import time
import typing
import json
import jsonpickle
import logging
import uuid
from dateutil import parser
from typing import List, Dict, Text, Any, Type, Optional
from rasa_core import utils
if typing.TYPE_CHECKING:
from rasa_core.trackers import DialogueStateTracker
logger = logging.getLogger(__name__)
def deserialise_events(serialized_events: List[Dict[Text, Any]]
) -> List['Event']:
"""Convert a list of dictionaries to a list of corresponding events.
Example format:
[{"event": "slot", "value": 5, "name": "my_slot"}]
"""
deserialised = []
for e in serialized_events:
if "event" in e:
event = Event.from_parameters(e)
if event:
deserialised.append(event)
else:
logger.warning("Ignoring event ({}) while deserialising "
"events. Couldn't parse it.")
return deserialised
def deserialise_entities(entities):
if isinstance(entities, str):
entities = json.loads(entities)
return [e for e in entities if isinstance(e, dict)]
def md_format_message(text, intent, entities):
from rasa_nlu.training_data.formats import MarkdownWriter, MarkdownReader
message_from_md = MarkdownReader()._parse_training_example(text)
deserialised_entities = deserialise_entities(entities)
return MarkdownWriter()._generate_message_md(
{"text": message_from_md.text,
"intent": intent,
"entities": deserialised_entities}
)
def first_key(d, default_key):
if len(d) > 1:
for k, v in d.items():
if k != default_key:
# we return the first key that is not the default key
return k
elif len(d) == 1:
return list(d.keys())[0]
else:
return None
# noinspection PyProtectedMember
[docs]class Event(object):
"""Events describe everything that occurs in
a conversation and tell the :class:`rasa_core.trackers.DialogueStateTracker`
how to update its state."""
type_name = "event"
def __init__(self, timestamp=None):
self.timestamp = timestamp if timestamp else time.time()
def __ne__(self, other):
# Not strictly necessary, but to avoid having both x==y and x!=y
# True at the same time
return not (self == other)
def as_story_string(self):
raise NotImplementedError
@staticmethod
def from_story_string(event_name: Text,
parameters: Dict[Text, Any],
default: Optional[Type['Event']] = None
) -> Optional[List['Event']]:
event = Event.resolve_by_type(event_name, default)
if event:
return event._from_story_string(parameters)
else:
return None
@staticmethod
def from_parameters(parameters: Dict[Text, Any],
default: Optional[Type['Event']] = None
) -> Optional['Event']:
event_name = parameters.get("event")
if event_name is not None:
copied = parameters.copy()
del copied["event"]
event = Event.resolve_by_type(event_name, default)
if event:
return event._from_parameters(parameters)
else:
return None
else:
return None
@classmethod
def _from_story_string(
cls,
parameters: Dict[Text, Any]
) -> Optional[List['Event']]:
"""Called to convert a parsed story line into an event."""
return [cls(parameters.get("timestamp"))]
def as_dict(self):
return {
"event": self.type_name,
"timestamp": self.timestamp,
}
@classmethod
def _from_parameters(cls, parameters):
"""Called to convert a dictionary of parameters to a single event.
By default uses the same implementation as the story line
conversation ``_from_story_string``. But the subclass might
decide to handle parameters differently if the parsed parameters
don't origin from a story file."""
result = cls._from_story_string(parameters)
if len(result) > 1:
logger.warning("Event from parameters called with parameters "
"for multiple events. This is not supported, "
"only the first event will be returned. "
"Parameters: {}".format(parameters))
return result[0] if result else None
@staticmethod
def resolve_by_type(
type_name: Text,
default: Optional[Type['Event']] = None
) -> Optional[Type['Event']]:
"""Returns a slots class by its type name."""
for cls in utils.all_subclasses(Event):
if cls.type_name == type_name:
return cls
if type_name == "topic":
return None # backwards compatibility to support old TopicSet evts
elif default is not None:
return default
else:
raise ValueError("Unknown event name '{}'.".format(type_name))
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
pass
# noinspection PyProtectedMember
[docs]class UserUttered(Event):
"""The user has said something to the bot.
