29 lines
1,008 B
Python
29 lines
1,008 B
Python
import asyncio
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from typing import Type
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from uuid import uuid5
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from pydantic import BaseModel
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from cognee.modules.data.extraction.extract_summary import extract_summary
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from cognee.modules.chunking.models.DocumentChunk import DocumentChunk
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from cognee.tasks.storage import add_data_points
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from cognee.tasks.storage.index_data_points import get_data_points_from_model
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from .models.TextSummary import TextSummary
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async def summarize_text(data_chunks: list[DocumentChunk], summarization_model: Type[BaseModel]):
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if len(data_chunks) == 0:
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return data_chunks
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chunk_summaries = await asyncio.gather(
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*[extract_summary(chunk.text, summarization_model) for chunk in data_chunks]
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)
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summaries = [
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TextSummary(
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id = uuid5(chunk.id, "TextSummary"),
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made_from = chunk,
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text = chunk_summaries[chunk_index].summary,
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) for (chunk_index, chunk) in enumerate(data_chunks)
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]
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await add_data_points(summaries)
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return data_chunks
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