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Lazy attributes to delay initialization

Project description

Lazy

lazyfields has utilities to allow for lazily defined attributes so that you can avoid some patterns like the one below or avoid calculating a property twice.

class MyClass:
  def __init__(self):
    self._val = None

  def get_val(self):
    if val is None:
      self._do_something()
    return self._val

lazyfield

The lazyfields.lazyfield descriptor streamlines the process of implementing lazy attributes. Here's how you can use it:

from lazyfields import lazyfield


class MyClass:
  @lazyfield
  def expensive_value(self):
    return do_expensive_operation()

instance = MyClass()
instance.expensive_value # Does the expensive operation, saves the result and returns the value
instance.expensive_value # Returns directly the cached value

del instance.expensive_value # Cleans the cache

instance.expensive_value # redo the expensive operation

instance.expensive_value = "Other" # Overwrites the cached value with the value assigned

lazyfield saves the value directly in the class as a hidden attribute so you don't have to worry about garbage collection or weakrefs

asynclazyfield

The lazyfields.asynclazyfield descriptor tackles the same issue as lazyfield, but while preserving the asynchronous API

from lazyfields import asynclazyfield

class MyClass:

  @asynclazyfield
  async def expensive_value(self):
    return await do_expensive_operation()

instance = MyClass()
await instance.expensive_value() # you still call it as a function, but it will do the same thing, call the function, store the result and return the value
await instance.expensive_value() # now it only returns the value

dellazy(instance, "expensive_value") # clear the stored value
await instance.expensive_value() # here the calculation is done again
setlazy(instance, "expensive_value", "Other") # overwrite the stored value with "Other"

Helpers

lazyfields provides helpers to work with frozen classes or when using the asynclazyfield and need to set or reset the field manually

  • setlazy(instance: Any, attribute: str, value: Any, bypass_setattr: bool = False) setlazy allows you to directly change the hidden attribute behind any lazy field, and the bypass_setattr parameter will instead of using the setattr function, use object.__setattr__.
  • dellazy(instance: Any, attribute: str, bypass_delattr: bool = False) dellazy allows you to clear the value stored in the hidden attribute to allow for recalculation. Similar to setlazy the bypass_delattr parameter will use object.__delattr__ instead of delattr
  • force_set(instance: Any, attribute: str, value: Any) force_set is just a shortcut for setlazy(..., bypass_setattr=True)
  • force_del(instance: Any, attribute: str) force_del is just a shortcut for dellazy(..., bypass_delattr=True)
  • is_initialized(instance: Any, attribute: str) Returns whether the lazyfield has stored a value yet, without triggering the routine inadvertently.

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