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Code Trans T5 Large Source Code Summarization Python Transfer Learning Finetune

Developed by SEBIS
Pre-trained model based on the t5-large architecture, specializing in Python code summarization tasks
Downloads 29
Release Time : 3/2/2022

Model Overview

This model is optimized for Python code functions, capable of generating descriptive summaries for Python functions. It supports unparsed and untokenized Python code but performs better with tokenized code.

Model Features

Transfer Learning Pre-training
Pre-trained on 7 unsupervised datasets in the software engineering domain, enhancing the model's code comprehension capabilities
Python Code Optimization
Specifically optimized for Python code, achieving the best performance on tokenized Python functions
Large-scale Training
Completed 240,000 steps of pre-training and 100 steps of fine-tuning on TPU Pods to ensure model performance

Model Capabilities

Python Code Summarization
Code Comprehension
Text Generation

Use Cases

Software Development
Automatic Function Documentation
Automatically generates descriptive documentation for Python functions
BLEU score 13.37 (Python code)
Code Comprehension Assistance
Helps developers quickly understand the functionality of complex code
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