Source code for py_trees.blackboard

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
#
# License: BSD
#   https://raw.githubusercontent.com/splintered-reality/py_trees/devel/LICENSE
#
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# Documentation
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"""
Blackboards are not a necessary component of behaviour tree implementations,
but are nonetheless, a fairly common mechanism for for sharing data between
behaviours in the tree. See, for example, the `design notes`_
for blackboards in Unreal Engine.

.. image:: images/blackboard.jpg
   :width: 300px
   :align: center

Implementations vary widely depending on the needs of
the framework using them. The simplest implementations take the
form of a key-value store with global access, while more
rigorous implementations scope access and form a secondary
graph overlaying the tree graph connecting data ports between behaviours.

The implementation here strives to remain simple to use
(so 'rapid development' does not become just 'development'), yet
sufficiently featured so that the magic behind the scenes (i.e. the
data sharing on the blackboard) is exposed and helpful in debugging
tree applications.

To be more concrete, the following is a list of features that this
implementation either embraces or does not.

* [+] Centralised key-value store
* [+] Client based usage with registration of read/write intentions at construction
* [+] Activity stream that tracks read/write operations by behaviours
* [-] Sharing between tree instances
* [-] Exclusive locks for reading/writing
* [-] Priority policies for variable instantiations

.. include:: weblinks.rst
"""

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# Imports
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import copy
import enum
import operator
import pickle
import re
import typing
import uuid

from . import console
from . import utilities

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# Classes
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[docs]class KeyMetaData(object): """ Stores the aggregated metadata for a key on the blackboard. """
[docs] def __init__(self): self.read = set() self.write = set()
[docs]class ActivityType(enum.Enum): """An enumerator representing the operation on a blackboard variable""" READ = "READ" """Read from the blackboard""" INITIALISED = "INITIALISED" """Initialised a key-value pair on the blackboard""" WRITE = "WRITE" """Wrote to the blackboard.""" ACCESSED = "ACCESSED" """Key accessed, either for reading, or modification of the value's internal attributes (e.g. foo.bar).""" ACCESS_DENIED = "ACCESS_DENIED" """Client did not have access to read/write a key.""" NO_KEY = "NO_KEY" """Tried to access a key that does not yet exist on the blackboard.""" NO_OVERWRITE = "NO_OVERWRITE" """Tried to write but variable already exists and a no-overwrite request was respected.""" UNSET = "UNSET" """Key was removed from the blackboard"""
[docs]class ActivityItem(object): """ Recorded data pertaining to activity on the blackboard. Args: key: name of the variable on the blackboard client_name: convenient name of the client performing the operation client_id: unique id of the client performing the operation activity_type: type of activity previous_value: of the given key (None if this field is not relevant) current_value: current value for the given key (None if this field is not relevant) """
[docs] def __init__( self, key, client_name: str, client_id: uuid.UUID, activity_type: ActivityType, previous_value: typing.Any=None, current_value: typing.Any=None): # TODO validity checks for values passed/not passed on the # respective activity types. Note: consider using an enum # for 'no value here' since None is a perfectly acceptable # value for a key self.key = key self.client_name = client_name self.client_id = client_id self.activity_type = activity_type self.previous_value = previous_value self.current_value = current_value
[docs]class ActivityStream(object): """ Storage container with convenience methods for manipulating the stored activity stream. Attributes: data (typing.List[ActivityItem]: list of activity items, earliest first maximum_size (int): pop items if this size is exceeded """
