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- import hashlib
- try:
- from langchain_community.document_loaders import PyPDFLoader
- except ImportError:
- raise ImportError(
- 'PDF File requires extra dependencies. Install with `pip install --upgrade "embedchain[dataloaders]"`'
- ) from None
- from embedchain.helpers.json_serializable import register_deserializable
- from embedchain.loaders.base_loader import BaseLoader
- from embedchain.utils.misc import clean_string
- @register_deserializable
- class PdfFileLoader(BaseLoader):
- def load_data(self, url):
- """Load data from a PDF file."""
- headers = {
- "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/98.0.4758.102 Safari/537.36", # noqa:E501
- }
- loader = PyPDFLoader(url, headers=headers)
- data = []
- all_content = []
- pages = loader.load_and_split()
- if not len(pages):
- raise ValueError("No data found")
- for page in pages:
- content = page.page_content
- content = clean_string(content)
- meta_data = page.metadata
- meta_data["url"] = url
- data.append(
- {
- "content": content,
- "meta_data": meta_data,
- }
- )
- all_content.append(content)
- doc_id = hashlib.sha256((" ".join(all_content) + url).encode()).hexdigest()
- return {
- "doc_id": doc_id,
- "data": data,
- }
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