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Codet5p 220m

Developed by Salesforce
CodeT5+ is an open-source family of large language models for code, featuring an encoder-decoder architecture that supports multiple modes, suitable for a wide range of code understanding and generation tasks.
Downloads 12.98k
Release Time : 5/13/2023

Model Overview

CodeT5+ is an open-source large language model for code understanding and generation, supporting multiple programming languages and tasks.

Model Features

Diverse Pretraining Tasks
Learns rich representations through various pretraining tasks including span denoising, causal language modeling, contrastive learning, and text-code matching.
Computationally Efficient Pretraining
Leverages off-the-shelf large language models to freeze-initialize model components, enabling efficient model scaling.
Flexible Support for Multiple Modes
Supports encoder-only, decoder-only, and encoder-decoder modes, suitable for a wide range of code tasks.

Model Capabilities

Code Generation
Code Understanding
Text-to-Code Retrieval
Line-level Code Completion
Retrieval-Augmented Code Generation
Mathematical Programming

Use Cases

Code Generation
Function Completion
Automatically completes function bodies based on function signatures
Achieves 35.0% pass@1 on the HumanEval benchmark
Code Understanding
Text-to-Code Retrieval
Retrieves relevant code snippets based on natural language descriptions
Improves average MRR by +3.2 across 8 text-to-code retrieval tasks
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