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MessageSummary

class MessageSummary(BaseModel):

Schema for structured message summaries.

Parameters:

  • summary (str): A brief, one-sentence summary of the conversation.
  • participants (List[str]): The roles of participants involved.
  • key_topics_and_entities (List[str]): Important topics, concepts, and entities discussed.
  • decisions_and_outcomes (List[str]): Key decisions, conclusions, or outcomes reached.
  • action_items (List[str]): A list of specific tasks or actions to be taken, with assignees if mentioned.
  • progress_on_main_task (str): A summary of progress made on the primary task.

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MessageSummarizer

class MessageSummarizer:

Utility class for generating structured summaries of chat messages.

Parameters:

  • model_backend (Optional[BaseModelBackend], optional): The model backend to use for summarization. If not provided, a default model backend will be created.

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init

def __init__(self, model_backend: Optional[BaseModelBackend] = None):

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summarize

def summarize(self, messages: List[BaseMessage]):

Generate a structured summary of the provided messages.

Parameters:

  • messages (List[BaseMessage]): List of messages to summarize.

Returns:

MessageSummary: Structured summary of the conversation.