Source code for rasa_core.trackers

import typing
from collections import deque

import copy
import io
import logging
from enum import Enum
from typing import Generator, Dict, Text, Any, Optional, Iterator
from typing import List

from rasa_core import events
from rasa_core.actions.action import ACTION_LISTEN_NAME
from rasa_core.conversation import Dialogue
from rasa_core.events import (
    UserUttered, ActionExecuted,
    Event, SlotSet, Restarted, ActionReverted, UserUtteranceReverted,
    BotUttered, Form)
from rasa_core.slots import Slot

logger = logging.getLogger(__name__)

if typing.TYPE_CHECKING:
    from rasa_core.domain import Domain


class EventVerbosity(Enum):
    """Filter on which events to include in tracker dumps."""

    # no events will be included
    NONE = 1

    # all events, that contribute to the trackers state are included
    # these are all you need to reconstruct the tracker state
    APPLIED = 2

    # include even more events, in this case everything that comes
    # after the most recent restart event. this will also include
    # utterances that got reverted and actions that got undone.
    AFTER_RESTART = 3

    # include every logged event
    ALL = 4


[docs]class DialogueStateTracker(object): """Maintains the state of a conversation.""" @classmethod def from_dict(cls, sender_id: Text, events_as_dict: List[Dict[Text, Any]], slots: List[Slot], max_event_history: Optional[int] = None ) -> 'DialogueStateTracker': """Create a tracker from dump. The dump should be an array of dumped events. When restoring the tracker, these events will be replayed to recreate the state.""" evts = events.deserialise_events(events_as_dict) return cls.from_events(sender_id, evts, slots, max_event_history) @classmethod def from_events(cls, sender_id: Text, evts: List[Event], slots: List[Slot], max_event_history: Optional[int] = None ): tracker = cls(sender_id, slots, max_event_history) for e in evts: tracker.update(e) return tracker def __init__(self, sender_id, slots, max_event_history=None): """Initialize the tracker. A set of events can be stored externally, and we will run through all of them to get the current state. The tracker will represent all the information we captured while processing messages of the dialogue.""" # maximum number of events to store self._max_event_history = max_event_history # list of previously seen events self.events = self._create_events([]) # id of the source of the messages self.sender_id = sender_id # slots that can be filled in this domain self.slots = {slot.name: copy.deepcopy(slot) for slot in slots} ### # current state of the tracker - MUST be re-creatable by processing # all the events. This only defines the attributes, values are set in # `reset()` ### # if tracker is paused, no actions should be taken self._paused = None # A deterministically scheduled action to be executed next self.followup_action = ACTION_LISTEN_NAME # type: Optional[Text] self.latest_action_name = None # Stores the most recent message sent by the user self.latest_message = None self.latest_bot_utterance = None self._reset() self.active_form = {} ### # Public tracker interface ###
[docs] def current_state(self, event_verbosity: EventVerbosity = EventVerbosity.NONE ) -> Dict[Text, Any]: """Return the current tracker state as an object.""" if event_verbosity == EventVerbosity.ALL: evts = [e.as_dict() for e in self.events] elif event_verbosity == EventVerbosity.AFTER_RESTART: evts = [e.as_dict() for e in self.events_after_latest_restart()] elif event_verbosity == EventVerbosity.APPLIED: evts = [e.as_dict() for e in self.applied_events()] else: evts = None latest_event_time = None if len(self.events) > 0: latest_event_time = self.events[-1].timestamp return { "sender_id": self.sender_id, "slots": self.current_slot_values(), "latest_message": self.latest_message.parse_data, "latest_event_time": latest_event_time, "followup_action": self.followup_action, "paused": self.is_paused(), "events": evts, "latest_input_channel": self.get_latest_input_channel(), "active_form": self.active_form, "latest_action_name": self.latest_action_name }
def past_states(self, domain: 'Domain') -> deque: """Generate the past states of this tracker based on the history.""" generated_states = domain.states_for_tracker_history(self) return deque((frozenset(s.items()) for s in generated_states)) def change_form_to(self, form_name: Text) -> None: """Activate or deactivate a form""" if form_name is not None: self.active_form = {'name': form_name, 'validate': True, 'rejected': False} else: self.active_form = {} def set_form_validation(self, validate: bool) -> None: """Toggle form validation""" self.active_form['validate'] = validate def reject_action(self, action_name: Text) -> None: """Notify active form that it was rejected""" if action_name == self.active_form.get('name'): self.active_form['rejected'] = True def set_latest_action_name(self, action_name: Text) -> None: """Set latest action name and reset form validation and rejection parameters """ self.latest_action_name = action_name if self.active_form.get('name'): # reset form validation if some form is active self.active_form['validate'] = True if action_name == self.active_form.get('name'): # reset form rejection if it was predicted again self.active_form['rejected'] = False
