An easy-to-use application programming interface (API) is provided by Neural Chat, which is a configurable chat bot framework that is part of Intel Extension for Transformers

The fine-tuning, optimisation, and inference capabilities of NeuralChat are made possible by the fact that it is constructed on top of large language models

Because NeuralChat offers a default chatbot setup in the file neuralchat.yaml, you may personalise the manner in which this chatbot behaves by editing the following fields in the configuration file

Knowledge retrieval comprises of document indexing to effectively retrieve relevant information, including Dense Indexing based on LangChain and Sparse Indexing based on fastRAG document rankers to prioritise the most relevant replies Both of these types of indexing are used by the knowledge retrieval process

Users are able to optimise chatbot inference by making advantage of NeuralChat’s several model optimisation tools, such as advanced mixed precision (AMP) and Weight Only Quantization

For text creation, summarization, code generation tasks, and even Text-To-Speech (TTS) models, NeuralChat enables the fine-tuning of a pre-trained LLM

Memory controller allows for effective use of available memory The chatbot’s inputs and outputs are subjected to a sensitive content check, which is enabled by the safety checker

A Chat bot Framework That Allows for Configuration, Neural Chat Just a Few Minutes Required to Create Your Very Own Chat bot