PyTorch and MindSpore

Mapping between TensorFlow APIs and MindSpore APIs, which is provided by the community. There may be differences in parameters, inputs, outputs, logic functions, and specific scenarios. For details, see the description of each API or the difference comparison provided.

More MindSpore developers are also welcome to participate in improving the mapping content.

torch

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.abs	mindspore.ops.Abs
torch.acos	mindspore.ops.ACos
torch.add	mindspore.ops.Add
torch.arange	mindspore.numpy.arange
torch.argmax	mindspore.ops.Argmax
torch.argmin	mindspore.ops.Argmin
torch.argsort	mindspore.ops.Sort	diff
torch.asin	mindspore.ops.Asin
torch.atan	mindspore.ops.Atan
torch.atan2	mindspore.ops.Atan2
torch.bartlett_window	mindspore.numpy.bartlett
torch.bincount	mindspore.numpy.bincount
torch.bitwise_and	mindspore.ops.BitwiseAnd
torch.bitwise_or	mindspore.ops.BitwiseOr
torch.bitwise_xor	mindspore.ops.BitwiseXor
torch.blackman_window	mindspore.numpy.blackman
torch.bmm	mindspore.ops.BatchMatMul
torch.broadcast_tensors	mindspore.ops.BroadcastTo	diff
torch.cat	mindspore.ops.Concat	diff
torch.ceil	mindspore.ops.Ceil
torch.chunk	mindspore.ops.Split
torch.clamp	mindspore.ops.clip_by_value
torch.conj	mindspore.ops.Conj
torch.cos	mindspore.ops.Cos
torch.cosh	mindspore.ops.Cosh
torch.cross	mindspore.numpy.cross	diff
torch.cumprod	mindspore.ops.CumProd
torch.cumsum	mindspore.ops.CumSum
torch.diag	mindspore.nn.MatrixDiag	diff
torch.diagflat	mindspore.numpy.diagflat
torch.diagonal	mindspore.numpy.diagonal
torch.div	mindspore.ops.Div
torch.dot	mindspore.ops.tensor_dot	diff
torch.empty	mindspore.numpy.empty
torch.empty_like	mindspore.numpy.empty_like
torch.eq	mindspore.ops.Equal
torch.erfc	mindspore.ops.Erfc
torch.erfinv	mindspore.ops.Erfinv
torch.exp	mindspore.ops.Exp
torch.expm1	mindspore.ops.Expm1
torch.eye	mindspore.ops.Eye
torch.flatten	mindspore.ops.Flatten	diff
torch.flip	mindspore.ops.ReverseV2
torch.floor	mindspore.ops.Floor
torch.floor_divide	mindspore.ops.FloorDiv	diff
torch.fmod	mindspore.ops.Mod
torch.from_numpy	mindspore.tensor.from_numpy
torch.full	mindspore.numpy.full
torch.full_like	mindspore.numpy.full_like
torch.gather	mindspore.ops.GatherD
torch.ge	mindspore.ops.GreaterEqual
torch.gt	mindspore.ops.Greater
torch.hamming_window	mindspore.numpy.hamming
torch.hann_window	mindspore.numpy.hanning
torch.histc	mindspore.ops.HistogramFixedWidth
torch.imag	mindspore.ops.Imag
torch.isfinite	mindspore.ops.IsFinite
torch.isinf	mindspore.ops.IsInf
torch.isnan	mindspore.ops.IsNan
torch.le	mindspore.ops.LessEqual
torch.lerp	mindspore.ops.Lerp
torch.linspace	mindspore.ops.LinSpace
torch.load	mindspore.load_checkpoint
torch.log	mindspore.ops.Log
torch.log1p	mindspore.ops.Log1p
torch.log2	mindspore.numpy.log2
torch.logical_and	mindspore.ops.LogicalAnd	diff