As a side effect a new ``Turn`` will be created in the ``Tracker``."""
type_name = "user"
def __init__(self, text,
intent=None,
entities=None,
parse_data=None,
timestamp=None,
input_channel=None,
message_id=None):
self.text = text
self.intent = intent if intent else {}
self.entities = entities if entities else []
self.input_channel = input_channel
self.message_id = message_id
if parse_data:
self.parse_data = parse_data
else:
self.parse_data = {
"intent": self.intent,
"entities": self.entities,
"text": text,
}
super(UserUttered, self).__init__(timestamp)
@staticmethod
def _from_parse_data(text, parse_data, timestamp=None, input_channel=None):
return UserUttered(text, parse_data["intent"], parse_data["entities"],
parse_data, timestamp, input_channel)
def __hash__(self):
return hash((self.text, self.intent.get("name"),
jsonpickle.encode(self.entities)))
def __eq__(self, other):
if not isinstance(other, UserUttered):
return False
else:
return (self.text, self.intent.get("name"),
[jsonpickle.encode(ent) for ent in self.entities]) == \
(other.text, other.intent.get("name"),
[jsonpickle.encode(ent) for ent in other.entities])
def __str__(self):
return ("UserUttered(text: {}, intent: {}, "
"entities: {})".format(self.text, self.intent, self.entities))
@staticmethod
def empty():
return UserUttered(None)
def as_dict(self):
d = super(UserUttered, self).as_dict()
input_channel = None # for backwards compatibility (persisted evemts)
if hasattr(self, "input_channel"):
input_channel = self.input_channel
d.update({
"text": self.text,
"parse_data": self.parse_data,
"input_channel": input_channel
})
return d
@classmethod
def _from_story_string(
cls,
parameters: Dict[Text, Any]
) -> Optional[List[Event]]:
try:
return [cls._from_parse_data(parameters.get("text"),
parameters.get("parse_data"),
parameters.get("timestamp"),
parameters.get("input_channel"))]
except KeyError as e:
raise ValueError("Failed to parse bot uttered event. {}".format(e))
def as_story_string(self, e2e=False):
if self.intent:
if self.entities:
ent_string = json.dumps({ent['entity']: ent['value']
for ent in self.entities})
else:
ent_string = ""
parse_string = "{intent}{entities}".format(
intent=self.intent.get("name", ""),
entities=ent_string)
if e2e:
message = md_format_message(self.text,
self.intent,
self.entities)
return "{}: {}".format(self.intent.get("name"), message)
else:
return parse_string
else:
return self.text
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.latest_message = self
tracker.clear_followup_action()
# noinspection PyProtectedMember
[docs]class BotUttered(Event):
"""The bot has said something to the user.
This class is not used in the story training as it is contained in the
``ActionExecuted`` class. An entry is made in the ``Tracker``."""
type_name = "bot"
def __init__(self, text=None, data=None, timestamp=None):
self.text = text
self.data = data
super(BotUttered, self).__init__(timestamp)
def __hash__(self):
return hash((self.text, jsonpickle.encode(self.data)))
def __eq__(self, other):
if not isinstance(other, BotUttered):
return False
else:
return (self.text, jsonpickle.encode(self.data)) == \
(other.text, jsonpickle.encode(other.data))
def __str__(self):
return ("BotUttered(text: {}, data: {})"
"".format(self.text, json.dumps(self.data, indent=2)))
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.latest_bot_utterance = self
def as_story_string(self):
return None
@staticmethod
def empty():
return BotUttered()
def as_dict(self):
d = super(BotUttered, self).as_dict()
d.update({
"text": self.text,
"data": self.data,
})
return d
@classmethod
def _from_parameters(cls, parameters):
try:
return BotUttered(parameters.get("text"),
parameters.get("data"),
parameters.get("timestamp"))
except KeyError as e:
raise ValueError("Failed to parse bot uttered event. {}".format(e))
# noinspection PyProtectedMember
[docs]class SlotSet(Event):
"""The user has specified their preference for the value of a ``slot``.
Every slot has a name and a value. This event can be used to set a
value for a slot on a conversation.
