算子支持

Ascend GPU CPU 模型开发 初级 中级 高级

mindspore.nn

操作名	Ascend	GPU	CPU	算子类别
mindspore.nn.Softmax	Supported	Supported	Supported	layer/activation
mindspore.nn.LogSoftmax	Supported	Supported	Doing	layer/activation
mindspore.nn.ReLU	Supported	Supported	Supported	layer/activation
mindspore.nn.ReLU6	Supported	Supported	Supported	layer/activation
mindspore.nn.HSwish	Doing	Supported	Doing	layer/activation
mindspore.nn.HSigmoid	Doing	Supported	Doing	layer/activation
mindspore.nn.LeakyReLU	Supported	Supported	Doing	layer/activation
mindspore.nn.Tanh	Supported	Supported	Doing	layer/activation
mindspore.nn.GELU	Supported	Supported	Doing	layer/activation
mindspore.nn.Sigmoid	Supported	Supported	Doing	layer/activation
mindspore.nn.PReLU	Supported	Doing	Doing	layer/activation
mindspore.nn.Dropout	Supported	Supported	Supported	layer/basic
mindspore.nn.Flatten	Supported	Supported	Supported	layer/basic
mindspore.nn.Dense	Supported	Supported	Supported	layer/basic
mindspore.nn.DenseBnAct	Supported	Doing	Supported	layer/basic
mindspore.nn.ClipByNorm	Supported	Supported	Doing	layer/basic
mindspore.nn.Norm	Doing	Supported	Doing	layer/basic
mindspore.nn.OneHot	Supported	Supported	Supported	layer/basic
mindspore.nn.Range	Supported	Doing	Doing	layer/basic
mindspore.nn.SequentialCell	Supported	Supported	Doing	layer/container
mindspore.nn.CellList	Supported	Supported	Doing	layer/container
mindspore.nn.Conv2d	Supported	Supported	Supported	layer/conv
mindspore.nn.Conv2dTranspose	Supported	Supported	Doing	layer/conv
mindspore.nn.Conv2dBnAct	Supported	Supported	Supported	layer/conv
mindspore.nn.Conv1d	Supported	Supported	Doing	layer/conv
mindspore.nn.Conv1dTranspose	Supported	Supported	Doing	layer/conv
mindspore.nn.Embedding	Supported	Supported	Doing	layer/embedding
mindspore.nn.ImageGradients	Doing	Doing	Doing	layer/image
mindspore.nn.SSIM	Supported	Supported	Doing	layer/image
mindspore.nn.PSNR	Supported	Doing	Doing	layer/image
mindspore.nn.CentralCrop	Supported	Doing	Doing	layer/image
mindspore.nn.LSTM	Doing	Supported	Supported	layer/lstm
mindspore.nn.GlobalBatchNorm	Supported	Doing	Doing	layer/normalization
mindspore.nn.BatchNorm1d	Supported	Doing	Doing	layer/normalization
mindspore.nn.BatchNorm2d	Supported	Supported	Doing	layer/normalization
mindspore.nn.GroupNorm	Supported	Doing	Doing	layer/normalization
mindspore.nn.LayerNorm	Supported	Supported	Doing	layer/normalization
mindspore.nn.MatrixDiag	Supported	Doing	Doing	layer/normalization
mindspore.nn.MatrixDiagPart	Supported	Doing	Doing	layer/normalization
mindspore.nn.MatrixSetDiag	Supported	Doing	Doing	layer/normalization
mindspore.nn.LinSpace	Supported	Doing	Doing	layer/normalization
mindspore.nn.MaxPool2d	Supported	Supported	Supported	layer/pooling
mindspore.nn.AvgPool2d	Supported	Supported	Doing	layer/pooling
mindspore.nn.L1Loss	Supported	Supported	Doing	loss/loss
mindspore.nn.MSELoss	Supported	Doing	Doing	loss/loss
mindspore.nn.SmoothL1Loss	Supported	Doing	Doing	loss/loss
mindspore.nn.SoftmaxCrossEntropyWithLogits	Supported	Supported	Doing	loss/loss
mindspore.nn.SoftmaxCrossEntropyExpand	Supported	Supported	Doing	loss/loss
mindspore.nn.CosineEmbeddingLoss	Supported	Supported	Doing	loss/loss
mindspore.nn.ProximalAdagrad	Supported	Doing	Doing	optim/ProximalAdagrad
mindspore.nn.LazyAdam	Supported	Doing	Doing	optim/lazyadam
mindspore.nn.Adam	Supported	Doing	Doing	optim/adam
mindspore.nn.AdamWeightDecay	Supported	Supported	Doing	optim/adam
mindspore.nn.Lamb	Supported	Supported	Doing	optim/lamb
mindspore.nn.LARS	Supported	Doing	Doing	optim/lars
mindspore.nn.Momentum	Supported	Supported	Supported	optim/momentum
mindspore.nn.Optimizer	Supported	Supported	Doing	optim/optimizer
mindspore.nn.RMSProp	Supported	Supported	Doing	optim/optimizer
mindspore.nn.SGD	Supported	Supported	Doing	optim/sgd
mindspore.nn.WithLossCell	Supported	Supported	Doing	wrap/cell_wrapper
mindspore.nn.WithGradCell	Supported	Supported	Doing	wrap/cell_wrapper
mindspore.nn.TrainOneStepCell	Supported	Supported	Doing	wrap/cell_wrapper
mindspore.nn.DataWrapper	Doing	Supported	Doing	wrap/cell_wrapper
mindspore.nn.GetNextSingleOp	Doing	Supported	Doing	wrap/cell_wrapper
mindspore.nn.WithEvalCell	Supported	Supported	Doing	wrap/cell_wrapper
mindspore.nn.ParameterUpdate	Supported	Doing	Doing	wrap/cell_wrapper
mindspore.nn.DistributedGradReducer	Supported	Doing	Doing	wrap/grad_reducer
mindspore.nn.DynamicLossScaleUpdateCell	Doing	Doing	Doing	wrap/loss_scale
mindspore.nn.FixedLossScaleUpdateCell	Doing	Doing	Doing	wrap/loss_scale
mindspore.nn.TrainOneStepWithLossScaleCell	Doing	Doing	Doing	wrap/loss_scale
mindspore.nn.Cell	Supported	Supported	Supported	cell

