# Copyright (c) 2020-2022, ARM Limited. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os import json import flatbuffers import numpy as np import struct from enum import IntEnum, unique from tosa import ( TosaGraph, TosaBasicBlock, TosaTensor, TosaOperator, Version, ) import tosa.DType as TosaDType import tosa.Op as TosaOp # Keep version number in sync with the version default value with schema/tosa.fbs TOSA_VERSION_MAJOR = 0 TOSA_VERSION_MINOR = 41 TOSA_VERSION_PATCH = 0 TOSA_VERSION_DRAFT = True TOSA_VERSION = [ TOSA_VERSION_MAJOR, TOSA_VERSION_MINOR, TOSA_VERSION_PATCH, TOSA_VERSION_DRAFT, ] # File identifier needs to be kept in sync with schema/tosa.fbs TOSA_GRAPH_IDENTIFIER = b"\x54\x4F\x53\x41" # With the way flatc generates its python types, there is no programatic way # to get string names for the integer types. Manually maintain a string table # here. DType = TosaDType.DType() DTypeNames = [ "UNKNOWN", "BOOL", "UINT8", "INT4", "INT8", "INT16", "INT32", "INT48", "FLOAT", "UINT16", ] ByteMask = np.uint64(0xFF) def dtype_str_to_val(name): for i in range(len(DTypeNames)): if name.casefold() == DTypeNames[i].casefold(): return i raise Exception("Unable to parse DType name {}".format(name)) class TosaSerializerUnion: """This class handles encapsulating and serializing union types into flatbuffers""" def __init__(self): # A tuple of the start and end functions. # Set by the options constructors below self.optFcns = None # The type from the tosa.Options enumeration. # Set by the options constructors below. self.utype = None # Each of these lists is a tuple of the add function and the # value being added. Set by the options constructors below. self.ints = [] self.bools = [] self.floats = [] self.strings = [] self.int16vecs = [] self.intvecs = [] self.fpvecs = [] def serialize(self, builder): # We have to build strings and vectors first strList = [] intVecList = [] fpVecList = [] for fcn, val in self.strings: strList.append((fcn, builder.CreateString(val))) for fcn, val in self.intvecs: intVecList.append((fcn, TosaSerializer.serializeInt32Vec(builder, val))) for fcn, val in self.int16vecs: intVecList.append((fcn, TosaSerializer.serializeInt16Vec(builder, val))) for fcn, val in self.fpvecs: fpVecList.append((fcn, TosaSerializer.serializeFpVec(builder, val))) startFcn, endFcn = self.optFcns # Then serialize the options object from the list of primitives and # other serialized values startFcn(builder) for fcn, val in self.ints: fcn(builder, val) for fcn, val in self.bools: fcn(builder, val) for fcn, val in self.floats: fcn(builder, val) for fcn, val in strList: fcn(builder, val) for fcn, val in intVecList: fcn(builder, val) for fcn, val in fpVecList: fcn(builder, val) return endFcn(builder) class TosaSerializerAttribute(TosaSerializerUnion): """This class handles encapsulating all of the enumerated types for attributes""" def __init__(self): super().__init__() def PoolAttribute(self, kernel, stride, pad, input_zp, output_zp): from tosa import PoolAttribute as a, Attribute self.utype = Attribute.Attribute().PoolAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddPad, pad)) self.intvecs.append((a.AddKernel, kernel)) self.intvecs.append((a.AddStride, stride)) self.ints.append((a.AddInputZp, input_zp)) self.ints.append((a.AddOutputZp, output_zp)) def ConvAttribute(self, pad, stride, dilation, input_zp, weight_zp): from tosa import ConvAttribute as a, Attribute self.utype = Attribute.Attribute().ConvAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddPad, pad)) self.intvecs.append((a.AddStride, stride)) self.intvecs.append((a.AddDilation, dilation)) self.ints.append((a.AddInputZp, input_zp)) self.ints.append((a.AddWeightZp, weight_zp)) def TransposeConvAttribute(self, outpad, stride, output_shape, input_zp, weight_zp): from tosa import TransposeConvAttribute as a, Attribute self.utype = Attribute.Attribute().TransposeConvAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddOutPad, outpad)) self.intvecs.append((a.AddStride, stride)) self.intvecs.append((a.AddOutputShape, output_shape)) self.ints.append((a.AddInputZp, input_zp)) self.ints.append((a.AddWeightZp, weight_zp)) def PadAttribute(self, padding, pad_const_int, pad_const_fp): from tosa import PadAttribute as a, Attribute self.utype = Attribute.Attribute().PadAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddPadding, padding)) self.ints.append((a.AddPadConstInt, pad_const_int)) self.floats.append((a.AddPadConstFp, pad_const_fp)) def AxisAttribute(self, axis): from tosa import AxisAttribute as a, Attribute self.utype = Attribute.Attribute().AxisAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddAxis, axis)) def ReshapeAttribute(self, new_shape): from tosa import ReshapeAttribute as a, Attribute self.utype = Attribute.Attribute().ReshapeAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddNewShape, new_shape)) def SliceAttribute(self, start, size): from tosa import SliceAttribute as a, Attribute self.utype = Attribute.Attribute().SliceAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddStart, start)) self.intvecs.append((a.AddSize, size)) def TileAttribute(self, multiples): from tosa import TileAttribute as a, Attribute self.utype = Attribute.Attribute().TileAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddMultiples, multiples)) def ResizeAttribute(self, scale, offset, border, mode): from tosa import ResizeAttribute as a, Attribute self.utype = Attribute.Attribute().ResizeAttribute self.optFcns = (a.Start, a.End) self.int16vecs.append((a.AddScale, scale)) self.int16vecs.append((a.AddOffset, offset)) self.int16vecs.append((a.AddBorder, border)) self.ints.append((a.AddMode, mode)) def ClampAttribute(self, minint, maxint, minfp, maxfp): from tosa import ClampAttribute as a, Attribute self.utype = Attribute.Attribute().ClampAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddMinInt, minint)) self.ints.append((a.AddMaxInt, maxint)) self.ints.append((a.AddMinFp, minfp)) self.ints.append((a.AddMaxFp, maxfp)) def RescaleAttribute( self, input_zp, output_zp, multiplier, shift, scale32, double_round, per_channel ): from tosa import RescaleAttribute as a, Attribute self.utype = Attribute.Attribute().RescaleAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddInputZp, input_zp)) self.ints.append((a.AddOutputZp, output_zp)) self.intvecs.append((a.AddMultiplier, multiplier)) self.intvecs.append((a.AddShift, shift)) self.bools.append((a.AddScale32, scale32)) self.bools.append((a.AddDoubleRound, double_round)) self.bools.append((a.AddPerChannel, per_channel)) def MulAttribute(self, shift): from tosa import MulAttribute as a, Attribute self.utype = Attribute.Attribute().MulAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddShift, shift)) def ArithmeticRightShiftAttribute(self, round): from tosa import ArithmeticRightShiftAttribute as a, Attribute self.utype = Attribute.Attribute().ArithmeticRightShiftAttribute self.optFcns = ( a.Start, a.End, ) self.bools.append((a.AddRound, round)) def CondIfAttribute(self, then_branch, else_branch): from tosa import CondIfAttribute as a, Attribute self.utype = Attribute.Attribute().CondIfAttribute self.optFcns = (a.Start, a.End) self.strings.append((a.AddThenBranch, then_branch)) self.strings.append((a.AddElseBranch, else_branch)) def WhileLoopAttribute(self, cond_branch, body_branch): from tosa import WhileLoopAttribute as a, Attribute self.utype = Attribute.Attribute().WhileLoopAttribute self.optFcns = (a.Start, a.End) self.strings.append((a.AddCondBranch, cond_branch)) self.strings.append((a.AddBodyBranch, body_branch)) def TransposeAttribute(self, perms): from tosa import TransposeAttribute as a, Attribute self.utype = Attribute.Attribute().TransposeAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddPerms, perms)) def TableAttribute(self, table): from tosa import TableAttribute as a, Attribute self.utype = Attribute.Attribute().TableAttribute self.optFcns = (a.Start, a.End) self.intvecs.append((a.AddTable, table)) def MatMulAttribute(self, A_zp, B_zp): from tosa import MatMulAttribute as a, Attribute self.utype = Attribute.Attribute().MatMulAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddAZp, A_zp)) self.ints.append((a.AddBZp, B_zp)) def FullyConnectedAttribute(self, input_zp, weight_zp): from tosa import FullyConnectedAttribute as a, Attribute self.utype = Attribute.Attribute().FullyConnectedAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddInputZp, input_zp)) self.ints.append((a.AddWeightZp, weight_zp)) def NegateAttribute(self, input1_zp, output_zp): from tosa import NegateAttribute as a, Attribute self.utype = Attribute.Attribute().NegateAttribute