Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add abstract class for dialogue policy #238

Open
wants to merge 3 commits into
base: main
Choose a base branch
from
Open
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
48 changes: 48 additions & 0 deletions dialoguekit/core/dialogue_policy.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,48 @@
"""Abstract interface for dialogue policy.

The dialogue policy generates the next dialogue act of an agent based on the
current dialogue state (last user's utterance and dialogue history). It defines
the flow of the conversation, i.e., what steps an agent must take at every
stage. The annotations of the dialogue act represent what the agent must elicit,
recommend, or inform. The output of the dialogue policy is converted to a
natural language response by the natural language generator.
Comment on lines +3 to +8
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

@NoB0 Is this policy meant only for the conversational agent or could it also be used for a user simulator? In the latter case, this text needs to be updated.


For example, in the context of recommendation system, the dialogue act with
intent ELICIT is generated if the agent does not store any user preferences.
For the user intent REVEAL, the dialogue policy triggers the generation of an
item recommendation (dialogue act with intent RECOMMEND).
Comment on lines +10 to +13
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

This is not needed.

"""

from abc import ABC, abstractmethod

from dialoguekit.core.dialogue import Dialogue
from dialoguekit.core.dialogue_act import DialogueAct
from dialoguekit.core.utterance import Utterance


class DialoguePolicy(ABC):
def __init__(self) -> None:
"""Initializes the dialogue policy."""
WerLaj marked this conversation as resolved.
Show resolved Hide resolved
pass

@abstractmethod
def next_dialogue_act(
self, user_utterance: Utterance, dialogue_history: Dialogue
) -> DialogueAct:
"""Returns the next dialogue act given the user utterance and history.

This method is most likely used in receive_utterance() in the agent to
generate the agent's response. Dialogue act prediction is composed of
two steps: intent prediction and annotation prediction.
Comment on lines +34 to +36
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

This is not needed (we don't need to make assumptions about how the agent is implemented).


Args:
user_utterance: The last user utterance.
dialogue_history: The dialogue history.

Raises:
NotImplementedError: If not implemented in derived class.

Returns:
The next dialogue act.
"""
WerLaj marked this conversation as resolved.
Show resolved Hide resolved
raise NotImplementedError