    • search: Search functionality settings