Comprehensive analysis and practice of AI programming assistant Amazon CodeWhisperer

introduction

With the rapid advancement of artificial intelligence technology, the field of programming is also undergoing an unprecedented change. Amazon CodeWhisperer, the latest AI programming assistant launched by Amazon Cloud Technology, is changing the way developers program with its excellent intelligence and efficiency. In order to allow more developers to have an in-depth understanding of and experience this exciting technology, we have launched the "Using AI to Improve Programming Efficiency - Amazon CodeWhisperer Discovery Tour" event. This article will give you an in-depth understanding of Amazon CodeWhisperer, and through detailed practice, reveal its huge potential in practical applications.

Experience address: https://aws.amazon.com/cn/codewhisperer/

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Introduction to Amazon CodeWhisperer

Amazon CodeWhisperer is a programming assistant based on artificial intelligence technology designed to improve developer productivity and code quality. Here are some of the key features of Amazon CodeWhisperer:

Intelligent programming assistant

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Smart code suggestions

CodeWhisperer can provide highly accurate code suggestions based on developers' programming habits and project context. This means you can complete coding tasks more quickly while reducing common spelling and grammatical errors.

Code auto-completion

The assistant also provides code auto-completion function, which greatly improves coding speed. When you start typing a function or variable name, CodeWhisperer will automatically display the possible options, and you can simply press the Tab key to insert the required code.

Improve code quality

Code quality improvement

The code generated by CodeWhisperer follows industry-standard programming conventions, ensuring code readability and maintainability. This is especially important for collaborative projects and long-term maintenance of applications.

Security testing

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This AI assistant also has security detection capabilities and can identify and provide repairs for potential security vulnerabilities. This helps ensure that your application is written to be highly secure.

Support multiple platforms and multiple languages

  • Supports 15 programming languages, including Python, Java, JavaScript, TypeScript, C#, Go, Rust, PHP, Ruby, Kotlin, C, C++, Shell Script, SQL, and Scala.
  • Integrated development environments (IDEs), including JetBrains IDE (IntelliJ IDEA, PyCharm, WebStorm, and Rider), Visual Studio (VS) Code, AWS Cloud9, AWS Lambda Console, JupyterLab, and Amazon SageMaker Studio.

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User experience and system compatibility

user experience

Amazon CodeWhisperer provides an excellent user experience, ensuring smooth use and convenient operation. Its intuitive interface design and fast response speed make it easy for developers to perform routine operations.

Documentation and learning resources

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Amazon CodeWhisperer not only provides detailed documentation, but also provides a wealth of learning resources, including introductory tutorials, advanced operation tutorials, and practical examples. These resources help developers better understand and take advantage of CodeWhisperer's capabilities.

Personalized experience

Amazon CodeWhisperer has a personalized experience function, which can provide more accurate code suggestions based on the user's programming habits and style. This personalized feature enables developers to write code more efficiently, saving time and energy.

System compatibility

Amazon CodeWhisperer performs well on mainstream operating systems (including Windows, Mac, and Linux), and is stably integrated in a variety of mainstream IDEs (such as VSCode, IntelliJ, and PyCharm), ensuring developers' experience on different platforms and development environments. .

Feature comprehensiveness and code quality

Functional comprehensiveness

Amazon CodeWhisperer is very comprehensive. In addition to providing intelligent code suggestions and code auto-completion, it also covers many other necessary functions and can be applied to various programming scenarios. Whether you're into web development, data analysis, machine learning, or programming in another area, CodeWhisperer can provide the support you need.

Code generation quality and code security

The code generated by Amazon CodeWhisperer strictly follows programming specifications, ensuring the readability and maintainability of the code. Rather than generating long, confusing, or hard-to-understand code, it strives to generate clear, concise code that adheres to best practices. At the same time, CodeWhisperer has excellent code security capabilities and can effectively identify and repair potential security vulnerabilities, improving the overall security of the application.

CodeWhisperer’s code generation quality

Amazon CodeWhisperer not only does a great job at providing intelligent code suggestions, it also does an excellent job at the quality of the generated code. It can generate high-quality code that follows programming specifications, improving code readability and maintainability.

Some programming tools can produce lengthy, confusing, or hard-to-understand code, but CodeWhisperer is different. Its code generation engine has been carefully designed to ensure that the generated code is clear, concise, and adheres to best practices. This means developers can more easily understand and maintain code generated by CodeWhisperer, saving a lot of time and effort.