mindspore.ops.operations

操作名	Ascend	GPU	CPU	算子类别
mindspore.ops.operations.Flatten	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.Softmax	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.Acosh	Doing	Doing	Doing	nn_ops
mindspore.ops.operations.FloorMod	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.Elu	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.MirrorPad	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Unpack	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.Pack	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.L2Loss	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.CTCLoss	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.RNNTLoss	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.LogSoftmax	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Softplus	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ReLU	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.ReLU6	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.HSwish	Doing	Supported	Doing	nn_ops
mindspore.ops.operations.HSigmoid	Doing	Supported	Doing	nn_ops
mindspore.ops.operations.Sigmoid	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Tanh	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.BatchNorm	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.LRN	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.Conv2D	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.DepthwiseConv2dNative	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.DepthwiseConv2dNativeBackpropInput	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.DepthwiseConv2dNativeiBackpropFilter	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.MaxPoolWithArgmax	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.MaxPool	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.AvgPool	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Conv2DBackpropInput	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.BiasAdd	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.TopK	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.SoftmaxCrossEntropyWithLogits	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.SparseSoftmaxCrossEntropyWithLogits	Doing	Supported	Supported	nn_ops
mindspore.ops.operations.ApplyMomentum	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.ApplyAddSign	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ApplyPowerSign	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ApplyGradientDescent	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ApplyProximalGradientDescent	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ApplyRMSProp	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.ApplyCenteredRMSProp	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.SparseApplyAdagrad	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.SparseApplyAdagradV2	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.SparseApplyProximalAdagrad	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.FusedSparseProximalAdagrad	Doing	Doing	Supported	nn_ops
mindspore.ops.operations.ApplyProximalAdagrad	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.FusedSparseLazyAdam	Doing	Doing	Supported	nn_ops
mindspore.ops.operations.FusedSparseAdam	Doing	Doing	Supported	nn_ops
mindspore.ops.operations.SmoothL1Loss	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.SGD	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.LayerNorm	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.L2Normalize	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.DropoutGenMask	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.DropoutDoMask	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.ResizeBilinear	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.OneHot	Supported	Supported	Supported	nn_ops
mindspore.ops.operations.Gelu	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.GetNext	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.PReLU	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.LSTM	Doing	Supported	Supported	nn_ops
mindspore.ops.operations.BasicLSTMCell	Doing	Doing	Doing	nn_ops
mindspore.ops.operations.SigmoidCrossEntropyWithLogits	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Pad	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.ROIAlign	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.Adam	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.BinaryCrossEntropy	Supported	Supported	Doing	nn_ops
mindspore.ops.operations.KLDivLoss	Doing	Supported	Doing	nn_ops
mindspore.ops.operations.LARSUpdate	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.Softsign	Supported	Doing	Doing	nn_ops
mindspore.ops.operations.TensorAdd	Supported	Supported	Supported	math_ops
mindspore.ops.operations.AssignAdd	Supported	Supported	Supported	math_ops
mindspore.ops.operations.AssignSub	Supported	Doing	Doing	math_ops
mindspore.ops.operations.ReduceMean	Supported	Supported	Supported	math_ops
mindspore.ops.operations.ReduceSum	Supported	Supported	Supported	math_ops
mindspore.ops.operations.ReduceAll	Supported	Doing	Doing	math_ops
mindspore.ops.operations.ReduceMax	Supported	Supported	Supported	math_ops
mindspore.ops.operations.ReduceMin	Supported	Supported	Doing	math_ops
mindspore.ops.operations.ReduceProd	Supported	Doing	Doing	math_ops
mindspore.ops.operations.CumProd	Supported	Doing	Doing	math_ops
mindspore.ops.operations.MatMul	Supported	Supported	Supported	math_ops
mindspore.ops.operations.BatchMatMul	Supported	Supported	Doing	math_ops
mindspore.ops.operations.CumSum	Supported	Supported	Doing	math_ops
