End To End Project Folder Structure Setup Tool
Project description
SetUpppy
SetUpppy: Your Project, Perfectly Structured!
Description
SetUpppy is a Python package that helps you create a standard folder structure for end-to-end machine learning projects. This tool aims to make project setup faster, easier, and more organized.
Features
- Automatically create a project folder structure
- Includes necessary configuration files and scripts
- Easy to use command-line interface
Installation
To install SetUpppy, use pip:
pip install setupppy
Usage
Command Line
Once installed, you can use the setupppy command to create a new project structure. Here's how you can do it:
- Open your terminal.
- Navigate to the directory where you want to create your project.
- Run the following command:
setupppy -n Project_Name
Replace Project_Name with the desired name of your project.
Example
To create a new project called my_ml_project, you would run:
setupppy -n my_ml_project
Project Structure
After running the command, the following folder structure will be created:
.
├── .github
│ └── workflows
│ └── .gitkeep
├── config
│ └── config.yaml
├── dvc.yaml
├── params.yaml
├── requirements.txt
├── research
│ └── trials.ipynb
├── setup.py
├── src
│ └── my_ml_project
│ ├── __init__.py
│ ├── components
│ │ ├── __init__.py
│ │ ├── data_ingestion.py
│ │ ├── prepare_base_model.py
│ │ ├── prepare_callbacks.py
│ │ ├── training.py
│ │ └── evaluation.py
│ ├── utils
│ │ ├── __init__.py
│ │ └── common.py
│ ├── config
│ │ ├── __init__.py
│ │ └── configuration.py
│ ├── pipeline
│ │ ├── __init__.py
│ │ ├── data_ingestion.py
│ │ ├── prepare_base_model.py
│ │ ├── training.py
│ │ ├── evaluation.py
│ │ └── predict.py
│ ├── entity
│ │ ├── __init__.py
│ │ └── config_entity.py
│ └── constants
│ └── __init__.py
├── templates
│ └── index.html
└── logs
└── running_logs.log
Logging
SetUpppy includes a logging mechanism that logs the creation of directories and files. The logs are stored in logs/running_logs.log.
Commands
- `setup -n Project_Name`: Creates the project structure with the specified project name.
- `setup help`: Prints this help documentation.
- `setupppy`: Displays a special welcome message.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Author
Adarsh Kesharwani
Email: akesherwani900@gmail.com
Contributing
Contributions are welcome! Please open an issue or submit a pull request for any improvements or bug fixes.
Project details
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