Installation Guide
Welcome to the installation guide of MED3pa
package. Follow the steps below to install and get started with the package.
Prerequisites
Before installing the package, ensure you have the following prerequisites:
Python 3.9 or later
pip (Python package installer)
Installation
Step 1: Install via pip
You can install MED3pa
directly from PyPI using pip:
pip install med3pa
Step 2: Verify the Installation
To verify that the installation was successful, you can run the following command:
python -c "import MED3pa; print('Installation successful!')"
If you see Installation successful!, then you are ready to start using MED3pa
.
Usage
Basic Example
Here is a basic example to get you started:
from MED3pa.datasets import DatasetsManager
from MED3pa.models import BaseModelManager, ModelFactory
from MED3pa.med3pa import Med3paDetectronExperiment
# Initialize the DatasetsManager
datasets = DatasetsManager()
# Load datasets for training, validation, reference, and testing
datasets.set_from_file(dataset_type="training", file='./tutorials/data/train_data.csv', target_column_name='Outcome')
datasets.set_from_file(dataset_type="validation", file='./tutorials/data/val_data.csv', target_column_name='Outcome')
datasets.set_from_file(dataset_type="reference", file='./tutorials/data/test_data.csv', target_column_name='Outcome')
datasets.set_from_file(dataset_type="testing", file='./tutorials/data/test_data_shifted_0.6.csv', target_column_name='Outcome')
# Initialize the model factory and load the pre-trained model
factory = ModelFactory()
model = factory.create_model_from_pickled("./tutorials/models/diabetes_xgb_model.pkl")
# Set the base model using BaseModelManager
base_model_manager = BaseModelManager()
base_model_manager.set_base_model(model=model)
# Execute the integrated MED3PA and Detectron experiment
reference_results, test_results, detectron_results = Med3paDetectronExperiment.run(
datasets=datasets,
base_model_manager=base_model_manager,
)
# Save the results to a specified directory
reference_results.save(file_path='./tutorials/med3pa_detectron_experiment_results/reference')
test_results.save(file_path='./tutorials/med3pa_detectron_experiment_results/test')
detectron_results.save(file_path='./tutorials/med3pa_detectron_experiment_results/detectron')