mindspore.ops.operations.AddN	Supported	Supported	Supported	math_ops
mindspore.ops.operations.Neg	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Sub	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Mul	Supported	Supported	Supported	math_ops
mindspore.ops.operations.Square	Supported	Supported	Doing	math_ops
mindspore.ops.operations.SquareSumAll	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Rsqrt	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Sqrt	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Reciprocal	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Pow	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Exp	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Log	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Log1p	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Minimum	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Maximum	Supported	Supported	Doing	math_ops
mindspore.ops.operations.RealDiv	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Div	Supported	Supported	Doing	math_ops
mindspore.ops.operations.DivNoNan	Supported	Doing	Doing	math_ops
mindspore.ops.operations.FloorDiv	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Floor	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Equal	Supported	Supported	Doing	math_ops
mindspore.ops.operations.EqualCount	Doing	Supported	Supported	math_ops
mindspore.ops.operations.NotEqual	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Greater	Supported	Supported	Doing	math_ops
mindspore.ops.operations.GreaterEqual	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Less	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Atan2	Supported	Doing	Doing	math_ops
mindspore.ops.operations.LessEqual	Supported	Supported	Doing	math_ops
mindspore.ops.operations.LogicalNot	Supported	Supported	Doing	math_ops
mindspore.ops.operations.LogicalAnd	Supported	Supported	Doing	math_ops
mindspore.ops.operations.LogicalOr	Supported	Supported	Doing	math_ops
mindspore.ops.operations.BitwiseAnd	Supported	Doing	Doing	math_ops
mindspore.ops.operations.BitwiseOr	Supported	Doing	Doing	math_ops
mindspore.ops.operations.BitwiseXor	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Ceil	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Inv	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Invert	Supported	Doing	Doing	math_ops
mindspore.ops.operations.NPUAllocFloatStatus	Supported	Doing	Doing	math_ops
mindspore.ops.operations.NPUGetFloatStatus	Supported	Doing	Doing	math_ops
mindspore.ops.operations.NPUClearFloatStatus	Supported	Doing	Doing	math_ops
mindspore.ops.operations.FloatStatus	Doing	Supported	Doing	math_ops
mindspore.ops.operations.Cos	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Cosh	Supported	Doing	Doing	math_ops
mindspore.ops.operations.ACos	Supported	Doing	Doing	math_ops
mindspore.ops.operations.BesselI0e	Supported	Doing	Doing	math_ops
mindspore.ops.operations.BesselI1e	Supported	Doing	Doing	math_ops
mindspore.ops.operations.TruncateDiv	Supported	Doing	Doing	math_ops
mindspore.ops.operations.TruncateMod	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Tan	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Asin	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Asinh	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Erf	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Erfc	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Sin	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Sinh	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Expm1	Supported	Doing	Doing	math_ops
mindspore.ops.operations.NMSWithMask	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Abs	Supported	Supported	Doing	math_ops
mindspore.ops.operations.Sign	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Round	Supported	Doing	Doing	math_ops
mindspore.ops.operations.ApproximateEqual	Supported	Doing	Doing	math_ops
mindspore.ops.operations.InplaceAdd	Supported	Doing	Doing	math_ops
mindspore.ops.operations.InplaceSub	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Mod	Supported	Doing	Doing	math_ops
mindspore.ops.operations.ExpandDims	Supported	Supported	Supported	array_ops
mindspore.ops.operations.DType	Supported	Supported	Supported	array_ops
mindspore.ops.operations.SameTypeShape	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Cast	Supported	Supported	Doing	array_ops
mindspore.ops.operations.IsSubClass	Supported	Supported	Supported	array_ops
mindspore.ops.operations.IsInstance	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Reshape	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Shape	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Squeeze	Supported	Supported	Doing	array_ops
mindspore.ops.operations.Transpose	Supported	Supported	Supported	array_ops
mindspore.ops.operations.GatherV2	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Split	Supported	Supported	Doing	array_ops
mindspore.ops.operations.Rank	Supported	Supported	Supported	array_ops
mindspore.ops.operations.TruncatedNormal	Doing	Doing	Doing	array_ops
mindspore.ops.operations.Size	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Fill	Supported	Supported	Supported	array_ops
mindspore.ops.operations.OnesLike	Supported	Supported	Doing	array_ops
mindspore.ops.operations.ZerosLike	Supported	Supported	Doing	array_ops
mindspore.ops.operations.TupleToArray	Supported	Supported	Supported	array_ops
mindspore.ops.operations.ScalarToArray	Supported	Supported	Supported	array_ops
mindspore.ops.operations.ScalarToTensor	Supported	Supported	Supported	array_ops