[docs] def __init__(self, maximum_size: int=500): """ Initialise the stream with a maximum storage limit. Args: maximum_size: pop items from the stream if this size is exceeded """ self.data = [] self.maximum_size = maximum_size
[docs] def push(self, activity_item: ActivityItem): """ Push the next activity item to the stream. Args: activity_item: new item to append to the stream """ if len(self.data) > self.maximum_size: self.data.pop() self.data.append(activity_item)
[docs] def clear(self): """ Delete all activities from the stream. """ self.data = []
[docs]class Blackboard(object): """ Centralised key-value store for sharing data between behaviours. This class is a coat-hanger for the centralised data store, metadata for it's administration and static methods for interacting with it. This api is intended for authors of debugging and introspection tools on the blackboard. Users should make use of the :class:`BlackboardClient`. Attributes: Blackboard.clients (typing.Dict[uuid.UUID, Blackboard]): clients, gathered by uuid Blackboard.storage (typing.Dict[str, typing.Any]): key-value data store Blackboard.metadata (typing.Dict[str, KeyMetaData]): key associated metadata Blackboard.activity_stream (ActivityStream): logged activity """ storage = {} # Dict[str, Any] / key-value storage metadata = {} # Dict[ str, KeyMetaData ] / key-metadata information clients = {} # Dict[ uuid.UUID, Blackboard] / id-client information activity_stream = None
[docs] @staticmethod def keys() -> typing.Set[str]: """ Get the set of blackboard keys. Returns: the complete set of keys registered by clients """ # return registered keys, those on the blackboard are not # necessarily written to yet return Blackboard.metadata.keys()
[docs] @staticmethod def get(variable_name: str) -> typing.Any: """ Extract the value associated with the given a variable name, can be nested, e.g. battery.percentage. This differs from the client get method in that it doesn't pass through the client access checks. To be used for utility tooling (e.g. display methods) and not by users directly. Args: variable_name: of the variable to get, can be nested, e.g. battery.percentage Raises: KeyError: if the variable or it's nested attributes do not yet exist on the blackboard Return: The stored value for the given variable """ # convenience, just in case they used slashes instead of .'s if '/' in variable_name: variable_name = ".".join(variable_name.split('/')) name_components = variable_name.split('.') key = name_components[0] key_attributes = '.'.join(name_components[1:]) # can raise KeyError value = Blackboard.storage[key] if key_attributes: try: value = operator.attrgetter(key_attributes)(value) except AttributeError: raise KeyError("Key exists, but does not have the specified nested attributes [{}]".format(variable_name)) return value
[docs] @staticmethod def set(variable_name: str, value: typing.Any): """ Set the value associated with the given a variable name, can be nested, e.g. battery.percentage. This differs from the client get method in that it doesn't pass through the client access checks. To be used for utility tooling (e.g. display methods) and not by users directly. Args: variable_name: of the variable to set, can be nested, e.g. battery.percentage Raises: AttributeError: if it is attempting to set a nested attribute tha does not exist. """ name_components = variable_name.split('.') key = name_components[0] key_attributes = '.'.join(name_components[1:]) if not key_attributes: Blackboard.storage[key] = value else: setattr(Blackboard.storage[key], key_attributes, value)
[docs] @staticmethod def unset(key: str): """ For when you need to completely remove a blackboard variable (key-value pair), this provides a convenient helper method. Args: key: name of the variable to remove Returns: True if the variable was removed, False if it was already absent """ try: del Blackboard.storage[key] return True except KeyError: return False
[docs] @staticmethod def keys_filtered_by_regex(regex: str) -> typing.Set[str]: """ Get the set of blackboard keys filtered by regex. Args: regex: a python regex string Returns: subset of keys that have been registered and match the pattern """ pattern = re.compile(regex) return [key for key in Blackboard.metadata.keys() if pattern.search(key) is not None]