torch.logical_not	mindspore.numpy.logical_not	diff
torch.logical_or	mindspore.ops.LogicalOr	diff
torch.logical_xor	mindspore.numpy.logical_xor	diff
torch.logspace	mindspore.numpy.logspace
torch.lt	mindspore.ops.Less
torch.matmul	mindspore.nn.MatMul
torch.matrix_power	mindspore.numpy.matrix_power
torch.matrix_rank	mindspore.ops.Rank
torch.max	mindspore.ops.ArgMaxWithValue	diff
torch.maximum	mindspore.ops.Maximum
torch.mean	mindspore.ops.ReduceMean
torch.meshgrid	mindspore.ops.Meshgrid
torch.min	mindspore.ops.ArgMinWithValue	diff
torch.mm	mindspore.ops.MatMul
torch.mul	mindspore.ops.Mul
torch.multinomial	mindspore.ops.multinomial
torch.ne	mindspore.ops.NotEqual
torch.neg	mindspore.ops.Neg
torch.norm	mindspore.nn.Norm	diff
torch.numel	mindspore.ops.Size
torch.ones	mindspore.ops.Ones
torch.ones_like	mindspore.ops.OnesLike
torch.poisson	mindspore.ops.poisson
torch.pow	mindspore.ops.Pow
torch.prod	mindspore.ops.ReduceProd
torch.promote_types	mindspore.numpy.promote_types
torch.rand	mindspore.ops.UniformReal
torch.rand_like	mindspore.ops.UniformReal
torch.randint	mindspore.ops.UniformInt
torch.randint_like	mindspore.ops.UniformInt
torch.randn	mindspore.ops.StandardNormal
torch.randperm	mindspore.ops.Randperm	diff
torch.range	mindspore.nn.Range
torch.real	mindspore.ops.Real
torch.reciprocal	mindspore.ops.Reciprocal
torch.remainder	mindspore.numpy.remainder
torch.reshape	mindspore.ops.Reshape
torch.result_type	mindspore.numpy.result_type
torch.roll	mindspore.nn.Roll
torch.rot90	mindspore.numpy.rot90
torch.round	mindspore.ops.Rint
torch.rsqrt	mindspore.ops.Rsqrt
torch.save	mindspore.save_checkpoint
torch.sigmoid	mindspore.ops.Sigmoid
torch.sin	mindspore.ops.Sin
torch.sinh	mindspore.ops.Sinh
torch.sort	mindspore.ops.Sort
torch.sparse_coo_tensor	mindspore.SparseTensor	diff
torch.split	mindspore.ops.Split
torch.sqrt	mindspore.ops.Sqrt
torch.square	mindspore.ops.Square
torch.squeeze	mindspore.ops.Squeeze
torch.stack	mindspore.ops.Stack
torch.std	mindspore.Tensor.std
torch.std_mean	mindspore.ops.ReduceMean	diff
torch.sum	mindspore.ops.ReduceSum
torch.take	mindspore.Tensor.take
torch.tan	mindspore.ops.Tan
torch.tanh	mindspore.ops.Tanh
torch.tensor	mindspore.Tensor
torch.Tensor	mindspore.Tensor
torch.tensordot	mindspore.numpy.tensordot
torch.topk	mindspore.ops.TopK	diff
torch.trace	mindspore.Tensor.trace
torch.transpose	mindspore.ops.Transpose
torch.trapz	mindspore.numpy.trapz
torch.tril	mindspore.nn.Tril
torch.tril_indices	mindspore.numpy.tril_indices
torch.triu	mindspore.nn.Triu
torch.triu_indices	mindspore.numpy.triu_indices
torch.true_divide	mindspore.numpy.true_divide
torch.trunc	mindspore.numpy.trunc
torch.unbind	mindspore.ops.Unstack
torch.unique	mindspore.ops.Unique	diff
torch.unsqueeze	mindspore.ops.ExpandDims
torch.var	mindspore.Tensor.var
torch.where	mindspore.numpy.where
torch.zeros	mindspore.ops.Zeros
torch.zeros_like	mindspore.ops.ZerosLike

