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Scaling.hpp 3.43 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_SCALING_H_
#define AIDGE_CORE_OPERATOR_SCALING_H_
#include <cstddef> // std::size_t
#include <vector>
#include <memory>
#include "aidge/backend/OperatorImpl.hpp"
#include "aidge/graph/Node.hpp"
#include "aidge/operator/OperatorTensor.hpp"
#include "aidge/utils/Registrar.hpp"
#include "aidge/utils/StaticAttributes.hpp"
#include "aidge/utils/Types.h"
//Caution: This operator is now deprecated and should no longer be used.
//It has been replaced by the MetaOperator "Quantizer" (located directly in aidge_quantization).
namespace Aidge {
enum class ScalingAttr {
ScalingFactor, QuantizedNbBits, IsOutputUnsigned
};
class Scaling_Op
: public OperatorTensor,
public Registrable<Scaling_Op, std::string, std::function<std::shared_ptr<OperatorImpl>(const Scaling_Op&)>> {
public:
static const std::string Type;
private:
using Attributes_ = StaticAttributes<ScalingAttr, float, std::size_t, bool>;
template <ScalingAttr e> using attr = typename Attributes_::template attr<e>;
const std::shared_ptr<Attributes_> mAttributes;
public:
Scaling_Op() = delete;
Scaling_Op(float scalingFactor, std::size_t nbBits, bool isOutputUnsigned);
/**
* @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.
*/
Scaling_Op(const Scaling_Op& op);
/**
* @brief Clone the operator using its copy-constructor.
* @see Operator::Scaling_Op
*/
std::shared_ptr<Operator> clone() const override;
void setBackend(const std::string& name, DeviceIdx_t device = 0) override final;
std::set<std::string> getAvailableBackends() const override;
inline std::shared_ptr<Attributes> attributes() const override { return mAttributes; }
inline float& scalingFactor() const noexcept { return mAttributes -> getAttr<ScalingAttr::ScalingFactor>(); }
inline std::size_t& quantizedNbBits() const noexcept { return mAttributes -> getAttr<ScalingAttr::QuantizedNbBits>(); }
inline bool& isOutputUnsigned() const noexcept { return mAttributes -> getAttr<ScalingAttr::IsOutputUnsigned>(); }
static const std::vector<std::string> getInputsName() {
return {"data_input"};
}
static const std::vector<std::string> getOutputsName() {
return {"data_output"};
}
};
/*
inline std::shared_ptr<Node> Scaling(float scalingFactor = 1.0f, const std::string& name = "") {
return std::make_shared<Node>(std::make_shared<Scaling_Op>(scalingFactor), name);
}
*/
std::shared_ptr<Node> Scaling(float scalingFactor = 1.0f,
std::size_t quantizedNbBits=8,
bool isOutputUnsigned=true,
const std::string& name = "");
} // namespace Aidge
namespace {
template <>
const char* const EnumStrings<Aidge::ScalingAttr>::data[]
= {"scaling_factor", "quantized_nb_bits", "is_output_unsigned"};
}
#endif /* AIDGE_CORE_OPERATOR_SCALING_H_ */