self.optFcns = (a.Start, a.End) self.ints.append((a.AddInput1Zp, input1_zp)) self.ints.append((a.AddOutputZp, output_zp)) class TosaSerializerTensor: def __init__( self, name, shape, dtype, data=None, placeholderFilename=None, ): self.name = name if isinstance(shape, np.ndarray): shape = shape.astype(int).tolist() shape = list(map(int, shape)) self.shape = shape self.dtype = dtype if dtype == DType.FLOAT: fntype = np.float32 else: fntype = int if isinstance(data, np.ndarray): data = data.flatten().astype(fntype).tolist() data = list(map(fntype, data)) self.data = data elif isinstance(data, list): data = list(map(fntype, data)) self.data = data else: self.data = None # Filename for placeholder tensors. These get generated by the test generation # process and are written to disk, but are considered input tensors by the # network so they do not appear in the TOSA serialiazation. However, if we # want to form a unit test around these input tensors, we can get the filename # from here. self.placeholderFilename = placeholderFilename def __str__(self): str = "TosaSerializerTensor name: {} shape: {} dtype: {}".format( self.name, self.shape, DTypeNames[self.dtype], ) return str def setDtype(self, dtype): self.dtype = dtype def serialize(self, builder): fb_name = builder.CreateString(self.name) fb_shapes = TosaSerializer.serializeInt32Vec(builder, self.shape) if self.data: u8_data = list() # little endianess if self.dtype == DType.BOOL: for val in self.data: val_u8 = np.uint8(val) u8_data.append(val_u8) elif self.dtype == DType.INT4: in_size = len(self.data) out_size = (in_size + 1) // 2 for i in range(out_size): val_0 = self.data[2 * i] if (2 * i + 1) < in_size: val_1 = self.data[2 * i + 1] else: val_1 = 0 val_i8 = (val_0 & 0xF) | ((val_1 & 0xF) << 4) val_u8 = np.uint8(val_i8) u8_data.append(val_u8) elif self.dtype == DType.INT8: for val in self.data: val_u8 = np.uint8(val) u8_data.append(val_u8) elif self.dtype == DType.INT16: for val in self.data: val_u16 = np.uint16(val) b0 = val_u16 & ByteMask b1 = (val_u16 >> np.uint16(8)) & ByteMask u8_data.extend([b0, b1]) elif self.dtype == DType.INT32: for val in self.data: val_u32 = np.uint32(val) b0 = val_u32 & ByteMask b1 = (val_u32 >> np.uint32(8)) & ByteMask b2 = (val_u32 >> np.uint32(16)) & ByteMask b3 = (val_u32 >> np.uint32(24)) & ByteMask u8_data.extend([b0, b1, b2, b3]) elif self.dtype == DType.INT48: for val in self.data: val_u64 = np.uint64(val) b0 = val_u64 & ByteMask b1 = (val_u64 >> np.uint64(8)) & ByteMask b2 = (val_u64 >> np.uint64(16)) & ByteMask b3 = (val_u64 >> np.uint64(24)) & ByteMask b4 = (val_u64 >> np.uint64(32)) & ByteMask b5 = (val_u64 >> np.uint64(40)) & ByteMask u8_data.extend([b0, b1, b2, b3, b4, b5]) elif self.dtype == DType.FLOAT: for val in self.data: b = struct.pack("!f", val) u8_data.extend([b[3], b[2], b[1], b[0]]) else: raise Exception( "unsupported data type {}".format(DTypeNames[self.dtype]) ) fb_data = TosaSerializer.serializeUint8Vec(builder, u8_data) TosaTensor.Start(builder) TosaTensor.AddName(builder, fb_name) TosaTensor.AddShape(builder, fb_shapes) TosaTensor.AddType(builder, self.dtype) if self.data: TosaTensor.AddData(builder, fb_data) return TosaTensor.End(builder) class TosaSerializerOperator: def __init__(self, op, inputs, outputs, attributes=None): self.op = op self.attributes = attributes self.inputs = TosaSerializer.toList(inputs) self.outputs = TosaSerializer.toList(outputs) def __str__(self): str = "Op {}\n----\n".format(self.op) for i in self.inputs: str = str + " Input: {}\n".format(i) for o in self.outputs: str = str + " Output: {}\n".format(o) return str def serialize(self, builder): fb_inputs = TosaSerializer.serializeStrVec( builder, self.inputs, TosaOperator.StartInputsVector ) fb_outputs = TosaSerializer.serializeStrVec( builder, self.outputs, TosaOperator.StartOutputsVector ) # Need to serialize attributes enums still if self.attributes is not None: fb_attributes = self.attributes.serialize(builder) TosaOperator.Start(builder) TosaOperator.AddOp(builder, self.op) TosaOperator.AddInputs(builder, fb_inputs) TosaOperator.AddOutputs(builder, fb_outputs) if self.attributes is not None: TosaOperator.AddAttributeType(builder, self.attributes.utype) TosaOperator.AddAttribute(builder, fb_attributes) return TosaOperator.End(builder) class