#ifndef MGB_OPS #define MGB_OPS include "base.td" include "param_defs.td" include "mlir/Interfaces/SideEffectInterfaces.td" def Elemwise : MgbHashableOp<"Elemwise", [ElemwiseParam], [NoSideEffect]> { let inputs = (ins Variadic:$input); let results = (outs AnyType); let nameFunction = [{ return to_string($_self.mode); }]; } def Reduce: MgbHashableOp<"Reduce", [ReduceParam]>{ let extraArguments = (ins MgbDefaultValuedAttr:$keepdim ); } def TypeCvt: MgbHashableOp<"TypeCvt", [], [NoSideEffect]> { let inputs = (ins AnyType:$inputs); let extraArguments = (ins TypeAttr:$idtype, MgbDTypeAttr:$dtype ); let results = (outs AnyType); } def MatrixInverse: MgbHashableOp<"MatrixInverse", [EmptyParam]>; def MatrixMul: MgbHashableOp<"MatrixMul", [MatrixMulParam, ExecutionPolicyParamBase<"policy">]> { let extraArguments = (ins MgbUI32Attr:$dimA, MgbUI32Attr:$dimB ); } def BatchedMatrixMul: MgbHashableOp<"BatchedMatmul", [MatrixMulParam, ExecutionPolicyParamBase<"policy">]> { let extraArguments = (ins MgbUI32Attr:$dimA, MgbUI32Attr:$dimB ); } def Dot: MgbHashableOp<"Dot", [EmptyParam]>; def SVD: MgbHashableOp<"SVD", [SVDParam]>; def Convolution : MgbHashableOp<"Convolution", [ConvolutionParam, ExecutionPolicyParamBase<"policy">]>; def ConvolutionBackwardData: MgbHashableOp<"ConvolutionBackwardData", [ConvolutionParam, ExecutionPolicyParamBase<"policy">]> { let extraArguments = (ins MgbDTypeAttr:$dtype ); } def Convolution3D: MgbHashableOp<"Convolution3D", [Convolution3DParam, ExecutionPolicyParamBase<"policy">]>; def Convolution3DBackwardData: MgbHashableOp<"Convolution3DBackwardData", [Convolution3DParam, ExecutionPolicyParamBase<"policy">]>; def DeformableConv : MgbHashableOp<"DeformableConv", [ConvolutionParam, ExecutionPolicyParamBase<"policy">]>; def GroupLocal: MgbHashableOp<"GroupLocal", [ConvolutionParam]>; def Pooling: MgbHashableOp<"Pooling", [PoolingParam, ExecutionPolicyParamBase<"policy">]>; def AdaptivePooling : MgbHashableOp<"AdaptivePooling", [AdaptivePoolingParam]> { let extraArguments = (ins MgbArrayAttr:$shape ); } def ROIPooling: MgbHashableOp<"ROIPooling", [ROIPoolingParam]>; def DeformablePSROIPooling : MgbHashableOp<"DeformablePSROIPooling", [DeformablePSROIPoolingParam]>; def ConvBias : MgbHashableOp<"ConvBias", [ConvBiasParam, ExecutionPolicyParamBase<"policy">]> { let extraArguments = (ins MgbDTypeAttr:$dtype ); } def BatchConvBias : MgbHashableOp<"BatchConvBias", [BatchConvBiasParam, ExecutionPolicyParamBase<"policy">]> { let extraArguments = (ins MgbDTypeAttr:$dtype ); } def Images2Neibs : MgbHashableOp<"Images2Neibs", [Images2NeibsParam]>; def SlidingWindowTranspose : MgbHashableOp<"SlidingWindowTranspose", [SlidingWindowTransposeParam]>; def BatchNorm : MgbHashableOp<"BatchNorm", [BNParam]>; def BatchNormBackward : MgbHashableOp<"BatchNormBackward", [BNParam]>; def ROIAlign: MgbHashableOp<"ROIAlign", [ROIAlignParam]>; def Correlation: MgbHashableOp<"Correlation", [CorrelationParam]>; def WarpPerspective: MgbHashableOp<"WarpPerspective", [WarpPerspectiveParam]>; def WarpAffine: MgbHashableOp<"WarpAffine", [WarpAffineParam]>; def WarpPerspectiveBackwardData: MgbHashableOp<"WarpPerspectiveBackwardData", [WarpPerspectiveParam]>; def