forked from mindspore-Ecosystem/mindspore
modify format
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@ -58,25 +58,25 @@ mindspore.Tensor
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.. py:method:: col2im(output_size, kernel_size, dilation, padding_value, stride)
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将一组滑动的局部块组合成一个大张量。
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将一组滑动的局部块组合成一个大张量。
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**参数:**
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**参数:**
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- **output_size** (Tensor) - 输出张量的后两维的shape。
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- **kernel_size** (Union[int, tuple[int], list[int]]) - 滑动窗口的大小。
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- **dilation** (Union[int, tuple[int], list[int]]) - 滑动窗口扩张的大小。
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- **padding_value** (Union[int, tuple[int], list[int]]) - 填充的大小。
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- **stride** (Union[int, tuple[int], list[int]]) - 步长的大小。
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- **output_size** (Tensor) - 输出张量的后两维的shape。
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- **kernel_size** (Union[int, tuple[int], list[int]]) - 滑动窗口的大小。
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- **dilation** (Union[int, tuple[int], list[int]]) - 滑动窗口扩张的大小。
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- **padding_value** (Union[int, tuple[int], list[int]]) - 填充的大小。
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- **stride** (Union[int, tuple[int], list[int]]) - 步长的大小。
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**返回:**
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**返回:**
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Tensor,输出的张量,维度和类型和输入一致。
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Tensor,输出的张量,维度和类型和输入一致。
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**异常:**
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**异常:**
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- **TypeError** - 如果 `kernel_size`,`dilation`,`padding_value`,`stride` 不属于 Union[int, tuple[int], list[int]]。
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- **ValueError** - 如果 `kernel_size`,`dilation`,`stride` 值小于等于0或者个数大于2。
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- **ValueError** - 如果 `padding_value` 值小于0或者个数大于2。
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- **TypeError** - 如果 `kernel_size`,`dilation`,`padding_value`,`stride` 不属于 Union[int, tuple[int], list[int]]。
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- **ValueError** - 如果 `kernel_size`,`dilation`,`stride` 值小于等于0或者个数大于2。
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- **ValueError** - 如果 `padding_value` 值小于0或者个数大于2。
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.. py:method:: argmax(axis=None)
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@ -1533,7 +1533,7 @@ mindspore.Tensor
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**参数:**
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**shape** (Union[tuple(int), int]) - 输出Tensor的维度。
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- **shape** (Union[tuple(int), int]) - 输出Tensor的维度。
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**返回:**
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@ -11,7 +11,7 @@ mindspore.ops.adaptive_avg_pool2d
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对于2维的自适应平均池化操作,有如下公式:
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.. math::
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.. math::
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\begin{align}
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h_{start} &= floor(i * H_{in} / H_{out})\\
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h_{end} &= ceil((i + 1) * H_{in} / H_{out})\\
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@ -15,7 +15,7 @@ mindspore.ops.bernoulli
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- **p** (Union[Tensor, float], optional) - shape需要可以被广播到当前Tensor。其数据类型为float32或float64。`p` 中每个值代表输出Tensor中对应广播位置为1的概率,数值范围在0到1之间。默认值:0.5。
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- **seed** (int, optional) - 随机种子,用于生成随机数,数值范围是正数,默认取当前时间。默认值:-1。
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**输出:**
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**返回:**
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- **output** (Tensor) - shape和数据类型与 `x` 相同。
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@ -1,5 +1,5 @@
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mindspore.ops.eye
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==================
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mindspore.ops.standard_laplace
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==============================
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.. py:function:: mindspore.ops.standard_laplace(shape, seed=0, seed2=0)
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@ -37,62 +37,62 @@ class AutoAugmentPolicy(str, Enum):
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- AutoAugmentPolicy.IMAGENET: dataset auto augment policy for ImageNet.
