ChatPLUG: Chinese Personalized Large Language Model
ChatPLUG is an innovative project aiming to develop an open-domain dialogue system that understands and responds in Chinese. The project offers a variety of interesting and personalized chat experiences, representing different roles such as a cheerful, emoji-loving young woman, a wise monk, and a Three Kingdoms-era character, Guan Yu.
Recent Updates
- A new model, ChatPLUG-13B, will soon be available on ModelScope for research.
- Recent guides have been added to enhance user experiences, such as retrieval and role-play functionalities.
- Training codes were introduced to help users build custom chatbots easily.
- An online demo is available for users to try out the Role-Play-Chat.
Online Demo
Users can experience the interactive Role-Play-Chat feature online through the provided demo.
Key Features
Knowledge Augmentation
ChatPLUG allows for the integration of external knowledge during inference, enabling users to obtain up-to-date information via search engines or access domain-specific knowledge from a local database. This feature enhances the chatbot's responses with relevant and current knowledge.
Personalization
Users can personalize the chatbot experience by customizing conversation styles and character roles. This is achieved by setting specific bot profiles or using role-play instructions, making interactions more engaging and tailored to individual preferences.
Multi Skills
ChatPLUG excels in conducting multi-turn conversations in open domains and demonstrates impressive capabilities across various natural language processing (NLP) tasks. This versatility makes it a comprehensive tool for diverse dialogue and learning applications.
Utilizing ChatPLUG
Methods of Use
The project offers three main ways to explore or further develop ChatPLUG:
- ModelScope: Simple to start; supports command-line inference but training and deployment features are not fully ready.
- HuggingFace: Coming soon with more functionalities.
- XDPX: This library allows for a comprehensive process, supporting both inference and training with plans for future deployment options.
Running the Model
To run ChatPLUG using ModelScope, access various models such as ChatPLUG-240M and ChatPLUG-3.7B via their associated links.
Training and Deployment
XDPX provides easy steps to train and deploy custom chatbot models, leveraging its all-in-one infrastructure for smooth processing. The structure facilitates a quick integration of training datasets and model deployment, simplifying complex tasks.
Installation and Documentation
Comprehensive installation instructions and user guides are available, helping users get started quickly with ChatPLUG. These resources include step-by-step guides on retrieval, role-play, and understanding advanced functionalities like training and development.
Citations
Researchers and developers contributing to or working with ChatPLUG are encouraged to cite the project's work as specified, acknowledging the contributions of the developers and the repository hosting the models.
License
The project is licensed under the Apache License, Version 2.0, ensuring that users can engage with the project's content freely and ethically.
ChatPLUG stands out as a powerful tool for building personalized, intelligent chatbots and represents a significant step forward in open-domain dialogue systems. With its ability to integrate knowledge and support multiple languages and tasks, it presents exciting opportunities for developers and researchers alike.