torch.autograd

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.autograd.backward	mindspore.ops.GradOperation	diff
torch.autograd.enable_grad	mindspore.ops.stop_gradient	diff
torch.autograd.grad	mindspore.ops.GradOperation	diff
torch.autograd.no_grad	mindspore.ops.stop_gradient	diff

torch.cuda

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.cuda.device_count	mindspore.communication.get_group_size
torch.cuda.set_device	mindspore.context.set_context	diff

torch.distributed

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.distributed.all_gather	mindspore.ops.AllGather
torch.distributed.all_reduce	mindspore.ops.AllReduce
torch.distributed.get_rank	mindspore.communication.get_rank
torch.distributed.init_process_group	mindspore.communication.init	diff
torch.distributed.new_group	mindspore.communication.create_group	diff

torch.distributions

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.distributions.gamma.Gamma	mindspore.ops.Gamma

torch.nn

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.nn.AdaptiveAvgPool2d	mindspore.ops.AdaptiveAvgPool2D
torch.nn.AvgPool1d	mindspore.nn.AvgPool1d
torch.nn.AvgPool2d	mindspore.nn.AvgPool2d
torch.nn.BatchNorm1d	mindspore.nn.BatchNorm1d	diff
torch.nn.BatchNorm2d	mindspore.nn.BatchNorm2d	diff
torch.nn.BCEWithLogitsLoss	mindspore.nn.BCEWithLogitsLoss
torch.nn.Conv1d	mindspore.nn.Conv1d
torch.nn.Conv2d	mindspore.nn.Conv2d	diff
torch.nn.Conv3d	mindspore.nn.Conv3d
torch.nn.ConvTranspose1d	mindspore.nn.Conv1dTranspose
torch.nn.ConvTranspose2d	mindspore.nn.Conv2dTranspose
torch.nn.ConvTranspose3d	mindspore.nn.Conv3dTranspose
torch.nn.CrossEntropyLoss	mindspore.nn.SoftmaxCrossEntropyWithLogits
torch.nn.CTCLoss	mindspore.ops.CTCLoss
torch.nn.Dropout	mindspore.nn.Dropout
torch.nn.Embedding	mindspore.nn.Embedding
torch.nn.Flatten	mindspore.nn.Flatten	diff
torch.nn.GELU	mindspore.nn.GELU
torch.nn.GELU	mindspore.nn.FastGelu	diff
torch.nn.GroupNorm	mindspore.nn.GroupNorm
torch.nn.GRU	mindspore.nn.GRU
torch.nn.Hardshrink	mindspore.nn.HShrink
torch.nn.KLDivLoss	mindspore.ops.KLDivLoss
torch.nn.L1Loss	mindspore.nn.L1Loss
torch.nn.LayerNorm	mindspore.nn.LayerNorm
torch.nn.LeakyReLU	mindspore.nn.LeakyReLU
torch.nn.Linear	mindspore.nn.Dense	diff
torch.nn.LSTM	mindspore.nn.LSTM
torch.nn.LSTMCell	mindspore.nn.LSTMCell
torch.nn.MaxPool1d	mindspore.nn.MaxPool1d
torch.nn.MaxPool2d	mindspore.nn.MaxPool2d
torch.nn.Module	mindspore.nn.Cell
torch.nn.Module.add_module	mindspore.nn.Cell.insert_child_to_cell
torch.nn.Module.buffers	mindspore.nn.Cell.untrainable_params	diff
torch.nn.Module.children	mindspore.nn.Cell.cells	diff
torch.nn.Module.load_state_dict	mindspore.load_param_into_net
torch.nn.Module.named_children	mindspore.nn.Cell.name_cells	diff
torch.nn.Module.named_modules	mindspore.nn.Cell.cells_and_names
torch.nn.Module.parameters	mindspore.nn.Cell.get_parameters	diff
torch.nn.Module.state_dict	mindspore.nn.Cell.parameters_dict
torch.nn.Module.train	mindspore.nn.Cell.set_train
torch.nn.ModuleList	mindspore.nn.CellList
torch.nn.MSELoss	mindspore.nn.MSELoss
torch.nn.Parameter	mindspore.Parameter
torch.nn.ParameterList	mindspore.ParameterTuple	diff
torch.nn.PixelShuffle	mindspore.ops.DepthToSpace
torch.nn.PReLU	mindspore.nn.PReLU
torch.nn.ReLU	mindspore.nn.ReLU
torch.nn.ReplicationPad2d	mindspore.nn.Pad
torch.nn.SELU	mindspore.ops.SeLU
torch.nn.Sequential	mindspore.nn.SequentialCell
torch.nn.Sigmoid	mindspore.nn.Sigmoid
torch.nn.SmoothL1Loss	mindspore.nn.SmoothL1Loss
torch.nn.Softmax	mindspore.nn.Softmax
torch.nn.Softshrink	mindspore.nn.SoftShrink
torch.nn.SyncBatchNorm.convert_sync_batchnorm	mindspore.nn.GlobalBatchNorm
torch.nn.Tanh	mindspore.nn.Tanh
torch.nn.Unfold	mindspore.nn.Unfold
torch.nn.Upsample	mindspore.nn.ResizeBilinear	diff

