From 7c0d37548b0b601f9da74faf5c0118ccbd95e050 Mon Sep 17 00:00:00 2001
From: whitekirin <113206109@gms.tcu.edu.tw>
Date: Sat, 7 Dec 2024 01:51:50 +0800
Subject: [PATCH] New Push in 20241207

---
 .../unicode_data/13.0.0/charmap.json.gz       | Bin
 Calculate_Process/Calculate.py                |   0
 Calculate_Process/__init__.py                 |   0
 .../__pycache__/Calculate.cpython-310.pyc     | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 .../Image_Generator.cpython-310.pyc           | Bin
 .../image_enhancement.cpython-310.pyc         | Bin
 .../load_and_ImageGenerator.cpython-310.pyc   | Bin
 Load_process/Load_Indepentend.py              |   0
 Load_process/Loading_Tools.py                 |   0
 .../__pycache__/LoadData.cpython-310.pyc      | Bin
 .../Load_Indepentend.cpython-310.pyc          | Bin
 .../__pycache__/Loading_Tools.cpython-310.pyc | Bin
 .../file_processing.cpython-310.pyc           | Bin
 Model_Loss/Loss.py                            |   0
 Model_Loss/__pycache__/Loss.cpython-310.pyc   | Bin
 Output_Class/Tqdm_Output_Class.py             |   0
 .../Tqdm_Output_Class.cpython-310.pyc         | Bin
 Processing_image.py                           |   0
 .../ReadAndProcess.cpython-310.pyc            | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 SCP_Process/Scp_Process.py                    |   0
 .../__pycache__/Scp_Process.cpython-310.pyc   | Bin
 Training_Tools/Tools.py                       |   0
 Training_Tools/__init__.py                    |   0
 .../__pycache__/Tools.cpython-310.pyc         | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 .../ValidationTheEnterData.cpython-310.pyc    | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 .../all_model_tools.cpython-310.pyc           | Bin
 ...e_train_model_construction.cpython-310.pyc | Bin
 .../Xception_indepentment.cpython-310.pyc     | Bin
 .../__pycache__/Grad_cam.cpython-310.pyc      | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 draw_tools/__pycache__/draw.cpython-310.pyc   | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 .../__pycache__/experiment.cpython-310.pyc    | Bin 8009 -> 8006 bytes
 .../__pycache__/pytorch_Model.cpython-310.pyc | Bin
 experiments/experiment.py                     |  27 +++++++++---------
 experiments/pytorch_Model.py                  |   0
 merge_class/__pycache__/merge.cpython-310.pyc | Bin
 .../__pycache__/__init__.cpython-310.pyc      | Bin
 .../__pycache__/processing.cpython-310.pyc    | Bin
 .../processing_for_cut_image.cpython-310.pyc  | Bin
 44 files changed, 14 insertions(+), 13 deletions(-)
 mode change 100644 => 100755 .hypothesis/unicode_data/13.0.0/charmap.json.gz
 mode change 100644 => 100755 Calculate_Process/Calculate.py
 mode change 100644 => 100755 Calculate_Process/__init__.py
 mode change 100644 => 100755 Calculate_Process/__pycache__/Calculate.cpython-310.pyc