mindspore.ops.operations.InvertPermutation	Supported	Supported	Doing	array_ops
mindspore.ops.operations.Argmax	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Argmin	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ArgMaxWithValue	Supported	Supported	Doing	array_ops
mindspore.ops.operations.ArgMinWithValue	Supported	Doing	Doing	array_ops
mindspore.ops.operations.Tile	Supported	Supported	Doing	array_ops
mindspore.ops.operations.UnsortedSegmentSum	Supported	Supported	Doing	array_ops
mindspore.ops.operations.UnsortedSegmentMin	Supported	Doing	Doing	array_ops
mindspore.ops.operations.UnsortedSegmentProd	Supported	Doing	Doing	array_ops
mindspore.ops.operations.Concat	Supported	Supported	Supported	array_ops
mindspore.ops.operations.ParallelConcat	Supported	Doing	Doing	array_ops
mindspore.ops.operations.Slice	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Select	Supported	Supported	Doing	array_ops
mindspore.ops.operations.StridedSlice	Supported	Supported	Supported	array_ops
mindspore.ops.operations.Diag	Doing	Doing	Doing	array_ops
mindspore.ops.operations.DiagPart	Doing	Doing	Doing	array_ops
mindspore.ops.operations.Eye	Supported	Supported	Supported	array_ops
mindspore.ops.operations.ScatterNd	Supported	Supported	Doing	array_ops
mindspore.ops.operations.ResizeNearestNeighbor	Supported	Supported	Doing	array_ops
mindspore.ops.operations.GatherNd	Supported	Supported	Doing	array_ops
mindspore.ops.operations.ApplyFtrl	Supported	Supported	Doing	array_ops
mindspore.ops.operations.SparseApplyFtrl	Supported	Doing	Doing	array_ops
mindspore.ops.operations.FusedSparseFtrl	Doing	Doing	Supported	array_ops
mindspore.ops.operations.SparseApplyFtrlV2	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterNdUpdate	Supported	Doing	Supported	array_ops
mindspore.ops.operations.ScatterUpdate	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterMul	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterDiv	Supported	Doing	Doing	array_ops
mindspore.ops.operations.SpaceToDepth	Supported	Doing	Doing	array_ops
mindspore.ops.operations.DepthToSpace	Supported	Doing	Doing	array_ops
mindspore.ops.operations.SpaceToBatch	Supported	Doing	Doing	array_ops
mindspore.ops.operations.SpaceToBatchND	Supported	Doing	Doing	array_ops
mindspore.ops.operations.BatchToSpace	Supported	Doing	Doing	array_ops
mindspore.ops.operations.BatchToSpaceND	Supported	Doing	Doing	array_ops
mindspore.ops.operations.IsFinite	Supported	Supported	Doing	array_ops
mindspore.ops.operations.InplaceUpdate	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterSub	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterMax	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterMin	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterNdAdd	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterNdSub	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ScatterNonAliasingAdd	Supported	Doing	Doing	array_ops
mindspore.ops.operations.Rint	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ReverseV2	Supported	Doing	Doing	array_ops
mindspore.ops.operations.ReduceOp	Supported	Supported	Doing	comm_ops
mindspore.ops.operations.AllReduce	Supported	Supported	Doing	comm_ops
mindspore.ops.operations.AllGather	Supported	Supported	Doing	comm_ops
mindspore.ops.operations.ReduceScatter	Doing	Supported	Doing	comm_ops
mindspore.ops.operations.Broadcast	Supported	Doing	Doing	comm_ops
mindspore.ops.operations.ControlDepend	Supported	Supported	Supported	control_ops
mindspore.ops.operations.GeSwitch	Doing	Doing	Doing	control_ops
mindspore.ops.operations.Merge	Doing	Doing	Doing	control_ops
mindspore.ops.operations.ScalarSummary	Supported	Supported	Supported	debug_ops
mindspore.ops.operations.ImageSummary	Supported	Supported	Supported	debug_ops
mindspore.ops.operations.TensorSummary	Supported	Supported	Supported	debug_ops
mindspore.ops.operations.HistogramSummary	Supported	Supported	Supported	debug_ops
mindspore.ops.operations.InsertGradientOf	Supported	Supported	Supported	debug_ops
mindspore.ops.operations.Print	Supported	Doing	Doing	debug_ops
mindspore.ops.operations.Assign	Supported	Supported	Doing	other_ops
mindspore.ops.operations.BoundingBoxEncode	Supported	Supported	Doing	other_ops
mindspore.ops.operations.BoundingBoxDecode	Supported	Supported	Doing	other_ops
mindspore.ops.operations.PopulationCount	Supported	Doing	Doing	other_ops
mindspore.ops.operations.CheckValid	Supported	Supported	Doing	other_ops
mindspore.ops.operations.IOU	Supported	Supported	Doing	other_ops
mindspore.ops.operations.MakeRefKey	Supported	Supported	Supported	other_ops
mindspore.ops.operations.InTopK	Supported	Doing	Doing	other_ops
mindspore.ops.operations.StandardNormal	Supported	Supported	Doing	random_ops
mindspore.ops.operations.Gamma	Supported	Doing	Doing	random_ops
mindspore.ops.operations.Poisson	Supported	Doing	Doing	random_ops
mindspore.ops.operations.UniformInt	Supported	Supported	Doing	random_ops
mindspore.ops.operations.UniformReal	Supported	Supported	Doing	random_ops
mindspore.ops.operations.RandomChoiceWithMask	Doing	Supported	Doing	random_ops
mindspore.ops.operations.RandomCategorical	Supported	Doing	Doing	random_ops
mindspore.ops.operations.ScalarCast	Supported	Supported	Supported	inner_ops
mindspore.ops.operations.ReverseSequence	Supported	Doing	Doing	array_ops
mindspore.ops.operations.CropAndResize	Supported	Doing	Doing	image_ops
mindspore.ops.operations.SquaredDifference	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Xdivy	Supported	Doing	Doing	math_ops
mindspore.ops.operations.Xlogy	Supported	Doing	Doing	math_ops