torch.nn.functional

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.nn.functional.adaptive_avg_pool2d	mindspore.ops.AdaptiveAvgPool2D
torch.nn.functional.avg_pool1d	mindspore.nn.AvgPool1d
torch.nn.functional.avg_pool2d	mindspore.ops.AvgPool
torch.nn.functional.avg_pool3d	mindspore.ops.AvgPool3D
torch.nn.functional.batch_norm	mindspore.ops.BatchNorm
torch.nn.functional.binary_cross_entropy	mindspore.ops.BinaryCrossEntropy
torch.nn.functional.conv2d	mindspore.ops.Conv2D
torch.nn.functional.cosine_embedding_loss	mindspore.nn.CosineEmbeddingLoss
torch.nn.functional.ctc_loss	mindspore.ops.CTCLoss
torch.nn.functional.elu	mindspore.ops.Elu
torch.nn.functional.kl_div	mindspore.ops.KLDivLoss
torch.nn.functional.l1_loss	mindspore.nn.L1Loss
torch.nn.functional.layer_norm	mindspore.ops.LayerNorm
torch.nn.functional.leaky_relu	mindspore.nn.LeakyReLU
torch.nn.functional.log_softmax	mindspore.nn.LogSoftmax
torch.nn.functional.max_pool1d	mindspore.nn.MaxPool1d
torch.nn.functional.max_pool2d	mindspore.nn.MaxPool2d
torch.nn.functional.max_pool3d	mindspore.ops.MaxPool3D	diff
torch.nn.functional.mse_loss	mindspore.nn.MSELoss
torch.nn.functional.nll_loss	mindspore.ops.NLLLoss	diff
torch.nn.functional.normalize	mindspore.ops.L2Normalize	diff
torch.nn.functional.one_hot	mindspore.ops.OneHot
torch.nn.functional.pad	mindspore.nn.Pad	diff
torch.nn.functional.pixel_shuffle	mindspore.ops.DepthToSpace
torch.nn.functional.relu	mindspore.ops.ReLU
torch.nn.functional.smooth_l1_loss	mindspore.nn.SmoothL1Loss
torch.nn.functional.soft_margin_loss	mindspore.nn.SoftMarginLoss
torch.nn.functional.softmax	mindspore.ops.Softmax	diff
torch.nn.functional.softplus	mindspore.ops.Softplus
torch.nn.functional.softsign	mindspore.ops.Softsign

torch.nn.init

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.nn.init.constant_	mindspore.common.initializer.Constant	diff
torch.nn.init.kaiming_normal_	mindspore.common.initializer.HeNormal
torch.nn.init.kaiming_uniform_	mindspore.common.initializer.HeUniform
torch.nn.init.normal_	mindspore.common.initializer.Normal	diff
torch.nn.init.ones_	mindspore.common.initializer.One
torch.nn.init.xavier_uniform_	mindspore.common.initializer.XavierUniform
torch.nn.init.zeros_	mindspore.common.initializer.Zero
torch.nn.init.uniform_	mindspore.common.initializer.Uniform	diff

torch.optim

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.optim.Adadelta	mindspore.ops.ApplyAdadelta	diff
torch.optim.Adagrad	mindspore.nn.Adagrad	diff
torch.optim.Adam	mindspore.nn.Adam
torch.optim.Adamax	mindspore.ops.ApplyAdaMax
torch.optim.AdamW	mindspore.nn.AdamWeightDecay
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts	mindspore.nn.cosine_decay_lr
torch.optim.lr_scheduler.ExponentialLR	mindspore.nn.exponential_decay_lr	diff
torch.optim.lr_scheduler.MultiStepLR	mindspore.nn.piecewise_constant_lr	diff
torch.optim.lr_scheduler.StepLR	mindspore.nn.piecewise_constant_lr
torch.optim.Optimizer	mindspore.nn.Optimizer	diff
torch.optim.Optimizer.step	mindspore.nn.TrainOneStepCell	diff
torch.optim.RMSprop	mindspore.nn.RMSProp
torch.optim.SGD	mindspore.nn.SGD

