I have made a BiLSTM DL model for the task. The task requires me to predict the internal state labels when the external state labels are given. The model is giving 99% testing accuracy 99% precision and 100% recall. I have added the tensorboard files and model architecture file for visualisation. I have also made an api using fastAPI for it and tested it using postman. Finally I did some stress testing using locusts and have given the html file containing the locusts benchmarking data as well.