From dcd8ff7172926c0c70f44ca1c6f9c310b7de017b Mon Sep 17 00:00:00 2001
From: sosokker <sirin_29@hotmail.co.th>
Date: Tue, 22 Aug 2023 01:12:42 +0700
Subject: [PATCH] Fix Indentation

---
 src/Layers/Layers.hpp | 84 +++++++++++++++++++++----------------------
 1 file changed, 41 insertions(+), 43 deletions(-)

diff --git a/src/Layers/Layers.hpp b/src/Layers/Layers.hpp
index bace51f..9de4a44 100644
--- a/src/Layers/Layers.hpp
+++ b/src/Layers/Layers.hpp
@@ -1,53 +1,51 @@
-    #pragma once
-    #include <vector>
-    #include <utility>
+#pragma once
+#include <vector>
+#include <utility>
 
-    class Layer {
-    public:
-        virtual void forward(const std::vector<double>& inputs, bool training) = 0;
-        virtual void backward(std::vector<double>& dvalues) = 0;
-        virtual std::pair<std::vector<std::vector<double>>, std::vector<std::vector<double>>> get_parameters() const = 0;
-        virtual void set_parameters(const std::vector<std::vector<double>>& weights, const std::vector<std::vector<double>>& biases) = 0;
-    };
+class Layer {
+public:
+    virtual void forward(const std::vector<double>& inputs, bool training) = 0;
+    virtual void backward(std::vector<double>& dvalues) = 0;
+    virtual std::pair<std::vector<std::vector<double>>, std::vector<std::vector<double>>> get_parameters() const = 0;
+    virtual void set_parameters(const std::vector<std::vector<double>>& weights, const std::vector<std::vector<double>>& biases) = 0;
+};
 
-    class Layer_Dense : public Layer {
-    private:
-        double weight_regularizer_l1, weight_regularizer_l2,
-            bias_regularizer_l1, bias_regularizer_l2;
-        std::vector<std::vector<double>> weights, biases;
-        std::vector<double> inputs;
+class Layer_Dense : public Layer {
+private:
+    double weight_regularizer_l1, weight_regularizer_l2,
+        bias_regularizer_l1, bias_regularizer_l2;
+    std::vector<std::vector<double>> weights, biases;
+    std::vector<double> inputs;
 
-    public:
-        Layer_Dense(int n_inputs, int n_neurons,
-                    double weight_regularizer_l1,
-                    double weight_regularizer_l2,
-                    double bias_regularizer_l1,
-                    double bias_regularizer_l2);
+public:
+    Layer_Dense(int n_inputs, int n_neurons,
+                double weight_regularizer_l1,
+                double weight_regularizer_l2,
+                double bias_regularizer_l1,
+                double bias_regularizer_l2);
 
-        void forward(const std::vector<double>& inputs, bool training) override;
-        void backward(std::vector<double>& dvalues) override;
-        std::pair<std::vector<std::vector<double>>, std::vector<std::vector<double>>> get_parameters() const override;
-        void set_parameters(const std::vector<std::vector<double>>& weights, const std::vector<std::vector<double>>& biases) override;
-    };
+    void forward(const std::vector<double>& inputs, bool training) override;
+    void backward(std::vector<double>& dvalues) override;
+    std::pair<std::vector<std::vector<double>>, std::vector<std::vector<double>>> get_parameters() const override;
+    void set_parameters(const std::vector<std::vector<double>>& weights, const std::vector<std::vector<double>>& biases) override;
+};
 
-    class Layer_Dropout : public Layer {
-    private:
-        double rate;
+class Layer_Dropout : public Layer {
+private:
+    double rate;
 
-    public:
-        Layer_Dropout(double rate);
+public:
+    Layer_Dropout(double rate);
 
-        void forward(const std::vector<double>& inputs, bool training) override;
-        void backward(std::vector<double>& dvalues) override;
-    };
+    void forward(const std::vector<double>& inputs, bool training) override;
+    void backward(std::vector<double>& dvalues) override;
+};
 
 
-    class Layer_Input {
-    private:
-        std::vector<double> output;
+class Layer_Input {
+private:
+    std::vector<double> output;
 
-    public:
-        void forward(const std::vector<double>& inputs, bool training);
-    };
-
-    // Add other Layer classes as needed
+public:
+    void forward(const std::vector<double>& inputs, bool training);
+};
\ No newline at end of file