[docs] @staticmethod def keys_filtered_by_clients(client_ids: typing.Union[typing.List[str], typing.Set[str]]) -> typing.Set[str]: """ Get the set of blackboard keys filtered by client ids. Args: client_ids: set of client uuid's. Returns: subset of keys that have been registered by the specified clients """ # convenience for users if type(client_ids) == list: client_ids = set(client_ids) keys = set() for key in Blackboard.metadata.keys(): # for sets, | is union, & is intersection key_clients = set(Blackboard.metadata[key].read) | set(Blackboard.metadata[key].write) if key_clients & client_ids: keys.add(key) return keys
[docs] @staticmethod def enable_activity_stream(maximum_size: int=500): """ Enable logging of activities on the blackboard. Args: maximum_size: pop items from the stream if this size is exceeded Raises: RuntimeError if the activity stream is already enabled """ if Blackboard.activity_stream is None: Blackboard.activity_stream = ActivityStream(maximum_size) else: RuntimeError("activity stream is already enabled for this blackboard")
[docs] @staticmethod def disable_activity_stream(): """ Disable logging of activities on the blackboard """ Blackboard.activity_stream = None
[docs] @staticmethod def clear(): """ Completely clear all key, value and client information from the blackboard. Also deletes the activity stream. """ Blackboard.storage.clear() Blackboard.metadata.clear() Blackboard.clients.clear() Blackboard.activity_stream = None
[docs]class BlackboardClient(object): """ Client to the key-value store for sharing data between behaviours. **Examples** Blackboard clients will accept a user-friendly name / unique identifier for registration on the centralised store or create them for you if none is provided. .. code-block:: python provided = py_trees.blackboard.BlackboardClient( name="Provided", unique_identifier=uuid.uuid4() ) print(provided) generated = py_trees.blackboard.BlackboardClient() print(generated) .. figure:: images/blackboard_client_instantiation.png :align: center Client Instantiation Register read/write access for keys on the blackboard. Note, registration is not initialisation. .. code-block:: python blackboard = py_trees.blackboard.BlackboardClient( name="Client", read={"foo"}, write={"bar"} ) blackboard.register_key(key="foo", write=True) blackboard.foo = "foo" print(blackboard) .. figure:: images/blackboard_read_write.png :align: center Variable Read/Write Registration Disconnected instances will discover the centralised key-value store. .. code-block:: python def check_foo(): blackboard = py_trees.blackboard.BlackboardClient(name="Reader", read={"foo"}) print("Foo: {}".format(blackboard.foo)) blackboard = py_trees.blackboard.BlackboardClient(name="Writer", write={"foo"}) blackboard.foo = "bar" check_foo() To respect an already initialised key on the blackboard: .. code-block:: python blackboard = BlackboardClient(name="Writer", read={"foo")) result = blackboard.set("foo", "bar", overwrite=False) Store complex objects on the blackboard: .. code-block:: python class Nested(object): def __init__(self): self.foo = None self.bar = None def __str__(self): return str(self.__dict__) writer = py_trees.blackboard.BlackboardClient( name="Writer", write={"nested"} ) reader = py_trees.blackboard.BlackboardClient( name="Reader", read={"nested"} ) writer.nested = Nested() writer.nested.foo = "foo" writer.nested.bar = "bar" foo = reader.nested.foo print(writer) print(reader) .. figure:: images/blackboard_nested.png :align: center Log and display the activity stream: .. code-block:: python py_trees.blackboard.Blackboard.enable_activity_stream(maximum_size=100) blackboard_reader = py_trees.blackboard.BlackboardClient(name="Reader", read={"foo"}) blackboard_writer = py_trees.blackboard.BlackboardClient(name="Writer", write={"foo"}) blackboard_writer.foo = "bar" blackboard_writer.foo = "foobar" unused_result = blackboard_reader.foo print(py_trees.display.unicode_blackboard_activity_stream()) py_trees.blackboard.Blackboard.activity_stream.clear() .. figure:: images/blackboard_activity_stream.png :align: center Display the blackboard on the console, or part thereof: .. code-block:: python writer = py_trees.blackboard.BlackboardClient( name="Writer", write={"foo", "bar", "dude", "dudette"} ) reader = py_trees.blackboard.BlackboardClient( name="Reader", read={"foo", "bBlackboardClient( ) writer.foo = "foo" writer.bar = "bar" writer.dude = "bob" # all key-value pairs print(py_trees.display.unicode_blackboard()) # various filtered views print(py_trees.display.unicode_blackboard(key_filter={"foo"})) print(py_trees.display.unicode_blackboard(regex_filter="dud*")) print(py_trees.display.unicode_blackboard(client_filter={reader.unique_identifier})) # list the clients associated with each key print(py_trees.display.unicode_blackboard(display_only_key_metadata=True)) .. figure:: images/blackboard_display.png :align: center Behaviours register their own blackboard clients with the same name/id as the behaviour itself. This helps associate blackboard variables with behaviours, enabling various introspection and debugging capabilities on the behaviour trees. Creating a custom behaviour with blackboard variables: .. code-block:: python class Foo(py_trees.behaviours.Behaviour): def __init__(self, name): super().__init__(name=name) self.blackboard.register_key("foo", read=True) def update(self): self.feedback_message = self.blackboard.foo return py_trees.common.Status.Success Rendering a dot graph for a behaviour tree, complete with blackboard variables: .. code-block:: python # in code py_trees.display.render_dot_tree(py_trees.demos.blackboard.create_root()) # command line tools py-trees-render --with-blackboard-variables py_trees.demos.blackboard.create_root .. graphviz:: dot/demo-blackboard.dot :align: center And to demonstrate that it doesn't become a tangled nightmare at scale, an example of a more complex tree: .. graphviz:: dot/blackboard-with-variables.dot :align: center With judicious use of the display methods / activity stream around the ticks of a tree (refer to :class:`py_trees.visitors.DisplaySnapshotVisitor` for examplar code): .. figure:: images/blackboard_trees.png :align: center .. seealso:: * :ref:`py-trees-demo-blackboard <py-trees-demo-blackboard-program>` * :class:`py_trees.visitors.DisplaySnapshotVisitor` * :class:`py_trees.behaviours.SetBlackboardVariable` * :class:`py_trees.behaviours.UnsetBlackboardVariable` * :class:`py_trees.behaviours.CheckBlackboardVariableExists` * :class:`py_trees.behaviours.WaitForBlackboardVariable` * :class:`py_trees.behaviours.CheckBlackboardVariableValue` * :class:`py_trees.behaviours.WaitForBlackboardVariableValue` Attributes: name (str): client's convenient, but not necessarily unique identifier unique_identifier (uuid.UUID): client's unique identifier read (typing.List[str]): keys this client has permission to read write (typing.List[str]): keys this client has permission to write """
[docs] def __init__( self, *, name: str=None, unique_identifier: uuid.UUID=None, read: typing.Set[str]=None, write: typing.Set[str]=None): """ Args: name: client's convenient identifier (stringifies the uuid if None) unique_identifier: client's unique identifier (auto-generates if None) read: list of keys this client has permission to read write: list of keys this client has permission to write Raises: TypeError: if the provided name/unique identifier is not of type str/uuid.UUID ValueError: if the unique identifier has already been registered """ # unique identifier if unique_identifier is None: super().__setattr__("unique_identifier", uuid.uuid4()) else: if type(unique_identifier) != uuid.UUID: raise TypeError("provided unique identifier is not of type uuid.UUID") super().__setattr__("unique_identifier", unique_identifier) if super().__getattribute__("unique_identifier") in Blackboard.clients.keys(): raise ValueError("this unique identifier has already been registered") # name if name is None or not name: name = utilities.truncate( original=str(super().__getattribute__("unique_identifier")).replace('-', '_'), length=7 ) super().__setattr__("name", name) else: if not isinstance(name, str): raise TypeError("provided name is not of type str [{}]".format(type(name))) super().__setattr__("name", name) # read if read is None: super().__setattr__("read", set()) elif type(read) is list: super().__setattr__("read", set(read)) else: super().__setattr__("read", read) for key in super().__getattribute__("read"): Blackboard.metadata.setdefault(key, KeyMetaData()) Blackboard.metadata[key].read.add( super().__getattribute__("unique_identifier") ) # write if write is None: super().__setattr__("write", set()) elif type(write) is list: super().__setattr__("write", set(write)) else: super().__setattr__("write", write) for key in super().__getattribute__("write"): Blackboard.metadata.setdefault(key, KeyMetaData()) Blackboard.metadata[key].write.add( super().__getattribute__("unique_identifier") ) Blackboard.clients[ super().__getattribute__("unique_identifier") ] = self
