#!/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)