[docs] def current_slot_values(self): # type: () -> Dict[Text, Any] """Return the currently set values of the slots""" return {key: slot.value for key, slot in self.slots.items()}
[docs] def get_slot(self, key: Text) -> Optional[Any]: """Retrieves the value of a slot.""" if key in self.slots: return self.slots[key].value else: logger.info("Tried to access non existent slot '{}'".format(key)) return None
[docs] def get_latest_entity_values(self, entity_type: Text) -> Iterator[Text]: """Get entity values found for the passed entity name in latest msg. If you are only interested in the first entity of a given type use `next(tracker.get_latest_entity_values("my_entity_name"), None)`. If no entity is found `None` is the default result.""" return (x.get("value") for x in self.latest_message.entities if x.get("entity") == entity_type)
def get_latest_input_channel(self): # type: () -> Optional[Text] """Get the name of the input_channel of the latest UserUttered event""" for e in reversed(self.events): if isinstance(e, UserUttered): return e.input_channel def is_paused(self): # type: () -> bool """State whether the tracker is currently paused.""" return self._paused def idx_after_latest_restart(self): # type: () -> int """Return the idx of the most recent restart in the list of events. If the conversation has not been restarted, ``0`` is returned.""" idx = 0 for i, event in enumerate(self.events): if isinstance(event, Restarted): idx = i + 1 return idx def events_after_latest_restart(self): # type: () -> List[Event] """Return a list of events after the most recent restart.""" return list(self.events)[self.idx_after_latest_restart():] def init_copy(self): # type: () -> DialogueStateTracker """Creates a new state tracker with the same initial values.""" from rasa_core.channels import UserMessage return DialogueStateTracker(UserMessage.DEFAULT_SENDER_ID, self.slots.values(), self._max_event_history) def generate_all_prior_trackers(self): # type: () -> Generator[DialogueStateTracker, None, None] """Returns a generator of the previous trackers of this tracker. The resulting array is representing the trackers before each action.""" tracker = self.init_copy() ignored_trackers = [] latest_message = tracker.latest_message for i, event in enumerate(self.applied_events()): if isinstance(event, UserUttered): if tracker.active_form.get('name') is None: # store latest user message before the form latest_message = event elif isinstance(event, Form): # form got either activated or deactivated, so override # tracker's latest message tracker.latest_message = latest_message elif isinstance(event, ActionExecuted): # yields the intermediate state if tracker.active_form.get('name') is None: yield tracker elif tracker.active_form.get('rejected'): for tr in ignored_trackers: yield tr ignored_trackers = [] if (not tracker.active_form.get('validate') or event.action_name != tracker.active_form.get('name')): # persist latest user message # that was rejected by the form latest_message = tracker.latest_message else: # form was called with validation, so # override tracker's latest message tracker.latest_message = latest_message yield tracker elif event.action_name != tracker.active_form.get('name'): # it is not known whether the form will be # successfully executed, so store this tracker for later tr = tracker.copy() # form was called with validation, so # override tracker's latest message tr.latest_message = latest_message ignored_trackers.append(tr) if event.action_name == tracker.active_form.get('name'): # the form was successfully executed, so # remove all stored trackers ignored_trackers = [] tracker.update(event) # yields the final state if tracker.active_form.get('name') is None: yield tracker elif tracker.active_form.get('rejected'): for tr in ignored_trackers: yield tr yield tracker def applied_events(self): # type: () -> List[Event] """Returns all actions that should be applied - w/o reverted events.""" def undo_till_previous(event_type, done_events): """Removes events from `done_events` until `event_type` is found.""" # list gets modified - hence we need to copy events! for e in reversed(done_events[:]): del done_events[-1] if isinstance(e, event_type): break applied_events = [] for event in self.events: if isinstance(event, Restarted): applied_events = [] elif isinstance(event, ActionReverted): undo_till_previous(ActionExecuted, applied_events) elif