2023

AI-assisted Code Authoring at Scale: Fine-tuning, deploying, and mixed methods evaluation

Murali, Vijayaraghavan, Maddila, Chandra, Ahmad, Imad et al.

Understand

Generative LLMs have been shown to effectively power AI-based code authoring tools that can suggest entire statements or blocks of code during code authoring.

  • In this paper we present CodeCompose, an AI-assisted code authoring tool developed and deployed at Meta internally.
  • CodeCompose is based on the InCoder LLM that merges generative capabilities with bi-directionality.
  • We have scaled up CodeCompose to serve tens of thousands of developers at Meta, across 9 programming languages and several coding surfaces.

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