From a945ddf71455dfb6aaaf5bc0f941a17b9dc5b04f Mon Sep 17 00:00:00 2001 From: Sucio <esteban.cosserat@gmail.com> Date: Fri, 10 Nov 2023 10:14:11 +0100 Subject: [PATCH] mise_en_forme --- .gitignore | 2 +- chatgpt.py | 98 ---------------------------------------- requirements.txt | 3 +- result/1000val_knn.png | Bin 29346 -> 0 bytes result/knn_1_20_err.png | Bin 29338 -> 0 bytes test.py | 39 ---------------- 6 files changed, 3 insertions(+), 139 deletions(-) delete mode 100644 chatgpt.py delete mode 100644 result/1000val_knn.png delete mode 100644 result/knn_1_20_err.png delete mode 100644 test.py diff --git a/.gitignore b/.gitignore index 13ecb9c..824f6d8 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,2 @@ data/ -test.py +codes_annexes_local/ diff --git a/chatgpt.py b/chatgpt.py deleted file mode 100644 index ffcbb98..0000000 --- a/chatgpt.py +++ /dev/null @@ -1,98 +0,0 @@ -import numpy as np -from sklearn.model_selection import train_test_split -from sklearn.preprocessing import OneHotEncoder -from sklearn.metrics import accuracy_score -from read_cifar import read_cifar_batch, split_dataset -import matplotlib.pyplot as plt - -# Charger CIFAR-10 depuis votre source de données -X,y = read_cifar_batch("data/cifar-10-batches-py/data_batch_1") - -# Diviser les données en ensembles d'entraînement et de test -X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1) - -# Prétraitement des données -# Vous devrez redimensionner les images, les normaliser, etc. - -# Définir l'architecture du réseau de neurones -input_size = 32 * 32 * 3 # 32x32 pixels et 3 canaux (RGB) -hidden_size = 64 # Nombre d'unités dans la couche cachée -output_size = 10 # 10 classes dans CIFAR-10 - -# Initialiser les poids et les biais -np.random.seed(0) -weights_input_hidden = np.random.randn(input_size, hidden_size) -bias_input_hidden = np.zeros((1, hidden_size)) -weights_hidden_output = np.random.randn(hidden_size, output_size) -bias_hidden_output = np.zeros((1, output_size)) - -# Hyperparamètres -learning_rate = 0.1 -num_epochs = 100 -y_print,x_print,y2_print=[],[],[] -# Entraînement du modèle -for epoch in range(num_epochs): - # Forward pass - hidden_input = np.dot(X_train, weights_input_hidden) + bias_input_hidden - hidden_output = 1 / (1 + np.exp(-hidden_input)) # Fonction d'activation (sigmoid) - output_layer = np.dot(hidden_output, weights_hidden_output) + bias_hidden_output - - # Calcul softmax - exp_scores = np.exp(output_layer) - probs = exp_scores / np.sum(exp_scores, axis=1, keepdims=True) - - # Calcul de la perte (cross-entropy) - num_examples = len(X_train) - corect_logprobs = -np.log(probs[range(num_examples), y_train]) - data_loss = np.sum(corect_logprobs) / num_examples - - # Calcul du gradient - dprobs = probs - dprobs[range(num_examples), y_train] -= 1 - dprobs /= num_examples - - dweights_hidden_output = np.dot(hidden_output.T, dprobs) - dbias_hidden_output = np.sum(dprobs, axis=0, keepdims=True) - - dhidden = np.dot(dprobs, weights_hidden_output.T) - dhidden_hidden = dhidden * (1 - hidden_output) * hidden_output - dweights_input_hidden = np.dot(X_train.T, dhidden_hidden) - dbias_input_hidden = np.sum(dhidden_hidden, axis=0) - - # Mise à jour des poids et des biais - weights_input_hidden -= learning_rate * dweights_input_hidden - bias_input_hidden -= learning_rate * dbias_input_hidden - weights_hidden_output -= learning_rate * dweights_hidden_output - bias_hidden_output -= learning_rate * dbias_hidden_output - - x_print.append(epoch) - y_print.append(data_loss) - predicted_class = np.argmax(output_layer, axis=1) - y2_print.append(accuracy_score(y_train, predicted_class)) - # Affichage du loss à chaque époque (pour le suivi) - if (epoch + 1) % 100 == 0: - print(f'Époque {epoch + 1}: Loss = {data_loss:.4f}') - -# Évaluation du modèle -hidden_input = np.dot(X_test, weights_input_hidden) + bias_input_hidden -hidden_output = 1 / (1 + np.exp(-hidden_input)) -output_layer = np.dot(hidden_output, weights_hidden_output) + bias_hidden_output -predicted_class = np.argmax(output_layer, axis=1) -accuracy = accuracy_score(y_test, predicted_class) -print(f'Précision sur l\'ensemble de test: {accuracy:.4f}') - -fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4)) - -ax1.plot(x_print,y_print) -ax1.set_xlabel('epoque') -ax1.set_ylabel('loss') -ax1.set_title('evolution de la fonction loss par epoque') -ax1.legend() - -ax2.plot(x_print,y2_print) -ax2.set_xlabel('epoque') -ax2.set_ylabel('accuracy') -ax2.set_title('evolution de la accuracy') -ax2.legend() -plt.tight_layout() -plt.show() \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 70dd3f4..8e6a423 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,2 +1,3 @@ +IPython numpy -open-cv \ No newline at end of file +matplotlib \ No newline at end of file diff --git a/result/1000val_knn.png b/result/1000val_knn.png deleted file mode 100644 index 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label_indexe,label_im, in enumerate(label): - mat[label_indexe,label_im-1]=1 - return(mat) - -mat=np.array([1,8,6,4,7,8,5,2,4,6,4]) -print(one_hot(mat)) -# mat_exp=np.exp(mat) -# v=np.sum(mat_exp,axis=1) -# print(v) -# mat_exp_norm=mat_exp/v[:, np.newaxis] - -# vrai=np.array([[0,0,0,1],[1,0,0,0],[0,0,1,0]]) -# print(-np.log(np.max(mat_exp_norm*vrai,axis=1))) -# L=np.mean(-np.log(np.max(vrai*mat_exp_norm,axis=1))) -# print(L) \ No newline at end of file -- GitLab