isinstance(event, UserUtteranceReverted): # Seeing a user uttered event automatically implies there was # a listen event right before it, so we'll first rewind the # user utterance, then get the action right before it (the # listen action). undo_till_previous(UserUttered, applied_events) undo_till_previous(ActionExecuted, applied_events) else: applied_events.append(event) return applied_events def replay_events(self): # type: () -> None """Update the tracker based on a list of events.""" applied_events = self.applied_events() for event in applied_events: event.apply_to(self) def recreate_from_dialogue(self, dialogue: Dialogue) -> None: """Use a serialised `Dialogue` to update the trackers state. This uses the state as is persisted in a ``TrackerStore``. If the tracker is blank before calling this method, the final state will be identical to the tracker from which the dialogue was created.""" if not isinstance(dialogue, Dialogue): raise ValueError("story {0} is not of type Dialogue. " "Have you deserialized it?".format(dialogue)) self._reset() self.events.extend(dialogue.events) self.replay_events()
[docs] def copy(self): """Creates a duplicate of this tracker""" return self.travel_back_in_time(float("inf"))
def travel_back_in_time(self, target_time: float) -> 'DialogueStateTracker': """Creates a new tracker with a state at a specific timestamp. A new tracker will be created and all events previous to the passed time stamp will be replayed. Events that occur exactly at the target time will be included.""" tracker = self.init_copy() for event in self.events: if event.timestamp <= target_time: tracker.update(event) else: break return tracker # yields the final state def as_dialogue(self): # type: () -> Dialogue """Return a ``Dialogue`` object containing all of the turns. This can be serialised and later used to recover the state of this tracker exactly.""" return Dialogue(self.sender_id, list(self.events)) def update(self, event: Event) -> None: """Modify the state of the tracker according to an ``Event``. """ if not isinstance(event, Event): # pragma: no cover raise ValueError("event to log must be an instance " "of a subclass of Event.") self.events.append(event) event.apply_to(self) def export_stories(self, e2e=False) -> Text: """Dump the tracker as a story in the Rasa Core story format. Returns the dumped tracker as a string.""" from rasa_core.training.structures import Story story = Story.from_events(self.applied_events(), self.sender_id) return story.as_story_string(flat=True, e2e=e2e) def export_stories_to_file(self, export_path: Text = "debug.md") -> None: """Dump the tracker as a story to a file.""" with io.open(export_path, 'a', encoding="utf-8") as f: f.write(self.export_stories() + "\n") ### # Internal methods for the modification of the trackers state. Should # only be called by events, not directly. Rather update the tracker # with an event that in its ``apply_to`` method modifies the tracker. ### def _reset(self): # type: () -> None """Reset tracker to initial state - doesn't delete events though!.""" self._reset_slots() self._paused = False self.latest_action_name = None self.latest_message = UserUttered.empty() self.latest_bot_utterance = BotUttered.empty() self.followup_action = ACTION_LISTEN_NAME self.active_form = {} def _reset_slots(self): # type: () -> None """Set all the slots to their initial value.""" for slot in self.slots.values(): slot.reset() def _set_slot(self, key: Text, value: Any) -> None: """Set the value of a slot if that slot exists.""" if key in self.slots: self.slots[key].value = value else: logger.error("Tried to set non existent slot '{}'. Make sure you " "added all your slots to your domain file." "".format(key)) def _create_events(self, evts: List[Event]) -> deque: if evts and not isinstance(evts[0], Event): # pragma: no cover raise ValueError("events, if given, must be a list of events") return deque(evts, self._max_event_history) def __eq__(self, other): if isinstance(self, type(other)): return (other.events == self.events and self.sender_id == other.sender_id) else: return False def __ne__(self, other): return not self.__eq__(other) def trigger_followup_action(self, action: Text) -> None: """Triggers another action following the execution of the current.""" self.followup_action = action def clear_followup_action(self): # type: () -> None """Clears follow up action when it was executed""" self.followup_action = None def _merge_slots(self, entities: Optional[List[Dict[Text, Any]]] = None ) -> List[SlotSet]: """Take a list of entities and create tracker slot set events. If an entity type matches a slots name, the entities value is set as the slots value by creating a ``SlotSet`` event.""" entities = entities if entities else self.latest_message.entities new_slots = [SlotSet(e["entity"], e["value"]) for e in entities if e["entity"] in self.slots.keys()] return new_slots