As a side effect the ``Tracker``'s slots will be updated so
that ``tracker.slots[key]=value``."""
type_name = "slot"
def __init__(self, key, value=None, timestamp=None):
self.key = key
self.value = value
super(SlotSet, self).__init__(timestamp)
def __str__(self):
return "SlotSet(key: {}, value: {})".format(self.key, self.value)
def __hash__(self):
return hash((self.key, jsonpickle.encode(self.value)))
def __eq__(self, other):
if not isinstance(other, SlotSet):
return False
else:
return (self.key, self.value) == (other.key, other.value)
def as_story_string(self):
props = json.dumps({self.key: self.value})
return "{name}{props}".format(name=self.type_name, props=props)
@classmethod
def _from_story_string(
cls,
parameters: Dict[Text, Any]
) -> Optional[List[Event]]:
slots = []
for slot_key, slot_val in parameters.items():
slots.append(SlotSet(slot_key, slot_val))
if slots:
return slots
else:
return None
def as_dict(self):
d = super(SlotSet, self).as_dict()
d.update({
"name": self.key,
"value": self.value,
})
return d
@classmethod
def _from_parameters(cls, parameters):
try:
return SlotSet(parameters.get("name"),
parameters.get("value"),
parameters.get("timestamp"))
except KeyError as e:
raise ValueError("Failed to parse set slot event. {}".format(e))
def apply_to(self, tracker):
tracker._set_slot(self.key, self.value)
# noinspection PyProtectedMember
[docs]class Restarted(Event):
"""Conversation should start over & history wiped.
Instead of deleting all events, this event can be used to reset the
trackers state (e.g. ignoring any past user messages & resetting all
the slots)."""
type_name = "restart"
def __hash__(self):
return hash(32143124312)
def __eq__(self, other):
return isinstance(other, Restarted)
def __str__(self):
return "Restarted()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker):
from rasa_core.actions.action import ACTION_LISTEN_NAME
tracker._reset()
tracker.trigger_followup_action(ACTION_LISTEN_NAME)
# noinspection PyProtectedMember
[docs]class UserUtteranceReverted(Event):
"""Bot reverts everything until before the most recent user message.
The bot will revert all events after the latest `UserUttered`, this
also means that the last event on the tracker is usually `action_listen`
and the bot is waiting for a new user message."""
type_name = "rewind"
def __hash__(self):
return hash(32143124315)
def __eq__(self, other):
return isinstance(other, UserUtteranceReverted)
def __str__(self):
return "UserUtteranceReverted()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker._reset()
tracker.replay_events()
# noinspection PyProtectedMember
[docs]class AllSlotsReset(Event):
"""All Slots are reset to their initial values.
If you want to keep the dialogue history and only want to reset the
slots, you can use this event to set all the slots to their initial
values."""
type_name = "reset_slots"
def __hash__(self):
return hash(32143124316)
def __eq__(self, other):
return isinstance(other, AllSlotsReset)
def __str__(self):
return "AllSlotsReset()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker):
tracker._reset_slots()
# noinspection PyProtectedMember
[docs]class ReminderScheduled(Event):
""" Allows asynchronous scheduling of action execution.
As a side effect the message processor will schedule an action to be run
at the trigger date."""
type_name = "reminder"
def __init__(self, action_name, trigger_date_time, name=None,
kill_on_user_message=True, timestamp=None):
"""Creates the reminder
Args:
action_name: name of the action to be scheduled
trigger_date_time: date at which the execution of the action
should be triggered (either utc or with tz)
name: id of the reminder. if there are multiple reminders with
the same id only the last will be run
kill_on_user_message: ``True`` means a user message before the
trigger date will abort the reminder
timestamp: creation date of the event
"""
self.action_name = action_name
self.trigger_date_time = trigger_date_time
self.kill_on_user_message = kill_on_user_message
self.name = name if name is not None else str(uuid.uuid1())
super(ReminderScheduled, self).__init__(timestamp)
def __hash__(self):
return hash((self.action_name, self.trigger_date_time.isoformat(),
self.kill_on_user_message, self.name))
def __eq__(self, other):
if not isinstance(other, ReminderScheduled):
return False
else:
return self.name == other.name
def __str__(self):
return ("ReminderScheduled("
"action: {}, trigger_date: {}, name: {}"
")".format(self.action_name, self.trigger_date_time,
self.name))
def _data_obj(self):
return {
"action": self.action_name,
"date_time": self.trigger_date_time.isoformat(),
"name": self.name,
"kill_on_user_msg": self.kill_on_user_message
}
def as_story_string(self):
props = json.dumps(self._data_obj())
return "{name}{props}".format(name=self.type_name, props=props)
def as_dict(self):
d = super(ReminderScheduled, self).as_dict()
d.update(self._data_obj())
return d
@classmethod
def _from_story_string(
cls,
parameters: Dict[Text, Any]
) -> Optional[List[Event]]:
trigger_date_time = parser.parse(parameters.get("date_time"))
return [ReminderScheduled(parameters.get("action"),
trigger_date_time,
parameters.get("name", None),
parameters.get("kill_on_user_msg", True),
parameters.get("timestamp"))]
# noinspection PyProtectedMember
[docs]class ActionReverted(Event):
"""Bot undoes its last action.
