.. _on-trait-change-notification: =========================================== Trait Notification with **on_trait_change** =========================================== **on_trait_change** is an older method for setting up change notifications. It has several design flaws and limitations. A newer mechanism **observe** is introduced for overcoming them. See :ref:`observe-notification` for details and for how to migrate. Change notifications can be set up with **on_trait_change** in several ways: .. index:: notification; strategies * Dynamically, by calling on_trait_change() or on_trait_event() to establish (or remove) change notification handlers. * Statically, by decorating methods on the class with the @on_trait_change decorator to indicate that they handle notification for specified attributes. * Statically, by using a special naming convention for methods on the class to indicate that they handle notifications for specific trait attributes. .. index:: notification; dynamic .. _dynamic-notification: Dynamic Notification -------------------- Dynamic notification is useful in cases where a notification handler cannot be defined on the class (or a subclass) whose trait attribute changes are to be monitored, or if you want to monitor changes on certain instances of a class, but not all of them. To use dynamic notification, you define a handler method or function, and then invoke the on_trait_change() or on_trait_event() method to register that handler with the object being monitored. Multiple handlers can be defined for the same object, or even for the same trait attribute on the same object. The handler registration methods have the following signatures: .. index:: on_trait_change; method .. method:: on_trait_change(handler[, name=None, remove=False, dispatch='same']) .. index:: on_trait_event(); method .. method:: on_trait_event(handler[, name=None, remove=False, dispatch='same']) In these signatures: * *handler*: Specifies the function or bound method to be called whenever the trait attributes specified by the *name* parameter are modified. * *name*: Specifies trait attributes whose changes trigger the handler being called. If this parameter is omitted or is None, the handler is called whenever *any* trait attribute of the object is modified. The syntax supported by this parameter is discussed in :ref:`the-name-parameter`. * *remove*: If True (or non-zero), then handler will no longer be called when the specified trait attributes are modified. In other words, it causes the handler to be "unhooked". * *dispatch*: String indicating the thread on which notifications must be run. In most cases, it can be omitted. See the *Traits API Reference* for details on non-default values. .. index:: examples; dynamic notification .. _example-of-a-dynamic-notification-handler: Example of a Dynamic Notification Handler ````````````````````````````````````````` Setting up a dynamic trait attribute change notification handler is illustrated in the following example:: # dynamic_notification.py --- Example of dynamic notification from traits.api import Float, HasTraits, Instance class Part (HasTraits): cost = Float(0.0) class Widget (HasTraits): part1 = Instance(Part) part2 = Instance(Part) cost = Float(0.0) def __init__(self): self.part1 = Part() self.part2 = Part() self.part1.on_trait_change(self.update_cost, 'cost') self.part2.on_trait_change(self.update_cost, 'cost') def update_cost(self): self.cost = self.part1.cost + self.part2.cost # Example: w = Widget() w.part1.cost = 2.25 w.part2.cost = 5.31 print w.cost # Result: 7.56 In this example, the Widget constructor sets up a dynamic trait attribute change notification so that its update_cost() method is called whenever the **cost** attribute of either its **part1** or **part2** attribute is modified. This method then updates the cost attribute of the widget object. .. index:: name parameter; on_trait_change() .. _the-name-parameter: The *name* Parameter ```````````````````` The *name* parameter of on_trait_change() and on_trait_event() provides significant flexibility in specifying the name or names of one or more trait attributes that the handler applies to. It supports syntax for specifying names of trait attributes not just directly on the current object, but also on sub-objects referenced by the current object. The *name* parameter can take any of the following values: * Omitted, None, or 'anytrait': The handler applies to any trait attribute on the object. * A name or list of names: The handler applies to each trait attribute on the object with the specified names. * An "extended" name or list of extended names: The handler applies to each trait attribute that matches the specified extended names. .. index:: pair: extended trait names; syntax .. _syntax: Syntax :::::: Extended names use the following syntax: .. productionList:: xname: xname2['.'xname2]* xname2: ( xname3 | '['xname3[','xname3]*']' ) ['*'] xname3: xname | ['+'|'-'][name] | name['?' | ('+'|'-')[name]] A *name* is any valid Python attribute name. .. index:: pair: extended trait names; semantics .. _semantics: Semantics ::::::::: .. _semantics-of-extended-name-notation-table: .. rubric:: Semantics of extended name notation +------------------------------+----------------------------------------------+ | Pattern | Meaning | +==============================+==============================================+ |*item1*\ .