cavis/libnd4j/include/ops/declarable/helpers/cpu/s_t_b.cpp

129 lines
5.8 KiB
C++

/*******************************************************************************
* 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
******************************************************************************/
//
// Created by raver119 on 19.01.18.
//
#include <ops/declarable/helpers/s_t_b.h>
namespace nd4j {
namespace ops {
namespace helpers {
template <int N, bool B2S>
struct SpaceToBatchHelper {
template <typename T>
static void run(T *ptrSpace, const Nd4jLong *space_shape, const Nd4jLong *space_strides, const Nd4jLong *block_shape, const Nd4jLong *pad_start, const Nd4jLong *block_offsets, T *ptrBatch, const Nd4jLong *batch_shape, const Nd4jLong *batch_strides) {
for (int batch_pos = 0; batch_pos < batch_shape[0]; ++batch_pos) {
const int space_pos = batch_pos * block_shape[0] + block_offsets[0] - pad_start[0];
if (space_pos >= 0 && space_pos < space_shape[0]) {
SpaceToBatchHelper<N - 1, B2S>::run(ptrSpace + space_pos * space_strides[0], space_shape + 1, space_strides + 1, block_shape + 1, pad_start + 1, block_offsets + 1, ptrBatch, batch_shape + 1, batch_strides + 1);
} else {
if (!B2S)
for (int i = 0; i < batch_strides[0]; i++)
ptrBatch[i] = (T) 0.f;
}
ptrBatch += batch_strides[0];
}
}
};
template <bool B2S>
struct SpaceToBatchHelper<0, B2S> {
template <typename T>
static void run(T *ptrSpace, const Nd4jLong *space_shape, const Nd4jLong *space_strides, const Nd4jLong *block_shape, const Nd4jLong *pad_start, const Nd4jLong *block_offsets, T *ptrBatch, const Nd4jLong *batch_shape, const Nd4jLong *batch_strides) {
int str = batch_strides[-1];
for (int i = 0; i < str; i++)
if (B2S)
ptrSpace[i] = ptrBatch[i];
else
ptrBatch[i] = ptrSpace[i];
}
};
template <typename T, int NUM_BLOCK_DIMS, bool B2S>
void _execute(nd4j::LaunchContext * context, void *vptrSpace, const Nd4jLong *space_shape, const Nd4jLong *space_strides, const Nd4jLong *block_shape, const Nd4jLong *pad_start, const Nd4jLong *block_offsets, void *vptrBatch, const Nd4jLong *batch_shape, const Nd4jLong *batch_strides) {
auto ptrSpace = reinterpret_cast<T *>(vptrSpace);
auto ptrBatch = reinterpret_cast<T *>(vptrBatch);
SpaceToBatchHelper<NUM_BLOCK_DIMS, B2S>::run(ptrSpace, space_shape, space_strides, block_shape, pad_start, block_offsets, ptrBatch, batch_shape, batch_strides);
};
Nd4jStatus _spaceToBatch(nd4j::LaunchContext * context, int internal_block_dims, NDArray *input, NDArray *output, std::vector<Nd4jLong> &internal_input_shape, std::vector<Nd4jLong> &internal_output_shape, Nd4jLong *block_shape, Nd4jLong *paddings) {
auto in = input->reshape('c', internal_input_shape);
auto out = output->reshape('c', internal_output_shape);
switch (internal_block_dims) {
case 1:
_prepare<1, false>(context, &in, &out, block_shape, paddings);
break;
case 2:
_prepare<2, false>(context, &in, &out, block_shape, paddings);
break;
case 3:
_prepare<3, false>(context, &in, &out, block_shape, paddings);
break;
case 4:
_prepare<4, false>(context, &in, &out, block_shape, paddings);
break;
default: {
return Status::THROW("SpaceToBatch: Wrong number of internal_block_dims");
}
}
return Status::OK();
}
Nd4jStatus _batchToSpace(nd4j::LaunchContext * context, int internal_block_dims, NDArray *input, NDArray *output, std::vector<Nd4jLong> &internal_input_shape, std::vector<Nd4jLong> &internal_output_shape, Nd4jLong *block_shape, Nd4jLong *crops) {
auto in = input->reshape('c', internal_input_shape);
auto out = output->reshape('c', internal_output_shape);
switch (internal_block_dims) {
case 1:
_prepare<1, true>(context, &in, &out, block_shape, crops);
break;
case 2:
_prepare<2, true>(context, &in, &out, block_shape, crops);
break;
case 3:
_prepare<3, true>(context, &in, &out, block_shape, crops);
break;
case 4:
_prepare<4, true>(context, &in, &out, block_shape, crops);
break;
default: {
return Status::THROW("BatchToSpace: Wrong number of internal_block_dims");
}
}
return Status::OK();
}
#define STB_DIM (0, 1),\
(1, 2),\
(2, 3),\
(3, 4)
#define STB_BOOL (0, false),\
(1, true)
BUILD_TRIPLE_TEMPLATE(template void _execute, (nd4j::LaunchContext * context, void *ptrSpace, const Nd4jLong *space_shape, const Nd4jLong *space_strides, const Nd4jLong *block_shape, const Nd4jLong *pad_start, const Nd4jLong *block_offsets, void *ptrBatch, const Nd4jLong *batch_shape, const Nd4jLong *batch_strides), LIBND4J_TYPES, STB_DIM, STB_BOOL);
#undef STB_BOOL
#undef STB_DIM
}
}
}