Forked from
Eclipse Projects / aidge / aidge_core
2293 commits behind the upstream repository.
-
Maxence Naud authoredMaxence Naud authored
Code owners
Assign users and groups as approvers for specific file changes. Learn more.
Slice.hpp 6.90 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_SLICE_H_
#define AIDGE_CORE_OPERATOR_SLICE_H_
#include <memory>
#include <vector>
#include "aidge/backend/OperatorImpl.hpp"
#include "aidge/data/Data.hpp"
#include "aidge/data/Tensor.hpp"
#include "aidge/graph/Node.hpp"
#include "aidge/operator/Operator.hpp"
#include "aidge/utils/Registrar.hpp"
#include "aidge/utils/StaticAttributes.hpp"
#include "aidge/utils/Types.h"
namespace Aidge {
enum class SliceAttr { Beginning, SliceDims };
template <DimIdx_t DIM>
class Slice_Op
: public Operator,
public Registrable<Slice_Op<DIM>, std::string, std::unique_ptr<OperatorImpl>(const Slice_Op<DIM> &)>,
public StaticAttributes<SliceAttr, std::size_t, std::array<DimSize_t, DIM>> {
public:
// FIXME: change accessibility
std::shared_ptr<Tensor> mInput = std::make_shared<Tensor>();
const std::shared_ptr<Tensor> mOutput = std::make_shared<Tensor>();
public:
static constexpr const char *Type = "Slice";
Slice_Op() = delete;
using Attributes_ = StaticAttributes<SliceAttr, std::size_t, std::array<DimSize_t, DIM>>;
template <SliceAttr e>
using attr = typename Attributes_::template attr<e>;
Slice_Op(std::size_t beginningPos, std::array<DimSize_t, DIM> sliceDims)
: Operator(Type),
Attributes_(attr<SliceAttr::Beginning>(beginningPos),
attr<SliceAttr::SliceDims>(sliceDims))
{
setDatatype(DataType::Float32);
}
/**
* @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.
*/
Slice_Op(const Slice_Op &op)
: Operator(Type),
Attributes_(op),
mOutput(std::make_shared<Tensor>(*op.mOutput))
{
// cpy-ctor
setDatatype(op.mOutput->dataType());
mImpl = op.mImpl ? Registrar<Slice_Op<DIM>>::create(mOutput->getImpl()->backend())(*this)
: nullptr;
}
public:
/**
* @brief Clone the operator using its copy-constructor.
* @see Operator::Slice_Op
*/
std::shared_ptr<Operator> clone() const override { return std::make_shared<Slice_Op>(*this); }
void associateInput(const IOIndex_t inputIdx, std::shared_ptr<Data> data) override final {
assert(inputIdx == 0 && "operator supports only 1 input");
(void)inputIdx; // avoid unused warning
assert(strcmp(data->type(), Tensor::Type) == 0 && "input data must be of Tensor type");
mInput = std::dynamic_pointer_cast<Tensor>(data);
}
void computeOutputDims() override final {
if (!mInput->empty()) {
// Check input dimensions is compatible with slice dimensions
if (mInput->nbDims() != DIM) {
printf("Error: input and slice dimensions are not the same size.\n");
exit(-1);
}
std::array<DimSize_t, DIM> outputDims;
// Check that the sliced Tensor is actually part of the input Tensor
// For a 5*5 tensor ('x') and a 3*3 slice kernel ('o'):
// xxxxx xxxxx
// xxxxx xxxxx
// xxooo --> ok xxxoo --> out of bound
// xxooo xxxoo
// xxooo xxxoo
std::vector<std::size_t> beginningCoords = mInput->getCoord(this->template getAttr<SliceAttr::Beginning>());
for (std::size_t i = 0; i < DIM; ++i) {
if (beginningCoords[i] + this->template getAttr<SliceAttr::SliceDims>()[i] >= mInput->dims()[i]) {
printf("ROI of Slice operator out of bounds");
exit(-1);
} else {
outputDims[i] = this->template getAttr<SliceAttr::SliceDims>()[i];
}
}
mOutput->resize(outputDims);
}
}
bool outputDimsForwarded() const override final { return !(mOutput->empty()); }
inline Tensor &input(const IOIndex_t /*inputIdx*/) const override final {
return *(mInput.get());
}
inline Tensor &output(const IOIndex_t /*outputIdx*/) const override final {
return *(mOutput.get());
}
inline std::shared_ptr<Tensor> getInput(const IOIndex_t inputIdx) const override final {
assert((inputIdx == 0) && "Slice Operator has only 1 input");
(void)inputIdx; // avoid unused warning
return mInput;
}
inline std::shared_ptr<Tensor> getOutput(const IOIndex_t outputIdx) const override final {
assert((outputIdx == 0) && "Slice Operator has only 1 output");
(void)outputIdx; // avoid unused warning
return mOutput;
}
std::shared_ptr<Data> getRawInput(const IOIndex_t inputIdx) const override final {
assert(inputIdx == 0 && "operator supports only 1 input");
(void)inputIdx; // avoid unused warning
return std::static_pointer_cast<Data>(mInput);
}
std::shared_ptr<Data> getRawOutput(const IOIndex_t outputIdx) const override final {
assert(outputIdx == 0 && "operator supports only 1 output");
(void)outputIdx; // avoid unused warning
return mOutput;
}
void setBackend(const std::string &name) {
mImpl = Registrar<Slice_Op>::create(name)(*this);
mOutput->setBackend(name);
// FIXME: temporary workaround
mInput->setBackend(name);
}
void setDatatype(const DataType &datatype) {
mOutput->setDatatype(datatype);
// FIXME: temporary workaround
mInput->setDatatype(datatype);
}
inline IOIndex_t nbInputs() const noexcept override final { return 1; }
inline IOIndex_t nbDataInputs() const noexcept override final { return 1; }
inline IOIndex_t nbOutputs() const noexcept override final { return 1; }
};
template <DimIdx_t DIM>
inline std::shared_ptr<Node> Slice(std::size_t beginningPos, std::array<DimSize_t, DIM> sliceDims,
const std::string &name = "") {
// FIXME: properly handle default w&b initialization in every cases
return std::make_shared<Node>(std::make_shared<Slice_Op<DIM>>( beginningPos, sliceDims), name);
}
template <DimIdx_t DIM>
inline std::shared_ptr<Node> Slice(std::size_t beginningPos, DimSize_t const (&sliceDims)[DIM], const std::string& name = "") {
return Slice(beginningPos, to_array(sliceDims), name);
}
} // namespace Aidge
namespace {
template <>
const char *const EnumStrings<Aidge::SliceAttr>::data[] = { "Beginning", "SliceDims" };
}
#endif /* AIDGE_CORE_OPERATOR_RELU_H_ */