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|
# 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
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