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Add abstract class for dialogue policy #238
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| """Abstract interface for dialogue policy. | ||
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| 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. | ||
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| 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). | ||
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| """ | ||
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| from abc import ABC, abstractmethod | ||
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| from dialoguekit.core.dialogue import Dialogue | ||
| from dialoguekit.core.dialogue_act import DialogueAct | ||
| from dialoguekit.core.utterance import Utterance | ||
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| class DialoguePolicy(ABC): | ||
| def __init__(self) -> None: | ||
| """Initializes the dialogue policy.""" | ||
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| pass | ||
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| @abstractmethod | ||
| def next_dialogue_act( | ||
| self, user_utterance: Utterance, dialogue_history: Dialogue | ||
| ) -> DialogueAct: | ||
| """Returns the next dialogue act given the user utterance and history. | ||
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| 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. | ||
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| Args: | ||
| user_utterance: The last user utterance. | ||
| dialogue_history: The dialogue history. | ||
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| Raises: | ||
| NotImplementedError: If not implemented in derived class. | ||
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| Returns: | ||
| The next dialogue act. | ||
| """ | ||
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| raise NotImplementedError | ||
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@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.