27 lines
878 B
Python
27 lines
878 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.tasks.summarization.models import TextSummary
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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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async def summarize_text(data_chunks: list[DocumentChunk], edges: list, 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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)
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for (chunk_index, chunk) in enumerate(data_chunks)
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]
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return summaries, edges
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