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Problem Statement

current coding pre-training systems heavily rely on either an encoder-only model similar to BERT or a decoder-only model like GPT.

Either way, it is suboptimal for generation and understanding tasks.

CodeBERT needs an additional decoder when used for tasks like code summarization. Apart from the above issue, most current methods adopt the conventional NLP pre-training techniques on source code by considering it a sequence of tokens like in natural language.

This largely ignores the rich structural information present in programming languages, which is vital to comprehend its semantics fully.

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MORE IDEAS ON THIS

In terms of applications of CodeT5, the Salesforce team plans to use it to build an AI-powered coding assistant for Apex developers. Below you can see an example of a coding assistant with three code intelligence capabilities and powered by CodeT5:

  • Text-to-code generation

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<p>The Salesforce team has cre...

The Salesforce team has created and open-sourced a new identifier-aware unified pre-trained encoder-decoder model called CodeT5 . So far, they have demonstrated state-of-the-art results in multiple code-related downstream tasks ...

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<p>AI-powered coding tools, wh...

AI-powered coding tools, which use machine learning algorithms to generate code based on input data, have attracted increasing attention. In theory, these systems can reduce the time spent writing codes as well as computational and operational costs with minimal errors in output. 

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<p>The research team of CodeT5...

The research team of CodeT5 had over 8.35 million examples to train the AI on, including user-written comments from open source GitHub repositories. While training, the largest and most capable version of CodeT5, which had 220 million parameters, took 12 days on a cluster of 16 Nvidia A100 GPUs 4...

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