From eeb36bbbf6ada3db9a46aadc95ac7b5edf5df3ce Mon Sep 17 00:00:00 2001
From: Schneider Leo <leo.schneider@etu.ec-lyon.fr>
Date: Wed, 12 Mar 2025 11:07:24 +0100
Subject: [PATCH] model cuda loading

---
 dataset/dataset.py |  27 +++++++++++++++++++++------
 output.png         | Bin 54855 -> 0 bytes
 2 files changed, 21 insertions(+), 6 deletions(-)
 delete mode 100644 output.png

diff --git a/dataset/dataset.py b/dataset/dataset.py
index 435b204..ec59fea 100644
--- a/dataset/dataset.py
+++ b/dataset/dataset.py
@@ -28,18 +28,33 @@ class Random_shift_rt():
 
 def load_data(base_dir, batch_size, shuffle=True, transform=None):
     if transform is None :
-        transform = transforms.Compose(
+        train_transform = transforms.Compose(
             [transforms.Grayscale(num_output_channels=1),
              transforms.ToTensor(),
              transforms.Resize((224,224)),
+             Threshold_noise(500),
              Log_normalisation(),
              transforms.Normalize(0.5, 0.5)])
-        print('default transform')
-    dataset = torchvision.datasets.ImageFolder(root=base_dir, transform=transform)
+        print('Default train transform')
+
+        val_transform = transforms.Compose(
+            [transforms.Grayscale(num_output_channels=1),
+             transforms.ToTensor(),
+             transforms.Resize((224,224)),
+             Threshold_noise(500),
+             Log_normalisation(),
+             transforms.Normalize(0.5, 0.5)])
+        print('Default val transform')
+    train_dataset = torchvision.datasets.ImageFolder(root=base_dir, transform=train_transform)
+    val_dataset = torchvision.datasets.ImageFolder(root=base_dir, transform=val_transform)
     generator1 = torch.Generator().manual_seed(42)
-    data_train, data_test = random_split(dataset, [0.8, 0.2], generator=generator1)
+    indices = torch.randperm(len(train_dataset),generator=generator1)
+    val_size = len(train_dataset) // 5
+    train_dataset = torch.utils.data.Subset(train_dataset, indices[:-val_size])
+    val_dataset = torch.utils.data.Subset(val_dataset, indices[-val_size:])
+
     data_loader_train = DataLoader(
-        dataset=data_train,
+        dataset=train_dataset,
         batch_size=batch_size,
         shuffle=shuffle,
         num_workers=0,
@@ -48,7 +63,7 @@ def load_data(base_dir, batch_size, shuffle=True, transform=None):
     )
 
     data_loader_test = DataLoader(
-        dataset=data_test,
+        dataset=val_dataset,
         batch_size=batch_size,
         shuffle=shuffle,
         num_workers=0,
diff --git a/output.png b/output.png
deleted file mode 100644
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