[docs] def __setattr__(self, name: str, value: typing.Any): """ Convenience attribute style referencing with checking against permissions. Raises: AttributeError: if the client does not have write access to the variable """ # print("__setattr__ [{}][{}]".format(name, value)) if name not in super().__getattribute__("write"): if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item(name, ActivityType.ACCESS_DENIED) ) raise AttributeError("client '{}' does not have write access to '{}'".format(self.name, name)) if Blackboard.activity_stream is not None: if name in Blackboard.storage.keys(): Blackboard.activity_stream.push( self._generate_activity_item( key=name, activity_type=ActivityType.WRITE, previous_value=Blackboard.storage[name], current_value=value ) ) else: Blackboard.activity_stream.push( self._generate_activity_item( key=name, activity_type=ActivityType.INITIALISED, current_value=value ) ) Blackboard.storage[name] = value
[docs] def __getattr__(self, name: str): """ Convenience attribute style referencing with checking against permissions. Raises: AttributeError: if the client does not have read access to the variable KeyError: if the variable does not yet exist on the blackboard """ # print("__getattr__ [{}]".format(name)) if name not in (super().__getattribute__("read") | super().__getattribute__("write")): if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item(name, ActivityType.ACCESS_DENIED) ) raise AttributeError("client '{}' does not have read/write access to '{}'".format(self.name, name)) try: if name in super().__getattribute__("write"): if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item( key=name, activity_type=ActivityType.ACCESSED, current_value=Blackboard.storage[name], ) ) return Blackboard.storage[name] if name in super().__getattribute__("read"): if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item( key=name, activity_type=ActivityType.READ, current_value=Blackboard.storage[name], ) ) return Blackboard.storage[name] except KeyError as e: if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item(name, ActivityType.NO_KEY) ) raise KeyError("client '{}' tried to access '{}' but it does not yet exist on the blackboard".format(self.name, name)) from e
[docs] def set(self, name: str, value: typing.Any, overwrite: bool=True) -> bool: """ Set, conditionally depending on whether the variable already exists or otherwise. This is most useful when initialising variables and multiple elements seek to do so. A good policy to adopt for your applications in these situations is a first come, first served policy. Ensure global configuration has the first opportunity followed by higher priority behaviours in the tree and so forth. Lower priority behaviours would use this to respect the pre-configured setting and at most, just validate that it is acceptable to the functionality of it's own behaviour. Args: name: name of the variable to set value: value of the variable to set overwrite: do not set if the variable already exists on the blackboard Returns: success or failure (overwrite is False and variable already set) Raises: AttributeError: if the client does not have write access to the variable KeyError: if the variable does not yet exist on the blackboard """ name_components = name.split('.') key = name_components[0] key_attributes = '.'.join(name_components[1:]) if key not in super().__getattribute__("write"): if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item(name, ActivityType.ACCESS_DENIED) ) raise AttributeError("client '{}' does not have write access to '{}'".format(self.name, name)) if not overwrite: if key in Blackboard.storage: if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item( key=key, activity_type=ActivityType.NO_OVERWRITE, current_value=Blackboard.storage[name]) ) return False if not key_attributes: setattr(self, name, value) return True else: blackboard_object = getattr(self, key) try: setattr(blackboard_object, key_attributes, value) return True except AttributeError: # when the object doesn't have the attributes return False
