%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
Codet5 Small Code Summarization Python
CodeT5-small is a Transformer-based code understanding and generation model developed by Salesforce, specifically fine-tuned for Python code-to-text tasks.
Downloads 38
Release Time : 3/2/2022
Model Overview
This model can convert Python code snippets into natural language descriptions, suitable for scenarios such as code documentation generation and code understanding assistance. It is a small-scale version based on the T5 architecture, fine-tuned on the Python subset of the code_x_glue_ct_code_to_text dataset.
Model Features
Strong code understanding capability
Optimized specifically for programming language features, capable of accurately understanding Python code structure and semantics.
Excellent fine-tuning performance
Performs well on the code_x_glue_ct_code_to_text benchmark (specific metrics available in the performance section).
Lightweight deployment
Small scale makes it suitable for deployment in resource-constrained environments.
Model Capabilities
Automatic Python code summarization
Code snippet to natural language description conversion
Code documentation generation
Code semantic understanding
Use Cases
Development assistance tools
Automatic code comment generation
Automatically generates descriptive comments for Python functions
Improves code maintainability and reduces manual documentation time
Code teaching assistance
Converts example code into natural language explanations
Helps programming beginners understand code logic
Documentation automation
API documentation generation
Automatically generates API interface descriptions from code
Ensures documentation stays synchronized with code updates
Featured Recommended AI Models