In addition, CodeWhisperer can identify and fix potential code security vulnerabilities, improving application security. It can help developers avoid some common security pitfalls when writing code, thereby reducing potential risks and vulnerabilities.

Quick Start with New Languages ​​for Amazon CodeWhisperer

Amazon CodeWhisperer is not only suitable for programming languages ​​​​that are already familiar, but can also help developers quickly get started with new programming languages. This is extremely valuable for developers who want to explore new technologies and languages.

Learning a new programming language is easy with CodeWhisperer. It provides a wealth of learning resources and tutorials to help you quickly master basic grammar and concepts. In addition, CodeWhisperer can provide you with real-time code suggestions to help you write the right code, even if you are not familiar with the language.

This feature is useful for developers who want to expand their skill sets, explore new areas of programming, or work on diverse projects. It makes learning a new language easier and more efficient.

Simple application development with Amazon CodeWhisperer

Amazon CodeWhisperer can be used not only to build small applications, but also to help learn new programming languages. Whether it's a simple personal system or a web crawler, CodeWhisperer can provide the code suggestions and auto-completion you need to speed up project development.

Preparation

We want to use Amazon CodeWhisperer in VS Code. First we need to install the new version of the tool package in VS Code.

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Open the extension panel and select the Start button under Developer Tools > CodeWhisperer. In the popup that appears, select the "Log in with Builder ID" option. Sign up with your email address and log in with your builder ID.

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Receive a verification code via email, then set a password to allow the toolkit to access your data, then return to VS Code and start coding.

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Use CodeWhisperer to complete a python number guessing game

First, let's add some notes:

# 写一个猜数字小游戏

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After pressing Enter, you will see a code prompt. Press the Tab key to accept the prompt.

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Next, continue to press Enter and then the Tab key to continue autofilling the code.

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The complete code is as follows

# 写一个猜数字小游戏

import random

answer = random.randint(1, 100)

while True:
    guess = int(input("請猜敘述:"))
    if guess == answer:
        print("恭喜以猜對了")
        break
    elif guess > answer:
        print("猜大了")
    else:
        print("猜小了")

Try running it. Based on my constant guessing, the final number was successfully guessed to be 19.

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Make a random password generator using CodeWhisperer

First, we add a comment:

// 做一个随机密码生成器,用户可以自定义密码的长度和复杂度

Press tab to fill in content

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complete html

<h1>随机密码生成器</h1>
<form>
    <label for="length">密码长度:</label>
    <input type="number" id="length" name="length" min="1" value="8"><br><br>
    
    <label for="complexity">密码复杂度:</label>
    <select id="complexity" name="complexity">
        <option value="low">低(仅字母和数字)</option>
        <option value="medium">中等(字母、数字和特殊字符)</option>
        <option value="high">高(字母、数字、特殊字符和大写字母)</option>
    </select><br><br>
    
    <button type="button" onclick="generatePassword()">生成密码</button><br><br>
    
    <label for="result">生成的密码:</label>
    <input type="text" id="result" name="result" readonly><br><br>
</form>

Demonstration effect:

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In addition to being used to complete the construction of small applications, Amazon CodeWhisperer can also help learn new programming languages. Whether it's a simple library management system or a web crawler, CodeWhisperer can provide the code suggestions and auto-completion you need.

This means developers can develop small applications more quickly without having to write all the code from scratch. CodeWhisperer can help you generate most of your code, speeding up project development. This is great for development teams that need to quickly build prototypes or small projects.

Summarize

After using CodeWhisperer, I deeply experienced the convenience brought by the AI ​​programming assistant. Its smart suggestions and code auto-completion make programming faster and more efficient. At the same time, its code quality improvement and security detection also add confidence to my project. Makes me feel like I have a personal programming assistant. This personalized feature allows me to focus more on writing code, saving a lot of time and energy, and I feel that my coding speed has significantly improved.

I believe that CodeWhisperer will become an indispensable partner in my future programming journey. I strongly recommend it to all developers to experience its powerful functions for yourself. If you want to improve programming efficiency, improve code quality, or learn a new programming language, it is highly recommended to try CodeWhisperer. It will become your powerful assistant and help you reach a higher level in the programming world!

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Origin blog.csdn.net/qq_44273429/article/details/133267106