TosaSerializerBasicBlock: def __init__(self, name): self.name = name self.operators = [] # Dict assures uniqueness, but allows us to look up by name self.tensors = dict() self.inputs = [] self.outputs = [] def addTensor( self, name, shape, dtype, data=None, placeholderFilename=None, ): if name not in self.tensors: self.tensors[name] = TosaSerializerTensor( name, shape, dtype, data, placeholderFilename ) return self.tensors[name] def addInput(self, name): self.inputs.append(name) def addOutput(self, name): self.outputs.append(name) def addOperator(self, op, inputs, outputs, attributes=None): self.operators.append(TosaSerializerOperator(op, inputs, outputs, attributes)) def serialize(self, builder): fb_name = builder.CreateString(self.name) fbv_inputs = TosaSerializer.serializeStrVec( builder, list(self.inputs), TosaBasicBlock.StartInputsVector ) fbv_outputs = TosaSerializer.serializeStrVec( builder, list(self.outputs), TosaBasicBlock.StartOutputsVector ) fbv_tensors = TosaSerializer.serializeObjVec( builder, list(self.tensors.values()), TosaBasicBlock.StartTensorsVector, ) fbv_operators = TosaSerializer.serializeObjVec( builder, self.operators, TosaBasicBlock.StartOperatorsVector ) TosaBasicBlock.Start(builder) TosaBasicBlock.AddName(builder, fb_name) TosaBasicBlock.AddInputs(builder, fbv_inputs) TosaBasicBlock.AddOutputs(builder, fbv_outputs) TosaBasicBlock.AddTensors(builder, fbv_tensors) TosaBasicBlock.AddOperators(builder, fbv_operators) return TosaBasicBlock.End(builder) @unique class TensorDir(IntEnum): PLACEHOLDER = 0 CONST = 1 INTERMEDIATE = 2 RESULT = 3 class TosaSerializer: def __init__(self, pathPrefix, saveConstsToFile=False): self.add_compat_methods() # Get the global TOSA version if not already defined self.builder = flatbuffers.Builder(0) self.basicBlocks = [] self.startBasicBlock("main") self.pathPrefix = pathPrefix # Enables inspection of constant data outside of graph self.saveConstsToFile = saveConstsToFile # Indicies used for adding/naming tensors self.currInputIdx = 0 self.currConstIdx = 0 self.currLayerIdx = 1 self.currResultIdx = 0 # Is this an illegal test that is expected to fail? self.expectedReturnCode = 0 self.expectedFailure = False self.expectedFailureDesc = "" def __str__(self): str = "" for bb in self.basicBlocks: str = str + bb.__str__() return str def addPlaceholder(self, shape, dtype, vals): if not self.currBasicBlock: raise Exception("addTensor called without valid basic block") name = "input-{}".format(self.currInputIdx) filename = "{}.npy".format(name) self.currInputIdx = self.currInputIdx + 1 tens = self.currBasicBlock.addTensor(name, shape, dtype, None, filename) # This is always an input to the block self.currBasicBlock.addInput(name) if vals is not None: np.save(os.path.join(self.pathPrefix, filename), vals, False) return tens def addConst(self, shape, dtype, vals): if not self.currBasicBlock: raise Exception("addTensor called without valid basic block") name = "const-{}".format(self.currInputIdx) self.currInputIdx = self.currInputIdx + 1 tens = self.currBasicBlock.addTensor(name, shape, dtype, vals) # Add the operator now self.currBasicBlock.addOperator(TosaOp.Op().CONST, [], name) if self.saveConstsToFile: filename = "{}.npy".format(name) np.save(os.path.join(self.pathPrefix, filename), vals, False) return tens def addIntermediate(self, shape, dtype): if not self.currBasicBlock: raise Exception("addTensor called without valid basic block") name = "layer-{}".format(self.currLayerIdx) self.currLayerIdx = self.currLayerIdx + 1 tens = self.currBasicBlock.addTensor(name, shape, dtype, None) return tens def addInputTensor(self, tensor): self.currBasicBlock.addTensor(tensor.name, tensor.shape, tensor.dtype) self.currBasicBlock.addInput(tensor.name) def addOutputTensor(self, tensor): self.currBasicBlock.addOutput(tensor.name) def addOutput(self, shape, dtype): if not self.currBasicBlock: raise Exception("addTensor called without valid basic block") name = "result-{}".format(self.currResultIdx) self.currResultIdx = self.currResultIdx + 1 tens = self.currBasicBlock.addTensor(name, shape, dtype, None) self.currBasicBlock.addOutput(name) return tens def addOperator(self, op, inputs, outputs, attributes=None): if op == TosaOp.Op().CONST: raise Exception("Use addConstTensor() to add CONST ops") return