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Xcode 16 使用自定义模型带来预测性代码补全_AI阅读总结 — 包阅AI

包阅导读总结

1. 关键词:Xcode 16、Predictive Code Completion、Apple、Swift、Bug Fixes

2. 总结:Xcode 16 在 WWDC 2024 亮相,其突出特点包括预测性代码补全及众多修复和改进。苹果为 Swift 和 SDKs 训练了专属模型,此功能可定制建议、保护隐私、离线运行等,还展示了根据结构名等建议变量名等能力,目前为测试版,需特定条件。

3. 主要内容:

– Xcode 16 及相关介绍

– 在 WWDC 2024 上,Xcode 和 Swift Playground 高级经理介绍其特点

– 预测性代码补全

– 是新的 LLM 驱动的功能

– 用项目符号定制建议,本地运行,保护隐私,离线可用

– 能根据输入建议变量名、函数定义等

– 可从注释生成函数及实现,能填充函数参数

– 其他方面

– 模型小于 2GB,需 Apple Silicon 和至少 16GB 统一内存

– 包括更多新特性和不同领域的修复

– 目前是测试版,需特定 macOS 版本

思维导图:

文章地址:https://www.infoq.com/news/2024/06/xcode-16-predictive-code-complet/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=global

文章来源:infoq.com

作者:Sergio De Simone

发布时间:2024/6/19 0:00

语言:英文

总字数:425字

预计阅读时间:2分钟

评分:88分

标签:Xcode 16,预测性代码补全,LLM,自定义模型,Swift


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At WWDC 2024, Xcode and Swift Playground senior manager Ken Orr presented the most salient features of the upcoming version of Xcode, Xcode 16, including predictive code completion and many bug fixes and improvements.

One of Apple’s leitmotives at WWDC 2024 was the integration of generative AI features into their OSes and tools. Xcode is no exception in this regard with its new LLM-powered code completion. Orr explained that Apple trained its own model specifically tailored for Swift and Apple’s SDKs.

[Predictive code completion] uses your project’s symbols to customize suggestions and runs locally on your Mac. Your code is private, you get super-fast results, and works even when you are offline.

Orr demoed Xcode’s ability to suggest variable names and types based on the name of a struct by just typing the initial letter. The same kind of behavior applies to the definition of functions, whereby Xcode can also propose an implementation in some specific cases, e.g. when the function is meant to sort a collection, as Orr showed.

As you would expect, predictive code completion can generate a function from a comment expressed in human language. For example, if you enter the comment Return videos for a given director, as Orr did in the demo, Xcode will suggest the signature func videosForDirector(_ director: String) -> [Videos] as well as a plausible implementation of filtering a collection.

Another nice feature of Xcode predictive code completion is its ability to fill out all arguments to a function you pick from a list of methods available on an object. This means that you do not get just the usual placeholders, but code that will compile from the outset, hopefully with meaningful values so you can try it out, says Orr.

This is not revolutionary and pretty much close to what you have come to expect from current LLM-enabled IDEs that are already available. it is interestingthat Apple is now providing this same kind of functionality to all developers through its standard development environment and tightly integrated with its platforms, languages, and tools.

As a final note, Xcode predictive code completion model is less than 2GB and requires Apple Silicon and at least 16GB of unified memory.

Xcode 16 includes many more new features and bug fixes in distinct areas, including the UI, the Clang compiler, the asset catalog, the build system, C++ standard compliance, and more. Do not miss the official release notes for the full detail.

Xcode 16 is currently available as a beta and requires a Mac running macOS Sonoma 14.5 or later.