torch.Tensor

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.repeat_interleave	mindspore.ops.repeat_elements
torch.BoolTensor.all	mindspore.Tensor.all
torch.BoolTensor.any	mindspore.Tensor.any
torch.minimum	mindspore.ops.Minimum
torch.Tensor.abs	mindspore.Tensor.abs
torch.Tensor.argmax	mindspore.Tensor.argmax
torch.Tensor.argmin	mindspore.Tensor.argmin
torch.Tensor.chunk	mindspore.ops.Split
torch.Tensor.copy_	mindspore.Tensor.copy
torch.Tensor.cumsum	mindspore.Tensor.cumsum
torch.Tensor.diagonal	mindspore.Tensor.diagonal
torch.Tensor.dtype	mindspore.Tensor.dtype
torch.Tensor.expand	mindspore.ops.BroadcastTo
torch.Tensor.expand_as	mindspore.Tensor.expand_as
torch.Tensor.fill_	mindspore.ops.Fill
torch.Tensor.flatten	mindspore.Tensor.flatten
torch.Tensor.float	mindspore.ops.Cast	diff
torch.Tensor.index_add	mindspore.ops.InplaceAdd
torch.Tensor.max	mindspore.Tensor.max
torch.Tensor.mean	mindspore.Tensor.mean
torch.Tensor.min	mindspore.Tensor.min
torch.Tensor.mm	mindspore.ops.MatMul
torch.Tensor.mul	mindspore.ops.Mul
torch.Tensor.ndim	mindspore.Tensor.ndim
torch.Tensor.new_full	mindspore.numpy.full
torch.Tensor.new_zeros	mindspore.ops.Zeros
torch.Tensor.numpy	mindspore.Tensor.asnumpy
torch.Tensor.pow	mindspore.ops.Pow
torch.Tensor.repeat	mindspore.numpy.tile	diff
torch.Tensor.requires_grad_	mindspore.Parameter.requires_grad
torch.Tensor.reshape_as	mindspore.tensor.reshape
torch.Tensor.resize_	mindspore.Tensor.resize
torch.Tensor.round	mindspore.ops.Round
torch.Tensor.scatter	mindspore.ops.ScatterNd
torch.Tensor.scatter_add_	mindspore.ops.ScatterNdAdd	diff
torch.Tensor.sigmoid	mindspore.nn.Sigmoid
torch.Tensor.sign	mindspore.ops.Sign
torch.Tensor.size	mindspore.Tensor.shape
torch.Tensor.sqrt	mindspore.ops.Sqrt
torch.Tensor.stride	mindspore.Tensor.strides	diff
torch.Tensor.squeeze	mindspore.Tensor.squeeze
torch.Tensor.sub	mindspore.ops.Sub
torch.Tensor.sum	mindspore.Tensor.sum
torch.Tensor.t	mindspore.ops.Transpose	diff
torch.Tensor.t	mindspore.Tensor.T
torch.Tensor.take	mindspore.Tensor.take
torch.Tensor.transpose	mindspore.Tensor.transpose
torch.Tensor.unsqueeze	mindspore.ops.ExpandDims
torch.Tensor.view	mindspore.Tensor.view
torch.Tensor.view_as	mindspore.Tensor.view
torch.Tensor.zero_	mindspore.ops.ZerosLike

torch.utils

PyTorch 1.5.0 APIs	MindSpore APIs	Description
torch.utils.data.DataLoader	None	diff
torch.utils.data.Dataset	mindspore.dataset.GeneratorDataset	diff
torch.utils.data.distributed.DistributedSampler	mindspore.dataset.DistributedSampler
torch.utils.data.RandomSampler	mindspore.dataset.RandomSampler
torch.utils.data.SequentialSampler	mindspore.dataset.SequentialSampler
torch.utils.data.SubsetRandomSampler	mindspore.dataset.SubsetRandomSampler
torch.utils.data.WeightedRandomSampler	mindspore.dataset.WeightedRandomSampler

