include "dtype.fbs"; include "opr_param_defs.fbs"; include "mgb_opr_param_defs.fbs"; include "mgb_cpp_opr.fbs"; namespace mgb.serialization.fbs.v2; file_identifier "mgv2"; table CompNode { logical_locator:string; } table DefaultTensorFormat{} table Image2DPackedTensorFormat{ align_axis: ubyte; } table LowbitsAlignedTensorFormat{ size_nbits: ubyte; align_size_in_bits: ubyte; } /// The Tensor Format union TensorFormat { DefaultTensorFormat = 1, Image2DPackedTensorFormat = 2, LowbitsAlignedTensorFormat = 3, } /// Opaque byte buffer defined by operator implementation table Blob { data:[ubyte]; } table Tensor { name:string; shape:[uint]; comp_node:CompNode; dtype:DType; format:TensorFormat; /// The tensor raw data data:[ubyte]; } table Reserved0 {} table DeprecatedParam {} union OperatorParam { param.Empty = 1, param.Axis = 2, param.Convolution = 3, param.MaskPropagate = 4, param.ConvPooling = 5, param.ConvBias = 6, param.SeparableConv = 7, param.Images2Neibs = 8, param.Pooling = 9, param.LRN = 10, param.BN = 11, param.ROIPooling = 12, param.WarpPerspective = 13, param.SpatialTfGridGenerator = 14, param.SpatialTfSampler = 15, param.MGBAddUpdate = 16, param.Elemwise = 17, param.ElemwiseMultiType = 18, param.PowC = 19, param.MatrixMul = 20, //Reserved for param.Winograd = 21, DeprecatedParam = 21, param.SVD = 22, param.Reduce = 23, param.Cumsum = 24, param.CondTake = 25, param.Argsort = 26, param.IndexingRemap = 27, param.MGBSleep = 28, param.Linspace = 29, param.LinspaceFull = 30, param.Eye = 31, param.UniformRNG = 32, param.GaussianRNG = 33, param.Flip = 34, param.Rotate = 35, param.ROICopy = 36, param.CvtColor = 37, param.WarpAffine = 38, param.GaussianBlur = 39, param.Resize = 40, param.Convolution3D = 41, param.Conv3DBias = 42, param.SeparableConv3D = 43, param.TopK = 44, param.RelayoutFormat = 45, param.SeparableFilter = 46, param.LocalShare = 47, param.ROIAlign = 48, param.DeformablePSROIPooling = 49, param.BatchConvBias = 50, param.DType = 51, param.PersistentOutputStorage = 52, param.OptionalAxis = 53, param.OptionalAxisV1 = 54, param.ExecutionPolicy = 55, param.AssertEqual = 56, Reserved0 = 57, param.CollectiveComm = 58, param.CondExecPred = 59, param.CondExecPredLogical = 60, param.CondExecMark = 61, param.CondExecMerge = 62, param.Host2DeviceCopy = 63, param.Dimshuffle = 64, param.AxisAddRemove = 65, param.IndexDescMaskDump = 66, DType = 67, param.Remap = 68, param.NMSKeep = 69, param.AdaptivePooling = 70, param.NvOf = 71, param.DctChannelSelect = 72, param.FakeQuant = 73, param.TQT = 74, param.Correlation = 75, param.LSQ = 76, param.GammaRNG = 77, param.PoissonRNG = 78, param.PermutationRNG = 79, param.BetaRNG = 80, param.SlidingWindowTranspose = 81, param.Padding = 82, param.ShuffleRNG = 83, param.CheckNonFinite = 84, param.LayerNorm = 85, param.Dropout = 86, param.RNNCell = 87, param.RNN = 88, param.LSTM = 89, param.Softmax = 90, param.Diag = 91, param.GroupNorm = 92, param.Fill = 93, param.GeneralNorm=94, param.MultiHeadAttn=95, param.Resize3D = 96, param.Cross = 97, } table Operator { /// the Operator type id type:string; /// sometime type maybe not exist, so add type_id type_id:ulong; name:string; /// Operator parameter param:OperatorParam; /// Operator may want to save more than one OperatorParam additional_params:[OperatorParam]; /// ID of the input tensor in the middle_tensors of a model inputs:[uint]; /// ID of the output tensor in the middle_tensors of a model outputs:[uint]; comp_node:[CompNode]; output_dtype:DType; /// the const value in tensor format of the Operator tensors:[Tensor]; /// opr version, with develop of MegEngine, some opr may have multi version opr_version:uint; /// the order of the Operator in the graph priority:int = 0; /// custom may want to save big, opaque byte buffers. custom_data:[Blob]; } table Metadata { is_valid:bool; graph_modified:bool; optimize_options:ulong; user_info:string; } table MiddleTensor { name:string; shape:[uint]; comp_node:CompNode; dtype:DType; format:TensorFormat; } table OutputVar { /// the id of the middle tensor in graph, the same as the inputs in Operator compact_id:uint; original_id:uint; } table OutputAlias { id:uint; name:string; } table Model { /// the megengine version when serialize the model mge_version:uint; /// model version, now model support: /// version v1: the original fbs serialization version /// version v2: support backward and poor forward compatibility model_version:uint; oprs:[Operator]; /// the tensors produce and consume by the Operators, not the input or /// output tensor middle_tensors:[MiddleTensor]; output_vars_idx:[OutputVar]; output_alias:[OutputAlias]; nr_shared_tensor:uint; /// the Metadata to storage the custom data or some flags metadata:Metadata; } root_type Model;