The bot everts everything until before the most recent action.
This includes the action itself, as well as any events that
action created, like set slot events - the bot will now
predict a new action using the state before the most recent
action."""
type_name = "undo"
def __hash__(self):
return hash(32143124318)
def __eq__(self, other):
return isinstance(other, ActionReverted)
def __str__(self):
return "ActionReverted()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker._reset()
tracker.replay_events()
# noinspection PyProtectedMember
class StoryExported(Event):
"""Story should get dumped to a file."""
type_name = "export"
def __init__(self, path=None, timestamp=None):
self.path = path
super(StoryExported, self).__init__(timestamp)
def __hash__(self):
return hash(32143124319)
def __eq__(self, other):
return isinstance(other, StoryExported)
def __str__(self):
return "StoryExported()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
if self.path:
tracker.export_stories_to_file(self.path)
# noinspection PyProtectedMember
class FollowupAction(Event):
"""Enqueue a followup action."""
type_name = "followup"
def __init__(self, name, timestamp=None):
self.action_name = name
super(FollowupAction, self).__init__(timestamp)
def __hash__(self):
return hash(self.action_name)
def __eq__(self, other):
if not isinstance(other, FollowupAction):
return False
else:
return self.action_name == other.action_name
def __str__(self):
return "FollowupAction(action: {})".format(self.action_name)
def as_story_string(self):
props = json.dumps({"name": self.action_name})
return "{name}{props}".format(name=self.type_name, props=props)
@classmethod
def _from_story_string(cls,
parameters: Dict[Text, Any]
) -> Optional[List[Event]]:
return [FollowupAction(parameters.get("name"),
parameters.get("timestamp"))]
def as_dict(self):
d = super(FollowupAction, self).as_dict()
d.update({"name": self.action_name})
return d
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.trigger_followup_action(self.action_name)
# noinspection PyProtectedMember
[docs]class ConversationPaused(Event):
"""Ignore messages from the user to let a human take over.
As a side effect the ``Tracker``'s ``paused`` attribute will
be set to ``True``. """
type_name = "pause"
def __hash__(self):
return hash(32143124313)
def __eq__(self, other):
return isinstance(other, ConversationPaused)
def __str__(self):
return "ConversationPaused()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker):
tracker._paused = True
# noinspection PyProtectedMember
[docs]class ConversationResumed(Event):
"""Bot takes over conversation.
Inverse of ``PauseConversation``. As a side effect the ``Tracker``'s
``paused`` attribute will be set to ``False``."""
type_name = "resume"
def __hash__(self):
return hash(32143124314)
def __eq__(self, other):
return isinstance(other, ConversationResumed)
def __str__(self):
return "ConversationResumed()"
def as_story_string(self):
return self.type_name
def apply_to(self, tracker):
tracker._paused = False
# noinspection PyProtectedMember
[docs]class ActionExecuted(Event):
"""An operation describes an action taken + its result.
It comprises an action and a list of events. operations will be appended
to the latest ``Turn`` in the ``Tracker.turns``."""
type_name = "action"
def __init__(self,
action_name,
policy=None,
confidence=None,
timestamp=None):
self.action_name = action_name
self.policy = policy
self.confidence = confidence
self.unpredictable = False
super(ActionExecuted, self).__init__(timestamp)
def __str__(self):
return ("ActionExecuted(action: {}, policy: {}, confidence: {})"
"".format(self.action_name, self.policy, self.confidence))
def __hash__(self):
return hash(self.action_name)
def __eq__(self, other):
if not isinstance(other, ActionExecuted):
return False
else:
return self.action_name == other.action_name
def as_story_string(self):
return self.action_name
@classmethod
def _from_story_string(
cls,
parameters: Dict[Text, Any]
) -> Optional[List[Event]]:
return [ActionExecuted(parameters.get("name"),
parameters.get("policy"),
parameters.get("confidence"),
parameters.get("timestamp")
)]
def as_dict(self):
d = super(ActionExecuted, self).as_dict()
policy = None # for backwards compatibility (persisted evemts)
if hasattr(self, "policy"):
policy = self.policy
confidence = None
if hasattr(self, "confidence"):
confidence = self.confidence
d.update({
"name": self.action_name,
"policy": policy,
"confidence": confidence
})
return d
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.set_latest_action_name(self.action_name)
tracker.clear_followup_action()
class AgentUttered(Event):
"""The agent has said something to the user.
