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data-maker/data/maker/__init__.py

300 lines
10 KiB
Python

"""
(c) 2019 Data Maker, hiplab.mc.vanderbilt.edu
version 1.0.0
This package serves as a proxy to the overall usage of the framework.
This package is designed to generate synthetic data from a dataset from an original dataset using deep learning techniques
@TODO:
- Make configurable GPU, EPOCHS
"""
import pandas as pd
import numpy as np
ROUND_UP = 2
# _BINARY= ContinuousToDiscrete.binary(X,BIN_SIZE)
info = {"rows":args['real'].shape[0],"cols":args['real'].shape[1],"name":col,"partition":args['partition']}
# @TODO: perhaps get the space of values here ... (not sure it's a good idea)
BIN_SIZE = 4 if 'bin_size' not in args else int(args['bin_size'])
# Let's cast the type to the original type (it makes the data more usable)