mindspore.ops.functional

操作名	对应functional算子
mindspore.ops.operations.Pack	pack
mindspore.ops.operations.TensorAdd	tensor_add
mindspore.ops.operations.AssignSub	assign_sub
mindspore.ops.operations.AddN	addn
mindspore.ops.operations.Square	square
mindspore.ops.operations.Sqrt	sqrt
mindspore.ops.operations.Equal	equal
mindspore.ops.operations.NotEqual	not_equal
mindspore.ops.operations.LogicalNot	logical_not
mindspore.ops.operations.LogicalAnd	logical_and
mindspore.ops.operations.LogicalOr	logical_or
mindspore.ops.operations.ExpandDims	expand_dims
mindspore.ops.operations.DType	dtype
mindspore.ops.operations.Cast	cast
mindspore.ops.operations.Reshape	reshape
mindspore.ops.operations.Shape	shape
mindspore.ops.operations.GatherV2	gather
mindspore.ops.operations.Rank	rank
mindspore.ops.operations.Size	size
mindspore.ops.operations.Fill	fill
mindspore.ops.operations.OnesLike	ones_like
mindspore.ops.operations.Tile	tile
mindspore.ops.operations.Select	select
mindspore.ops.operations.ScatterNd	scatter_nd
mindspore.ops.operations.GatherNd	gather_nd
mindspore.ops.operations.ControlDepend	control_depend
mindspore.ops.operations.Print	print
mindspore.ops.operations.Assign	assign
mindspore.ops.operations.Pow	tensor_pow

