Extract Data Like a Pro: Unleash the Power of MinerU for Ultimate PDF Conversion
Tired of wrestling with PDFs and struggling to extract the valuable data trapped inside? MinerU is here to revolutionize how you handle document conversion. This open-source tool effortlessly transforms PDFs into machine-readable formats like Markdown and JSON, opening up a world of possibilities for data analysis, research, and more. Get ready to boost your productivity and say goodbye to manual data entry.
What is MinerU and Why Should You Care?
MinerU is more than just a PDF converter; it's a comprehensive solution designed to tackle the unique challenges of scientific literature and complex document layouts. Born from the pre-training process of InternLM, MinerU focuses on accurate symbol conversion, clean data extraction, and enhanced usability.
Here's why MinerU stands out:
- Effortless Conversion: Transforms PDFs into Markdown, JSON, and other formats, ready for use in various applications.
- Scientifically Focused: Designed to accurately handle formulas and complex layouts often found in research papers.
- Open-Source Advantage: Benefit from a community-driven tool with ongoing development and improvements.
Stop spending countless hours manually extracting data. With MinerU, you'll gain valuable time and unlock the hidden potential within your PDF documents. Are you ready to revolutionize your workflow with intelligent data extraction?
Key Features That Set MinerU Apart
MinerU offers a suite of features designed to optimize data extraction and ensure semantic coherence. Here's a glimpse of what makes MinerU a game-changer:
- Intelligent Content Removal: Automatically removes headers, footers, footnotes, and page numbers for a cleaner output.
- Structure Preservation: Maintains the original document's structure, including headings, paragraphs, and lists.
- Rich Media Extraction: Extracts images, table titles, and footnotes with ease.
- Formula Conversion: Automatically converts formulas into LaTeX format, perfect for scientific documents.
- Table Conversion: Transforms tables into HTML format, preserving their structure and data.
- OCR Functionality: Automatically detects scanned and garbled PDFs, enabling OCR for accurate text recognition in 84 languages.
- Flexible Output Formats: Supports multiple output formats, including multimodal and NLP Markdown, JSON sorted by reading order, and rich intermediate formats.
- Visualization Tools: Offers layout and span visualization for efficient quality assurance.
- Hardware Acceleration: Supports CPU, GPU (CUDA), NPU (CANN), and MPS acceleration for optimal performance.
- Cross-Platform Compatibility: Works seamlessly on Windows, Linux, and Mac.
Installation and Compatibility: What You Need to Know
MinerU supports a wide range of environments. Installation is straightforward, and the team actively optimizes compatibility:
- Python Support: Compatible with Python versions 3.10 to 3.13.
- CUDA Compatibility: Supports CUDA versions 11.8, 12.4, 12.6, and 12.8.
- Offline Deployment: No internet connection is required after the initial deployment.
Important: For optimal performance, it's recommended to use the mainline environment. The documentation and FAQ provide solutions for potential issues in non-recommended environments.
Get Started with MinerU: Quick and Easy
There are three ways to experience MinerU:
- Online Demo: No installation is required. Check out the official MinerU website for a link to the synced demo.
- Quick CPU Demo (Windows, Linux, Mac): Follow these steps:
- Install magic-pdf using
pip install -U "magic-pdf[full]"
. - Download model weight files (refer to the documentation for instructions).
- Modify the
magic-pdf.json
configuration file to enable or disable features like table recognition.
- Install magic-pdf using
- Accelerated Inference (CUDA/CANN/MPS): Choose the appropriate guide based on your system:
- Linux/Windows + CUDA
- Linux + CANN
- MacOS + MPS
Unleash the Power: MinerU in Action
Once you've installed MinerU, you can use it via the command line or Python API. Let's look at a quick example of how to use it via command line:
The --help
flag will print useful information in your terminal to point you in the right direction.
Known Issues and Limitations: What to Expect
While MinerU is a powerful tool, it's essential to be aware of its limitations:
- Reading Order: May be incorrect in areas with extremely complex layouts.
- Vertical Text: Not currently supported.
- Table Recognition: May have row/column recognition errors in complex tables.
- OCR Accuracy: May produce inaccurate characters in lesser-known languages.
MinerU: The Future of Document Conversion
MinerU is constantly evolving, with ongoing development focused on improving accuracy, speed, and usability. By embracing this open-source solution, you can unlock the hidden potential within your PDF documents and streamline your workflow. Don't wait – start using MinerU today and experience the future of document conversion.