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diff --git a/train.py b/train.py
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index 0000000000000000000000000000000000000000..2a2273b394156b8423334d99aa44bb30ebbd3dd4
--- /dev/null
+++ b/train.py
@@ -0,0 +1,238 @@
+import os
+from glob import glob
+import torch
+from PIL import Image
+from torch.utils.tensorboard import SummaryWriter
+
+import monai
+from monai.data import ArrayDataset, decollate_batch, DataLoader
+from monai.inferers import sliding_window_inference
+from monai.metrics import DiceMetric
+from monai.transforms import (
+    Activations,
+    AsDiscrete,
+    Compose,
+    LoadImage,
+    RandRotate90,
+    ScaleIntensity,
+    #AsChannelFirst
+
+)
+from monai.visualize import plot_2d_or_3d_image
+from PIL import Image
+import cv2
+import tifffile
+import os
+# Preprocess
+
+def convert_to_png(img_dir):
+    # Lấy danh sách tệp tin trong thư mục ảnh
+    img_files = [file for file in os.listdir(img_dir) if file.endswith(('.jpg', '.jpeg', '.png', '.tif'))]
+
+    # Chuyển đổi từng ảnh sang định dạng .png
+    for img_file in img_files:
+        img_path = os.path.join(img_dir, img_file)
+        if img_file.endswith('.tif'):
+            # Đọc tệp .tif và chuyển đổi thành ảnh
+            with tifffile.TiffFile(img_path) as tif:
+                img = Image.fromarray(tif.asarray())
+        else:
+            # Đọc ảnh từ các định dạng khác
+            img = Image.open(img_path)
+
+        # Lưu ảnh dưới dạng .png
+        png_path = os.path.join(img_dir, os.path.splitext(img_file)[0] + '.png')
+        img.save(png_path)
+
+convert_to_png("./tamp500/imgs")
+
+images = sorted(glob(os.path.join("./tamp500/imgs", "*.png")))
+segs = sorted(glob(os.path.join("./tamp500/masks", "*.png")))
+
+def resize_images_and_masks(image_paths, mask_paths, output_dir, target_width, target_height):
+    """
+    Resize images and corresponding segmentation masks to the specified dimensions.
+
+    Args:
+    - image_paths (list): List of paths to the input images.
+    - mask_paths (list): List of paths to the segmentation masks.
+    - output_dir (str): Directory to save the resized images and masks.
+    - target_width (int): Target width for resizing.
+    - target_height (int): Target height for resizing.
+
+    Returns:
+    - resized_image_paths (list): List of paths to the resized images.
+    - resized_mask_paths (list): List of paths to the resized segmentation masks.
+    """
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+
+    resized_image_dir = os.path.join(output_dir, 'resized_images')
+    resized_mask_dir = os.path.join(output_dir, 'resized_masks')
+    if not os.path.exists(resized_image_dir):
+        os.makedirs(resized_image_dir)
+    if not os.path.exists(resized_mask_dir):
+        os.makedirs(resized_mask_dir)
+
+    resized_image_paths = []
+    resized_mask_paths = []
+    for img_path, mask_path in zip(image_paths, mask_paths):
+        # Read the image and mask
+        img = cv2.imread(img_path)
+        mask = cv2.imread(mask_path, cv2.IMREAD_GRAYSCALE)
+
+        # Resize the image
+        resized_img = cv2.resize(img, (target_width, target_height))
+        # Resize the mask
+        resized_mask = cv2.resize(mask, (target_width, target_height), interpolation=cv2.INTER_NEAREST)
+
+        # Extract the filename from the image path
+        img_filename = os.path.basename(img_path)
+        # Construct the output image path
+        output_img_path = os.path.join(resized_image_dir, img_filename)
+        # Write the resized image to the output path
+        cv2.imwrite(output_img_path, resized_img)
+        resized_image_paths.append(output_img_path)
+
+        # Extract the filename from the mask path
+        mask_filename = os.path.basename(mask_path)
+        # Construct the output mask path
+        output_mask_path = os.path.join(resized_mask_dir, mask_filename)
+        # Write the resized mask to the output path
+        cv2.imwrite(output_mask_path, resized_mask)
+        resized_mask_paths.append(output_mask_path)
+
+    return resized_image_paths, resized_mask_paths
+images = sorted(glob(os.path.join("./tamp500/imgs", "*.png")))
+masks = sorted(glob(os.path.join("./tamp500/masks", "*.png")))
+output_directory = 'resized_'
+target_width = 448
+target_height = 448
+
+resized_image_paths, resized_mask_paths = resize_images_and_masks(images, masks, output_directory, target_width, target_height)
+images = sorted(glob(os.path.join("./resized_/resized_images", "*.png")))
+segs = sorted(glob(os.path.join("./resized_/resized_masks", "*.png")))
+
+from sklearn.model_selection import train_test_split
+train_images,test_images,train_segs,test_segs = train_test_split(images,segs,test_size = 0.2,random_state = 42)
+
+# define transforms for image and segmentation
+train_imtrans = Compose(
+    [