当前functional支持了一部分没有属性的算子，后续会进一步补齐完整。

隐式类型转换

转换规则

• 标量与Tensor运算：运算时，将标量自动转为Tensor，数据类型和参与运算的Tensor数据类型保持一致； 而当Tensor是bool数据类型，标量是int或float时，将标量和Tensor都转为数据类型为int32或float32的Tensor。

• 不同数据类型Tensor运算：数据类型优先级排序为bool < uint8 < int8 < int16 < int32 < int64 < float16 < float32 < float64， 运算时，先确定参与运算的Tensor中优先级相对最高的数据类型，然后将低优先级数据类型Tensor转换为相对最高优先级数据类型； 而当int8和uint8数据类型的Tensor进行运算时，将其都转为int16的Tensor。

• 不支持对Parameter进行数据类型转换：如果按照转换规则推导，需要对网络中定义的Parameter进行数据类型转换时，会抛出RuntimeError异常。

参与转换的数据类型

• bool

• int8

• uint8

• int16

• int32

• int64

• float16

• float32

• float64

支持算子

算子名
mindspore.ops.operations.Assign
mindspore.ops.operations.AssignSub
mindspore.ops.operations.ApplyMomentum
mindspore.ops.operations.FusedSparseAdam
mindspore.ops.operations.FusedSparseLazyAdam
mindspore.ops.operations.FusedSparseFtrl
mindspore.ops.operations.FusedSparseProximalAdagrad
mindspore.ops.operations.ApplyAdaMax
mindspore.ops.operations.ApplyAdadelta
mindspore.ops.operations.ApplyAdagrad
mindspore.ops.operations.ApplyAdagradV2
mindspore.ops.operations.SparseApplyAdagrad
mindspore.ops.operations.SparseApplyAdagradV2
mindspore.ops.operations.ApplyProximalAdagrad
mindspore.ops.operations.SparseApplyProximalAdagrad
mindspore.ops.operations.ApplyAddSign
mindspore.ops.operations.ApplyPowerSign
mindspore.ops.operations.ApplyGradientDescent
mindspore.ops.operations.ApplyProximalGradientDescent
mindspore.ops.operations.SparseApplyFtrl
mindspore.ops.operations.SparseApplyFtrlV2
mindspore.ops.operations.BitwiseAnd
mindspore.ops.operations.BitwiseOr
mindspore.ops.operations.BitwiseXor
mindspore.ops.operations.TensorAdd
mindspore.ops.operations.Sub
mindspore.ops.operations.Mul
mindspore.ops.operations.Pow
mindspore.ops.operations.Minimum
mindspore.ops.operations.Maximum
mindspore.ops.operations.RealDiv
mindspore.ops.operations.Div
mindspore.ops.operations.DivNoNan
mindspore.ops.operations.FloorDiv
mindspore.ops.operations.TruncateDiv
mindspore.ops.operations.TruncateMod
mindspore.ops.operations.Mod
mindspore.ops.operations.FloorMod
mindspore.ops.operations.Atan2
mindspore.ops.operations.SquaredDifference
mindspore.ops.operations.Xdivy
mindspore.ops.operations.Xlogy
mindspore.ops.operations.Equal
mindspore.ops.operations.ApproximateEqual
mindspore.ops.operations.NotEqual
mindspore.ops.operations.Greater
mindspore.ops.operations.GreaterEqual
mindspore.ops.operations.Less
mindspore.ops.operations.LessEqual
mindspore.ops.operations.LogicalAnd
mindspore.ops.operations.LogicalOr
mindspore.ops.operations.ScatterNdUpdate
mindspore.ops.operations.ScatterNdAdd
mindspore.ops.operations.ScatterNdSub
mindspore.ops.operations.ScatterNonAliasingAdd
mindspore.ops.operations.ScatterUpdate
mindspore.ops.operations.ScatterMax
mindspore.ops.operations.ScatterMin
mindspore.ops.operations.ScatterAdd
mindspore.ops.operations.ScatterSub
mindspore.ops.operations.ScatterMul
mindspore.ops.operations.ScatterDiv