2019-06-06 14:21:15 +02:00
|
|
|
/*******************************************************************************
|
|
|
|
* Copyright (c) 2015-2018 Skymind, Inc.
|
|
|
|
*
|
|
|
|
* This program and the accompanying materials are made available under the
|
|
|
|
* terms of the Apache License, Version 2.0 which is available at
|
|
|
|
* https://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.
|
|
|
|
*
|
|
|
|
* SPDX-License-Identifier: Apache-2.0
|
|
|
|
******************************************************************************/
|
|
|
|
|
|
|
|
//
|
|
|
|
// @author raver119@gmail.com
|
|
|
|
//
|
|
|
|
|
2020-03-02 10:49:41 +01:00
|
|
|
#include <array/ShapeDescriptor.h>
|
|
|
|
#include <helpers/shape.h>
|
|
|
|
#include <helpers/ShapeBuilders.h>
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-03-02 10:49:41 +01:00
|
|
|
namespace sd {
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
|
|
// equal to operator
|
2020-02-24 05:51:01 +01:00
|
|
|
bool ShapeDescriptor::operator==(const ShapeDescriptor &other) const {
|
|
|
|
|
|
|
|
if (_empty != other._empty)
|
|
|
|
return false;
|
|
|
|
if (_rank != other._rank)
|
|
|
|
return false;
|
|
|
|
if (_order != other._order)
|
|
|
|
return false;
|
|
|
|
if (_dataType != other._dataType)
|
|
|
|
return false;
|
|
|
|
if (_ews != other._ews)
|
|
|
|
return false;
|
|
|
|
|
|
|
|
if (_shape != other._shape)
|
|
|
|
return false;
|
|
|
|
|
|
|
|
if (_strides != other._strides)
|
|
|
|
return false;
|
|
|
|
|
|
|
|
return true;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
|
|
// less than operator
|
2020-02-24 05:51:01 +01:00
|
|
|
bool ShapeDescriptor::operator<(const ShapeDescriptor &other) const {
|
|
|
|
return std::tie(_empty, _rank, _dataType, _ews, _order, _shape, _strides) <
|
|
|
|
std::tie(other._empty, other._rank, other._dataType, other._ews, other._order, other._shape,
|
|
|
|
other._strides);
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
Nd4jLong *ShapeDescriptor::toShapeInfo() const {
|
|
|
|
if (_empty) {
|
|
|
|
if (_rank == 0)
|
|
|
|
return ShapeBuilders::emptyShapeInfo(_dataType);
|
|
|
|
else {
|
|
|
|
return ShapeBuilders::emptyShapeInfo(_dataType, _order, _shape);
|
|
|
|
}
|
2019-06-15 13:34:34 +02:00
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
switch (_rank) {
|
|
|
|
case 0: {
|
|
|
|
auto shapeInfo = ShapeBuilders::createScalarShapeInfo(_dataType);
|
|
|
|
shapeInfo[2] = _ews;
|
|
|
|
return shapeInfo;
|
|
|
|
}
|
|
|
|
case 1: {
|
|
|
|
auto shapeInfo = ShapeBuilders::createVectorShapeInfo(_dataType, _shape[0]);
|
|
|
|
shapeInfo[2 + _rank * 2] = _ews;
|
|
|
|
shapeInfo[2] = _strides[0];
|
|
|
|
shapeInfo[2 + _rank * 2 + 1] = _order;
|
|
|
|
return shapeInfo;
|
|
|
|
}
|
|
|
|
default: {
|
|
|
|
auto shapeInfo = ShapeBuilders::createShapeInfo(_dataType, _order, _shape);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < _rank; e++)
|
|
|
|
shapeInfo[e + 1 + _rank] = _strides[e];
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
shapeInfo[2 + _rank * 2] = _ews;
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
return shapeInfo;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order, const Nd4jLong *shape, const int rank)
|
|
|
|
: _dataType(type), _order(order), _rank(rank), _ews(1) {
|
|
|
|
_shape.resize(rank);
|
|
|
|
_strides.resize(rank);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < rank; e++)
|
|
|
|
_shape[e] = shape[e];
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
if (order == 'c')
|
|
|
|
shape::calcStrides(_shape.data(), _shape.size(), _strides.data());
|
|
|
|
else
|
|
|
|
shape::calcStridesFortran(_shape.data(), _shape.size(), _strides.data());
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (auto v:_shape) {
|
|
|
|
if (v == 0) {
|
|
|
|
_empty = true;
|
|
|
|
break;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order, const Nd4jLong *shape,
|
|
|
|
const Nd4jLong *strides, const int rank, Nd4jLong ews, const bool empty) {
|
|
|
|
_shape.resize(rank);
|
|
|
|
_strides.resize(rank);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
_dataType = type;
|
|
|
|
_order = order;
|
|
|
|
_rank = rank;
|
|
|
|
_empty = empty;
|
|
|
|
_ews = ews;
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < rank; e++)
|
|
|
|
_shape[e] = shape[e];
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < rank; e++)
|