\ *item2* |A trait named *item1* contains an object (or | | |objects, if *item1* is a list, dictionary or | | |set), with a trait named *item2*. Changes to | | |either *item1* or *item2* trigger a | | |notification. | +------------------------------+----------------------------------------------+ |*item1*\ :*item2* |A trait named *item1* contains an object (or | | |objects, if *item1* is a list, dictionary or | | |set), with a trait named *item2*. Changes to | | |*item2* trigger a notification, while changes | | |to *item1* do not (the ':' indicates that | | |changes to the link object are not reported). | +------------------------------+----------------------------------------------+ |[*item1*, *item2*, ..., |A list that matches any of the specified | |*itemN*] |items. Note that at the topmost level, the | | |surrounding square brackets are optional. | +------------------------------+----------------------------------------------+ |*item*\ [] |A trait named *item* is a list or set. Changes| | |to *item* or to its members trigger a | | |notification. | +------------------------------+----------------------------------------------+ |*name*? |If the current object does not have an | | |attribute called *name*, the reference can be | | |ignored. If the '?' character is omitted, the | | |current object must have a trait called | | |*name*; otherwise, an exception is raised. | +------------------------------+----------------------------------------------+ |*prefix*\ + |Matches any trait attribute on the object | | |whose name begins with *prefix*. | +------------------------------+----------------------------------------------+ |+\ *metadata_name* |Matches any trait on the object that has a | | |metadata attribute called *metadata_name*. | +------------------------------+----------------------------------------------+ |-*metadata_name* |Matches any trait on the current object that | | |does *not* have a metadata attribute called | | |*metadata_name*. | +------------------------------+----------------------------------------------+ |*prefix*\ +\ *metadata_name* |Matches any trait on the object whose name | | |begins with *prefix* and that has a metadata | | |attribute called *metadata_name*. | +------------------------------+----------------------------------------------+ |*prefix*\ -*metadata_name* |Matches any trait on the object whose name | | |begins with *prefix* and that does *not* have | | |a metadata attribute called *metadata_name*. | +------------------------------+----------------------------------------------+ |``+`` |Matches all traits on the object, via | | |per-trait notifiers. (See note below.) | +------------------------------+----------------------------------------------+ |``-`` |Matches all traits on the object, via an | | |object notifier. (See note below.) | +------------------------------+----------------------------------------------+ |*pattern*\ * |Matches object graphs where *pattern* occurs | | |one or more times. This option is useful for | | |setting up listeners on recursive data | | |structures like trees or linked lists. | +------------------------------+----------------------------------------------+ .. note:: The patterns ``"+"`` and ``"-"`` both match all traits on a ``HasTraits`` object. The two patterns behave almost identically, but there's a difference at the implementation level. The ``"+"`` pattern registers one trait-level notifier for each trait on the target object, while the ``"-"`` pattern registers a single *object*-level notifier on the target object. As a result, the two patterns may have different performance characteristics. .. index:: extended trait names; examples .. _examples-of-extended-name-notation-table: .. rubric:: Examples of extended name notation +--------------------------+--------------------------------------------------+ |Example | Meaning | +==========================+==================================================+ |``'foo, bar, baz'`` |Matches *object*.\ **foo**, *object*.\ **bar**, | | |and *object*.\ **baz**. | +--------------------------+--------------------------------------------------+ |``['foo', 'bar', 'baz']`` |Equivalent to ``'foo, bar, baz'``, but may be | | |useful in cases where the individual items are | | |computed. | +--------------------------+--------------------------------------------------+ |``'foo.bar.baz'`` |Matches *object*.\ **foo.bar.baz** | +--------------------------+--------------------------------------------------+ |``'foo.[bar,baz]'`` |Matches *object*.\ **foo.bar** and | | |*object*.