Art_Images_Ai_And_Real_ / dataset_ini.py
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import pandas as pd
from datasets import Dataset, DatasetDict, concatenate_datasets
import os
def load_data(csv_file):
df = pd.read_csv(csv_file)
# Update the image_path column to include the full path
df['label'] = df['label'].astype(int)
dataset = Dataset.from_pandas(df)
return dataset
def load_dataset():
# Define CSV files
train_csv = 'train_labels.csv'
test_csv = 'test_labels.csv'
# Load datasets
train_dataset = load_data(train_csv)
# Combine datasets for training
test_dataset = load_data(test_csv)
# Create DatasetDict
dataset_dict = DatasetDict({
'train': train_dataset,
'test': test_dataset
})
return dataset_dict
if __name__ == "__main__":
dataset = load_dataset()
print(dataset)