The problem Doxify.ai solves

The lack of an automated solution for converting codebases into documentation poses challenges in terms of time, accuracy, and code comprehension. Documentation is often ignored by developers, especially in fast-building teams. However, this leads to severe technical debt. Since technical documentation is hard and existing tools are limited or expensive, there is a need for comprehensive automatic documentation generation.

Challenges I ran into

Handling Large Code Files : We faced a challenge with CodeBERT's inability to process large code files. To overcome this, we devised an algorithm to create tokenizers in a window-like manner, allowing us to maintain context by specifying a window size and overlap region. We then took the average of the embeddings produced to formulate our own embeddings for large files, addressing the issue of context preservation.