Source code for jacinle.utils.value_scheduler

#! /usr/bin/env python3
# -*- coding: utf-8 -*-
# File   : value_scheduler.py
# Author : Jiayuan Mao
# Email  : maojiayuan@gmail.com
# Date   : 07/18/2018
#
# This file is part of Jacinle.
# Distributed under terms of the MIT license.

__all__ = ['ValueScheduler', 'MonotonicSchedulerBase', 'LinearScheduler']




class ValueScheduler(object):
    """Essentially, define y = f(x), where x is a discrete, bounded variable."""


    def get(self, x):
        raise NotImplementedError()






class ConstantScheduler(ValueScheduler):


    def __init__(self, value):
        self.value = value




    def get(self, x):
        return self.value






class MonotonicSchedulerBase(ValueScheduler):


    def __init__(self, begin, begin_value, end, end_value):
        super().__init__()
        self.begin = begin
        self.begin_value = begin_value
        self.end = end
        self.end_value = end_value




    def get(self, x):
        raise NotImplementedError()






class LinearScheduler(MonotonicSchedulerBase):


    def get(self, x):
        if x < self.begin:
            return self.begin_value
        elif x > self.end:
            return self.end_value
        return self.begin_value + (self.end_value - self.begin_value) / (self.end - self.begin) * (x - self.begin)