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.. code-block::
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.. code-block::
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Augmentation operations pair:
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[(("Posterize", 0.4, 8), ("Rotate", 0.6, 9)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)),
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(("Equalize", 0.8, None), ("Equalize", 0.6, None)), (("Posterize", 0.6, 7), ("Posterize", 0.6, 6)),
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(("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Equalize", 0.4, None), ("Rotate", 0.8, 8)),
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(("Solarize", 0.6, 3), ("Equalize", 0.6, None)), (("Posterize", 0.8, 5), ("Equalize", 1.0, None)),
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(("Rotate", 0.2, 3), ("Solarize", 0.6, 8)), (("Equalize", 0.6, None), ("Posterize", 0.4, 6)),
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(("Rotate", 0.8, 8), ("Color", 0.4, 0)), (("Rotate", 0.4, 9), ("Equalize", 0.6, None)),
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(("Equalize", 0.0, None), ("Equalize", 0.8, None)), (("Invert", 0.6, None), ("Equalize", 1.0, None)),
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(("Color", 0.6, 4), ("Contrast", 1.0, 8)), (("Rotate", 0.8, 8), ("Color", 1.0, 2)),
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(("Color", 0.8, 8), ("Solarize", 0.8, 7)), (("Sharpness", 0.4, 7), ("Invert", 0.6, None)),
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(("ShearX", 0.6, 5), ("Equalize", 1.0, None)), (("Color", 0.4, 0), ("Equalize", 0.6, None)),
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(("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)),
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(("Invert", 0.6, None), ("Equalize", 1.0, None)), (("Color", 0.6, 4), ("Contrast", 1.0, 8)),
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(("Equalize", 0.8, None), ("Equalize", 0.6, None))]
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Augmentation operations pair:
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[(("Posterize", 0.4, 8), ("Rotate", 0.6, 9)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)),
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(("Equalize", 0.8, None), ("Equalize", 0.6, None)), (("Posterize", 0.6, 7), ("Posterize", 0.6, 6)),
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(("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Equalize", 0.4, None), ("Rotate", 0.8, 8)),
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(("Solarize", 0.6, 3), ("Equalize", 0.6, None)), (("Posterize", 0.8, 5), ("Equalize", 1.0, None)),
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(("Rotate", 0.2, 3), ("Solarize", 0.6, 8)), (("Equalize", 0.6, None), ("Posterize", 0.4, 6)),
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(("Rotate", 0.8, 8), ("Color", 0.4, 0)), (("Rotate", 0.4, 9), ("Equalize", 0.6, None)),
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(("Equalize", 0.0, None), ("Equalize", 0.8, None)), (("Invert", 0.6, None), ("Equalize", 1.0, None)),
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(("Color", 0.6, 4), ("Contrast", 1.0, 8)), (("Rotate", 0.8, 8), ("Color", 1.0, 2)),
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(("Color", 0.8, 8), ("Solarize", 0.8, 7)), (("Sharpness", 0.4, 7), ("Invert", 0.6, None)),
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(("ShearX", 0.6, 5), ("Equalize", 1.0, None)), (("Color", 0.4, 0), ("Equalize", 0.6, None)),
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(("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)),
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(("Invert", 0.6, None), ("Equalize", 1.0, None)), (("Color", 0.6, 4), ("Contrast", 1.0, 8)),
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(("Equalize", 0.8, None), ("Equalize", 0.6, None))]
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- AutoAugmentPolicy.CIFAR10: dataset auto augment policy for Cifar10.
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.. code-block::
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.. code-block::
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Augmentation operations pair:
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[(("Invert", 0.1, None), ("Contrast", 0.2, 6)), (("Rotate", 0.7, 2), ("TranslateX", 0.3, 9)),
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(("Sharpness", 0.8, 1), ("Sharpness", 0.9, 3)), (("ShearY", 0.5, 8), ("TranslateY", 0.7, 9)),
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(("AutoContrast", 0.5, None), ("Equalize", 0.9, None)), (("ShearY", 0.2, 7), ("Posterize", 0.3, 7)),
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(("Color", 0.4, 3), ("Brightness", 0.6, 7)), (("Sharpness", 0.3, 9), ("Brightness", 0.7, 9)),
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(("Equalize", 0.6, None), ("Equalize", 0.5, None)), (("Contrast", 0.6, 7), ("Sharpness", 0.6, 5)),
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(("Color", 0.7, 7), ("TranslateX", 0.5, 8)), (("Equalize", 0.8, None), ("Invert", 0.1, None)),
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(("TranslateY", 0.4, 3), ("Sharpness", 0.2, 6)), (("Brightness", 0.9, 6), ("Color", 0.2, 8)),
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(("Solarize", 0.5, 2), ("Invert", 0.0, None)), (("TranslateY", 0.9, 9), ("TranslateY", 0.7, 9)),
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(("Equalize", 0.2, None), ("Equalize", 0.6, None)), (("Color", 0.9, 9), ("Equalize", 0.6, None)),
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(("AutoContrast", 0.8, None), ("Solarize", 0.2, 8)), (("Brightness", 0.1, 3), ("Color", 0.7, 0)),
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(("Solarize", 0.4, 5), ("AutoContrast", 0.9, None)),
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(("AutoContrast", 0.9, None), ("Solarize", 0.8, 3)),
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(("TranslateY", 0.7, 9), ("AutoContrast", 0.9, None)),
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(("Equalize", 0.3, None), ("AutoContrast", 0.4, None)),
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(("Equalize", 0.2, None), ("AutoContrast", 0.6, None))]
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Augmentation operations pair:
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[(("Invert", 0.1, None), ("Contrast", 0.2, 6)), (("Rotate", 0.7, 2), ("TranslateX", 0.3, 9)),
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(("Sharpness", 0.8, 1), ("Sharpness", 0.9, 3)), (("ShearY", 0.5, 8), ("TranslateY", 0.7, 9)),
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(("AutoContrast", 0.5, None), ("Equalize", 0.9, None)), (("ShearY", 0.2, 7), ("Posterize", 0.3, 7)),
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(("Color", 0.4, 3), ("Brightness", 0.6, 7)), (("Sharpness", 0.3, 9), ("Brightness", 0.7, 9)),
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(("Equalize", 0.6, None), ("Equalize", 0.5, None)), (("Contrast", 0.6, 7), ("Sharpness", 0.6, 5)),
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(("Color", 0.7, 7), ("TranslateX", 0.5, 8)), (("Equalize", 0.8, None), ("Invert", 0.1, None)),
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(("TranslateY", 0.4, 3), ("Sharpness", 0.2, 6)), (("Brightness", 0.9, 6), ("Color", 0.2, 8)),
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(("Solarize", 0.5, 2), ("Invert", 0.0, None)), (("TranslateY", 0.9, 9), ("TranslateY", 0.7, 9)),
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(("Equalize", 0.2, None), ("Equalize", 0.6, None)), (("Color", 0.9, 9), ("Equalize", 0.6, None)),
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(("AutoContrast", 0.8, None), ("Solarize", 0.2, 8)), (("Brightness", 0.1, 3), ("Color", 0.7, 0)),
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(("Solarize", 0.4, 5), ("AutoContrast", 0.9, None)),
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(("AutoContrast", 0.9, None), ("Solarize", 0.8, 3)),
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(("TranslateY", 0.7, 9), ("AutoContrast", 0.9, None)),
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(("Equalize", 0.3, None), ("AutoContrast", 0.4, None)),
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(("Equalize", 0.2, None), ("AutoContrast", 0.6, None))]
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- AutoAugmentPolicy.SVHN: dataset auto augment policy for SVHN.
