From d271b05c8d4476f93c2da4a9b5030d57ce8cb587 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Batuhan=20Berk=20Ba=C5=9Fo=C4=9Flu?= Date: Fri, 21 Nov 2025 08:56:38 -0500 Subject: [PATCH] Added the hyperparameter training. --- .idea/workspace.xml | 55 +++--- hyperparameter-training.py | 185 +++++++++++++++++++++ results/experiment-8.png | Bin 36143 -> 35602 bytes results/hyperparameter-training-output.png | Bin 0 -> 44201 bytes 4 files changed, 213 insertions(+), 27 deletions(-) create mode 100644 hyperparameter-training.py create mode 100644 results/hyperparameter-training-output.png diff --git a/.idea/workspace.xml b/.idea/workspace.xml index 55c29c7..b4fe5ff 100644 --- a/.idea/workspace.xml +++ b/.idea/workspace.xml @@ -5,8 +5,9 @@ + - + - { + "keyToString": { + "ModuleVcsDetector.initialDetectionPerformed": "true", + "Python.Unnamed.executor": "Run", + "Python.experiment-1-1.executor": "Run", + "Python.experiment-1-2.executor": "Run", + "Python.experiment-1.executor": "Run", + 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-}]]> +} diff --git a/hyperparameter-training.py b/hyperparameter-training.py new file mode 100644 index 0000000..70ff266 --- /dev/null +++ b/hyperparameter-training.py @@ -0,0 +1,185 @@ + +#learn rate and batch sizes +for learn_rate in [1e-2,1e-3,1e-4]: + for batch_sizes in [64,128,256]: + import numpy as np + import matplotlib.pyplot as plt + from torchvision import datasets + import os + + + class MLP: + def __init__(self, input_size, hidden_size1, hidden_size2, output_size, weight_scale): + # initializes weights and biases for each layer + self.W1 = np.random.randn(input_size, hidden_size1) * weight_scale + self.b1 = np.zeros((1, hidden_size1)) + self.W2 = np.random.randn(hidden_size1, hidden_size2) * weight_scale + self.b2 = np.zeros((1, hidden_size2)) + self.W3 = np.random.randn(hidden_size2, output_size) * weight_scale + self.b3 = np.zeros((1, output_size)) + + def forward(self, x): + # forwards pass through the network + self.x = x # input for backpropagation + self.z1 = x @ self.W1 + self.b1 # linear transformation for layer 1 + self.a1 = self.relu(self.z1) # ReLU activation + self.z2 = self.a1 @ self.W2 + self.b2 # linear transformation for layer 2 + self.a2 = self.relu(self.z2) # ReLU activation + self.z3 = self.a2 @ self.W3 + self.b3 # linear transformation for layer 3 + self.a3 = self.softmax(self.z3) # applies softmax to get class probabilities + return self.a3 # output of the network + + def backward(self, y, lr): + # backwards pass for weight updates using gradient descent + m = y.shape[0] + y_one_hot = self.one_hot_encode(y, self.W3.shape[1]) # converts labels to one-hot encoding + + # computes gradients for each layer + dz3 = self.a3 - y_one_hot # gradient for output layer + dw3 = (self.a2.T @ dz3) / m + db3 = np.sum(dz3, axis=0, keepdims=True) / m + + dz2 = (dz3 @ self.W3.T) * self.relu_deriv(self.z2) # gradient for layer 2 + dw2 = (self.a1.T @ dz2) / m + db2 = np.sum(dz2, axis=0, keepdims=True) / m + + dz1 = (dz2 @ self.W2.T) * self.relu_deriv(self.z1) # gradient for layer 1 + dw1 = (self.x.T @ dz1) / m + db1 = np.sum(dz1, axis=0, keepdims=True) / m + + # updates weights and biases using gradient descent + self.W3 -= lr * dw3 + self.b3 -= lr * db3 + self.W2 -= lr * dw2 + self.b2 -= lr * db2 + self.W1 -= lr * dw1 + self.b1 -= lr * db1 + + @staticmethod + def relu(x): + # ReLU activation + return np.maximum(0, x) + + @staticmethod + def relu_deriv(x): + # derivation of ReLU activation for backpropagation + return (x > 0).astype(float) + + @staticmethod + def softmax(x): + # softmax function normalizes outputs to probabilities + e_x = np.exp(x - np.max(x, axis=1, keepdims=True)) # exponentiates inputs + return e_x / np.sum(e_x, axis=1, keepdims=True) # normalizes to get probabilities + + @staticmethod + def one_hot_encode(y, num_classes): + # converts labels to one-hot encoded format + return np.eye(num_classes)[y] + + @staticmethod + def cross_entropy_loss(y, y_hat): + # computes