Decorating arithmetic operators | should I be using a metaclass?
I'd like to implement an object, that bounds values within a given range after arithmetic operations have been applied to it. The code below works fine, but I'm pointlessly rewriting the methods. Surely there's a more elegant way of doing this. Is a metaclass the way to go?
def check_range(_operator):
def decorator1(instance,_val):
value = _operator(instance,_val)
if value > instance._upperbound:
value = instance._upperbound
if value < instance._lowerbound:
value = instance._lowerbound
instance.value = value
return Range(value, instance._lowerbound, instance._upperbound)
return decorator1
class Range(object):
'''
however you add, multiply or divide, it will always stay within boundaries
'''
def __init__(self, value, lowerbound, upperbound):
'''
@param lowerbound:
@param upperbound:
'''
self._lowerbound = lowerbound
self._upperbound = upperbound
self.value = value
def init(self):
'''
set a random value within bounds
'''
self.value = random.uniform(self._lowerbound, self._upperbound)
def __str__(self):
return self.__repr__()
def __repr__(self):
return "<Range: %s>" % (self.value)
@check_range
def __mul__(self, other):
return self.value * other
@check_range
def __div__(self, other):
return self.value / float(other)
def __truediv__(self, other):
return self.div(other)
@check_range
def __add__(self, other):
return self.value + other
@check_range
def __sub__(self, other):
开发者_高级运维 return self.value - other
It is possible to use a metaclass to apply a decorator to a set of function names, but I don't think that this is the way to go in your case. Applying the decorator in the class body on a function-by-function basis as you've done, with the @decorator
syntax, I think is a very good option. (I think you've got a bug in your decorator, BTW: you probably do not want to set instance.value
to anything; arithmetic operators usually don't mutate their operands).
Another approach I might use in your situation, kind of avoiding decorators all together, is to do something like this:
import operator
class Range(object):
def __init__(self, value, lowerbound, upperbound):
self._lowerbound = lowerbound
self._upperbound = upperbound
self.value = value
def __repr__(self):
return "<Range: %s>" % (self.value)
def _from_value(self, val):
val = max(min(val, self._upperbound), self._lowerbound)
# NOTE: it's nice to use type(self) instead of writing the class
# name explicitly; it then continues to work if you change the
# class name, or use a subclass
return type(self)(val, rng._lowerbound, rng._upperbound)
def _make_binary_method(fn):
# this is NOT a method, just a helper function that is used
# while the class body is being evaluated
def bin_op(self, other):
return self._from_value(fn(self.value, other))
return bin_op
__mul__ = _make_binary_method(operator.mul)
__div__ = _make_binary_method(operator.truediv)
__truediv__ = __div__
__add__ = _make_binary_method(operator.add)
__sub__ = _make_binary_method(operator.sub)
rng = Range(7, 0, 10)
print rng + 5
print rng * 50
print rng - 10
print rng / 100
printing
<Range: 10>
<Range: 10>
<Range: 0>
<Range: 0.07>
I suggest that you do NOT use a metaclass in this circumstance, but here is one way you could. Metaclasses are a useful tool, and if you're interested, it's nice to understand how to use them for when you really need them.
def check_range(fn):
def wrapper(self, other):
value = fn(self, other)
value = max(min(value, self._upperbound), self._lowerbound)
return type(self)(value, self._lowerbound, self._upperbound)
return wrapper
class ApplyDecoratorsType(type):
def __init__(cls, name, bases, attrs):
for decorator, names in attrs.get('_auto_decorate', ()):
for name in names:
fn = attrs.get(name, None)
if fn is not None:
setattr(cls, name, decorator(fn))
class Range(object):
__metaclass__ = ApplyDecoratorsType
_auto_decorate = (
(check_range,
'__mul__ __div__ __truediv__ __add__ __sub__'.split()),
)
def __init__(self, value, lowerbound, upperbound):
self._lowerbound = lowerbound
self._upperbound = upperbound
self.value = value
def __repr__(self):
return "<Range: %s>" % (self.value)
def __mul__(self, other):
return self.value * other
def __div__(self, other):
return self.value / float(other)
def __truediv__(self, other):
return self / other
def __add__(self, other):
return self.value + other
def __sub__(self, other):
return self.value - other
As it is wisely said about metaclasses: if you wonder wether you need them, then you don't.
I don't fully understand your problem, but I would create a BoundedValue
class, and us only instances of said class into the class you are proposing.
class BoundedValue(object):
default_lower = 0
default_upper = 1
def __init__(self, upper=None, lower=None):
self.upper = upper or BoundedValue.default_upper
self.lower = lower or BoundedValue.default_lower
@property
def val(self):
return self._val
@val.setter
def val(self, value):
assert self.lower <= value <= self.upper
self._val = value
v = BoundedValue()
v.val = 0.5 # Correctly assigns the value 0.5
print v.val # prints 0.5
v.val = 10 # Throws assertion error
Of course you could (and should) change the assert
ion for the actual behavior you are looking for; also you can change the constructor to include the initialization value. I chose to make it an assignment post-construction via the property val
.
Once you have this object, you can create your classes and use BoundedValue instances, instead of float
s or int
s.
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