#!/usr/bin/env python
# coding=utf-8

"""AcquisitorAndCleaner engine action.

Use this module to add the project main code.
"""

from .._compatibility import six
from .._logging import get_logger
from keras.datasets import mnist
from marvin_python_toolbox.engine_base import EngineBaseDataHandler

__all__ = ['AcquisitorAndCleaner']


logger = get_logger('acquisitor_and_cleaner')


class AcquisitorAndCleaner(EngineBaseDataHandler):

    def __init__(self, **kwargs):
        super(AcquisitorAndCleaner, self).__init__(**kwargs)

    def execute(self, params, **kwargs):

        (X_train, y_train), (X_test, y_test) = mnist.load_data()

        self.marvin_initial_dataset = {
            "X_train": X_train,
            "y_train": y_train,
            "X_test": X_test,
            "y_test": y_test
        }