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#!/usr/local/bin/python3
# Author: Pranab Ghosh
#
# Licensed under the Apache License, Version 2.0 (the "License"); you
# may not use this file except in compliance with the License. You may
# obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
# implied. See the License for the specific language governing
# permissions and limitations under the License.
# Package imports
import os
import sys
import random
import statistics
import matplotlib.pyplot as plt
import argparse
from matumizi.util import *
from matumizi.mlutil import *
from matumizi.daexp import *
from matumizi.sampler import *
"""
AB test simulation with counterfactuals
"""
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument('--op', type=str, default = "none", help = "operation")
parser.add_argument('--genconf', type=str, default = "", help = "data gennerator config file")
parser.add_argument('--nsamp', type=int, default = 1000, help = "no of samples to generate")
args = parser.parse_args()
op = args.op
if op == "gen":
""" generate data """
dgen = RegressionDataGenerator(args.genconf)
for _ in range(args.nsamp):
s = dgen.sample()
pv = toStrFromList(s[0], 2)
pv = pv + "," + toStr(s[1], 2)
print(pv)
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