Descriptor objects can allow related object attributes to react to changes automatically.
Suppose we want to model an oscillator with a given frequency (in Hertz) and period (in seconds). When we update the frequency we want the period to update, and when we update the period we want the frequency to update:
>>> oscillator = Oscillator(freq=100.0) # Set frequency to 100.0 Hz
>>> oscillator.period # Period is 1 / frequency, i.e. 0.01 seconds
0.01
>>> oscillator.period = 0.02 # Set period to 0.02 seconds
>>> oscillator.freq # The frequency is automatically adjusted
50.0
>>> oscillator.freq = 200.0 # Set the frequency to 200.0 Hz
>>> oscillator.period # The period is automatically adjusted
0.005
We pick one of the values (frequency, in Hertz) as the "anchor," i.e. the one that can be set with no conversion, and write a descriptor class for it:
class Hertz(object):
def __get__(self, instance, owner):
return self.value
def __set__(self, instance, value):
self.value = float(value)
The "other" value (period, in seconds) is defined in terms of the anchor. We write a descriptor class that does our conversions:
class Second(object):
def __get__(self, instance, owner):
# When reading period, convert from frequency
return 1 / instance.freq
def __set__(self, instance, value):
# When setting period, update the frequency
instance.freq = 1 / float(value)
Now we can write the Oscillator class:
class Oscillator(object):
period = Second() # Set the other value as a class attribute
def __init__(self, freq):
self.freq = Hertz() # Set the anchor value as an instance attribute
self.freq = freq # Assign the passed value - self.period will be adjusted