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diff --git a/Restaurant/Kinga/main4.py b/Restaurant/Kinga/main4.py
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--- /dev/null
+++ b/Restaurant/Kinga/main4.py
@@ -0,0 +1,186 @@
+import torch
+import torch.nn as nn
+from torch.utils.data import DataLoader
+from torchvision import transforms, datasets
+import matplotlib.pyplot as plt
+from PIL import Image
+import os
+import os.path
+torch.manual_seed(42)
+
+
+train_dir = 'data2/train'
+examine_dir = 'data2/validation'
+
+
+transform_img = transforms.Compose(
+    [transforms.Resize(255),
+     #transforms.RandomHorizontalFlip(),
+     #transforms.ToTensor()().unsqueeze_(0),
+     transforms.ToTensor(),
+     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])
+
+train_data = datasets.ImageFolder(train_dir, transform=transform_img)
+
+examine_data = datasets.ImageFolder(examine_dir, transform=transform_img)
+
+train_loader = DataLoader(dataset = train_data, batch_size = 255, shuffle=True, num_workers=0, collate_fn=None)
+examine_loader = DataLoader(dataset = examine_data, batch_size = 255, shuffle=False, num_workers=0, collate_fn=None)
+
+if torch.cuda.is_available():
+    device = torch.device('cuda')
+else:
+    device = torch.device('cpu')
+
+epochs = 35
+batch_size = 25
+learning_rate = 0.001
+
+import torch.nn.functional as F
+
+class CNN(nn.Module):
+    def __init__(self):
+        super(CNN, self).__init__()
+        self.conv1 = nn.Conv2d(in_channels=3, out_channels=10, kernel_size=3)
+        self.conv2 = nn.Conv2d(10, 20, kernel_size=3)
+        self.conv2_drop = nn.Dropout2d()
+        self.fc1 = nn.Linear(720, 1024)
+        self.fc2 = nn.Linear(1024, 2)
+
+    def forward(self, x):
+        x = F.relu(F.max_pool2d(self.conv1(x), 2))
+        x = F.relu(F.max_pool2d(self.conv2_drop(self.conv2(x)), 2))
+        x = x.view(x.shape[0],-1)
+        x = F.relu(self.fc1(x))
+        x = F.dropout(x, training=self.training)
+        x = self.fc2(x)
+        return x
+
+model = CNN()
+print(model)
+
+
+
+model = CNN().to(device)
+criterion = nn.CrossEntropyLoss()
+optimizer = torch.optim.Adam(model.parameters(),lr = learning_rate)
+
+
+train_losses = []
+valid_losses = []
+num_epochs = 25
+
+for epoch in range(1, num_epochs + 1):
+    # keep-track-of-training-and-validation-loss
+    train_loss = 0.0
+    valid_loss = 0.0
+
+    # training-the-model
+    model.train()
+    for data, target in train_loader:
+        # move-tensors-to-GPU
+        data = data.to(device)
+        target = target.to(device)
+
+        # clear-the-gradients-of-all-optimized-variables
+        optimizer.zero_grad()
+        # forward-pass: compute-predicted-outputs-by-passing-inputs-to-the-model
+        output = model(data)
+        # calculate-the-batch-loss
+        loss = criterion(output, target)
+        # backward-pass: compute-gradient-of-the-loss-wrt-model-parameters
+        loss.backward()
+        # perform-a-ingle-optimization-step (parameter-update)
+        optimizer.step()
+        # update-training-loss
+        train_loss += loss.item() * data.size(0)
+
+    # validate-the-model
+    model.eval()
+    for data, target in examine_loader:
+        data = data.to(device)
+        target = target.to(device)
+
+        output = model(data)
+
+        loss = criterion(output, target)
+
+        # update-average-validation-loss
+        valid_loss += loss.item() * data.size(0)
+
+    # calculate-average-losses
+    train_loss = train_loss / len(train_loader)
+    valid_loss = valid_loss / len(examine_loader)
+    train_losses.append(train_loss)
+    valid_losses.append(valid_loss)
+
+    # print-training/validation-statistics
+    print('Epoch: {} \tTraining Loss: {:.6f} \tValidation Loss: {:.6f}'.format(
+        epoch, train_loss, valid_loss))
+
+# test-the-model
+model.eval()  # it-disables-dropout
+with torch.no_grad():
+    correct = 0
+    total = 0
+    for images, labels in examine_loader:
+        images = images.to(device)
+        labels = labels.to(device)
+        outputs = model(images)
+        _, predicted = torch.max(outputs.data, 1)
+        total += labels.size(0)
+        correct += (predicted == labels).sum().item()
+
+    print('Test Accuracy of the model: {} %'.format(100 * correct / total))
+
+    # Save
+torch.save(model.state_dict(), 'model.ckpt')
+
+
+'''''
+def train(model, dataset, n_iter=100, batch_size=256):
+    optimizer = torch.optim.SGD(model.parameters(), lr=0.01)
+    criterion = nn.NLLLoss()
+    dl = DataLoader(dataset, batch_size=batch_size)
+    model.train()
+
+    for epoch in range(n_iter):
+        for images, targets in dl:
+            optimizer.zero_grad()
+            out = model(images.to(device))
+            loss = criterion(out, targets.to(device))
+            loss.backward()
+            optimizer.step()
+
+        if epoch % 10 == 0:
+            print('epoch: %3d loss: %.4f' % (epoch, loss))
+
+def accuracy(model, dataset):
+    model.eval()
+    correct = sum([(model(images.to(device)).argmax(dim=1) == targets).sum()
+                   for images, targets in DataLoader(dataset, batch_size=256)])
+    return correct.float()/len(dataset)
+
+
+model = nn.Sequential(
+    nn.Linear(28*28, 10),
+    nn.LogSoftmax(dim=-1)
+).to(device)
+
+#print(train(model, train_data))
+#print(accuracy(model, examine_data))
+
+hidden_size = 300
+
+model_2 = nn.Sequential(
+    nn.Linear(28*28, hidden_size),
+    nn.ReLU(),
+    nn.Linear(hidden_size, 10),
+    nn.LogSoftmax(dim=-1)
+).to(device)
+
+#print(train(model_2, train_data))
+#print(accuracy(model_2, examine_data))
+
+#torch.save(model, 'model.pth')
+'''''
\ No newline at end of file