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Create load_dataset.py

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  1. load_dataset.py +24 -0
load_dataset.py ADDED
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+ import os
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+ import pandas as pd
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+ from datasets import Dataset, DatasetDict, load_dataset
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+ from PIL import Image
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+
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+ def load_my_dataset(data_dir):
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+ # Load the CSV file
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+ csv_path = os.path.join(data_dir, 'Captions.csv')
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+ df = pd.read_csv(csv_path)
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+
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+ # Define a function to load images
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+ def load_image(image_path):
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+ return Image.open(os.path.join(data_dir, image_path))
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+
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+ # Create a dataset from the DataFrame
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+ dataset = Dataset.from_pandas(df)
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+
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+ # Map the image loading function to the dataset
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+ dataset = dataset.map(lambda example: {'image': load_image(example['image_path'])})
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+
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+ return dataset
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+
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+ # Example usage
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+ # dataset = load_my_dataset('path_to_your_data_directory')