This class is not used in the story training as it is contained in the
``ActionExecuted`` class. An entry is made in the ``Tracker``."""
type_name = "agent"
def __init__(self, text=None, data=None, timestamp=None):
self.text = text
self.data = data
super(AgentUttered, self).__init__(timestamp)
def __hash__(self):
return hash((self.text, jsonpickle.encode(self.data)))
def __eq__(self, other):
if not isinstance(other, AgentUttered):
return False
else:
return (self.text, jsonpickle.encode(self.data)) == \
(other.text, jsonpickle.encode(other.data))
def __str__(self):
return "AgentUttered(text: {}, data: {})".format(
self.text, json.dumps(self.data, indent=2))
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
pass
def as_story_string(self):
return None
def as_dict(self):
d = super(AgentUttered, self).as_dict()
d.update({
"text": self.text,
"data": self.data,
})
return d
@staticmethod
def empty():
return AgentUttered()
@classmethod
def _from_parameters(cls, parameters):
try:
return AgentUttered(parameters.get("text"),
parameters.get("data"),
parameters.get("timestamp"))
except KeyError as e:
raise ValueError("Failed to parse agent uttered event. "
"{}".format(e))
class Form(Event):
"""If `name` is not None: activates a form with `name`
else deactivates active form
"""
type_name = "form"
def __init__(self, name, timestamp=None):
self.name = name
super(Form, self).__init__(timestamp)
def __str__(self):
return "Form({})".format(self.name)
def __hash__(self):
return hash(self.name)
def __eq__(self, other):
if not isinstance(other, Form):
return False
else:
return self.name == other.name
def as_story_string(self):
props = json.dumps({"name": self.name})
return "{name}{props}".format(name=self.type_name, props=props)
@classmethod
def _from_story_string(cls, parameters):
"""Called to convert a parsed story line into an event."""
return [Form(parameters.get("name"),
parameters.get("timestamp"))]
def as_dict(self):
d = super(Form, self).as_dict()
d.update({"name": self.name})
return d
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.change_form_to(self.name)
class FormValidation(Event):
"""Event added by FormPolicy to notify form action
whether or not to validate the user input"""
type_name = "form_validation"
def __init__(self,
validate,
timestamp=None):
self.validate = validate
super(FormValidation, self).__init__(timestamp)
def __str__(self):
return "FormValidation({})".format(self.validate)
def __hash__(self):
return hash(self.validate)
def __eq__(self, other):
return isinstance(other, FormValidation)
def as_story_string(self):
return None
@classmethod
def _from_parameters(cls, parameters):
return FormValidation(parameters.get("validate"),
parameters.get("timestamp"))
def as_dict(self):
d = super(FormValidation, self).as_dict()
d.update({"validate": self.validate})
return d
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.set_form_validation(self.validate)
class ActionExecutionRejected(Event):
"""Notify Core that the execution of the action has been rejected"""
type_name = 'action_execution_rejected'
def __init__(self,
action_name,
policy=None,
confidence=None,
timestamp=None):
self.action_name = action_name
self.policy = policy
self.confidence = confidence
super(ActionExecutionRejected, self).__init__(timestamp)
def __str__(self):
return ("ActionExecutionRejected("
"action: {}, policy: {}, confidence: {})"
"".format(self.action_name, self.policy, self.confidence))
def __hash__(self):
return hash(self.action_name)
def __eq__(self, other):
if not isinstance(other, ActionExecutionRejected):
return False
else:
return self.action_name == other.action_name
@classmethod
def _from_parameters(cls, parameters):
return ActionExecutionRejected(parameters.get("name"),
parameters.get("policy"),
parameters.get("confidence"),
parameters.get("timestamp"))
def as_story_string(self):
return None
def as_dict(self):
d = super(ActionExecutionRejected, self).as_dict()
d.update({"name": self.action_name,
"policy": self.policy,
"confidence": self.confidence})
return d
def apply_to(self, tracker: 'DialogueStateTracker') -> None:
tracker.reject_action(self.action_name)
