diff --git a/docs/api/api_python/mindspore/mindspore.Tensor.rst b/docs/api/api_python/mindspore/mindspore.Tensor.rst index b569f721f6d..cb7f4682a34 100644 --- a/docs/api/api_python/mindspore/mindspore.Tensor.rst +++ b/docs/api/api_python/mindspore/mindspore.Tensor.rst @@ -58,25 +58,25 @@ mindspore.Tensor .. py:method:: col2im(output_size, kernel_size, dilation, padding_value, stride) - 将一组滑动的局部块组合成一个大张量。 + 将一组滑动的局部块组合成一个大张量。 - **参数:** + **参数:** - - **output_size** (Tensor) - 输出张量的后两维的shape。 - - **kernel_size** (Union[int, tuple[int], list[int]]) - 滑动窗口的大小。 - - **dilation** (Union[int, tuple[int], list[int]]) - 滑动窗口扩张的大小。 - - **padding_value** (Union[int, tuple[int], list[int]]) - 填充的大小。 - - **stride** (Union[int, tuple[int], list[int]]) - 步长的大小。 + - **output_size** (Tensor) - 输出张量的后两维的shape。 + - **kernel_size** (Union[int, tuple[int], list[int]]) - 滑动窗口的大小。 + - **dilation** (Union[int, tuple[int], list[int]]) - 滑动窗口扩张的大小。 + - **padding_value** (Union[int, tuple[int], list[int]]) - 填充的大小。 + - **stride** (Union[int, tuple[int], list[int]]) - 步长的大小。 - **返回:** + **返回:** - Tensor,输出的张量,维度和类型和输入一致。 + Tensor,输出的张量,维度和类型和输入一致。 - **异常:** + **异常:** - - **TypeError** - 如果 `kernel_size`,`dilation`,`padding_value`,`stride` 不属于 Union[int, tuple[int], list[int]]。 - - **ValueError** - 如果 `kernel_size`,`dilation`,`stride` 值小于等于0或者个数大于2。 - - **ValueError** - 如果 `padding_value` 值小于0或者个数大于2。 + - **TypeError** - 如果 `kernel_size`,`dilation`,`padding_value`,`stride` 不属于 Union[int, tuple[int], list[int]]。 + - **ValueError** - 如果 `kernel_size`,`dilation`,`stride` 值小于等于0或者个数大于2。 + - **ValueError** - 如果 `padding_value` 值小于0或者个数大于2。 .. py:method:: argmax(axis=None) @@ -1554,7 +1554,7 @@ mindspore.Tensor **参数:** - **shape** (Union[tuple(int), int]) - 输出Tensor的维度。 + - **shape** (Union[tuple(int), int]) - 输出Tensor的维度。 **返回:** diff --git a/docs/api/api_python/ops/mindspore.ops.func_adaptive_avg_pool2d.rst b/docs/api/api_python/ops/mindspore.ops.func_adaptive_avg_pool2d.rst index b4045e6abe3..b0d38c53ae5 100644 --- a/docs/api/api_python/ops/mindspore.ops.func_adaptive_avg_pool2d.rst +++ b/docs/api/api_python/ops/mindspore.ops.func_adaptive_avg_pool2d.rst @@ -11,7 +11,7 @@ mindspore.ops.adaptive_avg_pool2d 对于2维的自适应平均池化操作,有如下公式: - .. math:: + .. math:: \begin{align} h_{start} &= floor(i * H_{in} / H_{out})\\ h_{end} &= ceil((i + 1) * H_{in} / H_{out})\\ diff --git a/docs/api/api_python/ops/mindspore.ops.func_bernoulli.rst b/docs/api/api_python/ops/mindspore.ops.func_bernoulli.rst index b79dd85fbca..7c239a70928 100644 --- a/docs/api/api_python/ops/mindspore.ops.func_bernoulli.rst +++ b/docs/api/api_python/ops/mindspore.ops.func_bernoulli.rst @@ -15,7 +15,7 @@ mindspore.ops.bernoulli - **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。 - **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。 - **输出:** + **返回:** - **output** (Tensor) - shape和数据类型与 `x` 相同。 