WarpPerspectiveBackwardMat: MgbHashableOp<"WarpPerspectiveBackwardMat", [WarpPerspectiveParam]>; def Remap: MgbHashableOp<"Remap", [RemapParam]>; def Resize: MgbHashableOp<"Resize", [ResizeParam]>; def IndexingOneHot: MgbHashableOp<"IndexingOneHot", [AxisParam]> { let extraArguments = (ins MgbI32Attr:$ndim ); } def IndexingSetOneHot: MgbHashableOp<"IndexingSetOneHot", [AxisParam]> { let extraArguments = (ins MgbI32Attr:$ndim ); } def Copy: MgbHashableOp<"Copy"> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Borrow: MgbHashableOp<"Borrow"> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Barrier: MgbHashableOp<"Barrier"> { let extraArguments = (ins MgbCompNodeAttr:$comp_node, MgbUI32Attr:$nr_outputs ); } def Argsort: MgbHashableOp<"Argsort", [ArgsortParam]>; def Argmax : MgbHashableOp<"Argmax", [AxisParam]>; def Argmin : MgbHashableOp<"Argmin", [AxisParam]>; def CondTake : MgbHashableOp<"CondTake">; def TopK: MgbHashableOp<"TopK", [TopKParam]>; def NvOf: MgbHashableOp<"NvOf", [NvOfParam]>; def UniformRNG: MgbHashableOp<"UniformRNG", [UniformRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash_pair_combine( mgb::hash($_self.handle), mgb::hash($_self.dtype.enumv()) ) ); }]; let cmpFunction = [{return $0.handle == $1.handle && $0.dtype == $1.dtype;}]; } def GaussianRNG: MgbHashableOp<"GaussianRNG", [GaussianRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash_pair_combine( mgb::hash($_self.handle), mgb::hash_pair_combine( mgb::hash($_self.mean), mgb::hash_pair_combine( mgb::hash($_self.std), mgb::hash($_self.dtype.enumv()) ) ) ) ); }]; let cmpFunction = [{return $0.handle == $1.handle && $0.mean == $1.mean && $0.std == $1.std && $0.dtype == $1.dtype;}]; } def GammaRNG: MgbHashableOp<"GammaRNG", [GammaRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash($_self.handle) ); }]; let cmpFunction = [{return $0.handle == $1.handle;}]; } def PoissonRNG: MgbHashableOp<"PoissonRNG", [PoissonRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash($_self.handle) ); }]; let cmpFunction = [{return $0.handle == $1.handle;}]; } def BetaRNG: MgbHashableOp<"BetaRNG", [BetaRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash($_self.handle) ); }]; let cmpFunction = [{return $0.handle == $1.handle;}]; } def PermutationRNG: MgbHashableOp<"PermutationRNG", [PermutationRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash_pair_combine( mgb::hash($_self.handle), mgb::hash($_self.dtype.enumv()) ) ); }]; let cmpFunction = [{return $0.handle == $1.handle && $0.dtype == $1.dtype;}]; } def Fill: MgbHashableOp<"Fill", [FillParam]> { let extraArguments = (ins MgbDTypeAttr:$dtype, MgbCompNodeAttr:$comp_node ); } def FillLike: MgbHashableOp<"FillLike", [FillParam]> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def ShuffleRNG: MgbHashableOp<"ShuffleRNG", [ShuffleRNGParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash($_self.handle) ); }]; let cmpFunction = [{return $0.handle == $1.handle;}]; } def Linspace: MgbHashableOp<"Linspace", [LinspaceParam]> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Eye: MgbHashableOp<"Eye", [EyeParam]> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Diag: MgbHashableOp<"Diag", [DiagParam]>; def GetVarShape : MgbHashableOp<"GetVarShape", [OptionalAxisV1Param]>; def Concat: MgbHashableOp<"Concat", [AxisParam]> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Stack: MgbHashableOp<"Stack", [AxisParam]> { let extraArguments = (ins MgbCompNodeAttr:$comp_node ); } def Broadcast : MgbHashableOp<"Broadcast", [EmptyParam]> { let extraArguments = (ins MgbArrayAttr:$shape ); } def Identity: MgbHashableOp<"Identity">; def CollectiveComm : MgbHashableOp<"CollectiveComm", [CollectiveCommParam]> { let extraArguments = (ins MgbStringAttr:$key, MgbUI32Attr:$nr_devices, MgbUI32Attr:$rank, MgbBoolAttr:$is_root, MgbBoolAttr:$local_grad, MgbStringAttr:$addr, MgbUI32Attr:$port, MgbDTypeAttr:$dtype, MgbStringAttr:$backend, MgbStringAttr:$comp_node ); } def RemoteSend : MgbHashableOp<"RemoteSend"> { let extraArguments = (ins MgbStringAttr:$key, MgbStringAttr:$addr, MgbUI32Attr:$port, MgbUI32Attr:$rank_to, MgbStringAttr:$backend ); } def RemoteRecv : MgbHashableOp<"RemoteRecv"> { let extraArguments = (ins MgbStringAttr:$key, MgbStringAttr:$addr, MgbUI32Attr:$port, MgbUI32Attr:$rank_from, MgbCompNodeAttr:$cn, MgbArrayAttr:$shape, MgbDTypeAttr:$dtype, MgbStringAttr:$backend ); } def NMSKeep : MgbHashableOp<"NMSKeep"> { let extraArguments = (ins MgbF32Attr:$iou_thresh, MgbUI32Attr:$max_output ); } def ParamPackSplit : MgbHashableOp<"ParamPackSplit"> { let extraArguments = (ins MgbArrayAttr:$offsets, MgbArrayAttr>:$shapes ); } def ParamPackConcat : MgbHashableOp<"ParamPackConcat"> { let extraArguments = (ins MgbArrayAttr:$offsets ); } def Dimshuffle: MgbHashableOp<"Dimshuffle"> { let inputs = (ins AnyMemRef:$input); let extraArguments = (ins MgbArrayAttr:$pattern); let results = (outs AnyMemRef); } def Reshape: MgbHashableOp<"Reshape", [OptionalAxisV1Param]> { let extraArguments = (ins MgbArrayAttr:$shape ); } // TODO: merge Add/Remove Axis into AxisAddRemove as megbrain? def AddAxis: MgbHashableOp<"AddAxis"> { let extraArguments = (ins MgbArrayAttr:$axis ); } def RemoveAxis: MgbHashableOp<"RemoveAxis"> { let extraArguments = (ins MgbArrayAttr:$axis ); } class FancyIndexingBase: MgbHashableOp { let extraArguments = (ins MgbArrayAttr>:$items ); } def Subtensor: MgbHashableOp<"Subtensor"> { let extraArguments = (ins MgbArrayAttr>:$items, MgbArrayAttr>:$slice_items ); } // def Subtensor: FancyIndexingBase<"Subtensor">; def SetSubtensor: FancyIndexingBase<"SetSubtensor">; def IncrSubtensor: FancyIndexingBase<"IncrSubtensor">; def IndexingMultiAxisVec: FancyIndexingBase<"IndexingMultiAxisVec">; def IndexingSetMultiAxisVec: FancyIndexingBase<"IndexingSetMultiAxisVec">; def IndexingIncrMultiAxisVec: FancyIndexingBase<"IndexingIncrMultiAxisVec">; def MeshIndexing: FancyIndexingBase<"MeshIndexing">; def IncrMeshIndexing: FancyIndexingBase<"IncrMeshIndexing">; def SetMeshIndexing: FancyIndexingBase<"SetMeshIndexing">; def BatchedMeshIndexing: FancyIndexingBase<"BatchedMeshIndexing">; def BatchedIncrMeshIndexing: FancyIndexingBase<"BatchedIncrMeshIndexing">; def BatchedSetMeshIndexing: FancyIndexingBase<"BatchedSetMeshIndexing">; def FakeQuant: MgbHashableOp<"FakeQuant", [FakeQuantParam]>; def