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PDF-QA-RAG-System:基于 Streamlit、LangChain、Ollama 与 Chroma 的 PDF 问答应用

rupamsamanta123/PDF-QA-RAG-System

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PDF-QA-RAG-System 是一个可上传多个 PDF 并基于其内容提问的问答应用,核心由 Streamlit、LangChain、Ollama 和 Chroma 驱动,支持跨平台使用。用户可通过 Releases 页面下载对应系统的安装包,Windows 需 Windows 10 或更高版本,macOS 需 macOS 10.13 或更高版本,建议至少 4 GB 内存。

正文

📄 PDF-QA-RAG-System - Answer Questions from Your PDFs Easily

🚀 Getting Started

Welcome to the PDF-QA-RAG-System! This application allows you to upload PDF files and ask questions based on the content. With its core features powered by Streamlit, LangChain, Ollama, and Chroma, you will find answers quickly and accurately.

🛠️ Features

  • Context-Based Answers: Ask questions about the content of your PDFs and get relevant responses.
  • User-Friendly Interface: Navigate the app with ease, even without technical skills.
  • Fast Processing: Enjoy quick answers, thanks to efficient document retrieval and generation features.
  • Multiple PDF Uploads: Upload several PDFs at once for comprehensive answers.
  • Cross-Platform Support: Use the app on different operating systems, ensuring flexibility.

🌟 Key Technologies

This application integrates several technologies:

  • Streamlit: Provides the web application interface.
  • LangChain: Helps in processing natural language queries.
  • Ollama: Powers the generation of responses.
  • Chroma: Manages and retrieves vectorized document data effectively.

📥 Download & Install

To get started with PDF-QA-RAG-System, visit this page: Download PDF-QA-RAG-System from Releases

  1. Click on the above link to go to the Releases page.
  2. You will find the latest version of the PDF-QA-RAG-System available for download.
  3. Choose the appropriate file based on your operating system. Look for options like .exe for Windows, .dmg for macOS, or other relevant formats.
  4. Click on the file to start the download process.

📂 Installation Steps

  1. Locate the Downloaded File: After the download is complete, find the file in your downloads folder or the location you selected.
  2. Run the Installer:
    • For Windows, double-click the .exe file to launch the installer.
    • For macOS, open the .dmg file and drag the application into your Applications folder.
  3. Follow Installation Prompts: Complete any prompts that appear to finish the installation.

📄 How to Use the Application

  1. Open the Application: Launch PDF-QA-RAG-System from your programs or applications menu.
  2. Upload PDFs: Click on the "Upload" button or drag and drop your PDF files into the designated area.
  3. Ask a Question: Type your question in the text box provided.
  4. Get Answers: The application will display relevant answers based on the content of your PDFs.

📋 System Requirements

  • Windows: Windows 10 or later is recommended.
  • macOS: macOS 10.13 (High Sierra) or later is required.
  • Memory: At least 4 GB of RAM is recommended for optimal performance.
  • Processor: Intel Core i3 or equivalent processor.

📖 Troubleshooting

If you encounter issues:

  • Reinstall the Application: If the app doesn’t start, consider reinstalling it.
  • Check PDF Format: Ensure your PDF is not corrupted and is in a readable format.
  • Look for Updates: Check the Releases page for any newer versions or bug fixes.

📡 Get in Touch

If you have questions or need support, visit the Issues section in this repository or contact the author directly through GitHub.

🌐 Community and Resources

Join our community for tips, discussions, and updates. Check out forums focused on PDF querying and applications using AI technologies.

📝 Contributing

We welcome contributions! If you have ideas for improvements or find bugs, please raise an issue or submit a pull request.

Thank you for using PDF-QA-RAG-System! We hope you find it useful for your PDF querying needs.

来源:GitHub · github.com