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// Copyright (c) 2020, 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.
#ifndef GRAPH_NODE_H
#define GRAPH_NODE_H
#include "attribute.h"
#include "quant_info.h"
#include "tensor.h"
#include "tosa_generated.h"
#include <iostream>
#define DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, RANK, DTYPE) template class TosaReference::OP<RANK, DType_##DTYPE>;
#define DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, RANK, DTYPE1, DTYPE2) \
template class TosaReference::OP<RANK, DType_##DTYPE1, DType_##DTYPE2>;
#define DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, RANK1, RANK2, DTYPE) \
template class TosaReference::OP<RANK1, RANK2, DType_##DTYPE>;
#define DEF_INSTANTIATE_TWO_RANK_TWO_TYPE(OP, RANK1, RANK2, DTYPE1, DTYPE2) \
template class TosaReference::OP<RANK1, RANK2, DType_##DTYPE1, DType_##DTYPE2>;
#define DEF_INSTANTIATE_ONE_RANK_0_6(OP) \
template class TosaReference::OP<0>; \
template class TosaReference::OP<1>; \
template class TosaReference::OP<2>; \
template class TosaReference::OP<3>; \
template class TosaReference::OP<4>; \
template class TosaReference::OP<5>; \
template class TosaReference::OP<6>;
#define DEF_INSTANTIATE_ONE_TYPE(OP, DTYPE) template class TosaReference::OP<DType_##DTYPE>;
#define DEF_INSTANTIATE_TWO_TYPE(OP, DTYPE1, DTYPE2) template class TosaReference::OP<DType_##DTYPE1, DType_##DTYPE2>;
#define DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OP, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 0, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 1, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 2, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 3, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 4, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 5, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 6, DTYPE)
#define DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OP, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 1, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 2, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 3, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 4, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 5, DTYPE) \
DEF_INSTANTIATE_ONE_RANK_ONE_TYPE(OP, 6, DTYPE)
#define DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OP, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 0, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 1, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 2, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 3, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 4, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 5, DTYPE1, DTYPE2) \
DEF_INSTANTIATE_ONE_RANK_TWO_TYPE(OP, 6, DTYPE1, DTYPE2)
#define DEF_INSTANTIATE_RESHAPE(OP, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 0, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 0, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 6, DTYPE)
#define DEF_INSTANTIATE_GATHER(OP, DTYPE) \
/* gather op takes input and index rank as template argument */ \
/* note output rank = input rank - 1 + index rank */ \
/* and max rank allowed in tosa_reference is 6 */ \
/* so only specific input and index pair is instantiated */ \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 1, 6, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 2, 5, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 3, 4, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 4, 3, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 1, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 5, 2, DTYPE) \
DEF_INSTANTIATE_TWO_RANK_ONE_TYPE(OP, 6, 1, DTYPE)
#define INIT_ATTRIBUTE(ATTRIBUTE_NAME) \
if (auto p = dynamic_cast<Tosa##ATTRIBUTE_NAME##Attribute*>(attribute_)) \
{ \
attribute = new Tosa##ATTRIBUTE_NAME##Attribute(p); \
ASSERT_MEM(attribute); \
} \
else \
{ \
FATAL_ERROR("Can't initialize Tosa" #ATTRIBUTE_NAME "Attribute"); \
}
#define INIT_QINFO(QINFO_NAME) \
if (auto p = dynamic_cast<Tosa##QINFO_NAME##QuantInfo*>(qinfo_)) \
{ \
qinfo = new Tosa##QINFO_NAME##QuantInfo(p); \
ASSERT_MEM(qinfo); \
} \
else \
{ \
qinfo = nullptr; \
}
namespace TosaReference
{
// Nodes in the graph (e.g., tosa operators) are defined with this base
// class.
class GraphNode
{
public:
GraphNode(const tosa::Op& nodeType, const uint64_t id_);
virtual ~GraphNode();
int addInputName(std::string& name);
int addOutputName(std::string& name);
int addInputTensor(Tensor* tens);
int addOutputTensor(Tensor* tens);
// Validate that the input tensors match properly
// in their types, attributes, rank, etc well enough to be
// processed.
//
// This function should be pure virtual (eventually) in order to force
// derivative operators to implement the check, but we'll initially
// provide a default function so that GraphNode can be instantiated
// directly for testing purposes.
virtual int checkTensorAttributes();
// Evalute the node/operator
virtual int eval();
int hasAllInputsReady() const;
int hasAllOutputsReady() const;
int dumpNode(FILE* out);
int dumpNode(std::ostream& out);
int setNodeMarked()
{
isMarked = true;
return 0;
}
int getNodeMarked() const
{
return isMarked;
}
int clearNodeMarked()
{
isMarked = false;
return 0;
}
int getEvalCount() const
{
return evalCount;
}
uint64_t getID() const
{
return nodeId;
}
std::vector<std::string>& getInputNames()
{
return inputNames;
}
std::vector<std::string>& getOutputNames()
{
return outputNames;
}
std::vector<Tensor*>& getOutputs()
{
return outputs;
}
std::vector<Tensor*>& getInputs()
{
return inputs;
}
int getOnNextNodeList() const
{
return onNextNodeList;
}
int setOnNextNodeList()
{
onNextNodeList = true;
return 0;
}
int clearOnNextNodeList()
{
onNextNodeList = false;
return 0;
}
tosa::Op getOp() const
{
return nodeType;
}
protected:
// Print out a node validation error
int printNodeValidationError(const std::string& msg);
int setRequiredOperands(const int in, const int out)
{
requiredInputCount = in;
requiredOutputCount = out;
return 0;
}
int setRequiredRank(const int min, const int max = -1)
{
if (max == -1)
{
requiredRankMin = requiredRankMax = min;
}
else
{
requiredRankMin = min;
requiredRankMax = max;
}
ASSERT_MSG(requiredRankMin <= requiredRankMax,
"GraphNode::setRequiredRank: requiredRankMin %d must be <= requiredRankMax %d", requiredRankMin,
requiredRankMax);
return 0;
}
int validateRequiredOperands();
int validateRequiredRank(const Tensor* t);
// Description of the node type (e.g., CONST, CONV2D, etc...)
tosa::Op nodeType;
// A list of input tensor names
std::vector<std::string> inputNames;
// A list of the output tensor names
std::vector<std::string> outputNames;
// A list of the input tensors (after names have been matched up)
std::vector<Tensor*> inputs;
// A list of the output tensors (after names have been matched up)
std::vector<Tensor*> outputs;
// Unique node ID for debugging
uint64_t nodeId;
// Flag used for graph analysis
int isMarked;
// Number of times eval() has been called for this node
int evalCount;
// Flag indicating that this node is ready and is on the
// next-node list.
int onNextNodeList;
// Required input/output tensor counts for node validation
// -1 means any number is allowed
int requiredInputCount;
int requiredOutputCount;
// Required rank ranges for input/output tensors
// -1 means n/a
int requiredRankMin;
int requiredRankMax;
};
}; // namespace TosaReference
#endif
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