|
|
|
_strides[e] = strides[e];
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (auto v:_shape) {
|
|
|
|
if (v == 0) {
|
|
|
|
_empty = true;
|
|
|
|
break;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order, const std::vector<Nd4jLong> &shape)
|
|
|
|
: _dataType(type), _order(order), _shape(shape) {
|
|
|
|
_rank = shape.size();
|
|
|
|
_ews = 1;
|
|
|
|
|
|
|
|
if (_rank > 0) {
|
|
|
|
_strides.resize(_rank);
|
|
|
|
|
|
|
|
for (auto v:_shape) {
|
|
|
|
if (v == 0) {
|
|
|
|
_empty = true;
|
|
|
|
break;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
// no point calculating strides for empty arrays
|
|
|
|
if (!_empty) {
|
|
|
|
if (order == 'c')
|
|
|
|
shape::calcStrides(_shape.data(), shape.size(), _strides.data());
|
|
|
|
else
|
|
|
|
shape::calcStridesFortran(_shape.data(), shape.size(), _strides.data());
|
|
|
|
} else {
|
|
|
|
// all strides set to 0
|
|
|
|
memset(_strides.data(), 0, sizeof(Nd4jLong) * shape.size());
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order,
|
|
|
|
const std::initializer_list<Nd4jLong> &shape) : _dataType(type), _order(order),
|
|
|
|
_shape(shape) {
|
|
|
|
_rank = shape.size();
|
|
|
|
_ews = 1;
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
_strides.resize(shape.size());
|
|
|
|
if (order == 'c')
|
|
|
|
shape::calcStrides(_shape.data(), shape.size(), _strides.data());
|
|
|
|
else
|
|
|
|
shape::calcStridesFortran(_shape.data(), shape.size(), _strides.data());
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
for (auto v:_shape) {
|
|
|
|
if (v == 0) {
|
|
|
|
_empty = true;
|
|
|
|
break;
|
|
|
|
}
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order, const std::vector<Nd4jLong> &shape,
|
|
|
|
const std::vector<Nd4jLong> &strides, const Nd4jLong ews) : ShapeDescriptor(type,
|
|
|
|
order,
|
|
|
|
shape,
|
|
|
|
strides) {
|
|
|
|
_ews = ews;
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const Nd4jLong length) : _dataType(type), _ews(1),
|
|
|
|
_order('c'), _rank(1),
|
|
|
|
_empty(false) {
|
|
|
|
_shape = {length};
|
|
|
|
_strides = {1};
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const Nd4jLong *shapeInfo, bool inheritDtype) {
|
|
|
|
_order = shape::order(shapeInfo);
|
|
|
|
_ews = shape::elementWiseStride(shapeInfo);
|
|
|
|
_rank = shape::rank(shapeInfo);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
if (inheritDtype)
|
|
|
|
_dataType = ArrayOptions::dataType(shapeInfo);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
_empty = shape::isEmpty(shapeInfo);
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < _rank; e++) {
|
|
|
|
_shape.emplace_back(shapeInfo[e + 1]);
|
|
|
|
if (shapeInfo[e + 1] == 0)
|
|
|
|
_empty = true;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (int e = 0; e < _rank; e++)
|
|
|
|
_strides.emplace_back(shapeInfo[e + 1 + _rank]);
|
2019-06-15 13:34:34 +02:00
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-03-02 10:49:41 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const Nd4jLong *shapeInfo, const sd::DataType dtypeOverride)
|
2020-02-24 05:51:01 +01:00
|
|
|
: ShapeDescriptor::ShapeDescriptor(shapeInfo, false) {
|
|
|
|
_dataType = dtypeOverride;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const Nd4jLong *shapeInfo, const Nd4jLong *dtypeOverride)
|
|
|
|
: ShapeDescriptor::ShapeDescriptor(shapeInfo, ArrayOptions::dataType(dtypeOverride)) {
|
|
|
|
//
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const Nd4jLong *shapeInfo, const Nd4jLong *dtypeOverride,
|
|
|
|
const Nd4jLong *orderOverride) : ShapeDescriptor::ShapeDescriptor(shapeInfo,
|
|
|
|
ArrayOptions::dataType(
|
|
|
|
dtypeOverride)) {
|
|
|
|
_order = shape::order(orderOverride);
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
int ShapeDescriptor::rank() const {
|
|
|
|
return _rank;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
Nd4jLong ShapeDescriptor::ews() const {
|
|
|
|
return _ews;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
Nd4jLong ShapeDescriptor::arrLength() const {
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
Nd4jLong len = 1;
|
|
|
|
for (const auto &dim : const_cast<ShapeDescriptor *>(this)->shape())
|
|
|
|
len *= dim;
|
|
|
|
return len;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
char ShapeDescriptor::order() const {
|
|
|
|
return _order;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