[docs] def exists(self, name: str) -> bool: """ Check if the specified variable exists on the blackboard. Args: name: name of the variable to get, can be nested, e.g. battery.percentage Raises: AttributeError: if the client does not have read access to the variable """ try: unused_value = self.get(name) return True except KeyError: return False
[docs] def get(self, name: str) -> typing.Any: """ Method based accessor to the blackboard variables (as opposed to simply using '.<name>'). Args: name: name of the variable to get, can be nested, e.g. battery.percentage Raises: AttributeError: if the client does not have read access to the variable KeyError: if the variable or it's nested attributes do not yet exist on the blackboard """ # key attributes is an empty string if not a nested variable name name_components = name.split('.') key = name_components[0] key_attributes = '.'.join(name_components[1:]) value = getattr(self, key) # will run through client access checks in __getattr__ if key_attributes: try: value = operator.attrgetter(key_attributes)(value) except AttributeError: raise KeyError("Key exists, but does not have the specified nested attributes [{}]".format(name)) return value
[docs] def unset(self, key: str): """ For when you need to completely remove a blackboard variable (key-value pair), this provides a convenient helper method. Args: key: name of the variable to remove Returns: True if the variable was removed, False if it was already absent """ if Blackboard.activity_stream is not None: Blackboard.activity_stream.push( self._generate_activity_item(key, ActivityType.UNSET) ) # Three means of handling a non-existent key - 1) raising a KeyError, 2) catching # the KeyError and passing, 3) catch the KeyError and return True/False. # Option 1) is inconvenient - requires a redundant try/catch 99% of cases # Option 2) hides information - bad # Option 3) no extra code necessary and information is there if desired try: del Blackboard.storage[key] return True except KeyError: return False
[docs] def __str__(self): indent = " " s = console.green + "Blackboard Client" + console.reset + "\n" s += console.white + indent + "Client Data" + console.reset + "\n" keys = ["name", "unique_identifier", "read", "write"] s += self._stringify_key_value_pairs(keys, self.__dict__, 2 * indent) s += console.white + indent + "Variables" + console.reset + "\n" keys = self.read | self.write s += self._stringify_key_value_pairs(keys, Blackboard.storage, 2 * indent) return s
def _generate_activity_item(self, key, activity_type, previous_value=None, current_value=None): return ActivityItem( key=key, client_name=super().__getattribute__("name"), client_id=super().__getattribute__("unique_identifier"), activity_type=activity_type, previous_value=previous_value, current_value=current_value ) def _stringify_key_value_pairs(self, keys, key_value_dict, indent): s = "" max_length = 0 for key in keys: max_length = len(key) if len(key) > max_length else max_length for key in keys: try: value = key_value_dict[key] lines = ('{0}'.format(value)).split('\n') if len(lines) > 1: s += console.cyan + indent + '{0: <{1}}'.format(key, max_length + 1) + console.reset + ":\n" for line in lines: s += console.yellow + indent + " {0}\n".format(line) + console.reset else: s += console.cyan + indent + '{0: <{1}}'.format(key, max_length + 1) + console.reset + ": " + console.yellow + '{0}\n'.format(value) + console.reset except KeyError: s += console.cyan + indent + '{0: <{1}}'.format(key, max_length + 1) + console.reset + ": " + console.yellow + "-\n" + console.reset s += console.reset return s
[docs] def unregister(self, clear: bool=True): """ Unregister this blackboard client and if requested, clear key-value pairs if this client is the last user of those variables. Args: clear: remove key-values pairs from the blackboard """ self.unregister_all_keys(clear) del Blackboard.clients[super().__getattribute__("unique_identifier")]