 mode change 100644 => 100755 Calculate_Process/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 Image_Process/__pycache__/Image_Generator.cpython-310.pyc
 mode change 100644 => 100755 Image_Process/__pycache__/image_enhancement.cpython-310.pyc
 mode change 100644 => 100755 Image_Process/__pycache__/load_and_ImageGenerator.cpython-310.pyc
 mode change 100644 => 100755 Load_process/Load_Indepentend.py
 mode change 100644 => 100755 Load_process/Loading_Tools.py
 mode change 100644 => 100755 Load_process/__pycache__/LoadData.cpython-310.pyc
 mode change 100644 => 100755 Load_process/__pycache__/Load_Indepentend.cpython-310.pyc
 mode change 100644 => 100755 Load_process/__pycache__/Loading_Tools.cpython-310.pyc
 mode change 100644 => 100755 Load_process/__pycache__/file_processing.cpython-310.pyc
 mode change 100644 => 100755 Model_Loss/Loss.py
 mode change 100644 => 100755 Model_Loss/__pycache__/Loss.cpython-310.pyc
 mode change 100644 => 100755 Output_Class/Tqdm_Output_Class.py
 mode change 100644 => 100755 Output_Class/__pycache__/Tqdm_Output_Class.cpython-310.pyc
 mode change 100644 => 100755 Processing_image.py
 mode change 100644 => 100755 Read_and_process_image/__pycache__/ReadAndProcess.cpython-310.pyc
 mode change 100644 => 100755 Read_and_process_image/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 SCP_Process/Scp_Process.py
 mode change 100644 => 100755 SCP_Process/__pycache__/Scp_Process.cpython-310.pyc
 mode change 100644 => 100755 Training_Tools/Tools.py
 mode change 100644 => 100755 Training_Tools/__init__.py
 mode change 100644 => 100755 Training_Tools/__pycache__/Tools.cpython-310.pyc
 mode change 100644 => 100755 Training_Tools/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 _validation/__pycache__/ValidationTheEnterData.cpython-310.pyc
 mode change 100644 => 100755 all_models_tools/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 all_models_tools/__pycache__/all_model_tools.cpython-310.pyc
 mode change 100644 => 100755 all_models_tools/__pycache__/pre_train_model_construction.cpython-310.pyc
 mode change 100644 => 100755 application/__pycache__/Xception_indepentment.cpython-310.pyc
 mode change 100644 => 100755 draw_tools/__pycache__/Grad_cam.cpython-310.pyc
 mode change 100644 => 100755 draw_tools/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 draw_tools/__pycache__/draw.cpython-310.pyc
 mode change 100644 => 100755 experiments/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 experiments/__pycache__/experiment.cpython-310.pyc
 mode change 100644 => 100755 experiments/__pycache__/pytorch_Model.cpython-310.pyc
 mode change 100644 => 100755 experiments/pytorch_Model.py
 mode change 100644 => 100755 merge_class/__pycache__/merge.cpython-310.pyc
 mode change 100644 => 100755 model_data_processing/__pycache__/__init__.cpython-310.pyc
 mode change 100644 => 100755 model_data_processing/__pycache__/processing.cpython-310.pyc
 mode change 100644 => 100755 model_data_processing/__pycache__/processing_for_cut_image.cpython-310.pyc

