====== Python Representation of RVs ======
I wanted to use Python to define a random variable in a pythonic way. That way, I could intuitively work with random variables from within python and potentially even use some of Python's more powerful language features in conjunction with these random variables.
x[1] right~P(X=1)
x[1, {'y':2, 'z':3}] right~P(X=1 | Y=2, Z=3)
def rv(distFunc):
class RV(object):
def __init__(self, obj):
self.obj = obj;
def __hash__(self):
return distFunc.__hash__();
def __eq__(self, other):
return self.__hash__() == other.__hash__();
def __getitem__(self, key):
# Case: x[1] ==> P(X=1)
if key.__class__ is int:
return distFunc(self.obj, key);
# Case: x[1, {'y':2, 'z':3}] ==> P(X=1 | Y=2, Z=3)
elif key[1].__class__ is dict:
return distFunc(self.obj, key[0], key[1]);
else:
raise TypeError, """Invalid arguments.\n
Valid format:
x[1] ==> P(X=1)
x[1, {'y':2, 'z':3}] ==> P(X=1 | Y=2, Z=3)""";
return property(RV);
class C(object):
@rv
def y(self, _y, *_cond):
return .4;
@rv
def x(self, _x, *_cond):
if len(_cond) <= 0:
return .5;
else:
return .5*self.y[_cond[0][self.y]];
~~ODT~~
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~~DISCUSSION~~