self.currBasicBlock.addOperator( op, inputs, outputs, attributes, ) def setExpectedReturnCode(self, val, fail, desc=""): self.expectedReturnCode = val self.expectedFailureDesc = desc self.expectedFailure = fail def serialize(self): builder = self.builder Version.Start(builder) Version.Add_major(builder, TOSA_VERSION[0]) Version.Add_minor(builder, TOSA_VERSION[1]) Version.Add_patch(builder, TOSA_VERSION[2]) Version.Add_draft(builder, TOSA_VERSION[3]) version = Version.End(builder) fbv_bb = TosaSerializer.serializeObjVec( builder, self.basicBlocks, TosaGraph.StartBlocksVector ) TosaGraph.Start(builder) TosaGraph.AddVersion(builder, version) TosaGraph.AddBlocks(builder, fbv_bb) graph = TosaGraph.End(builder) self.builder.Finish(graph, TOSA_GRAPH_IDENTIFIER) return self.builder.Output() def writeJson(self, tosa_filename): """Write a json test file so that it is fairly easy to pick up the test and generate commands for third party tool""" test_desc = dict() test_desc["tosa_file"] = tosa_filename ifm_name = [] ifm_file = [] ofm_name = [] ofm_file = [] for b in self.basicBlocks: if b.name == "main": for i in b.inputs: ifm_name.append(i) ifm_file.append(b.tensors[i].placeholderFilename) for o in b.outputs: ofm_name.append(o) # Make up an OFM filename here. One isn't generated until the # reference tool is run, so any name is a good name ofm_file.append("ref-{}.npy".format(o)) test_desc["ifm_name"] = ifm_name test_desc["ifm_file"] = ifm_file test_desc["ofm_name"] = ofm_name test_desc["ofm_file"] = ofm_file test_desc["expected_return_code"] = self.expectedReturnCode test_desc["expected_failure"] = self.expectedFailure if self.expectedFailureDesc: test_desc["expected_failure_desc"] = self.expectedFailureDesc return json.dumps(test_desc, indent=" ") def startBasicBlock(self, name): self.currBasicBlock = TosaSerializerBasicBlock(name) self.basicBlocks.append(self.currBasicBlock) @staticmethod def serializeStrVec(builder, vec, start_fcn): fb_strs = [builder.CreateString(i) for i in vec] start_fcn(builder, len(fb_strs)) for s in fb_strs[::-1]: builder.PrependUOffsetTRelative(s) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def serializeUint8Vec(builder, vec): builder.StartVector(1, len(vec), 8) for v in vec[::-1]: builder.PrependUint8(v) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def serializeInt16Vec(builder, vec): builder.StartVector(2, len(vec), 4) for v in vec[::-1]: builder.PrependInt16(v) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def serializeInt32Vec(builder, vec): builder.StartVector(4, len(vec), 4) for v in vec[::-1]: builder.PrependInt32(v) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def serializeFpVec(builder, vec): builder.StartVector(4, len(vec), 4) for v in vec[::-1]: builder.PrependFloat32(v) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def serializeObjVec(builder, vec, start_fcn): serialized_vec = [] for v in vec[::-1]: serialized_vec.append(v.serialize(builder)) start_fcn(builder, len(vec)) for v in serialized_vec: builder.PrependUOffsetTRelative(v) try: return builder.EndVector() except TypeError: return builder.EndVector(len(vec)) @staticmethod def toList(val): if isinstance(val, list): return val else: return [val] # Remove when switching to flatbuffers 2.0 # contains a mapping of the deprecated 1.12 method to the 2.0 version def add_compat_methods(self): from tosa import ArithmeticRightShiftAttribute if not hasattr(ArithmeticRightShiftAttribute, "Start"): ArithmeticRightShiftAttribute.Start = ( ArithmeticRightShiftAttribute.ArithmeticRightShiftAttributeStart ) ArithmeticRightShiftAttribute.AddRound = ( ArithmeticRightShiftAttribute.ArithmeticRightShiftAttributeAddRound ) ArithmeticRightShiftAttribute.End = ( ArithmeticRightShiftAttribute.ArithmeticRightShiftAttributeEnd ) from tosa import AxisAttribute if not hasattr(AxisAttribute, "Start"): AxisAttribute.Start = AxisAttribute.AxisAttributeStart AxisAttribute.AddAxis = AxisAttribute.AxisAttributeAddAxis AxisAttribute.End = AxisAttribute.AxisAttributeEnd from tosa import ClampAttribute if not hasattr(ClampAttribute, "Start"): ClampAttribute.Start = ClampAttribute.ClampAttributeStart ClampAttribute.AddMinInt = ClampAttribute.ClampAttributeAddMinInt ClampAttribute.AddMaxInt = ClampAttribute.ClampAttributeAddMaxInt ClampAttribute.AddMinFp = ClampAttribute.ClampAttributeAddMinFp ClampAttribute.AddMaxFp = ClampAttribute.ClampAttributeAddMaxFp ClampAttribute.End = ClampAttribute.ClampAttributeEnd from tosa import CondIfAttribute if not hasattr(CondIfAttribute, "Start"): CondIfAttribute.Start = CondIfAttribute.CondIfAttributeStart CondIfAttribute.AddThenBranch = CondIfAttribute.CondIfAttributeAddThenBranch CondIfAttribute.AddElseBranch = CondIfAttribute.CondIfAttributeAddElseBranch CondIfAttribute.End = CondIfAttribute.CondIfAttributeEnd from tosa import ConvAttribute if not hasattr(ConvAttribute, "Start"): ConvAttribute.Start = ConvAttribute.ConvAttributeStart ConvAttribute.AddPad = ConvAttribute.ConvAttributeAddPad ConvAttribute.StartPadVector = ConvAttribute.ConvAttributeStartPadVector ConvAttribute.AddStride = ConvAttribute.ConvAttributeAddStride ConvAttribute.StartStrideVector = ( ConvAttribute.ConvAttributeStartStrideVector ) ConvAttribute.AddDilation = ConvAttribute.ConvAttributeAddDilation ConvAttribute.StartDilationVector = ( ConvAttribute.ConvAttributeStartDilationVector ) ConvAttribute.AddInputZp = ConvAttribute.ConvAttributeAddInputZp ConvAttribute.AddWeightZp = ConvAttribute.ConvAttributeAddWeightZp ConvAttribute.End = ConvAttribute.ConvAttributeEnd from tosa import FullyConnectedAttribute if not hasattr(FullyConnectedAttribute, "Start"): FullyConnectedAttribute.Start = ( FullyConnectedAttribute.FullyConnectedAttributeStart ) FullyConnectedAttribute.AddInputZp = ( FullyConnectedAttribute.FullyConnectedAttributeAddInputZp ) FullyConnectedAttribute.AddWeightZp = ( FullyConnectedAttribute.FullyConnectedAttributeAddWeightZp ) FullyConnectedAttribute.End = ( FullyConnectedAttribute.FullyConnectedAttributeEnd ) from tosa import MatMulAttribute if not hasattr(MatMulAttribute, "Start"): MatMulAttribute.Start = MatMulAttribute.MatMulAttributeStart MatMulAttribute.AddAZp = MatMulAttribute.MatMulAttributeAddAZp MatMulAttribute.AddBZp = MatMulAttribute.MatMulAttributeAddBZp MatMulAttribute.End = MatMulAttribute.MatMulAttributeEnd from tosa import PoolAttribute if not hasattr(PoolAttribute, "Start"): PoolAttribute.Start = PoolAttribute.PoolAttributeStart PoolAttribute.AddPad = PoolAttribute.PoolAttributeAddPad PoolAttribute.StartPadVector = PoolAttribute.PoolAttributeStartPadVector PoolAttribute.AddKernel = PoolAttribute.PoolAttributeAddKernel PoolAttribute.StartKernelVector = ( PoolAttribute.PoolAttributeStartKernelVector ) PoolAttribute.AddStride = PoolAttribute.PoolAttributeAddStride PoolAttribute.StartStrideVector = ( PoolAttribute.PoolAttributeStartStrideVector ) PoolAttribute.AddInputZp = PoolAttribute.PoolAttributeAddInputZp PoolAttribute.AddOutputZp = PoolAttribute.PoolAttributeAddOutputZp PoolAttribute.End = PoolAttribute.PoolAttributeEnd from tosa import MulAttribute if not hasattr(MulAttribute, "Start"): MulAttribute.Start = MulAttribute.MulAttributeStart MulAttribute.AddShift = MulAttribute.MulAttributeAddShift MulAttribute.End = MulAttribute.MulAttributeEnd from tosa import PadAttribute if not hasattr(PadAttribute, "Start"): PadAttribute.Start = PadAttribute.PadAttributeStart PadAttribute.AddPadding = PadAttribute.PadAttributeAddPadding PadAttribute.StartPaddingVector = ( PadAttribute.PadAttributeStartPaddingVector ) PadAttribute.AddPadConstInt = PadAttribute.PadAttributeAddPadConstInt PadAttribute.AddPadConstFp = PadAttribute.PadAttributeAddPadConstFp PadAttribute.End = PadAttribute.PadAttributeEnd from tosa import PoolAttribute if not hasattr(PoolAttribute, "Start"): PoolAttribute.Start = PoolAttribute.PoolAttributeStart PoolAttribute.AddPad = PoolAttribute.PoolAttributeAddPad PoolAttribute.StartPadVector = PoolAttribute.PoolAttributeStartPadVector PoolAttribute.AddKernel = PoolAttribute.PoolAttributeAddKernel PoolAttribute.StartKernelVector = ( PoolAttribute.PoolAttributeStartKernelVector ) PoolAttribute.AddStride = PoolAttribute.PoolAttributeAddStride PoolAttribute.StartStrideVector = ( PoolAttribute.PoolAttributeStartStrideVector ) PoolAttribute.AddInputZp = PoolAttribute.PoolAttributeAddInputZp PoolAttribute.AddOutputZp = PoolAttribute.PoolAttributeAddOutputZp PoolAttribute.End = PoolAttribute.PoolAttributeEnd from tosa import RescaleAttribute if not hasattr(RescaleAttribute, "Start"): RescaleAttribute.Start = RescaleAttribute.RescaleAttributeStart RescaleAttribute.AddInputZp = RescaleAttribute.RescaleAttributeAddInputZp RescaleAttribute.AddOutputZp = RescaleAttribute.RescaleAttributeAddOutputZp RescaleAttribute.AddMultiplier = ( RescaleAttribute.RescaleAttributeAddMultiplier ) RescaleAttribute.StartMultiplierVector = ( RescaleAttribute.RescaleAttributeStartMultiplierVector ) RescaleAttribute.AddShift = RescaleAttribute.RescaleAttributeAddShift RescaleAttribute.StartShiftVector = ( RescaleAttribute.RescaleAttributeStartShiftVector ) RescaleAttribute.AddScale32 = RescaleAttribute.RescaleAttributeAddScale32 RescaleAttribute.AddDoubleRound = ( RescaleAttribute.RescaleAttributeAddDoubleRound ) RescaleAttribute.AddPerChannel = ( RescaleAttribute.RescaleAttributeAddPerChannel ) RescaleAttribute.End = RescaleAttribute.RescaleAttributeEnd from tosa import ReshapeAttribute if not hasattr(ReshapeAttribute, "Start"): ReshapeAttribute.Start = ReshapeAttribute.ReshapeAttributeStart ReshapeAttribute.AddNewShape = ReshapeAttribute.ReshapeAttributeAddNewShape ReshapeAttribute.StartNewShapeVector = ( ReshapeAttribute.ReshapeAttributeStartNewShapeVector ) ReshapeAttribute.End = ReshapeAttribute.ReshapeAttributeEnd from tosa import ResizeAttribute if not hasattr(ResizeAttribute, "Start"): ResizeAttribute.Start = ResizeAttribute.ResizeAttributeStart ResizeAttribute.AddScale = ResizeAttribute.ResizeAttributeAddScale ResizeAttribute.StartScaleVector = ( ResizeAttribute.ResizeAttributeStartScaleVector ) ResizeAttribute.AddOffset = ResizeAttribute.ResizeAttributeAddOffset ResizeAttribute.StartOffsetVector = ( ResizeAttribute.ResizeAttributeStartOffsetVector ) ResizeAttribute.AddBorder = ResizeAttribute.ResizeAttributeAddBorder ResizeAttribute.StartBorderVector = ( ResizeAttribute.ResizeAttributeStartBorderVector ) ResizeAttribute.AddMode = ResizeAttribute.ResizeAttributeAddMode ResizeAttribute.End = ResizeAttribute.ResizeAttributeEnd from tosa import SliceAttribute if not hasattr(SliceAttribute, "Start"): SliceAttribute.Start = SliceAttribute.SliceAttributeStart SliceAttribute.AddStart = SliceAttribute.SliceAttributeAddStart SliceAttribute.StartStartVector = ( SliceAttribute.SliceAttributeStartStartVector ) SliceAttribute.AddSize = SliceAttribute.SliceAttributeAddSize SliceAttribute.StartSizeVector = ( SliceAttribute.SliceAttributeStartSizeVector ) SliceAttribute.End = SliceAttribute.SliceAttributeEnd from tosa import TableAttribute if not hasattr(TableAttribute, "Start"): TableAttribute.Start = TableAttribute.TableAttributeStart TableAttribute.AddTable = TableAttribute.TableAttributeAddTable TableAttribute.StartTableVector = ( TableAttribute.TableAttributeStartTableVector ) TableAttribute.End = TableAttribute.TableAttributeEnd from tosa import TileAttribute if not hasattr(TileAttribute, "Start"): TileAttribute.Start = TileAttribute.TileAttributeStart TileAttribute.AddMultiples = TileAttribute.TileAttributeAddMultiples TileAttribute.StartMultiplesVector = ( TileAttribute.TileAttributeStartMultiplesVector ) TileAttribute.End = TileAttribute.TileAttributeEnd from tosa import TosaBasicBlock if not hasattr(TosaBasicBlock, "Start"): TosaBasicBlock.Start = TosaBasicBlock.TosaBasicBlockStart TosaBasicBlock.AddName = TosaBasicBlock.TosaBasicBlockAddName TosaBasicBlock.AddOperators = TosaBasicBlock.TosaBasicBlockAddOperators TosaBasicBlock.StartOperatorsVector = ( TosaBasicBlock.TosaBasicBlockStartOperatorsVector ) TosaBasicBlock.AddTensors = TosaBasicBlock.TosaBasicBlockAddTensors TosaBasicBlock.StartTensorsVector = ( TosaBasicBlock.TosaBasicBlockStartTensorsVector ) TosaBasicBlock.AddInputs = TosaBasicBlock.TosaBasicBlockAddInputs TosaBasicBlock.StartInputsVector = ( TosaBasicBlock.TosaBasicBlockStartInputsVector ) TosaBasicBlock.AddOutputs = TosaBasicBlock.TosaBasicBlockAddOutputs TosaBasicBlock.StartOutputsVector = ( TosaBasicBlock.TosaBasicBlockStartOutputsVector ) TosaBasicBlock.End = TosaBasicBlock.TosaBasicBlockEnd from tosa import TosaGraph if not hasattr(TosaGraph, "Start"): TosaGraph.Start = TosaGraph.TosaGraphStart TosaGraph.AddVersion = TosaGraph.TosaGraphAddVersion TosaGraph.AddBlocks = TosaGraph.TosaGraphAddBlocks TosaGraph.StartBlocksVector = TosaGraph.TosaGraphStartBlocksVector TosaGraph.End = TosaGraph.TosaGraphEnd from tosa import TosaOperator if not hasattr(TosaOperator, "Start"): TosaOperator.Start = TosaOperator.TosaOperatorStart