Migration from Traitlets 4.0 to Traitlets 4.1

Traitlets 4.1 introduces a totally new decorator-based API for configuring traitlets and a couple of other changes.

However, it is a backward-compatible release and the deprecated APIs will be supported for some time.

Separation of metadata and keyword arguments in TraitType contructors

In traitlets 4.0, trait types constructors used all unrecognized keyword arguments passed to the constructor (like sync or config) to populate the metadata dictionary.

In trailets 4.1, we deprecated this behavior. The preferred method to populate the metadata for a trait type instance is to use the new tag method.

x = Int(allow_none=True, sync=True)      # deprecated
x = Int(allow_none=True).tag(sync=True)  # ok

We also deprecated the get_metadata method. The metadata of a trait type instance can directly be accessed via the metadata attribute.

Deprecation of on_trait_change

The most important change in this release is the deprecation of the on_trait_change method.

Instead, we introduced two methods, observe and unobserve to register and unregister handlers (instead of passing remove=True to on_trait_change for the removal).

  • The observe method takes one positional argument (the handler), and two keyword arguments, names and type, which are used to filter by notification type or by the names of the observed trait attribute. The special value All corresponds to listening to all the notification types or all notifications from the trait attributes. The names argument can be a list of string, a string, or All and type can be a string or All.
  • The observe handler’s signature is different from the signature of on_trait_change. It takes a single change dictionary argument, containing
{
    'type': The type of notification.
}

In the case where type is the string 'change', the following additional attributes are provided:

{
    'owner': the HasTraits instance,
    'old': the old trait attribute value,
    'new': the new trait attribute value,
    'name': the name of the changing attribute,
}

The type key in the change dictionary is meant to enable protocols for other notification types. By default, its value is equal to the 'change' string which corresponds to the change of a trait value.

Example:

from traitlets import HasTraits, Int, Unicode

class Foo(HasTraits):

    bar = Int()
    baz = Unicode()

def handle_change(change):
    print("{name} changed from {old} to {new}".format(**change))

foo = Foo()
foo.observe(handle_change, names='bar')

The new @observe decorator

The use of the magic methods _{trait}_changed as change handlers is deprecated, in favor of a new @observe method decorator.

The @observe method decorator takes the names of traits to be observed as positional arguments and has a type keyword-only argument (defaulting to 'change') to filter by notification type.

Example:

class Foo(HasTraits):
    bar = Int()
    baz = EnventfulContainer()  # hypothetical trait type emitting
                                # other notifications types

    @observe('bar')  # 'change' notifications for `bar`
    def handler_bar(self, change):
        pass

    @observe('baz ', type='element_change')  # 'element_change' notifications for `baz`
    def handler_baz(self, change):
        pass

    @observe('bar', 'baz', type=All)  # all notifications for `bar` and `baz`
    def handler_all(self, change):
        pass

dynamic defaults generation with decorators

The use of the magic methods _{trait}_default for dynamic default generation is not deprecated, but a new @default method decorator is added.

Example:

Default generators should only be called if they are registered in subclasses of trait.this_type.

from traitlets import HasTraits, Int, Float, default

class A(HasTraits):
    bar = Int()

    @default('bar')
    def get_bar_default(self):
        return 11

class B(A):
    bar = Float()  # This ignores the default generator
                   # defined in the base class A

class C(B):

    @default('bar')
    def some_other_default(self):  # This should not be ignored since
        return 3.0                 # it is defined in a class derived
                                   # from B.a.this_class.

Deprecation of magic method for cross-validation

traitlets enables custom cross validation between the different attributes of a HasTraits instance. For example, a slider value should remain bounded by the min and max attribute. This validation occurs before the trait notification fires.

The use of the magic methods _{name}_validate for custom cross-validation is deprecated, in favor of a new @validate method decorator.

The method decorated with the @validate decorator take a single proposal dictionary

{
    'trait': the trait type instance being validated
    'value': the proposed value,
    'owner': the underlying HasTraits instance,
}

Custom validators may raise TraitError exceptions in case of invalid proposal, and should return the value that will be eventually assigned.

Example:

from traitlets import HasTraits, TraitError, Int, Bool, validate

class Parity(HasTraits):
    value = Int()
    parity = Int()

    @validate('value')
    def _valid_value(self, proposal):
        if proposal['value'] % 2 != self.parity:
            raise TraitError('value and parity should be consistent')
        return proposal['value']

    @validate('parity')
    def _valid_parity(self, proposal):
        parity = proposal['value']
        if parity not in [0, 1]:
            raise TraitError('parity should be 0 or 1')
        if self.value % 2 != parity:
            raise TraitError('value and parity should be consistent')
        return proposal['value']

parity_check = Parity(value=2)

# Changing required parity and value together while holding cross validation
with parity_check.hold_trait_notifications():
    parity_check.value = 1
    parity_check.parity = 1

The presence of the owner key in the proposal dictionary enable the use of other attributes of the object in the cross validation logic. However, we recommend that the custom cross validator don’t modify the other attributes of the object but only coerce the proposed value.

Backward-compatible upgrades

One challenge in adoption of a changing API is how to adopt the new API while maintaining backward compatibility for subclasses, as event listeners methods are de facto public APIs.

Take for instance the following class:

from traitlets import HasTraits, Unicode

class Parent(HasTraits):
    prefix = Unicode()
    path = Unicode()
    def _path_changed(self, name, old, new):
        self.prefix = os.path.dirname(new)

And you know another package has the subclass:

from parent import Parent
class Child(Parent):
    def _path_changed(self, name, old, new):
        super()._path_changed(name, old, new)
        if not os.path.exists(new):
            os.makedirs(new)

If the parent package wants to upgrade without breaking Child, it needs to preserve the signature of _path_changed. For this, we have provided an @observe_compat decorator, which automatically shims the deprecated signature into the new signature:

from traitlets import HasTraits, Unicode, observe, observe_compat

class Parent(HasTraits):
    prefix = Unicode()
    path = Unicode()

    @observe('path')
    @observe_compat # <- this allows super()._path_changed in subclasses to work with the old signature.
    def _path_changed(self, change):
        self.prefix = os.path.dirname(change['value'])