Comparing Different Parsing(Coming Soon)¶
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OmniParse¶
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# !pip install omniparse-client
# !pip install omniparse-client
PyPDF2¶
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pdfminer.six:¶
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Tabula-py¶
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PyMuPDF¶
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Camelot¶
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Conclusion¶
Text Extraction:¶
- PyPDF2: Good support for text extraction.
- pdfminer.six: Excellent support with advanced layout information extraction.
- Tabula-py: Limited support, mainly focused on tables.
- PyMuPDF: Strong text extraction capabilities.
- Camelot: Primarily designed for tabular data extraction and may not provide advanced text extraction capabilities for answering questions from the content.
Image Extraction:¶
- PyPDF2: Limited support.
- pdfminer.six: Limited or no support.
- Tabula-py: No built-in support.
- PyMuPDF: Strong image extraction capabilities.
- Camelot: no built-in support for image extraction.
Table Extraction:¶
- PyPDF2: No built-in support.
- pdfminer.six: No built-in support.
- Tabula-py: Excellent support for table extraction.
- PyMuPDF: Custom implementation required, but provides a foundation for table extraction.
- Camelot: Excels at extracting tabular data from PDFs, which can be useful for answering questions based on structured information.
Speed of Execution:¶
- PyPDF2: Speed is moderate as it may take longer for processing large PDF files.
- pdfminer.six: Moderate speed, depending on the complexity of the PDF.
- Tabula-py: Varies depending on the size and complexity of the tables.
- PyMuPDF: Known for its high-performance rendering and parsing.
- Camelot: execution speed is impressive, thanks to its efficient table extraction algorithms.
Ease of Use:¶
- PyPDF2: Simple and easy to use.
- pdfminer.six: More complex compared to other libraries.
- Tabula-py: User-friendly interface, especially for table extraction.
- PyMuPDF: Provides a rich set of functionalities but may have a steeper learning curve.
- Camelot: Initial set up is tricky but otherwise good documentation for any specific use. Flexibilty to provide page numbers and page range to extrtact tables