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PyTorch 中的 CIFAR

百变鹏仔 5天前 #Python
文章标签 PyTorch

请我喝杯咖啡☕

*我的帖子解释了 cifar-10。

cifar10()可以使用cifar-10数据集,如下所示:

*备忘录:

from torchvision.datasets import CIFAR10train_data = CIFAR10(    root="data")train_data = CIFAR10(    root="data",    train=True,    transform=None,    target_transform=None,    download=False)test_data = CIFAR10(    root="data",    train=False)len(train_data), len(test_data)# (50000, 10000)train_data# Dataset CIFAR10#     Number of datapoints: 50000#     Root location: data#     Split: Traintrain_data.root# 'data'train_data.train# Trueprint(train_data.transform)# Noneprint(train_data.target_transform)# Nonetrain_data.download# bound method CIFAR10.download of Dataset CIFAR10#     Number of datapoints: 50000#     Root location: data#     Split: Train>len(train_data.classes)# 10train_data.classes# ['airplane', 'automobile', 'bird', 'cat', 'deer',#  'dog', 'frog', 'horse', 'ship', 'truck']train_data[0]# (<PIL.Image.Image image mode=RGB size=32x32>, 6)train_data[1]# (<PIL.Image.Image image mode=RGB size=32x32>, 9)train_data[2]# (<PIL.Image.Image image mode=RGB size=32x32>, 9)train_data[3]# (<PIL.Image.Image image mode=RGB size=32x32>, 4)train_data[4]# (<PIL.Image.Image image mode=RGB size=32x32>, 1)import matplotlib.pyplot as pltdef show_images(data, main_title=None):    plt.figure(figsize=(10, 5))    plt.suptitle(t=main_title, y=1.0, fontsize=14)    for i, (im, lab) in enumerate(data, start=1):        plt.subplot(2, 5, i)        plt.title(label=lab)        plt.imshow(X=im)        if i == 10:            break    plt.tight_layout()    plt.show()show_images(data=train_data, main_title="train_data")show_images(data=test_data, main_title="test_data")