diff --git a/docs/api/api_python/ops/mindspore.ops.func_standard_laplace.rst b/docs/api/api_python/ops/mindspore.ops.func_standard_laplace.rst index 73ed1e9f811..75531d4ba34 100644 --- a/docs/api/api_python/ops/mindspore.ops.func_standard_laplace.rst +++ b/docs/api/api_python/ops/mindspore.ops.func_standard_laplace.rst @@ -1,5 +1,5 @@ -mindspore.ops.eye -================== +mindspore.ops.standard_laplace +============================== .. py:function:: mindspore.ops.standard_laplace(shape, seed=0, seed2=0) diff --git a/mindspore/python/mindspore/dataset/vision/utils.py b/mindspore/python/mindspore/dataset/vision/utils.py index f23c698c0b3..d1a319c928d 100644 --- a/mindspore/python/mindspore/dataset/vision/utils.py +++ b/mindspore/python/mindspore/dataset/vision/utils.py @@ -37,62 +37,62 @@ class AutoAugmentPolicy(str, Enum): - AutoAugmentPolicy.IMAGENET: dataset auto augment policy for ImageNet. - .. code-block:: + .. code-block:: - Augmentation operations pair: - [(("Posterize", 0.4, 8), ("Rotate", 0.6, 9)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)), - (("Equalize", 0.8, None), ("Equalize", 0.6, None)), (("Posterize", 0.6, 7), ("Posterize", 0.6, 6)), - (("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Equalize", 0.4, None), ("Rotate", 0.8, 8)), - (("Solarize", 0.6, 3), ("Equalize", 0.6, None)), (("Posterize", 0.8, 5), ("Equalize", 1.0, None)), - (("Rotate", 0.2, 3), ("Solarize", 0.6, 8)), (("Equalize", 0.6, None), ("Posterize", 0.4, 6)), - (("Rotate", 0.8, 8), ("Color", 0.4, 0)), (("Rotate", 0.4, 9), ("Equalize", 0.6, None)), - (("Equalize", 0.0, None), ("Equalize", 0.8, None)), (("Invert", 0.6, None), ("Equalize", 1.0, None)), - (("Color", 0.6, 4), ("Contrast", 1.0, 8)), (("Rotate", 0.8, 8), ("Color", 1.0, 2)), - (("Color", 0.8, 8), ("Solarize", 0.8, 7)), (("Sharpness", 0.4, 7), ("Invert", 0.6, None)), - (("ShearX", 0.6, 5), ("Equalize", 1.0, None)), (("Color", 0.4, 0), ("Equalize", 0.6, None)), - (("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)), - (("Invert", 0.6, None), ("Equalize", 1.0, None)), (("Color", 0.6, 4), ("Contrast", 1.0, 8)), - (("Equalize", 0.8, None), ("Equalize", 0.6, None))] + Augmentation operations pair: + [(("Posterize", 0.4, 8), ("Rotate", 0.6, 9)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)), + (("Equalize", 0.8, None), ("Equalize", 0.6, None)), (("Posterize", 0.6, 7), ("Posterize", 0.6, 6)), + (("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Equalize", 0.4, None), ("Rotate", 0.8, 8)), + (("Solarize", 0.6, 3), ("Equalize", 0.6, None)), (("Posterize", 0.8, 5), ("Equalize", 1.0, None)), + (("Rotate", 0.2, 3), ("Solarize", 0.6, 8)), (("Equalize", 0.6, None), ("Posterize", 0.4, 6)), + (("Rotate", 0.8, 8), ("Color", 0.4, 0)), (("Rotate", 0.4, 9), ("Equalize", 0.6, None)), + (("Equalize", 0.0, None), ("Equalize", 0.8, None)), (("Invert", 0.6, None), ("Equalize", 1.0, None)), + (("Color", 0.6, 4), ("Contrast", 1.0, 