workaround for .kaggle
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15
data.py
15
data.py
@ -5,7 +5,6 @@ from glob import glob
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import matplotlib.pyplot as plt
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import torch
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import torchvision.transforms as transforms
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from kaggle.api.kaggle_api_extended import KaggleApi
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from PIL import Image
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from torch.utils.data import Dataset
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@ -100,20 +99,20 @@ class SegmentationStatistics:
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def get_data():
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api = KaggleApi()
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api.authenticate()
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dataset_slug = "sadhliroomyprime/football-semantic-segmentation"
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download_dir = "./football_dataset"
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if not os.path.exists(download_dir):
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from kaggle.api.kaggle_api_extended import KaggleApi
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api = KaggleApi()
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api.authenticate()
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os.makedirs(download_dir)
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api.dataset_download_files(dataset_slug, path=download_dir, unzip=True)
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all_images = glob(download_dir + "/images/*.jpg")
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all_paths = [path.replace(".jpg", ".jpg___fuse.png")
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for path in all_images]
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all_paths = [path.replace(".jpg", ".jpg___fuse.png") for path in all_images]
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return all_images, all_paths
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@ -135,7 +134,7 @@ def calculate_mean_std(image_paths):
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return mean, std
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def plot_random_images(indices, data_loader, suffix='train'):
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def plot_random_images(indices, data_loader, suffix="train"):
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plt.figure(figsize=(8, 8))
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for i, index in enumerate(indices):
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image, label_map = data_loader.dataset[index]
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@ -150,5 +149,5 @@ def plot_random_images(indices, data_loader, suffix='train'):
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plt.axis("off")
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# Save the figure to a file instead of displaying it
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plt.savefig(f'random_images_{suffix}.png', dpi=250, bbox_inches='tight')
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plt.savefig(f"random_images_{suffix}.png", dpi=250, bbox_inches="tight")
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plt.close() # Close the figure to free up memory
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