DataType ShapeDescriptor::dataType() const {
|
|
|
|
return _dataType;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
bool ShapeDescriptor::isEmpty() const {
|
|
|
|
return _empty;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
std::vector<Nd4jLong> &ShapeDescriptor::shape() {
|
|
|
|
return _shape;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
std::vector<Nd4jLong> &ShapeDescriptor::strides() {
|
|
|
|
return _strides;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const ShapeDescriptor &other) {
|
|
|
|
_rank = other._rank;
|
|
|
|
_ews = other._ews;
|
|
|
|
_empty = other._empty;
|
|
|
|
_dataType = other._dataType;
|
|
|
|
_order = other._order;
|
|
|
|
_shape = other._shape;
|
|
|
|
_strides = other._strides;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
//////////////////////////////////////////////////////////////////////////
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor::ShapeDescriptor(const DataType type, const char order, const std::vector<Nd4jLong> &shape,
|
|
|
|
const std::vector<Nd4jLong> &strides) : _dataType(type), _order(order),
|
|
|
|
_shape(shape) {
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
if (strides.empty() && !shape.empty()) {
|
|
|
|
_strides.resize(shape.size());
|
|
|
|
if (order == 'c')
|
|
|
|
shape::calcStrides(_shape.data(), shape.size(), _strides.data());
|
|
|
|
else
|
|
|
|
shape::calcStridesFortran(_shape.data(), shape.size(), _strides.data());
|
|
|
|
} else {
|
|
|
|
_strides = strides;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (auto v:_shape) {
|
|
|
|
if (v == 0) {
|
|
|
|
_empty = true;
|
|
|
|
break;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor ShapeDescriptor::emptyDescriptor(const DataType type) {
|
|
|
|
ShapeDescriptor descriptor;
|
|
|
|
descriptor._dataType = type;
|
|
|
|
descriptor._empty = true;
|
|
|
|
descriptor._rank = 0;
|
|
|
|
descriptor._order = 'c';
|
|
|
|
descriptor._ews = 1;
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
return descriptor;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor ShapeDescriptor::scalarDescriptor(const DataType type) {
|
|
|
|
ShapeDescriptor descriptor;
|
|
|
|
descriptor._dataType = type;
|
|
|
|
descriptor._empty = false;
|
|
|
|
descriptor._rank = 0;
|
|
|
|
descriptor._order = 'c';
|
|
|
|
descriptor._ews = 1;
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
return descriptor;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
ShapeDescriptor ShapeDescriptor::vectorDescriptor(const Nd4jLong length, const DataType type) {
|
|
|
|
ShapeDescriptor descriptor;
|
|
|
|
descriptor._dataType = type;
|
|
|
|
descriptor._shape.emplace_back(length);
|
2019-06-15 13:34:34 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
if (length > 0)
|
|
|
|
descriptor._strides.emplace_back(1);
|
|
|
|
else {
|
|
|
|
descriptor._strides.emplace_back(0);
|
|
|
|
descriptor._empty = true;
|
|
|
|
}
|
|
|
|
|
|
|
|
descriptor._order = 'c';
|
|
|
|
descriptor._ews = 1;
|
|
|
|
descriptor._rank = 1;
|
|
|
|
|
|
|
|
return descriptor;
|
2019-06-15 13:34:34 +02:00
|
|
|
}
|
2020-02-24 05:51:01 +01:00
|
|
|
}
|
2019-06-15 13:34:34 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
namespace std {
|
2020-03-02 10:49:41 +01:00
|
|
|
size_t hash<sd::ShapeDescriptor>::operator()(const sd::ShapeDescriptor &k) const {
|
2020-02-24 05:51:01 +01:00
|
|
|
auto res = std::hash<Nd4jLong>()(k.arrLength());
|
|
|
|
res ^= std::hash<char>()(k.order()) + 0x9e3779b9 + (res << 6) + (res >> 2);
|
|
|
|
res ^= k.dataType() + 0x9e3779b9 + (res << 6) + (res >> 2);
|
|
|
|
res ^= std::hash<int>()(k.rank()) + 0x9e3779b9 + (res << 6) + (res >> 2);
|
|
|
|
res ^= std::hash<Nd4jLong>()(k.ews()) + 0x9e3779b9 + (res << 6) + (res >> 2);
|
2020-03-02 10:49:41 +01:00
|
|
|
auto shapes = const_cast<sd::ShapeDescriptor&>(k).shape();
|
|
|
|
auto strides = const_cast<sd::ShapeDescriptor&>(k).strides();
|
2020-02-24 05:51:01 +01:00
|
|
|
for (auto s: shapes) {
|
|
|
|
res ^= std::hash<Nd4jLong>()(s) + 0x9e3779b9 + (res << 6) + (res >> 2);
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
for (auto s: strides) {
|
|
|
|
res ^= std::hash<Nd4jLong>()(s) + 0x9e3779b9 + (res << 6) + (res >> 2);
|
|
|
|
}
|
|
|
|
|
|
|
|
return res;
|
|
|
|
}
|
2019-06-06 14:21:15 +02:00
|
|
|
}
|
|
|
|
|
|
|
|
|
2020-02-24 05:51:01 +01:00
|
|
|
|