\ **foo.baz** | +--------------------------+--------------------------------------------------+ |``'foo[]'`` |Matches a list or set trait on *object* named | | |**foo**. | +--------------------------+--------------------------------------------------+ |``'([left,right]).name*'``|Matches the **name** trait of each tree node | | |object that is linked from the **left** or | | |**right** traits of a parent node, starting with | | |the current object as the root node. This pattern | | |also matches the **name** trait of the current | | |object, as the **left** and **right** modifiers | | |are optional. | +--------------------------+--------------------------------------------------+ |``'+dirty'`` |Matches any trait on the current object that has a| | |metadata attribute named **dirty** set. | +--------------------------+--------------------------------------------------+ |``'foo.+dirty'`` |Matches any trait on *object*.\ **foo** that has a| | |metadata attribute named **dirty** set. | +--------------------------+--------------------------------------------------+ |``'foo.[bar,-dirty]'`` |Matches *object*.\ **foo.bar** or any trait on | | |*object*.\ **foo** that does not have a metadata | | |attribute named **dirty** set. | +--------------------------+--------------------------------------------------+ For a pattern that references multiple objects, any of the intermediate (non-final) links can be traits of type Instance, List, Dict or Set. In the case of List, Dict and Set traits, the subsequent portion of the pattern is applied to each item in the list or set, or to each value in the dictionary. For example, if **self.children** is a list, a handler set for ``'children.name'`` listens for changes to the **name** trait for each item in the **self.children** list. .. note:: In the case of List, Dict and Set with nested patterns (e.g., ``'children.name'``), not all handler signatures (see :ref:`notification-handler-signatures`) are supported; see section :ref:`dynamic-handler-special-cases` for more details. The handler routine is also invoked when items are added or removed from a list, dictionary or set, because this is treated as an implied change to the item's trait being monitored. .. index:: notification; dynamic .. _notification-handler-signatures: Notification Handler Signatures ``````````````````````````````` The handler passed to on_trait_change() or on_trait_event() can have any one of the following signatures: .. index:: handler; signatures, trait change handler; signatures - handler() - handler(*new*) - handler(*name*, *new*) - handler(*object*, *name*, *new*) - handler(*object*, *name*, *old*, *new*) These signatures use the following parameters: .. index:: object parameter; notification handlers * *object*: The object whose trait attribute changed. .. index:: name parameter; notification handlers * *name*: The attribute that changed. If one of the objects in a sequence is a List, Dict or Set, and its membership changes, then this is the name of the trait that references it, with '_items appended. For example, if the handler is monitoring ``'foo.bar.baz'``, where **bar** is a List, and an item is added to **bar**, then the value of the *name* parameter is 'bar_items'. .. index:: new parameter to the notification handlers * *new*: The new value of the trait attribute that changed. For changes to List objects, this is a list of items that were added. For changes to Set objects, this is a set of items that were added. .. index:: old parameter to the notification handlers * *old*: The old value of the trait attribute that changed. For changes to List objects, this is a list of items that were deleted. For changes to Set objects, this is a set of items that were deleted. For event traits, this is Undefined. If the handler is a bound method, it also implicitly has *self* as a first argument. .. index:: notification; special cases .. _dynamic-handler-special-cases: Dynamic Handler Special Cases ````````````````````````````` In the one- and two-parameter signatures, the handler does not receive enough information to distinguish between a change to the final trait attribute being monitored, and a change to an intermediate object. In this case, the notification dispatcher attempts to map a change to an intermediate object to its effective change on the final trait attribute. This mapping is only possible if all the intermediate objects are single values (such as Instance or Any traits), and not List, Dict or Set traits. If the change involves a List, Dict or Set, then the notification dispatcher raises a TraitError when attempting to call a one- or two-parameter handler function, because it cannot unambiguously resolve the effective value for the final trait attribute. Zero-parameter signature handlers receive special treatment if the final trait attribute is a List, Dict or Set, and if the string used for the *name* parameter is not just a simple trait name. In this case, the handler is automatically called when the membership of a final List, Dict or Set trait is changed. This behavior can be useful in cases where the handler needs to know only that some aspect of the final trait has changed. For all other signatures, the handler function must be explicitly set for the *name*\ _items trait in order to called when the membership of the name trait changes. (Note that the *prefix*\ + and *item*\ [] syntaxes are both ways to specify both a trait name and its '_items' variant.) This behavior for zero-parameter handlers is not triggered for simple trait names, to preserve compatibility with code written for versions of