AssertEqual: MgbHashableOp<"AssertEqual",[AssertEqualParam]>; def TQT: MgbHashableOp<"TQT", [TQTParam]>; def LSQ: MgbHashableOp<"LSQ", [LSQParam]>; def Softmax: MgbHashableOp<"Softmax", [SoftmaxParam]>; def ElemwiseMultiType: MgbHashableOp<"ElemwiseMultiType", [ElemwiseMultiTypeParam]> { let extraArguments = (ins MgbDTypeAttr:$dtype ); let nameFunction = [{ return to_string($_self.mode); }]; } def InplaceAdd: MgbHashableOp<"InplaceAdd", [EmptyParam]>; def TensorRTRuntime: MgbHashableOp<"TensorRTRuntime"> { let extraArguments = (ins MgbStringAttr:$buf, MgbSizeTAddr:$buf_size ); } def AtlasRuntime: MgbHashableOp<"AtlasRuntime"> { let extraArguments = (ins MgbStringAttr:$buf, MgbSizeTAddr:$buf_size ); } def CambriconRuntime: MgbHashableOp<"CambriconRuntime"> { let extraArguments = (ins MgbStringAttr:$buf, MgbSizeTAddr:$buf_size, MgbStringAttr:$symbol, MgbBoolAttr:$tensor_dim_mutable ); } def MagicMindRuntime: MgbHashableOp<"MagicMindRuntime"> { let extraArguments = (ins MgbStringAttr:$buf, MgbSizeTAddr:$buf_size ); } def CvtColor: MgbHashableOp<"CvtColor", [CvtColorParam]>; def CheckNonFinite: MgbHashableOp<"CheckNonFinite", [CheckNonFiniteParam]>; def FastpathCopy: MgbHashableOp<"FastpathCopy">; def PixelShuffle: MgbHashableOp<"PixelShuffle"> { let extraArguments = (ins MgbI32Attr:$factor ); } def PixelShuffleBackward: MgbHashableOp<"PixelShuffleBackward"> { let extraArguments = (ins MgbI32Attr:$factor ); } def ExternOpr: MgbHashableOp<"ExternOpr"> { let extraArguments = (ins MgbArrayAttr>:$output_shapes, MgbStringAttr:$name, MgbStringAttr:$data, MgbSizeTAddr:$data_len, MgbArrayAttr:$output_dtypes ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash_pair_combine( mgb::hash($_self.name), mgb::hash($_self.data)) ); }]; } def Cumsum: MgbHashableOp<"Cumsum", [CumsumParam]>; def Split: MgbHashableOp<"Split", [EmptyParam]> { let extraArguments = (ins MgbI32Attr:$axis, MgbI32Attr:$nsections ); } def Padding: MgbHashableOp<"Padding", [PaddingParam]>; def LRN: MgbHashableOp<"LRN", [LRNParam]>; def LayerNorm: MgbHashableOp<"LayerNorm", [LayerNormParam]>; def GroupNorm: MgbHashableOp<"GroupNorm", [GroupNormParam]>; def LAMBUpdate: MgbHashableOp<"LAMBUpdate", [LAMBUpdateParam]>; def RNNCell: MgbHashableOp<"RNNCell", [RNNCellParam]>; def LSTMCell: MgbHashableOp<"LSTMCell", [EmptyParam]>; def RNN: MgbHashableOp<"RNN", [RNNParam]>; def LSTM: MgbHashableOp<"LSTM", [LSTMParam]>; def Dropout: MgbHashableOp<"Dropout", [DropoutParam]> { let extraArguments = (ins MgbSizeTAddr:$handle ); let hashFunction = [{ return mgb::hash_pair_combine( mgb::hash($_self.dyn_typeinfo()), mgb::hash_pair_combine( mgb::hash($_self.drop_prob), mgb::hash($_self.handle)) ); }]; let cmpFunction = [{return $0.handle == $1.handle && $0.drop_prob == $1.drop_prob;}]; } def MeshGrid: MgbHashableOp<"MeshGrid"> { let extraArguments = (ins MgbStringAttr:$indexing ); } def RegionRestrictedConvolution: MgbHashableOp<"RegionRestrictedConvolution", [ConvolutionParam]>; def RegionRestrictedConvolutionBackwardData: MgbHashableOp<"RegionRestrictedConvolutionBackwardData", [ConvolutionParam]>; def MaskedFill: MgbHashableOp<"MaskedFill", [FillParam]>; #endif // MGB_OPS