From 499776f2f7646511bc96c26e3f9eb7f52f28ece1 Mon Sep 17 00:00:00 2001 From: Schneider Leo <leo.schneider@etu.ec-lyon.fr> Date: Fri, 21 Mar 2025 10:53:06 +0100 Subject: [PATCH] debugging confusion matrix --- config/config.py | 4 ++-- confusion_matrix.png | Bin 43932 -> 0 bytes main.py | 15 ++++++--------- ...n_matrix_noise_0_lr_0.001_model_ResNet18.png | Bin 42073 -> 0 bytes ...atrix_noise_1000_lr_0.001_model_ResNet18.png | Bin 42168 -> 0 bytes ...matrix_noise_100_lr_0.001_model_ResNet18.png | Bin 41928 -> 0 bytes ...matrix_noise_200_lr_0.001_model_ResNet18.png | Bin 42124 -> 0 bytes ...matrix_noise_500_lr_0.001_model_ResNet18.png | Bin 38448 -> 0 bytes ...ing_plot_noise_0_lr_0.001_model_ResNet18.png | Bin 32538 -> 0 bytes ...plot_noise_0_lr_0.001_model_ResNet18_duo.png | Bin 23560 -> 0 bytes ..._plot_noise_1000_lr_0.001_model_ResNet18.png | Bin 31000 -> 0 bytes ...t_noise_1000_lr_0.001_model_ResNet18_duo.png | Bin 19936 -> 0 bytes ...g_plot_noise_100_lr_0.001_model_ResNet18.png | Bin 34858 -> 0 bytes ...ot_noise_100_lr_0.001_model_ResNet18_duo.png | Bin 16225 -> 0 bytes ...g_plot_noise_200_lr_0.001_model_ResNet18.png | Bin 31552 -> 0 bytes ...ot_noise_200_lr_0.001_model_ResNet18_duo.png | Bin 17233 -> 0 bytes ...g_plot_noise_500_lr_0.001_model_ResNet18.png | Bin 29289 -> 0 bytes ...ot_noise_500_lr_0.001_model_ResNet18_duo.png | Bin 24701 -> 0 bytes 18 files changed, 8 insertions(+), 11 deletions(-) delete mode 100644 confusion_matrix.png delete mode 100644 output/confusion_matrix_noise_0_lr_0.001_model_ResNet18.png delete mode 100644 output/confusion_matrix_noise_1000_lr_0.001_model_ResNet18.png delete mode 100644 output/confusion_matrix_noise_100_lr_0.001_model_ResNet18.png delete mode 100644 output/confusion_matrix_noise_200_lr_0.001_model_ResNet18.png delete mode 100644 output/confusion_matrix_noise_500_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_0_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_0_lr_0.001_model_ResNet18_duo.png delete mode 100644 output/training_plot_noise_1000_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_1000_lr_0.001_model_ResNet18_duo.png delete mode 100644 output/training_plot_noise_100_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_100_lr_0.001_model_ResNet18_duo.png delete mode 100644 output/training_plot_noise_200_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_200_lr_0.001_model_ResNet18_duo.png delete mode 100644 output/training_plot_noise_500_lr_0.001_model_ResNet18.png delete mode 100644 output/training_plot_noise_500_lr_0.001_model_ResNet18_duo.png diff --git a/config/config.py b/config/config.py index 789f0bc..5c79da0 100644 --- a/config/config.py +++ b/config/config.py @@ -4,14 +4,14 @@ import argparse def load_args(): parser = argparse.ArgumentParser() - parser.add_argument('--epoches', type=int, default=10) + parser.add_argument('--epoches', type=int, default=3) parser.add_argument('--save_inter', type=int, default=50) parser.add_argument('--eval_inter', type=int, default=1) parser.add_argument('--noise_threshold', type=int, default=0) parser.add_argument('--lr', type=float, default=0.001) parser.add_argument('--batch_size', type=int, default=64) parser.add_argument('--model', type=str, default='ResNet18') - parser.add_argument('--model_type', type=str, default='solo') + parser.add_argument('--model_type', type=str, default='duo') parser.add_argument('--dataset_dir', type=str, default='data/processed_data/png_image/data_training') parser.add_argument('--output', type=str, default='output/out.csv') parser.add_argument('--save_path', type=str, default='output/best_model.pt') diff --git a/confusion_matrix.png b/confusion_matrix.png deleted file mode 100644 index 7491c351ae66b3d362c23635172dd3e878d2f4e5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 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b/main.py @@ -90,10 +90,10 @@ def run(args): plt.plot(train_acc) plt.ylim(0, 1.05) plt.show() - plt.savefig('output/training_plot_noise_{}_lr_{}_model_{}.png'.format(args.noise_threshold,args.lr,args.model)) + plt.savefig('output/training_plot_noise_{}_lr_{}_model_{}_{}.png'.format(args.noise_threshold,args.lr,args.model,args.model_type)) load_model(model, args.save_path) - make_prediction(model,data_test, 'output/confusion_matrix_noise_{}_lr_{}_model_{}.png'.format(args.noise_threshold,args.lr,args.model)) + make_prediction(model,data_test, 'output/confusion_matrix_noise_{}_lr_{}_model_{}_{}.png'.format(args.noise_threshold,args.lr,args.model,args.model_type)) def make_prediction(model, data, f_name): @@ -121,7 +121,7 @@ def make_prediction(model, data, f_name): df_cm = pd.DataFrame(cf_matrix / np.sum(cf_matrix, axis=1)[:, None], index=[i for i in classes], columns=[i for i in classes]) plt.figure(figsize=(12, 7)) - sn.heatmap(df_cm, annot=True) + sn.heatmap(df_cm, annot=cf_matrix) plt.savefig(f_name) @@ -206,6 +206,7 @@ def run_duo(args): plt.plot(train_acc) plt.ylim(0, 1.05) plt.show() + plt.savefig('output/training_plot_noise_{}_lr_{}_model_{}_{}.png'.format(args.noise_threshold,args.lr,args.model,args.model_type)) load_model(model, args.save_path) @@ -215,7 +216,6 @@ def run_duo(args): def make_prediction_duo(model, data, f_name): y_pred = [] y_true = [] - print('Building confusion matrix') # iterate over test data for imaer,imana, label in data: label = label.long() @@ -233,17 +233,14 @@ def make_prediction_duo(model, data, f_name): # constant for classes classes = data.dataset.dataset.classes - print('Prediction made') # Build confusion matrix print(len(y_true),len(y_pred)) cf_matrix = confusion_matrix(y_true, y_pred) - print('CM made') - df_cm = pd.DataFrame(cf_matrix[:, None], index=[i for i in classes], + df_cm = pd.DataFrame(cf_matrix / np.sum(cf_matrix, axis=1)[:, None], index=[i for i in classes], columns=[i for i in classes]) - print('Saving Confusion Matrix') plt.figure(figsize=(14, 9)) - sn.heatmap(df_cm, annot=True) + sn.heatmap(df_cm, annot=cf_matrix) plt.savefig(f_name) diff --git a/output/confusion_matrix_noise_0_lr_0.001_model_ResNet18.png b/output/confusion_matrix_noise_0_lr_0.001_model_ResNet18.png deleted file mode 100644 index 2866a20cc0bf19e813058ff39960c49557ea6ff8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 42073 zcmeFZbyQVr`|c0A6~(}<0*V3#A*~`HZJ`3v-AXq~_rk4$ihz<zN;gP%iAV`ZEd&Ha znngD(VEyg~Ywz!NpK;DO|NX{c?02|cSTWa}^SR@5UH9`uTJpv|QYum+BBFhwH?PSO z5&iLoh-h2!uAT530_Sya_=ne8MA=%-Lf_i%j-?)v#2xFqrWV$wM%pKA^(?K7EX+CC zFS4I!Jz;2Veb<VQgTw6S6WA>*4LDBVH{ZdV?7n+b#fpfC><;=Lae{EX5fM@Jd(mr` z<?TZ!dK^N%YzWn}%de^?bUrjb&+rRlJ=sZmlE2ohh>bq#$jM9&8_LLQFX)+MeJ8kX z1?o0@+NtyL@j0Edwpn5G_{ye4zoTmUja9|r%L9%AA8blHY+TajOPZcc7nk+b>t-mk zZi7RBpS^Vzy*s`=B(i%;MDgw6UN2(SZ;y^pZCC#G=<J1^a3avpZNt5{iMJk=e>_tD z?Ty?b&$)enpQ}1Vd$#^c<o^Euy&;^5|91|zZioNB-!{R1C40&T#@+`$T4E>etjU^E 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