nltk security issue and upgrade unstructured (#9558)
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import logging
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from core.rag.extractor.extractor_base import BaseExtractor
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from core.rag.models.document import Document
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logger = logging.getLogger(__name__)
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class UnstructuredPDFExtractor(BaseExtractor):
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"""Load pdf files.
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Args:
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file_path: Path to the file to load.
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api_url: Unstructured API URL
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api_key: Unstructured API Key
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"""
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def __init__(self, file_path: str, api_url: str, api_key: str):
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"""Initialize with file path."""
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self._file_path = file_path
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self._api_url = api_url
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self._api_key = api_key
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def extract(self) -> list[Document]:
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if self._api_url:
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from unstructured.partition.api import partition_via_api
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elements = partition_via_api(
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filename=self._file_path, api_url=self._api_url, api_key=self._api_key, strategy="auto"
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)
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else:
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from unstructured.partition.pdf import partition_pdf
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elements = partition_pdf(filename=self._file_path, strategy="auto")
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from unstructured.chunking.title import chunk_by_title
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chunks = chunk_by_title(elements, max_characters=2000, combine_text_under_n_chars=2000)
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documents = []
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for chunk in chunks:
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text = chunk.text.strip()
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documents.append(Document(page_content=text))
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return documents
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