torchtext

TorchText 0.10.0 APIs	MindSpore APIs	Description
torchtext.data.functional.custom_replace	mindspore.dataset.text.transforms.RegexReplace
torchtext.data.functional.load_sp_model	mindspore.dataset.text.transforms.SentencePieceVocab	diff
torchtext.data.functional.numericalize_tokens_from_iterator	mindspore.dataset.text.transforms.Lookup	diff
torchtext.data.functional.sentencepiece_numericalizer	mindspore.dataset.text.transforms.SentencePieceTokenizer	diff
torchtext.data.functional.sentencepiece_tokenizer	mindspore.dataset.text.transforms.SentencePieceTokenizer	diff
torchtext.data.functional.simple_space_split	mindspore.dataset.text.transforms.WhitespaceTokenizer
torchtext.data.utils.ngrams_iterator	mindspore.dataset.text.transforms.Ngram	diff

torchvision

TorchVision 0.10.0 APIs	MindSpore APIs	Description
torchvision.datasets.CelebA	mindspore.dataset.CelebADataset
torchvision.datasets.CIFAR10	mindspore.dataset.Cifar10Dataset
torchvision.datasets.CIFAR100	mindspore.dataset.Cifar100Dataset
torchvision.datasets.CocoDetection	mindspore.dataset.CocoDataset	diff
torchvision.datasets.ImageFolder	mindspore.dataset.ImageFolderDataset
torchvision.datasets.MNIST	mindspore.dataset.MnistDataset
torchvision.datasets.VOCDetection	mindspore.dataset.VOCDataset	diff
torchvision.datasets.VOCSegmentation	mindspore.dataset.VOCDataset	diff
torchvision.ops.nms	mindspore.ops.NMSWithMask
torchvision.ops.roi_align	mindspore.ops.ROIAlign
torchvision.transforms.CenterCrop	mindspore.dataset.vision.c_transforms.CenterCrop
torchvision.transforms.ColorJitter	mindspore.dataset.vision.c_transforms.RandomColorAdjust
torchvision.transforms.Compose	mindspore.dataset.transforms.c_transforms.Compose
torchvision.transforms.ConvertImageDtype	mindspore.dataset.vision.py_transforms.ToType	diff
torchvision.transforms.FiveCrop	mindspore.dataset.vision.py_transforms.FiveCrop
torchvision.transforms.GaussianBlur	mindspore.dataset.vision.c_transforms.GaussianBlur
torchvision.transforms.Grayscale	mindspore.dataset.vision.py_transforms.Grayscale
torchvision.transforms.LinearTransformation	mindspore.dataset.vision.py_transforms.LinearTransformation
torchvision.transforms.Normalize	mindspore.dataset.vision.c_transforms.Normalize
torchvision.transforms.Pad	mindspore.dataset.vision.c_transforms.Pad
torchvision.transforms.RandomAffine	mindspore.dataset.vision.c_transforms.RandomAffine
torchvision.transforms.RandomApply	mindspore.dataset.transforms.c_transforms.RandomApply
torchvision.transforms.RandomChoice	mindspore.dataset.transforms.c_transforms.RandomChoice
torchvision.transforms.RandomCrop	mindspore.dataset.vision.c_transforms.RandomCrop
torchvision.transforms.RandomErasing	mindspore.dataset.vision.py_transforms.RandomErasing
torchvision.transforms.RandomGrayscale	mindspore.dataset.vision.py_transforms.RandomGrayscale
torchvision.transforms.RandomHorizontalFlip	mindspore.dataset.vision.c_transforms.RandomHorizontalFlip
torchvision.transforms.RandomOrder	mindspore.dataset.transforms.py_transforms.RandomOrder
torchvision.transforms.RandomPerspective	mindspore.dataset.vision.py_transforms.RandomPerspective
torchvision.transforms.RandomPosterize	mindspore.dataset.vision.c_transforms.RandomPosterize
torchvision.transforms.RandomResizedCrop	mindspore.dataset.vision.c_transforms.RandomResizedCrop
torchvision.transforms.RandomRotation	mindspore.dataset.vision.c_transforms.RandomRotation
torchvision.transforms.RandomSolarize	mindspore.dataset.vision.c_transforms.RandomSolarize	diff
torchvision.transforms.RandomVerticalFlip	mindspore.dataset.vision.c_transforms.RandomVerticalFlip
torchvision.transforms.Resize	mindspore.dataset.vision.c_transforms.Resize
torchvision.transforms.TenCrop	mindspore.dataset.vision.py_transforms.TenCrop
torchvision.transforms.ToPILImage	mindspore.dataset.vision.py_transforms.ToPIL	diff
torchvision.transforms.ToTensor	mindspore.dataset.vision.py_transforms.ToTensor	diff