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new file: utils/__init__.py new file: utils/dataset.py 通用数据工具 new file: utils/xdecode.py 解析 X.h5 数据
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xinetzone
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Dec 19, 2019
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import pickle | ||
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class Bunch(dict): | ||
def __init__(self, *args, **kwargs): | ||
super().__init__(*args, **kwargs) | ||
self.__dict__ = self | ||
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def bunch2json(bunch, path): | ||
# bunch 序列化为 JSON | ||
with open(path, 'wb') as fp: | ||
pickle.dump(bunch, fp) | ||
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def json2bunch(path): | ||
# JSON 反序列化为 bunch | ||
with open(path, 'rb') as fp: | ||
X = pickle.load(fp) | ||
return X |
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import numpy as np | ||
import tables as tb | ||
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class XDecode: | ||
def __init__(self, root='../datasome/X.h5'): | ||
'''解析数据 X | ||
使用完该实例记得关闭 self.h5.close() | ||
实例属性 | ||
======== | ||
members 即 ['mnist', 'fashion_mnist', 'cifar100', 'cifar10'] | ||
''' | ||
self.h5 = tb.open_file(root) | ||
self.members = self.h5.root.__members__ | ||
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def summary(self): | ||
'''打印 X 数据的摘要信息''' | ||
print(self.h5) | ||
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def get_members(self, name): | ||
'''获得给定 name 的成员名称列表 | ||
参数 | ||
======= | ||
name in ['mnist', 'fashion_mnist', 'cifar100', 'cifar10'] | ||
''' | ||
return self.h5.root[name].__members__ | ||
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def get_mnist_members(self): | ||
return self.h5.root.mnist.__members__ | ||
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def get_trainX(self, name): | ||
'''获得给定 name 的 trainX | ||
参数 | ||
======= | ||
name in ['mnist', 'fashion_mnist', 'cifar100', 'cifar10'] | ||
''' | ||
return self.h5.get_node(f'/{name}', 'trainX') | ||
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def get_testX(self, name): | ||
'''获得给定 name 的 testX | ||
参数 | ||
======= | ||
name in ['mnist', 'fashion_mnist', 'cifar100', 'cifar10'] | ||
''' | ||
return self.h5.get_node(f'/{name}', 'testX') | ||
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def get_trainY(self, name): | ||
'''获得给定 name 的 trainY | ||
参数 | ||
======= | ||
name in ['mnist', 'fashion_mnist', 'cifar10'] | ||
''' | ||
return self.h5.get_node(f'/{name}', 'trainY') | ||
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def get_testY(self, name): | ||
'''获得给定 name 的 testY | ||
参数 | ||
======= | ||
name in ['mnist', 'fashion_mnist', 'cifar10'] | ||
''' | ||
return self.h5.get_node(f'/{name}', 'testY') | ||
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def get_train_coarse_labels(self): | ||
'''获得 Cifar100 训练集的粗标签''' | ||
return self.h5.get_node('/cifar100', 'train_coarse_labels') | ||
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def get_train_fine_labels(self): | ||
'''获得 Cifar100 训练集的细标签''' | ||
return self.h5.get_node('/cifar100', 'train_fine_labels') | ||
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def get_test_coarse_labels(self): | ||
'''获得 Cifar100 测试集的粗标签''' | ||
return self.h5.get_node('/cifar100', 'test_coarse_labels') | ||
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def get_test_fine_labels(self): | ||
'''获得 Cifar100 的测试集细标签''' | ||
return self.h5.get_node('/cifar100', 'test_fine_labels') | ||
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def get_coarse_label_names(self): | ||
'''获得 Cifar100 测试集的粗标签的名称''' | ||
label_names = self.h5.get_node('/cifar100', 'coarse_label_names') | ||
return np.asanyarray(label_names, "U") | ||
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def get_fine_label_names(self): | ||
'''获得 Cifar100 的测试集细标签的名称''' | ||
label_names = self.h5.get_node('/cifar100', 'fine_label_names') | ||
return np.asanyarray(label_names, "U") | ||
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def get_label_names(self, name): | ||
'''获得给定 name 的标签名称 | ||
参数 | ||
====== | ||
name in ['mnist', 'fashion_mnist', 'cifar10'] | ||
''' | ||
if name == 'cifar10': | ||
label_names = self.h5.get_node('/cifar10', 'label_names') | ||
return np.asanyarray(label_names, "U") | ||
elif name == 'fashion_mnist': | ||
return [ | ||
'T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', | ||
'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot' | ||
] | ||
elif name == 'mnist': | ||
return np.arange(10) |