C

Codet5 Small

Developed by Salesforce
CodeT5 is a unified pre-trained encoder-decoder Transformer model focused on code understanding and generation tasks, particularly adept at leveraging semantic information from code identifiers.
Downloads 22.03k
Release Time : 3/2/2022

Model Overview

CodeT5 is an identifier-aware unified pre-trained encoder-decoder model supporting code understanding and generation tasks. It achieves better alignment between programming languages and natural languages through innovative pre-training tasks and dual-mode generation.

Model Features

Identifier-aware Pre-training
Can distinguish identifiers in code and restore them when masked, better capturing code semantics
Unified Framework
Supports both code understanding and generation tasks, and enables multi-task learning
Dual-mode Generation
Utilizes code comments for better natural language-programming language alignment

Model Capabilities

Code Summarization
Code Generation
Code Translation
Code Optimization
Code Defect Detection
Code Clone Detection

Use Cases

Software Development
Code Autocompletion
Predicts complete code based on partial code snippets
Improves development efficiency
Code Documentation Generation
Automatically generates documentation for code
Enhances code maintainability
Code Quality
Defect Detection
Identifies potential errors in code
Improves code quality
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