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At Salesforce, we build an AI coding assistant demo using CodeT5 as a VS Code plugin to provide three capabilities: Text-to-code generation: generate code based on the natural language description. Code autocompletion: complete the whole function of code given the target function name.
CodeT5 is a new model that uses Transformer technology to better understand and generate code. It is based on the T5 architecture, which is a neural language model with a sequence-to-sequence (Seq2Seq) architecture.
At Salesforce, we can use CodeT5 to build an AI-powered coding assistant for Apex developers. Here we demonstrate an example of CodeT5 powered coding assistant with three code intelligence capabilities:
TL;DR: CodeT5+ is a new family of open code large language models (LLMs) with improved model architectures and training techniques. CodeT5+ achieves the state-of-the-art performance among the open-source LLMs on many challenging code intelligence tasks, including zero-shot evaluation on the code generation benchmark HumanEval.
Oct 25, 2021 · In practice, CodeT5 can be deployed as an AI-powered coding assistant to boost the productivity of software developers. At Salesforce, we build an AI coding assistant demo using CodeT5 as a VS Code plugin to provide three capabilities for Apex developers: Text-to-code generation: generate code based on the natural language description.
Sep 2, 2021 · We present CodeT5, a unified pre-trained encoder-decoder Transformer model that better leverages the code semantics conveyed from the developer-assigned identifiers. Our model employs a unified framework to seamlessly support both code understanding and generation tasks and allows for multi-task learning.
May 13, 2023 · We extensively evaluate CodeT5+ on over 20 code-related benchmarks in different settings, including zero-shot, finetuning, and instruction-tuning. We observe state-of-the-art (SoTA) model performance on various code-related tasks, such as code generation and completion, math programming, and text-to-code retrieval tasks.
May 28, 2024 · Salesforce CodeT5 is an open-source project that aims at a deeper understanding of code through generative AI technologies. It is designed to correct code logic based on code embedding,...
CodeT5 is a Transformer -based model for code understanding and generation based on the T5 architecture. It utilizes an identifier-aware pre-training objective that considers the crucial token type information (identifiers) from code.
May 13, 2023 · We extensively evaluate CodeT5+ on over 20 code-related benchmarks in different settings, including zero-shot, finetuning, and instruction-tuning. We observe state-of-the-art (SoTA) model performance on various code-related tasks, such as code generation and completion, math programming, and text-to-code retrieval tasks.