Traits prior to 3.0. Earlier versions of Traits required handlers to be separately set for a trait and its items, which would result in redundant notifications under the Traits 3.0 behavior. Earlier versions also did not support the extended trait name syntax, accepting only simple trait names. Therefore, to use the "new style" behavior of zero-parameter handlers, be sure to include some aspect of the extended trait name syntax in the name specifier. .. index:: examples; handlers :: # list_notifier.py -- Example of zero-parameter handlers for an object # containing a list from traits.api import HasTraits, List class Employee: pass class Department( HasTraits ): employees = List(Employee) def a_handler(): print("A handler") def b_handler(): print("B handler") def c_handler(): print("C handler") fred = Employee() mary = Employee() donna = Employee() dept = Department(employees=[fred, mary]) # "Old style" name syntax # a_handler is called only if the list is replaced: dept.on_trait_change( a_handler, 'employees' ) # b_handler is called if the membership of the list changes: dept.on_trait_change( b_handler, 'employees_items') # "New style" name syntax # c_handler is called if 'employees' or its membership change: dept.on_trait_change( c_handler, 'employees[]' ) print("Changing list items") dept.employees[1] = donna # Calls B and C print("Replacing list") dept.employees = [donna] # Calls A and C .. index:: notification; static .. _static-notification: Static Notification ------------------- The static approach is the most convenient option, but it is not always possible. Writing a static change notification handler requires that, for a class whose trait attribute changes you are interested in, you write a method on that class (or a subclass). Therefore, you must know in advance what classes and attributes you want notification for, and you must be the author of those classes. Static notification also entails that every instance of the class has the same notification handlers. To indicate that a particular method is a static notification handler for a particular trait, you have two options: .. index:: pair: decorator; on_trait_change * Apply the @on_trait_change decorator to the method. * Give the method a special name based on the name of the trait attribute it "listens" to. .. _handler-decorator: Handler Decorator ````````````````` The most flexible method of statically specifying that a method is a notification handler for a trait is to use the @on_trait_change() decorator. The @on_trait_change() decorator is more flexible than specially-named method handlers, because it supports the very powerful extended trait name syntax (see :ref:`the-name-parameter`). You can use the decorator to set handlers on multiple attributes at once, on trait attributes of linked objects, and on attributes that are selected based on trait metadata. .. index:: pair: on_trait_change; syntax .. _decorator-syntax: Decorator Syntax :::::::::::::::: The syntax for the decorator is:: @on_trait_change( 'extended_trait_name' ) def any_method_name( self, ...): ... In this case, *extended_trait_name* is a specifier for one or more trait attributes, using the syntax described in :ref:`the-name-parameter`. The signatures that are recognized for "decorated" handlers are the same as those for dynamic notification handlers, as described in :ref:`notification-handler-signatures`. That is, they can have an *object* parameter, because they can handle notifications for trait attributes that do not belong to the same object. .. index:: pair: on_trait_change; semantics .. _decorator-semantics: Decorator Semantics ::::::::::::::::::: The functionality provided by the @on_trait_change() decorator is identical to that of specially-named handlers, in that both result in a call to on_trait_change() to register the method as a notification handler. However, the two approaches differ in when the call is made. Specially-named handlers are registered at class construction time; decorated handlers are registered at instance creation time. By default, decorated handlers are registered prior to setting the object state. When an instance is constructed with a trait value that is different from the default, that is considered a change and will fire the associated change handlers. The ``post_init`` argument in @on_trait_change can be used to delay registering the handler to after the state is set. .. literalinclude:: /../../examples/tutorials/doc_examples/examples/post_init_notification.py :start-after: post_init_notification .. index:: notification; specially-named handlers .. _specially-named-notification-handlers: Specially-named Notification Handlers ````````````````````````````````````` There are two kinds of special method names that can be used for static trait attribute change notifications. One is attribute-specific, and the other applies to all trait attributes on a class. .. index:: _name_changed(), _name_fired() To notify about changes to a single trait attribute named name, define a method named _\ *name*\ _changed() or _\ *name*\ _fired(). The leading underscore indicates that attribute-specific notification handlers are normally part of a class's