diff --git a/.hypothesis/unicode_data/13.0.0/charmap.json.gz b/.hypothesis/unicode_data/13.0.0/charmap.json.gz
old mode 100644
new mode 100755
diff --git a/Calculate_Process/Calculate.py b/Calculate_Process/Calculate.py
old mode 100644
new mode 100755
diff --git a/Calculate_Process/__init__.py b/Calculate_Process/__init__.py
old mode 100644
new mode 100755
diff --git a/Calculate_Process/__pycache__/Calculate.cpython-310.pyc b/Calculate_Process/__pycache__/Calculate.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Calculate_Process/__pycache__/__init__.cpython-310.pyc b/Calculate_Process/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Image_Process/__pycache__/Image_Generator.cpython-310.pyc b/Image_Process/__pycache__/Image_Generator.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Image_Process/__pycache__/image_enhancement.cpython-310.pyc b/Image_Process/__pycache__/image_enhancement.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Image_Process/__pycache__/load_and_ImageGenerator.cpython-310.pyc b/Image_Process/__pycache__/load_and_ImageGenerator.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Load_process/Load_Indepentend.py b/Load_process/Load_Indepentend.py
old mode 100644
new mode 100755
diff --git a/Load_process/Loading_Tools.py b/Load_process/Loading_Tools.py
old mode 100644
new mode 100755
diff --git a/Load_process/__pycache__/LoadData.cpython-310.pyc b/Load_process/__pycache__/LoadData.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Load_process/__pycache__/Load_Indepentend.cpython-310.pyc b/Load_process/__pycache__/Load_Indepentend.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Load_process/__pycache__/Loading_Tools.cpython-310.pyc b/Load_process/__pycache__/Loading_Tools.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Load_process/__pycache__/file_processing.cpython-310.pyc b/Load_process/__pycache__/file_processing.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Model_Loss/Loss.py b/Model_Loss/Loss.py
old mode 100644
new mode 100755
diff --git a/Model_Loss/__pycache__/Loss.cpython-310.pyc b/Model_Loss/__pycache__/Loss.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Output_Class/Tqdm_Output_Class.py b/Output_Class/Tqdm_Output_Class.py
old mode 100644
new mode 100755
diff --git a/Output_Class/__pycache__/Tqdm_Output_Class.cpython-310.pyc b/Output_Class/__pycache__/Tqdm_Output_Class.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Processing_image.py b/Processing_image.py
old mode 100644
new mode 100755
diff --git a/Read_and_process_image/__pycache__/ReadAndProcess.cpython-310.pyc b/Read_and_process_image/__pycache__/ReadAndProcess.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Read_and_process_image/__pycache__/__init__.cpython-310.pyc b/Read_and_process_image/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/SCP_Process/Scp_Process.py b/SCP_Process/Scp_Process.py
old mode 100644
new mode 100755
diff --git a/SCP_Process/__pycache__/Scp_Process.cpython-310.pyc b/SCP_Process/__pycache__/Scp_Process.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Training_Tools/Tools.py b/Training_Tools/Tools.py
old mode 100644
new mode 100755
diff --git a/Training_Tools/__init__.py b/Training_Tools/__init__.py
old mode 100644
new mode 100755
diff --git a/Training_Tools/__pycache__/Tools.cpython-310.pyc b/Training_Tools/__pycache__/Tools.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/Training_Tools/__pycache__/__init__.cpython-310.pyc b/Training_Tools/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/_validation/__pycache__/ValidationTheEnterData.cpython-310.pyc b/_validation/__pycache__/ValidationTheEnterData.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/all_models_tools/__pycache__/__init__.cpython-310.pyc b/all_models_tools/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/all_models_tools/__pycache__/all_model_tools.cpython-310.pyc b/all_models_tools/__pycache__/all_model_tools.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/all_models_tools/__pycache__/pre_train_model_construction.cpython-310.pyc b/all_models_tools/__pycache__/pre_train_model_construction.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/application/__pycache__/Xception_indepentment.cpython-310.pyc b/application/__pycache__/Xception_indepentment.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/draw_tools/__pycache__/Grad_cam.cpython-310.pyc b/draw_tools/__pycache__/Grad_cam.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/draw_tools/__pycache__/__init__.cpython-310.pyc b/draw_tools/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/draw_tools/__pycache__/draw.cpython-310.pyc b/draw_tools/__pycache__/draw.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/experiments/__pycache__/__init__.cpython-310.pyc b/experiments/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/experiments/__pycache__/experiment.cpython-310.pyc b/experiments/__pycache__/experiment.cpython-310.pyc
old mode 100644
new mode 100755
index 5019f9c79277c9e7b959663a25593b3b5f5446a3..6660aa4eed03932a97c4d258a3078adfaf22b833
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diff --git a/experiments/__pycache__/pytorch_Model.cpython-310.pyc b/experiments/__pycache__/pytorch_Model.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/experiments/experiment.py b/experiments/experiment.py
index 1f55d0d..c5d0667 100755
--- a/experiments/experiment.py
+++ b/experiments/experiment.py
@@ -140,14 +140,14 @@ class experiments():
 
