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Concat.hpp 4.39 KiB
/********************************************************************************
* Copyright (c) 2023 CEA-List
*
* This program and the accompanying materials are made available under the
* terms of the Eclipse Public License 2.0 which is available at
* http://www.eclipse.org/legal/epl-2.0.
*
* SPDX-License-Identifier: EPL-2.0
*
********************************************************************************/
#ifndef AIDGE_CORE_OPERATOR_CONCAT_H_
#define AIDGE_CORE_OPERATOR_CONCAT_H_
#include <numeric>
#include <vector>
#include <cmath>
#include <memory>
#include <vector>
#include "aidge/utils/Registrar.hpp"
#include "aidge/operator/OperatorTensor.hpp"
#include "aidge/data/Tensor.hpp"
#include "aidge/graph/Node.hpp"
#include "aidge/utils/StaticAttributes.hpp"
#include "aidge/utils/Types.h"
namespace Aidge {
enum class ConcatAttr { Axis };
class Concat_Op : public OperatorTensor,
public Registrable<Concat_Op, std::string, std::unique_ptr<OperatorImpl>(const Concat_Op&)>,
public StaticAttributes<ConcatAttr, DimSize_t> {
public:
static const std::string Type;
using Attributes_ = StaticAttributes<ConcatAttr, DimSize_t>;
template <ConcatAttr e>
using attr = typename Attributes_::template attr<e>;
Concat_Op(const IOIndex_t nbIn, const DimSize_t axis)
: OperatorTensor(Type, nbIn, 0, 1),
Attributes_(attr<ConcatAttr::Axis>(axis))
{
if (nbIn == 0) {
AIDGE_THROW_OR_ABORT(std::runtime_error, "Add operator should have at least one input.");
}
}
/**
* @brief Copy-constructor. Copy the operator attributes and its output tensor(s), but not its input tensors (the new operator has no input associated).
* @param op Operator to copy.
*/
Concat_Op(const Concat_Op& op)
: OperatorTensor(op),
Attributes_(op)
{
mImpl = op.mImpl ? Registrar<Concat_Op>::create(op.mOutputs[0]->getImpl()->backend())(*this) : nullptr;
}
/**
* @brief Clone the operator using its copy-constructor.
* @see Operator::Concat_Op
*/
std::shared_ptr<Operator> clone() const override {
return std::make_shared<Concat_Op>(*this);
}
// Data operator[](const char* inputName) override final {
// std::shared_ptr<Tensor> in = (strcmp(inputName, "data")) ? mInputs[0] :
// (strcmp(inputName, "weight") ? mInputs[1] :
// (strcmp(inputName, "bias") ? mInputs[2] :
// nullptr));
// assert((in!=nullptr) && "No such parameter");
// return *in;
// }
void computeOutputDims() override final {
// Every input is non-empty with the same number of dimensions
bool associated = (getInput(0) != nullptr);
associated &= !(getInput(0)->empty()) && (getAttr<ConcatAttr::Axis>() < getInput(0)->nbDims()); // do not compute anything if no input
auto outputDims = getInput(0)->dims();
const auto firstInputNbDims = getInput(0) -> nbDims();
for (IOIndex_t i = 1; i < nbInputs(); ++i) {
if (!getInput(i)) {
AIDGE_THROW_OR_ABORT(std::runtime_error, "Every input should be associated with a Tensor");
}
associated &= (getInput(i)->nbDims() == firstInputNbDims);
for (DimSize_t dim = 0; dim < firstInputNbDims; ++dim) {
if (dim == getAttr<ConcatAttr::Axis>()) {
outputDims[dim] += getInput(i)->dims()[dim];
}
else {
associated &= (getInput(i)->dims()[dim] == outputDims[dim]);
}
}
}
if (associated) {
getOutput(0)->resize(outputDims);
}
}
void setBackend(const std::string& name, DeviceIdx_t device = 0) override {
mImpl = Registrar<Concat_Op>::create(name)(*this);
mOutputs[0]->setBackend(name, device);
}
static const std::vector<std::string> getInputsName(){
return {"data_input_0", "data_input_n"};
}
static const std::vector<std::string> getOutputsName(){
return {"data_output"};
}
};
inline std::shared_ptr<Node> Concat(const IOIndex_t nbIn, const DimIdx_t axis = 0, const std::string& name = "") {
return std::make_shared<Node>(std::make_shared<Concat_Op>(nbIn, axis), name);
}
}
namespace {
template <>
const char* const EnumStrings<Aidge::ConcatAttr>::data[] = {
"Axis"
};
}
#endif /* AIDGE_CORE_OPERATOR_CONCAT_H_ */