8)), (("Rotate", 0.8, 8), ("Color", 1.0, 2)), + (("Color", 0.8, 8), ("Solarize", 0.8, 7)), (("Sharpness", 0.4, 7), ("Invert", 0.6, None)), + (("ShearX", 0.6, 5), ("Equalize", 1.0, None)), (("Color", 0.4, 0), ("Equalize", 0.6, None)), + (("Equalize", 0.4, None), ("Solarize", 0.2, 4)), (("Solarize", 0.6, 5), ("AutoContrast", 0.6, None)), + (("Invert", 0.6, None), ("Equalize", 1.0, None)), (("Color", 0.6, 4), ("Contrast", 1.0, 8)), + (("Equalize", 0.8, None), ("Equalize", 0.6, None))] - AutoAugmentPolicy.CIFAR10: dataset auto augment policy for Cifar10. - .. code-block:: + .. code-block:: - Augmentation operations pair: - [(("Invert", 0.1, None), ("Contrast", 0.2, 6)), (("Rotate", 0.7, 2), ("TranslateX", 0.3, 9)), - (("Sharpness", 0.8, 1), ("Sharpness", 0.9, 3)), (("ShearY", 0.5, 8), ("TranslateY", 0.7, 9)), - (("AutoContrast", 0.5, None), ("Equalize", 0.9, None)), (("ShearY", 0.2, 7), ("Posterize", 0.3, 7)), - (("Color", 0.4, 3), ("Brightness", 0.6, 7)), (("Sharpness", 0.3, 9), ("Brightness", 0.7, 9)), - (("Equalize", 0.6, None), ("Equalize", 0.5, None)), (("Contrast", 0.6, 7), ("Sharpness", 0.6, 5)), - (("Color", 0.7, 7), ("TranslateX", 0.5, 8)), (("Equalize", 0.8, None), ("Invert", 0.1, None)), - (("TranslateY", 0.4, 3), ("Sharpness", 0.2, 6)), (("Brightness", 0.9, 6), ("Color", 0.2, 8)), - (("Solarize", 0.5, 2), ("Invert", 0.0, None)), (("TranslateY", 0.9, 9), ("TranslateY", 0.7, 9)), - (("Equalize", 0.2, None), ("Equalize", 0.6, None)), (("Color", 0.9, 9), ("Equalize", 0.6, None)), - (("AutoContrast", 0.8, None), ("Solarize", 0.2, 8)), (("Brightness", 0.1, 3), ("Color", 0.7, 0)), - (("Solarize", 0.4, 5), ("AutoContrast", 0.9, None)), - (("AutoContrast", 0.9, None), ("Solarize", 0.8, 3)), - (("TranslateY", 0.7, 9), ("AutoContrast", 0.9, None)), - (("Equalize", 0.3, None), ("AutoContrast", 0.4, None)), - (("Equalize", 0.2, None), ("AutoContrast", 0.6, None))] + Augmentation operations pair: + [(("Invert", 0.1, None), ("Contrast", 0.2, 6)), (("Rotate", 0.7, 2), ("TranslateX", 0.3, 9)), + (("Sharpness", 0.8, 1), ("Sharpness", 0.9, 3)), (("ShearY", 0.5, 8), ("TranslateY", 0.7, 9)), + (("AutoContrast", 0.5, None), ("Equalize", 0.9, None)), (("ShearY", 0.2, 7), ("Posterize", 0.3, 7)), + (("Color", 0.4, 3), ("Brightness", 0.6, 7)), (("Sharpness", 0.3, 9), ("Brightness", 0.7, 9)), + (("Equalize", 0.6, None), ("Equalize", 0.5, None)), (("Contrast", 0.6, 7), ("Sharpness", 0.6, 5)), + (("Color", 0.7, 7), ("TranslateX", 0.5, 8)), (("Equalize", 0.8, None), ("Invert", 0.1, None)), + (("TranslateY", 0.4, 3), ("Sharpness", 0.2, 6)), (("Brightness", 0.9, 6), ("Color", 0.2, 8)), + (("Solarize", 0.5, 2), ("Invert", 0.0, None)), (("TranslateY", 0.9, 9), ("TranslateY", 0.7, 9)), + (("Equalize", 0.2, None), ("Equalize", 0.6, None)), (("Color", 0.9, 9), ("Equalize", 0.6, None)), + (("AutoContrast", 0.8, None), ("Solarize", 0.2, 8)), (("Brightness", 0.1, 3), ("Color", 