[docs] def unregister_all_keys(self, clear: bool=True): """ Unregister all keys currently registered by this blackboard client and if requested, clear key-value pairs if this client is the last user of those variables. Args: clear: remove key-values pairs from the blackboard """ for key in self.read: Blackboard.metadata[key].read.remove(super().__getattribute__("unique_identifier")) for key in self.write: Blackboard.metadata[key].write.remove(super().__getattribute__("unique_identifier")) if clear: for key in (set(self.read) | set(self.write)): if not (set(Blackboard.metadata[key].read) | set(Blackboard.metadata[key].write)): try: del Blackboard.storage[key] except KeyError: pass # perfectly acceptal for a key to not exist on the blackboard yet del Blackboard.metadata[key]
[docs] def register_key(self, key: str, read: bool=False, write: bool=False): """ Register a key on the blackboard to associate with this client. Args: key: key to register read: permit/track read access write: permit/track write access """ Blackboard.metadata.setdefault(key, KeyMetaData()) if read: super().__getattribute__("read").add(key) Blackboard.metadata[key].read.add(super().__getattribute__("unique_identifier")) if write: super().__getattribute__("write").add(key) Blackboard.metadata[key].write.add(super().__getattribute__("unique_identifier"))
[docs] def unregister_key(self, key: str, clear: bool=True): """ Unegister a key associated with this client. Args: key: key to unregister clear: remove key-values pairs from the blackboard Raises: KeyError if the key has not been previously registered """ super().__getattribute__("read").discard(key) # doesn't throw exceptions if it not present super().__getattribute__("write").discard(key) Blackboard.metadata[key].read.discard(super().__getattribute__("unique_identifier")) Blackboard.metadata[key].write.discard(super().__getattribute__("unique_identifier")) if not (Blackboard.metadata[key].read | Blackboard.metadata[key].write): del Blackboard.metadata[key] if clear: try: del Blackboard.storage[key] except KeyError: pass # perfectly legitimate for a registered key to not exist on the blackboard
[docs]class SubBlackboard(object): """ Dynamically track the entire blackboard or part thereof and flag when there have been changes. This is a useful class for building introspection tools around the blackboard. """
[docs] def __init__(self): self.is_changed = False self.variable_names = set() self.pickled_storage = None
[docs] def update(self, variable_names: typing.Set[str]): """ Check for changes to the blackboard scoped to the provided set of variable names (may be nested, e.g. battery.percentage). Checks the entire blackboard when variable_names is None. Args: variable_names: constrain the scope to track for changes """ # TODO: can we pickle without doing a copy? # TODO: can we use __repr__ as a means of not being prone to pickle # i.e. put the work back on the user # TODO: catch exceptions thrown by bad pickles # TODO: use a better structure in the blackboard (e.g. JSON) so # that this isn't brittle w.r.t. pickle failures if variable_names is None: storage = copy.deepcopy(Blackboard.storage) self.variable_names = Blackboard.keys() else: storage = {} for variable_name in variable_names: try: storage[variable_name] = copy.deepcopy( Blackboard.get(variable_name) ) except KeyError: pass # silently just ignore the request self.variable_names = variable_names pickled_storage = pickle.dumps(storage, -1) self.is_changed = pickled_storage != self.pickled_storage self.pickled_storage = pickled_storage
[docs] def __str__(self): """ Convenient printed representation of the sub-blackboard that this instance is currently tracking. """ max_length = 0 indent = " " * 4 s = "" for name in self.variable_names: max_length = len(name) if len(name) > max_length else max_length for name in sorted(self.variable_names): try: value = Blackboard.get(name) lines = ("%s" % value).split('\n') if len(lines) > 1: s += console.cyan + indent + '{0: <{1}}'.format(name, max_length + 1) + console.reset + ":\n" for line in lines: s += console.yellow + " %s" % line + console.reset + "\n" else: s += console.cyan + indent + '{0: <{1}}'.format(name, max_length + 1) + console.reset + ": " + console.yellow + "%s" % (value) + console.reset + "\n" except KeyError: value_string = "-" s += console.cyan + indent + '{0: <{1}}'.format(name, max_length + 1) + console.reset + ": " + console.yellow + "%s" % (value_string) + console.reset + "\n" return s.rstrip() # get rid of the trailing newline...print will take care of adding a new line