I am trying to write a simulation class that can easily be extended. For this I'd like to use something similar to a property, but that also provides an update
method that could be implemented differently for different use cases:
class Quantity(object):
def __init__(self, initval=None):
self.value = initval
def __get__(self, instance, owner):
return self.value
def __set__(self, instance, value):
self.value = value
def update(self, parent):
"""here the quantity should be updated using also values from
MySimulation, e.g. adding `MySimulation.increment`, but I don't
know how to link to the parent simulation."""
class MySimulation(object):
"this default simulation has only density"
density = Quantity()
increment = 1
def __init__(self, value):
self.density = value
def update(self):
"""this one does not work because self.density returns value
which is a numpy array in the example and thus we cannot access
the update method"""
self.density.update(self)
The default simulation could the be used like this:
sim = MySimulation(np.arange(5))
# we can get the values like this
print(sim.density)
> [0, 1, 2, 3, 4]
# we can call update and all quantities should update
sim.update() # <- this one is not possible
I would like to write it in such a way such that the simulation can be extended in any user-defined way, for example adding another quantity that is updated differently:
class Temperature(Quantity):
def update(self, parent):
"here we define how to update a temperature"
class MySimulation2(MySimulation):
"an improved simulation that also evolves temperature"
temperature = Temperature()
def __init__(self, density_value, temperature_value):
super().__init__(density_value)
self.temperature = temperature_value
def update(self):
self.density.update(self)
self.temperature.update(self)
Is that possible somehow or is there another way to achieve a similar behavior? I have seen this question, which might help, but the answers seem quite inelegant - is there a good object-oriented approach for my case?
Is that possible somehow or is there another way to achieve a similar behavior?
There is a way to achieve a similar behavior.
Step 1: Set a flag on instance
/MySimulation
.
Step 2: Check the flag and return self
in Quantity.__get__
if the flag is set.
4 lines change.
class Quantity(object):
def __init__(self, initval=None):
self.value = initval
def __get__(self, instance, owner):
if hasattr(instance, '_update_context'): # 1
return self # 2
return self.value
def __set__(self, instance, value):
self.value = value
def update(self, parent):
self.value += parent.increment # Example update using value from parent
class MySimulation(object):
"this default simulation has only density"
density = Quantity()
increment = 1
def __init__(self, value):
self.density = value
def update(self):
setattr(self, '_update_context', None) # 3
self.density.update(self)
delattr(self, '_update_context') # 4
Note that this is quite intrusive to MySimulation
and its subclasses.
One way to mitigate this is to define an _update
method for subclasses to override:
def update(self):
setattr(self, '_update_context', None) # 3
self._update()
delattr(self, '_update_context') # 4
def _update(self):
self.density.update(self)
Using a metaclass, we can do with 3 lines change to the original code.
class UpdateHostMeta(type):
UPDATE_CONTEXT_KEY = '_update_context'
def __init__(cls, name, bases, attrs):
super().__init__(name, bases, attrs)
__class__.patch_update(cls)
@staticmethod
def patch_update(update_host_class):
_update = update_host_class.update
def update(self, *args, **kwargs):
try:
setattr(self, __class__.UPDATE_CONTEXT_KEY, None)
_update(self, *args, **kwargs)
finally:
delattr(self, __class__.UPDATE_CONTEXT_KEY)
update_host_class.update = update
@staticmethod
def is_in_update_context(update_host):
return hasattr(update_host, __class__.UPDATE_CONTEXT_KEY)
class Quantity(object):
def __init__(self, initval=None):
self.value = initval
def __get__(self, instance, owner):
if UpdateHostMeta.is_in_update_context(instance): # 1
return self # 2
return self.value
def __set__(self, instance, value):
self.value = value
def update(self, parent):
self.value += parent.increment # Example update using value from parent
class MySimulation(object, metaclass=UpdateHostMeta): # 3
"this default simulation has only density"
density = Quantity()
increment = 1
def __init__(self, value):
self.density = value
def update(self):
self.density.update(self)