RepoHyper: Better Context Retrieval Is All You Need for Repository-Level Code Completion

We introduce RepoHyper, an novel framework transforming code completion into a seamless end-to-end process for use case on real world repositories. Traditional approaches depend on integrating contexts into Code Language Models (CodeLLMs), often presuming these contexts to be inherently accurate. However, we've identified a gap: the standard benchmarks don't always present relevant contexts.

To address this, RepoHyper proposes in three novel steps:

1. Construction of a Code Property Graph, establishing a rich source of context.
2. A novel Search Algorithm …

aipromptprogramming benchmarks case code code completion context framework gap however language language models novel process repositories retrieval standard world