在代码大模型（Code LLMs）的预训练中，行业内长期存在一种惯性思维，即把所有编程语言的代码都视为同质化的文本数据，主要关注数据总量的堆叠。然而，现代软件开发本质上是多语言混合的，不同语言的语法特性、语料规模和应用场景差异巨大。如果忽略这些差异，笼统地应用通用的 Scaling Laws，往往会导致性能预测偏差和算力浪费。

Community driven content discussing all aspects of software development from DevOps to design patterns. I recently recently compared Java’s REPL scripting environment to Python’s. Many detractors felt ...

C and Java remain the most popular languages in the Tiobe community index, but Python is stalking them and will likely take top spot in the future. According to Tiobe's July 2021 index, the three most ...

Microsoft has released the March update for its popular Python extension for Visual Studio Code (VS Code), its widely used cross-platform code editor. It's also released an update for Java on VS Code ...

Microsoft's Visual Studio Code dev teams for Java and Python announced Gradle enhancements for the former and improved Python discovery for the latter. The company updates its associated extensions on ...