From abe184b8078bdd20684bcab74fc59cd1119046f9 Mon Sep 17 00:00:00 2001
From: Andru Liu <90433630+WallabyLester@users.noreply.github.com>
Date: Tue, 8 Oct 2024 21:28:09 -0700
Subject: [PATCH] Implemented training function.

---
 CPP_Implementation/rbf_model.cpp | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/CPP_Implementation/rbf_model.cpp b/CPP_Implementation/rbf_model.cpp
index 6b6b11f..c142114 100644
--- a/CPP_Implementation/rbf_model.cpp
+++ b/CPP_Implementation/rbf_model.cpp
@@ -73,6 +73,20 @@ void RBFModel::adapt(double error, double learning_rate, const double* input) {
     }
 }
 
+/**
+ * @brief Train the RBF model using recorded data.
+ */
+void RBFModel::train(const double* inputs, const double* targets, int n_samples, int epochs, double learning_rate) {
+    for (int iter = 0; iter < epochs; ++iter) {
+        for (int sample = 0; sample < n_samples; ++sample) {
+            double output = predict(&inputs[sample * input_dim]); 
+            double error = targets[sample] - output;
+
+            adapt(error, learning_rate, &inputs[sample * input_dim]); // Adapt weights based on the error
+        }
+    }
+}
+
 /**
  * @brief Get the weight at a specific index.
  */