private API. Methods named _\ *name*\ _fired() are normally used with traits that are events, described in :ref:`trait-events`. To notify about changes to any trait attribute on a class, define a method named _anytrait_changed(). .. index:: pair: examples; _anytrait_changed() pair: static notification; examples Both of these types of static trait attribute notification methods are illustrated in the following example:: # static_notification.py --- Example of static attribute # notification from traits.api import HasTraits, Float class Person(HasTraits): weight_kg = Float(0.0) height_m = Float(1.0) bmi = Float(0.0) def _weight_kg_changed(self, old, new): print('weight_kg changed from %s to %s ' % (old, new)) if self.height_m != 0.0: self.bmi = self.weight_kg / (self.height_m**2) def _anytrait_changed(self, name, old, new): print('The %s trait changed from %s to %s ' \ % (name, old, new)) """ >>> bob = Person() >>> bob.height_m = 1.75 The height_m trait changed from 1.0 to 1.75 >>> bob.weight_kg = 100.0 The weight_kg trait changed from 0.0 to 100.0 weight_kg changed from 0.0 to 100.0 The bmi trait changed from 0.0 to 32.6530612245 """ In this example, the attribute-specific notification function is _weight_kg_changed(), which is called only when the **weight_kg** attribute changes. The class-specific notification handler is _anytrait_changed(), and is called when **weight_kg**, **height_m**, or **bmi** changes. Thus, both handlers are called when the **weight_kg** attribute changes. Also, the _weight_kg_changed() function modifies the **bmi** attribute, which causes _anytrait_changed() to be called for that attribute. The arguments that are passed to the trait attribute change notification method depend on the method signature and on which type of static notification handler it is. .. note:: The :func:`~.on_trait_change` and :func:`~.observe` decorators nullify the effect of special naming. A method that looks like:: @observe("foo") def _foo_changed(self, event): do_something_with(event) will only be called once when ``foo`` changes, as a result of the ``observe`` decorator. .. _attribute-specific-handler-signatures: Attribute-specific Handler Signatures ````````````````````````````````````` For an attribute specific notification handler, the method signatures supported are: .. method:: _name_changed() .. method:: _name_changed(new) :noindex: .. method:: _name_changed(old, new) :noindex: .. method:: _name_changed(name, old, new) :noindex: The method name can also be _\ *name*\ _fired(), with the same set of signatures. In these signatures: * *new* is the new value assigned to the trait attribute. * *old* is the old value assigned to the trait attribute. * *name* is the name of the trait attribute. The extended trait name syntax is not supported. Note that these signatures follow a different pattern for argument interpretation from dynamic handlers and decorated static handlers. Both of the following methods define a handler for an object's **name** trait:: def _name_changed( self, arg1, arg2, arg3): pass @on_trait_change('name') def some_method( self, arg1, arg2, arg3): pass However, the interpretation of arguments to these methods differs, as shown in the following table. .. _handler-argument-interpretation-table: .. rubric:: Handler argument interpretation ======== =================== ================ Argument _\ *name*\ _changed @on_trait_change ======== =================== ================ *arg1* *name* *object* *arg2* *old* *name* *arg3* *new* *new* ======== =================== ================ .. _general-static-handler-signatures: General Static Handler Signatures ````````````````````````````````` In the case of a non-attribute specific handler, the method signatures supported are: .. method:: _anytrait_changed() .. method:: _anytrait_changed(name) :noindex: .. method:: _anytrait_changed(name, new) :noindex: .. method:: _anytrait_changed(name, old, new) :noindex: The meanings for *name*, *new*, and *old* are the same as for attribute-specific notification functions. .. _trait-events: Trait Events ------------ .. index:: events The Traits package defines a special type of trait called an event. Events are instances of (subclasses of) the Event class. There are two major differences between a normal trait and an event: * All notification handlers associated with an event are called whenever any value is assigned to the event. A normal trait attribute only calls its associated notification handlers when the previous value of the attribute is different from the new value being assigned to it. * An event does not use any storage, and in fact does not store the values assigned to it. Any value assigned to an event is reported as the new value to all associated notification handlers, and then immediately discarded. Because events do not retain a value, the *old* argument to a notification handler associated with an event is always the special Undefined object (see :ref:`undefined-object`). Similarly, attempting to read the value of an event results in a TraitError exception, because an event has no value. .. index:: pair: events; examples As an example of an event, consider:: # event.py --- Example of