 
             for inputs, labels in epoch_iterator:
-                labels = functional.one_hot(labels, self.Number_Of_Classes)
+                OneHot_labels = functional.one_hot(labels, self.Number_Of_Classes)
                 # labels = np.reshape(labels, (int(labels.shape[0]), 1))
-                inputs, labels = inputs.to(self.device), labels.to(self.device)
+                inputs, OneHot_labels = inputs.to(self.device), OneHot_labels.to(self.device)
                 # inputs, labels = inputs.cuda(), labels.cuda()
 
                 Optimizer.zero_grad()
                 outputs = model(inputs)
-                loss = criterion(outputs, labels)
+                loss = criterion(outputs, OneHot_labels)
                 loss.backward()
                 Optimizer.step()
                 running_loss += loss.item()
@@ -159,7 +159,8 @@ class experiments():
 
             Training_Loss = running_loss/len(Training)
 
-            all_train_labels = torch.argmax(all_train_labels, 1)
+            # all_train_labels = torch.FloatTensor(all_train_labels)
+            # all_train_labels = torch.argmax(all_train_labels, 1)
             train_accuracy = accuracy_score(all_train_labels, all_train_preds)
 
             train_losses.append(Training_Loss)
@@ -174,11 +175,11 @@ class experiments():
 
             with torch.no_grad():
                 for inputs, labels in self.Validation:
-                    labels = np.reshape(labels, (int(labels.shape[0]), 1))
-                    inputs, labels = inputs.to(self.device), labels.to(self.device)
+                    OneHot_labels = functional.one_hot(labels, self.Number_Of_Classes)
+                    inputs, OneHot_labels = inputs.to(self.device), OneHot_labels.to(self.device)
 
                     outputs = model(inputs)
-                    loss = criterion(outputs, labels)
+                    loss = criterion(outputs, OneHot_labels)
                     val_loss += loss.item()
 
                     # 驗證預測與標籤
@@ -188,8 +189,6 @@ class experiments():
 
             # 計算驗證損失與準確率
             val_loss /= len(self.Validation)
-
-            all_val_labels = torch.argmax(all_val_labels, 1)
             val_accuracy = accuracy_score(all_val_labels, all_val_preds)
 
             val_losses.append(val_loss)
@@ -212,19 +211,21 @@ class experiments():
         True_Label, Predict_Label = [], []
         loss = 0.0
         with torch.no_grad():
-            for i, (images, labels) in enumerate(self.test):
+            for images, labels in self.test:
+                OneHot_labels = functional.one_hot(labels, self.Number_Of_Classes)
+                images, OneHot_labels = images.to(self.device), OneHot_labels.to(self.device)
+
                 outputs = cnn_model(images)
-                _, predicted = torch.max(outputs.data, 1)
+                _, predicted = torch.max(outputs, 1)
                 Predict_Label.extend(predicted.cpu().numpy())
                 True_Label.extend(labels.cpu().numpy())
 
         loss /= len(self.test)
 
-        all_val_labels = torch.argmax(all_val_labels, 1)
         accuracy = accuracy_score(True_Label, Predict_Label)
         precision = precision_score(True_Label, Predict_Label)
         recall = recall_score(True_Label, Predict_Label)
-        AUC = auroc(True_Label, Predict_Label)
+        AUC = auroc(True_Label, Predict_Label, task = ["Stomatch_Cancer", "Normal"])
         f1 = f1_score(True_Label, Predict_Label)
         return loss, accuracy, precision, recall, AUC, f1, True_Label, Predict_Label
 
diff --git a/experiments/pytorch_Model.py b/experiments/pytorch_Model.py
old mode 100644
new mode 100755
diff --git a/merge_class/__pycache__/merge.cpython-310.pyc b/merge_class/__pycache__/merge.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/model_data_processing/__pycache__/__init__.cpython-310.pyc b/model_data_processing/__pycache__/__init__.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/model_data_processing/__pycache__/processing.cpython-310.pyc b/model_data_processing/__pycache__/processing.cpython-310.pyc
old mode 100644
new mode 100755
diff --git a/model_data_processing/__pycache__/processing_for_cut_image.cpython-310.pyc b/model_data_processing/__pycache__/processing_for_cut_image.cpython-310.pyc
old mode 100644
new mode 100755