Source Code Classification Using Deep Learning - AYLIEN

Programming languages are the primary tool of the software development industry. Since the 1940's hundreds of them have been created and a huge amount of new lines of code in diverse programming languages are written and pushed to active repositories every day. We believe that a source code classifier that can identify the programming language that a piece of code is written in would be a very useful tool for automatic syntax highlighting and label suggestion on platforms, such as StackOverflow and technical wikis. This inspired us to train a model for classifying code snippets based on their language, leveraging recent AI techniques for text classification. We collected hundreds of thousands of source code files from GitHub repositories using the GitHub API.