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How to automate text extraction of multiple document formats in a local environment?

2025-09-09 1.7 K
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Scenario requirements

Enterprises or developers often need to batch process multiple formats in the local environment (PDF/Word/PPT, etc.) of the automated text extraction, while ensuring data security.

Kreuzberg Solutions

  • Multi-format support: 20+ document formats (including .docx/.pptx, etc.) supported through Pandoc integration
  • localization: all processing is done locally and does not rely on cloud services
  • automatic assembly line: scripts can be written to batch process all documents in a folder

Implementation steps

  1. Install the necessary components:
    • Kreuzberg:pip install kreuzberg
    • Pandoc: download the corresponding installation package according to the system
  2. Create batch scripts:
    from kreuzberg import Kreuzberg
    import os
    extractor = Kreuzberg()
    for file in os.listdir('docs_folder'):
        text = extractor.extract_text(f'docs_folder/{file}')
        with open(f'output/{file}.txt', 'w') as f:
            f.write(text)
  3. Setting up timed tasks or triggers for full automation

Optimization Recommendations

  • Create processing queues for different formats
  • Add an exception handling mechanism to document failures
  • Consider multithreading for large numbers of small files

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