0.7, 0)), + (("Solarize", 0.4, 5), ("AutoContrast", 0.9, None)), + (("AutoContrast", 0.9, None), ("Solarize", 0.8, 3)), + (("TranslateY", 0.7, 9), ("AutoContrast", 0.9, None)), + (("Equalize", 0.3, None), ("AutoContrast", 0.4, None)), + (("Equalize", 0.2, None), ("AutoContrast", 0.6, None))] - AutoAugmentPolicy.SVHN: dataset auto augment policy for SVHN. - .. code-block:: + .. code-block:: - Augmentation operations pair: - [(("ShearX", 0.9, 4), ("Invert", 0.2, None)), (("ShearY", 0.9, 8), ("Invert", 0.7, None)), - (("Equalize", 0.6, None), ("Solarize", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)), - (("Equalize", 0.6, None), ("Rotate", 0.9, 3)), (("ShearX", 0.9, 4), ("AutoContrast", 0.8, None)), - (("ShearY", 0.9, 8), ("Invert", 0.4, None)), (("ShearY", 0.9, 5), ("Solarize", 0.2, 6)), - (("Invert", 0.9, None), ("AutoContrast", 0.8, None)), (("Equalize", 0.6, None), ("Rotate", 0.9, 3)), - (("ShearX", 0.9, 4), ("Solarize", 0.3, 3)), (("ShearY", 0.8, 8), ("Invert", 0.7, None)), - (("Equalize", 0.9, None), ("TranslateY", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)), - (("Contrast", 0.3, 3), ("Rotate", 0.8, 4)), (("Invert", 0.8, None), ("TranslateY", 0.0, 2)), - (("ShearY", 0.7, 6), ("Solarize", 0.4, 8)), (("Invert", 0.6, None), ("Rotate", 0.8, 4)), - (("ShearY", 0.3, 7), ("TranslateX", 0.9, 3)), (("ShearX", 0.1, 6), ("Invert", 0.6, None)), - (("Solarize", 0.7, 2), ("TranslateY", 0.6, 7)), (("ShearY", 0.8, 4), ("Invert", 0.8, None)), - (("ShearX", 0.7, 9), ("TranslateY", 0.8, 3)), (("ShearY", 0.8, 5), ("AutoContrast", 0.7, None)), - (("ShearX", 0.7, 2), ("Invert", 0.1, None))] + Augmentation operations pair: + [(("ShearX", 0.9, 4), ("Invert", 0.2, None)), (("ShearY", 0.9, 8), ("Invert", 0.7, None)), + (("Equalize", 0.6, None), ("Solarize", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)), + (("Equalize", 0.6, None), ("Rotate", 0.9, 3)), (("ShearX", 0.9, 4), ("AutoContrast", 0.8, None)), + (("ShearY", 0.9, 8), ("Invert", 0.4, None)), (("ShearY", 0.9, 5), ("Solarize", 0.2, 6)), + (("Invert", 0.9, None), ("AutoContrast", 0.8, None)), (("Equalize", 0.6, None), ("Rotate", 0.9, 3)), + (("ShearX", 0.9, 4), ("Solarize", 0.3, 3)), (("ShearY", 0.8, 8), ("Invert", 0.7, None)), + (("Equalize", 0.9, None), ("TranslateY", 0.6, 6)), (("Invert", 0.9, None), ("Equalize", 0.6, None)), + (("Contrast", 0.3, 3), ("Rotate", 0.8, 4)), (("Invert", 0.8, None), ("TranslateY", 0.0, 2)), + (("ShearY", 0.7, 6), ("Solarize", 0.4, 8)), (("Invert", 0.6, None), ("Rotate", 0.8, 4)), + (("ShearY", 0.3, 7), ("TranslateX", 0.9, 3)), (("ShearX", 0.1, 6), ("Invert", 0.6, None)), + (("Solarize", 0.7, 2), ("TranslateY", 0.6, 7)), (("ShearY", 0.8, 4), ("Invert", 0.8, None)), + (("ShearX", 0.7, 9), ("TranslateY", 0.8, 3)), (("ShearY", 0.8, 5), ("AutoContrast", 0.7, None)), + (("ShearX", 0.7, 2), ("Invert", 0.1, None))] """ IMAGENET: str = "imagenet" CIFAR10: str = "cifar10"