![]() Its expansive knowledge base allows it to answer questions and provide explanations across various domains Its strength lies in generating coherent and contextually relevant text, making it suitable for tasks like content generation, text completion, chatbots, and creative writing. GPT-3: This versatile language model from OpenAI excels in a wide range of natural language processing tasks.Here’s a comparison of some commercially-available LLMs: To choose the model that’s most suitable for your project’s requirements, consider availability of hardware resources (GPUs, GPU memory, and/or CPU memory) and how much money you want to invest for a cloud service.You should also consider the requirements of the system you are going to design in terms of the kind of generation you are aiming for. Fortunately, there’s a pretty extensive list of language models that are compatible with FastChat. The “large” in large language model (LLM) is a hint that we’ll need large amounts of memory and computational power to train a new model for generative inference. Most importantly, any pre-existing application that uses the OpenAI API can easily leverage a FastChat server without any modification in the source code. This is a pretty smart design you can test out different models with your chatbot just by changing the URL you use to address different workers. The chatbot models are accessible through a fully OpenAI-compatible API server and can be used directly with the openai-python library. The FastChat platform provides access to multiple chatbot models, and each model is assigned to a worker (hence the model_worker name). The above command installs fschat along with two optional modules: model_worker, to handle the different models that can be served by FastChat, and webui, to host a web interface for interacting with the chatbot model. We’ll install it using pip: pip3 install "fschat" ![]() ![]() In this article, we’ll explore how to use FastChat to implement a simple AI chatbot in a JavaScript web app, which is just one of the functionalities that FastChat makes available within its unique architecture.įastChat is available as an open source Python library. FastChat is a platform for training, serving, and evaluating large language models that are behind many of these chatbots. A recent survey by Salesforce indicates that 23 percent of service companies are currently using chatbots, and that percentage is expected to more than double in the next 18 months.
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