FastChat Alternatives and Reviews (May 2023)
Large Language Models have gained immense popularity in the past years. These models have revolutionized the way chatbots work and have made them more intelligent and efficient. FastChat is a popular framework used for running chatbots, but there are several alternatives that users can explore. Here we will review some of the FastChat alternatives:
LLaMA
LLaMA is a language model developed by Facebook that has gained immense popularity. LLaMA's port in C/C++ is one of the most popular alternatives to FastChat. The LLaMA model's inference code is available, making it simpler for users to run on their local machines. Instruct-tune LLaMA on consumer hardware is possible, making it a versatile option.
Gradio Web UI
This is a web interface of large Language Models like LLaMA, llama.cpp, GPT-J, Pythia, OPT, and GALACTICA. It is particularly useful for users who have little experience in programming. The Gradio Web UI makes it easy to run and test different language models.
gpt4all
gpt4all is an ecosystem of open-source chatbots trained on a massive collection of clean assistant data, including code, stories, and dialogue. This extensive data collection makes the chatbots more accurate, efficient, and smart. The ecosystem provides a range of chatbots that users can explore.
RWKV
RWKV is an RNN that offers transformer-level LLM performance. It is easy to train and uses parallelization, which makes training fast. The model is particularly useful as it is compatible with ggml compatible models like llama.cpp, alpaca.cpp, gpt4all.cpp, rwkv.cpp, vicuna, koala, gpt4all-j, and cerebras. RWKV is a great option for users who want fast performance and efficient training of language models.
Alpaca
Alpaca is a popular chatbot that is compatible with llama.cpp. The web interface for chatting with Alpaca through llama.cpp is fully dockerized, which makes it easier to use. The API is user-friendly and easy to navigate, even for beginners.
Conclusion
FastChat is a popular language model framework used for running chatbots. However, there are several alternatives that users can explore. Some of the popular alternatives include LLaMA, gpt4all, RWKV, Gradio Web UI, and Alpaca. Each of these alternatives has unique features and benefits that users can explore to find the best option for them.