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Jun 19th, 2017
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  1. #!/usr/bin/env python
  2. # -*- coding: iso-8859-1 -*-
  3.  
  4. from sympy import symbols, Eq, solve, StrictInequality, Interval
  5.  
  6. class Switch(object):
  7.     """
  8.    >>> BOUNDS = Switch("MIN", "MAX")
  9.    >>> BOUNDS
  10.    'MIN'
  11.    >>> BOUNDS.MIN
  12.    'MIN'
  13.    >>> ~BOUNDS.MIN
  14.    'MAX'
  15.    >>> BOUNDS.MAX == ~BOUNDS.MIN
  16.    True
  17.    """
  18.     def __init__(self, state1, state2):
  19.         self.state1 = state1
  20.         self.state2 = state2
  21.         self.state = state1
  22.     def __repr__(self):
  23.         return repr(self.state)
  24.     def __eq__(self, other_switch):
  25.         return self.state == other_switch.state
  26.     def __getattr__(self, state):
  27.         if state == self.state1:
  28.             return self.__class__(self.state1, self.state2)
  29.         if state == self.state2:
  30.             return self.__class__(self.state2, self.state1)
  31.         return None
  32.     def __invert__(self):
  33.         if self.state == self.state2:
  34.             return self.__class__(self.state1, self.state2)
  35.         else:
  36.             return self.__class__(self.state2, self.state1)
  37.    
  38. BOUNDS = Switch("MIN", "MAX")
  39.  
  40. def solve_inequality(equation, symbol):
  41.     return solve(Eq(equation.lhs, equation.rhs), symbol)[0]
  42.  
  43. def symbol_bounds(equation, symbol, other_symbol):
  44.     """
  45.    >>> x, y = symbols("x y")
  46.    >>> symbol_bounds(x > y, x, y)
  47.    ('MIN', 'MIN')
  48.    >>> symbol_bounds(x < y, x, y)
  49.    ('MAX', 'MAX')
  50.    >>> symbol_bounds(x + y > 0, x, y)
  51.    ('MIN', 'MAX')
  52.    >>> symbol_bounds(x + y < 0, x, y)
  53.    ('MAX', 'MIN')
  54.    """
  55.     symbol_term_is_lower = symbol in equation.lhs
  56.     other_symbol_term_is_lower = other_symbol in equation.lhs
  57.     symbol_bounds = BOUNDS.MAX if symbol_term_is_lower else BOUNDS.MIN
  58.     other_symbol_bounds = BOUNDS.MIN if other_symbol_term_is_lower \
  59.         else BOUNDS.MAX
  60.     return (symbol_bounds, other_symbol_bounds)
  61.    
  62. def bounds_offset(equation, symbol):
  63.     """
  64.    >>> x, y = symbols("x y")
  65.    >>> bounds_offset(x >= 0, x)
  66.    0
  67.    >>> bounds_offset(x > 0, x)
  68.    1
  69.    >>> bounds_offset(x <= 0, x)
  70.    0
  71.    >>> bounds_offset(x < 0, x)
  72.    -1
  73.    """
  74.     offset = 1 if isinstance(equation, StrictInequality) else 0
  75.     return -offset if symbol in equation.lhs else offset
  76.    
  77. def get_bounds(interval, bounds):
  78.     """
  79.    >>> interval = Interval(4, 7)
  80.    >>> get_bounds(interval, BOUNDS.MIN)
  81.    4
  82.    >>> get_bounds(interval, BOUNDS.MAX)
  83.    7
  84.    """
  85.     if bounds == BOUNDS.MIN:
  86.         return interval.start
  87.     if bounds == BOUNDS.MAX:
  88.         return interval.end
  89.     return None
  90.  
  91. def set_bounds(interval, bounds, value):
  92.     """
  93.    >>> interval = Interval(4, 7)
  94.    >>> set_bounds(interval, BOUNDS.MIN, 3)
  95.    [3, 7]
  96.    >>> set_bounds(interval, BOUNDS.MAX, 8)
  97.    [4, 8]
  98.    """
  99.     if bounds == BOUNDS.MIN:
  100.         return Interval(value, interval.end)
  101.     if bounds == BOUNDS.MAX:
  102.         return Interval(interval.start, value)
  103.     return None
  104.  
  105. def bounds_consistency(constraint, symbol_1, symbol_2, domain_1, domain_2):
  106.     """
  107.    >>> x, y = symbols("x y")
  108.    >>> domain_x = Interval(1, 10)
  109.    >>> domain_y = Interval(1, 10)
  110.    
  111.    >>> bounds_consistency(x < y, x, y, domain_x, domain_y)
  112.    [[1, 9], [2, 10]]
  113.    >>> bounds_consistency(x + 2 < y, x, y, domain_x, domain_y)
  114.    [[1, 7], [4, 10]]
  115.    """
  116.     def revise_domain(constraint, symbol, other_symbol, domain, other_domain):
  117.         bounds, other_bounds = symbol_bounds(constraint, symbol, other_symbol)
  118.         transposed_constraint = solve_inequality(constraint, symbol)
  119.         offset = bounds_offset(constraint, symbol)
  120.         substitution = get_bounds(other_domain, other_bounds) + offset
  121.         result = transposed_constraint.subs(other_symbol, substitution)
  122.         domain = set_bounds(domain, bounds, result)
  123.         return domain
  124.     domain_1 = revise_domain(constraint, symbol_1, symbol_2, domain_1, domain_2)
  125.     domain_2 = revise_domain(constraint, symbol_2, symbol_1, domain_2, domain_1)
  126.     return [domain_1, domain_2]
  127.  
  128. if __name__ == "__main__":
  129.     import doctest
  130.     doctest.testmod()
  131.  
  132. if __name__ == "__main__":
  133.     x, y = symbols("x y")
  134.     domain_x = Interval(1, 10)
  135.     domain_y = Interval(1, 10)
  136.    
  137.     domain_x, domain_y = bounds_consistency(x + 2 < y, x, y,
  138.                                             domain_x, domain_y)
  139.     print domain_x, domain_y
  140.    
  141.     domain_x, domain_y = bounds_consistency(x + y >= 16, x, y,
  142.                                             domain_x, domain_y)
  143.     print domain_x, domain_y
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