TosaOperator.AddOp = TosaOperator.TosaOperatorAddOp TosaOperator.AddAttributeType = TosaOperator.TosaOperatorAddAttributeType TosaOperator.AddAttribute = TosaOperator.TosaOperatorAddAttribute TosaOperator.AddInputs = TosaOperator.TosaOperatorAddInputs TosaOperator.StartInputsVector = TosaOperator.TosaOperatorStartInputsVector TosaOperator.AddOutputs = TosaOperator.TosaOperatorAddOutputs TosaOperator.StartOutputsVector = ( TosaOperator.TosaOperatorStartOutputsVector ) TosaOperator.End = TosaOperator.TosaOperatorEnd from tosa import TosaTensor if not hasattr(TosaTensor, "Start"): TosaTensor.Start = TosaTensor.TosaTensorStart TosaTensor.AddName = TosaTensor.TosaTensorAddName TosaTensor.AddShape = TosaTensor.TosaTensorAddShape TosaTensor.StartShapeVector = TosaTensor.TosaTensorStartShapeVector TosaTensor.AddType = TosaTensor.TosaTensorAddType TosaTensor.AddData = TosaTensor.TosaTensorAddData TosaTensor.StartDataVector = TosaTensor.TosaTensorStartDataVector TosaTensor.End = TosaTensor.TosaTensorEnd from tosa import TransposeAttribute if not hasattr(TransposeAttribute, "Start"): TransposeAttribute.Start = TransposeAttribute.TransposeAttributeStart TransposeAttribute.AddPerms = TransposeAttribute.TransposeAttributeAddPerms TransposeAttribute.StartPermsVector = ( TransposeAttribute.TransposeAttributeStartPermsVector ) TransposeAttribute.End = TransposeAttribute.TransposeAttributeEnd from tosa import TransposeConvAttribute if not hasattr(TransposeConvAttribute, "Start"): TransposeConvAttribute.Start = ( TransposeConvAttribute.TransposeConvAttributeStart ) TransposeConvAttribute.AddOutPad = ( TransposeConvAttribute.TransposeConvAttributeAddOutPad ) TransposeConvAttribute.StartOutPadVector = ( TransposeConvAttribute.TransposeConvAttributeStartOutPadVector ) TransposeConvAttribute.AddStride = ( TransposeConvAttribute.TransposeConvAttributeAddStride ) TransposeConvAttribute.StartStrideVector = ( TransposeConvAttribute.TransposeConvAttributeStartStrideVector ) TransposeConvAttribute.AddOutputShape = ( TransposeConvAttribute.TransposeConvAttributeAddOutputShape ) TransposeConvAttribute.StartOutputShapeVector = ( TransposeConvAttribute.TransposeConvAttributeStartOutputShapeVector ) TransposeConvAttribute.AddInputZp = ( TransposeConvAttribute.TransposeConvAttributeAddInputZp ) TransposeConvAttribute.AddWeightZp = ( TransposeConvAttribute.TransposeConvAttributeAddWeightZp ) TransposeConvAttribute.End = ( TransposeConvAttribute.TransposeConvAttributeEnd ) from tosa import Version if not hasattr(Version, "Start"): Version.Start = Version.VersionStart Version.Add_major = Version.VersionAdd_major Version.Add_minor = Version.VersionAdd_minor Version.Add_patch = Version.VersionAdd_patch Version.Add_draft = Version.VersionAdd_draft Version.End = Version.VersionEnd from tosa import MatMulAttribute if not hasattr(MatMulAttribute, "Start"): MatMulAttribute.Start = MatMulAttribute.MatMulAttributeStart MatMulAttribute.AddAZp = MatMulAttribute.MatMulAttributeAddAZp MatMulAttribute.AddBZp = MatMulAttribute.MatMulAttributeAddBZp MatMulAttribute.End = MatMulAttribute.MatMulAttributeEnd from tosa import FullyConnectedAttribute if not hasattr(FullyConnectedAttribute, "Start"): FullyConnectedAttribute.Start = ( FullyConnectedAttribute.FullyConnectedAttributeStart ) FullyConnectedAttribute.AddInputZp = ( FullyConnectedAttribute.FullyConnectedAttributeAddInputZp ) FullyConnectedAttribute.AddWeightZp = ( FullyConnectedAttribute.FullyConnectedAttributeAddWeightZp ) FullyConnectedAttribute.End = ( FullyConnectedAttribute.FullyConnectedAttributeEnd ) from tosa import NegateAttribute if not hasattr(NegateAttribute, "Start"): NegateAttribute.Start = NegateAttribute.NegateAttributeStart NegateAttribute.AddInput1Zp = NegateAttribute.NegateAttributeAddInput1Zp NegateAttribute.AddOutputZp = NegateAttribute.NegateAttributeAddOutputZp NegateAttribute.End = NegateAttribute.NegateAttributeEnd from tosa import WhileLoopAttribute if not hasattr(WhileLoopAttribute, "Start"): WhileLoopAttribute.Start = WhileLoopAttribute.WhileLoopAttributeStart WhileLoopAttribute.AddCondBranch = ( WhileLoopAttribute.WhileLoopAttributeAddCondBranch ) WhileLoopAttribute.AddBodyBranch = ( WhileLoopAttribute.WhileLoopAttributeAddBodyBranch ) WhileLoopAttribute.End = WhileLoopAttribute.WhileLoopAttributeEnd