A Streamlit-based GUI for statistical test for feature selection pipeline via selective inference
Project description
si4pipeline-gui
This package provides the user-friendly graphical user interface (GUI) for the si4pipeline package, which allows users to perform a statistical test for any feature selection pipeline by selective inference.
The technical details of the statistical test methods are described in the paper "Statistical Test for Feature Selection Pipelines by Selective Inference".
Requirements
This package has the following dependencies:
- Python (version 3.10 or higher, we use 3.12.10)
- si4pipeline (version 1.0.1 or higher)
- streamlit (version 1.45.0 or higher)
- barfi (version 1.1.0)
Installation and Usage
You can install this package from the PyPI using pip.
pip install si4pipeline-gui
Run the application:
si4pipeline-gui
Then, you can access the GUI by opening the browser and go to the following URL:
http://localhost:8501
Note When the application is launched for the first time, the application creates a directory in your home folder to store pipeline definitions:
~/.si4pipeline_gui/
Installation from code repository
If you want to install the latest version of this package from the code repository, please clone the repository and install it as follows:
- Clone the repository:
- Change the directory to the cloned repository:
cd si4pipeline-gui - Install the required dependencies:
pip install si4pipeline==1.0.1 pip install streamlit==1.45.0 pip install barfi==1.1.0 - Run the application:
Then, you can access the demo by opening the browser and go to the following URL:cd si4pipeline_gui streamlit run app.pyhttp://localhost:8501
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