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.. code-block::
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.. code-block::
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Augmentation operations pair:
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[(("ShearX", 0.9, 4), ("Invert", 0.2, None)), (("ShearY", 0.9, 8), ("Invert", 0.7, None)),
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(("Equalize", 0.6, None), ("Solarize", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)),
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(("Equalize", 0.6, None), ("Rotate", 0.9, 3)), (("ShearX", 0.9, 4), ("AutoContrast", 0.8, None)),
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(("ShearY", 0.9, 8), ("Invert", 0.4, None)), (("ShearY", 0.9, 5), ("Solarize", 0.2, 6)),
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(("Invert", 0.9, None), ("AutoContrast", 0.8, None)), (("Equalize", 0.6, None), ("Rotate", 0.9, 3)),
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(("ShearX", 0.9, 4), ("Solarize", 0.3, 3)), (("ShearY", 0.8, 8), ("Invert", 0.7, None)),
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(("Equalize", 0.9, None), ("TranslateY", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)),
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(("Contrast", 0.3, 3), ("Rotate", 0.8, 4)), (("Invert", 0.8, None), ("TranslateY", 0.0, 2)),
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(("ShearY", 0.7, 6), ("Solarize", 0.4, 8)), (("Invert", 0.6, None), ("Rotate", 0.8, 4)),
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(("ShearY", 0.3, 7), ("TranslateX", 0.9, 3)), (("ShearX", 0.1, 6), ("Invert", 0.6, None)),
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(("Solarize", 0.7, 2), ("TranslateY", 0.6, 7)), (("ShearY", 0.8, 4), ("Invert", 0.8, None)),
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(("ShearX", 0.7, 9), ("TranslateY", 0.8, 3)), (("ShearY", 0.8, 5), ("AutoContrast", 0.7, None)),
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(("ShearX", 0.7, 2), ("Invert", 0.1, None))]
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Augmentation operations pair:
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[(("ShearX", 0.9, 4), ("Invert", 0.2, None)), (("ShearY", 0.9, 8), ("Invert", 0.7, None)),
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(("Equalize", 0.6, None), ("Solarize", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)),
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(("Equalize", 0.6, None), ("Rotate", 0.9, 3)), (("ShearX", 0.9, 4), ("AutoContrast", 0.8, None)),
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(("ShearY", 0.9, 8), ("Invert", 0.4, None)), (("ShearY", 0.9, 5), ("Solarize", 0.2, 6)),
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(("Invert", 0.9, None), ("AutoContrast", 0.8, None)), (("Equalize", 0.6, None), ("Rotate", 0.9, 3)),
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(("ShearX", 0.9, 4), ("Solarize", 0.3, 3)), (("ShearY", 0.8, 8), ("Invert", 0.7, None)),
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(("Equalize", 0.9, None), ("TranslateY", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)),
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(("Contrast", 0.3, 3), ("Rotate", 0.8, 4)), (("Invert", 0.8, None), ("TranslateY", 0.0, 2)),
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(("ShearY", 0.7, 6), ("Solarize", 0.4, 8)), (("Invert", 0.6, None), ("Rotate", 0.8, 4)),
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(("ShearY", 0.3, 7), ("TranslateX", 0.9, 3)), (("ShearX", 0.1, 6), ("Invert", 0.6, None)),
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(("Solarize", 0.7, 2), ("TranslateY", 0.6, 7)), (("ShearY", 0.8, 4), ("Invert", 0.8, None)),
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(("ShearX", 0.7, 9), ("TranslateY", 0.8, 3)), (("ShearY", 0.8, 5), ("AutoContrast", 0.7, None)),
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(("ShearX", 0.7, 2), ("Invert", 0.1, None))]
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"""
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IMAGENET: str = "imagenet"
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CIFAR10: str = "cifar10"
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