#pragma once #ifdef EXECUTION_REGRESSION #include "http_session.h" #include static inline uint64_t get_regression_prediction(struct http_session *session) { /* Default Pre-processing - Extract payload size */ const int payload_size = session->http_request.body_length; const double regression_params[2] = {payload_size, session->regression_param}; /* Perform Linear Regression using the factors provided by the regressor performed AoT on Matlab using training * tenant-given dataset */ const struct regression_model model = session->route->regr_model; const uint64_t prediction = (regression_params[0] / model.scale * model.beta1 + regression_params[1] / model.scale * model.beta2) + model.bias; return prediction; } #endif