cross-entropy loss between true labels and predicted probabilities + m = y.shape[0] + m = y.shape[0] + eps = 1e-12 + y_hat_clipped = np.clip(y_hat, eps, 1. - eps) + log_probs = -np.log(y_hat_clipped[np.arange(m), y]) + return np.mean(log_probs) + + def fit(self, x_train, y_train, x_val, y_val, lr, epochs, batch_size): + train_losses = [] + val_accuracies = [] + + for epoch in range(1, epochs + 1): + perm = np.random.permutation(x_train.shape[0]) # Shuffle the training data + x_train_shuffled, y_train_shuffled = x_train[perm], y_train[perm] + + epoch_loss = 0.0 + num_batches = int(np.ceil(x_train.shape[0] / batch_size)) + + for i in range(num_batches): + start = i * batch_size + end = start + batch_size + x_batch = x_train_shuffled[start:end] # batch of inputs + y_batch = y_train_shuffled[start:end] # batch of labels + + # Forward pass, backward pass, and weight update + self.forward(x_batch) + self.backward(y_batch, lr) + + epoch_loss += self.cross_entropy_loss(y_batch, self.a3) # updating the epoch loss + + epoch_loss /= num_batches # average loss is defined + train_losses.append(epoch_loss) + + val_pred = self.predict(x_val) + val_acc = np.mean(val_pred == y_val) + val_accuracies.append(val_acc) \ + + print(f"Epoch {epoch:02d} | Training Loss: {epoch_loss:.4f} | Value Accuracy: {val_acc:.4f}") + + self.plot_graph(train_losses, val_accuracies) + return val_accuracies[-1] + + def plot_graph(self, train_losses, val_accuracies): + if not os.path.exists('results'): + os.makedirs('results') # creates results director + + fig, ax1 = plt.subplots() # initializes the plot + + ax1.set_xlabel('Epochs') + ax1.set_ylabel('Training Loss', color='tab:blue') + ax1.plot(range(1, len(train_losses) + 1), train_losses, color='tab:blue', label='Training Loss') + ax1.tick_params(axis='y', labelcolor='tab:blue') # defines loss subplot + + ax2 = ax1.twinx() + ax2.set_ylabel('Validation Accuracy', color='tab:orange') + ax2.plot(range(1, len(val_accuracies) + 1), val_accuracies, color='tab:orange', label='Validation Accuracy') + ax2.tick_params(axis='y', labelcolor='tab:orange') # defines accuracy subplot + + plt.title('Training Loss and Validation Accuracy over Epochs') + + result_path = 'results/hyperparameter-training-output.png' # defines the file name + fig.savefig(result_path) + print(f"Graph saved to: {result_path}") + + def predict(self, x): # predicts class labels for the input data + probs = self.forward(x) # forwards pass to get probabilities + return np.argmax(probs, axis=1) # returns the class with highest probability + + # acquiring the FashionMNIST dataset + train_set = datasets.FashionMNIST(root='.', train=True, download=True) + test_set = datasets.FashionMNIST(root='.', train=False, download=True) + + # preprocessing the data by flattening images and normalizing them. + x_train = train_set.data.numpy().reshape(-1, 28 * 28).astype(np.float32) / 255.0 + y_train = train_set.targets.numpy() + + x_test = test_set.data.numpy().reshape(-1, 28 * 28).astype(np.float32) / 255.0 + y_test = test_set.targets.numpy() + + # MLP initialization + mlp = MLP( + input_size=28 * 28, + hidden_size1=256, + hidden_size2=256, + output_size=10, + weight_scale=1e-2 + ) + + # trains the model + mlp.fit( + x_train=x_train, + y_train=y_train, + x_val=x_test, + y_val=y_test, + lr=learn_rate, + epochs=100, + batch_size=batch_sizes + ) + + # tests the model + test_pred = mlp.predict(x_test) + test_acc = np.mean(test_pred == y_test) + print("Test:" + str(learn_rate) + " "+ str(batch_sizes)) + print(f"\nFinal test accuracy: {test_acc:.4f}") \ No newline at end of file diff --git a/results/experiment-8.png b/results/experiment-8.png index c8cc6d733786be0dd45ff95ae9356d538f9a5296..0365ed581c4461ee5514f10d737e7340344185dd 100644 GIT binary patch literal 35602 zcmdSBbySpJ6gE15fV4-O>ypA&n@Vf}(VHw{&;M&^h!F_l&>q ze&4<8e)rG&$DOri>6$t3`<}DUv!DI!z0dIFy@E6zHU%~W0>P7&kyM62P<Qpz|9|XB9g$XICRfQ;58gv%R&Qv$cgW-6vB=Cks1UE>;e9Rz4QGkIv5a 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