Pipeline Structure

The evoML pipeline is organized into several key directories and files, each serving a specific purpose in the machine learning workflow:

pipeline_root/
│
├── data/
│   ├── file.json              # Metrics for test, train and validation
│   ├── infos.json             # Platform specific settings
│   ├── model_artifacts/       # Folder containing model files
│   │   └── model.joblib
│   ├── predict.config.json    # Platform specific settings for prediction
│   ├── prepro.joblib          # evoML platform data preprocessing code
│   └── sample.csv             # Sample dataset
│
├── docs/                      # Documentation files
│   ├── CHANGELOG.md
│   ├── model_files.md
│   ├── useful_scripts.md
│   ├── py_scripts_execution.md
│   ├── conda_basics.md
│   ├── jupiter_env.md
│   ├── development.md
│   ├── environment_configuration.md
│   ├── README_API.md
│   └── README_MLFLOW.md
│
├── notebooks/                 # Jupyter notebooks for interactive analysis and experimentation.
│   └── notebook.ipynb
│
├── setup/
│   ├── requirements.txt
│   ├── requirements_develop.txt
│   ├── requirements_ipynb.txt
│   ├── requirements_mlflow.txt
│   ├── requirements_prepro.txt
│   ├── requirements_rest.txt
│   └── dist/
│       └── *.whl             # Wheel files
│
├── src/                      # Source code for the main pipeline
│   ├── pipeline/
│   │   ├── predict.py
│   │   ├── train.py
│   │   ├── save.py
│   │   ├── update.py
│   │   └── evaluate.py         
│   └── pipeline_rest/       # REST API related code
│
├── src_mlops/               # MLOps related source code
│
├── tests/                   # Unit and integration tests
│
├── deploy/                  # Deployment configuration
│   ├── .env
│   └── docker/
│       └── .env
│
├── LICENSE                  # License file
├── Makefile                 # Makefile for various commands (for Linux and Mac, no Windows support)
├── pyproject.toml           # Python project configuration (for poetry, for Windows) 
├── setup.cfg                # Configuration file for setup.py
└── README.md                # Main README file