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Code Trans T5 Base Source Code Summarization Python

Developed by SEBIS
A pre-trained model based on the T5 architecture, specifically designed for generating functional summaries of Python code
Downloads 27
Release Time : 3/2/2022

Model Overview

This model is tailored for the Python programming language, capable of automatically generating functional descriptions for Python functions, supporting both raw and tokenized code processing

Model Features

Dedicated Python Code Processing
Optimized specifically for the Python programming language, performing best on tokenized Python code
Single-task Training
Focused exclusively on the source code summarization task, achieving optimal performance for this task
Independent Vocabulary Model
Uses an independent SentencePiece vocabulary model to enhance processing of special symbols in programming languages

Model Capabilities

Python code summarization generation
Source code functional description
Automatic code documentation generation

Use Cases

Code Documentation
Automatic Function Documentation Generation
Automatically generates functional description documentation for Python functions
Achieved a BLEU score of 13.37 on the test set (Base model)
Code Understanding Assistance
Code Review Assistance
Quickly generates functional summaries of code snippets to assist in code reviews
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