+        LoadImage(image_only=True, ensure_channel_first=True),
+        ScaleIntensity(),
+        #RandSpatialCrop((224, 224), random_size=False),
+        RandRotate90(prob=0.5, spatial_axes=(0, 1)),
+    ]
+)
+train_segtrans = Compose(
+    [
+        LoadImage(image_only=True, ensure_channel_first=True),
+        ScaleIntensity(),
+        #RandSpatialCrop((224, 224), random_size=False),
+        RandRotate90(prob=0.5, spatial_axes=(0, 1)),
+    ]
+)
+val_imtrans = Compose([LoadImage(image_only=True, ensure_channel_first=True), ScaleIntensity()])
+val_segtrans = Compose([LoadImage(image_only=True, ensure_channel_first=True), ScaleIntensity()])
+
+# create a training data loader
+train_ds = ArrayDataset(train_images, train_imtrans, train_segs, train_segtrans)
+train_loader = DataLoader(train_ds, batch_size=4, shuffle=True, num_workers=2, pin_memory=torch.cuda.is_available())
+# create a validation data loader
+val_ds = ArrayDataset(test_images, val_imtrans, test_segs, val_segtrans)
+val_loader = DataLoader(val_ds, batch_size=1, num_workers=2, pin_memory=torch.cuda.is_available())
+
+dice_metric = DiceMetric(include_background=True, reduction="mean", get_not_nans=False)
+post_trans = Compose([Activations(sigmoid=True), AsDiscrete(threshold=0.5)])
+# create UNet, DiceLoss and Adam optimizer
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+# model = monai.networks.nets.UNet(
+#     spatial_dims=2,
+#     in_channels=3,
+#     out_channels=1,
+#     channels=(16, 32, 64, 128, 256),
+#     strides=(2, 2, 2, 2),
+#     num_res_units=2,
+# ).to(device)
+
+model = monai.networks.nets.UNETR(
+    spatial_dims=2,
+    in_channels=3,
+    out_channels=1,
+    img_size =(448,448),
+    #channels=(16, 32, 64, 128, 256),
+    #strides=(2, 2, 2, 2),
+    #num_res_units=2,
+).to(device)
+
+loss_function = monai.losses.DiceLoss(sigmoid=True)
+optimizer = torch.optim.Adam(model.parameters(), 1e-3)
+
+# start a typical PyTorch training
+val_interval = 2
+best_metric = -1
+best_metric_epoch = -1
+epoch_loss_values = list()
+metric_values = list()
+writer = SummaryWriter()
+for epoch in range(500):
+    print("-" * 10)
+    print(f"epoch {epoch + 1}/{500}")
+    model.train()
+    epoch_loss = 0
+    step = 0
+    for batch_data in train_loader:
+        step += 1
+        inputs, labels = batch_data[0].to(device), batch_data[1].to(device)
+        optimizer.zero_grad()
+        outputs = model(inputs)
+        loss = loss_function(outputs, labels)
+        loss.backward()
+        optimizer.step()
+        epoch_loss += loss.item()
+        epoch_len = len(train_ds) // train_loader.batch_size
+        print(f"{step}/{epoch_len}, train_loss: {loss.item():.4f}")
+        writer.add_scalar("train_loss", loss.item(), epoch_len * epoch + step)
+    epoch_loss /= step
+    epoch_loss_values.append(epoch_loss)
+    print(f"epoch {epoch + 1} average loss: {epoch_loss:.4f}")
+
+    if (epoch + 1) % val_interval == 0:
+        model.eval()
+        with torch.no_grad():
+            val_images = None
+            val_labels = None
+            val_outputs = None
+            for val_data in val_loader:
+                val_images, val_labels = val_data[0].to(device), val_data[1].to(device)
+                roi_size = (448, 448)
+                sw_batch_size = 4
+                val_outputs = sliding_window_inference(val_images, roi_size, sw_batch_size, model)
+                val_outputs = [post_trans(i) for i in decollate_batch(val_outputs)]
+                # compute metric for current iteration
+                dice_metric(y_pred=val_outputs, y=val_labels)
+            # aggregate the final mean dice result
+            metric = dice_metric.aggregate().item()
+            # reset the status for next validation round
+            dice_metric.reset()
+            metric_values.append(metric)
+            if metric > best_metric:
+                best_metric = metric
+                best_metric_epoch = epoch + 1
+                torch.save(model.state_dict(), "best_metric_model_segmentation2d_array.pth")
+                print("saved new best metric model")
+            print(
+                "current epoch: {} current mean dice: {:.4f} best mean dice: {:.4f} at epoch {}".format(
+                    epoch + 1, metric, best_metric, best_metric_epoch
+                )
+            )
+            writer.add_scalar("val_mean_dice", metric, epoch + 1)
+            # plot the last model output as GIF image in TensorBoard with the corresponding image and label
+            plot_2d_or_3d_image(val_images, epoch + 1, writer, index=0, tag="image")
+            plot_2d_or_3d_image(val_labels, epoch + 1, writer, index=0, tag="label")
+            plot_2d_or_3d_image(val_outputs, epoch + 1, writer, index=0, tag="output")
+
+print(f"train completed, best_metric: {best_metric:.4f} at epoch: {best_metric_epoch}")
+writer.close()
\ No newline at end of file