trait event from traits.api import Event, HasTraits, List, Tuple point_2d = Tuple(0, 0) class Line2D(HasTraits): points = List(point_2d) line_color = RGBAColor('black') updated = Event def redraw(self): pass # Not implemented for this example def _points_changed(self): self.updated = True def _updated_fired(self): self.redraw() In support of the use of events, the Traits package understands attribute-specific notification handlers with names of the form _\ *name*\ _fired(), with signatures identical to the _\ *name*\ _changed() functions. In fact, the Traits package does not check whether the trait attributes that _\ *name*\ _fired() handlers are applied to are actually events. The function names are simply synonyms for programmer convenience. Similarly, a function named on_trait_event() can be used as a synonym for on_trait_change() for dynamic notification. .. index:: Undefined object .. _undefined-object: Undefined Object ```````````````` Python defines a special, singleton object called None. The Traits package introduces an additional special, singleton object called Undefined. The Undefined object is used to indicate that a trait attribute has not yet had a value set (i.e., its value is undefined). Undefined is used instead of None, because None is often used for other meanings, such as that the value is not used. In particular, when a trait attribute is first assigned a value and its associated trait notification handlers are called, Undefined is passed as the value of the old parameter to each handler, to indicate that the attribute previously had no value. Similarly, the value of a trait event is always Undefined. .. _trait-items-handlers: Container Items Events `````````````````````` .. index:: pair: container items; event single: _name_items_changed() For the container traits (List, Dict and Set) both static and dynamic handlers for the trait are only called when the entire value of the trait is replaced with another value; they do not get fired when the item itself is mutated in-place. To listen to internal changes, you need to either use a dynamic handler with the ``[]`` suffix as noted in the Table :ref:`semantics-of-extended-name-notation-table`, or you can define an *name*\ _items event handler. For these trait types, an auxiliary *name*\ _items Event trait is defined which you can listen to either with a static handler _\ *name*\ _items_changed() or a dynamic handler which matches *name*\ _items, and these handlers will be called with notifications of changes to the contents of the list, dictionary or set. .. index:: TraitListEvent, TraitDictEvent, TraitSetEvent For these handlers the *new* parameter is a :index:`TraitListEvent`, :index:`TraitDictEvent` or :index:`TraitSetEvent` object whose attributes indicate the nature of the change and, because they are Event handlers, the *old* parameter is Undefined. All of these event objects have **added** and **removed** attributes that hold a list, dictionary or set of the items that were added and removed, respectively. The TraitListEvent has an additional **index** attribute that holds either the index of the first item changed, or for changes involving slices with steps other than 1, **index** holds the _slice_ that was changed. For slice values you can always recover the actual values which were changed or removed via ``range(index.start, index.stop, index.end)``. The TraitDictEvent has an additional **changed** attribute which holds the keys that were modified and the _old_ values that those keys held. The new values can be queried from directly from the trait value, if needed. Handlers for these events should not mutate the attributes of the event objects, including avoiding in-place changes to **added**, **removed**, etc. .. _on-trait-change-dos-n-donts: Dos and Don’ts -------------- Don't assume handlers are called in a specific order ```````````````````````````````````````````````````` Don't do this:: @on_trait_change("name") def update_number(self): self.number += 1 @on_trait_change("name") def update_orders(self): if self.number > 5: self.orders.clear() Do this instead:: @on_trait_change("name") def update(self): number = self.number + 1 self.number = number if number > 5: self.orders.clear() The first example is problematic because when ``name`` changes, calling ``update_orders`` after ``update_number`` produces a result that is different from calling ``update_number`` after ``update_orders``. Even if the change handlers appear to be called in a deterministic order, this would be due to implementation details that may not hold true across releases and platforms. Don't raise exception from a change handler ``````````````````````````````````````````` Don't do this:: name = String() @on_trait_change("name") def update_name(self, new): if len(new) == 0: raise ValueError("Name cannot be empty.") What to do instead depends on the use case. For the above use case, ``String`` supports length checking:: name = String(minlen=1) Traits consider handlers for the same change event to be independent of each other. Therefore, any uncaught exception from one change handler will be captured and logged, so not to prevent other handlers to be called.