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/*
* Copyright (c) 2018 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#include "helpers.h"
#if defined(DATA_TYPE) && defined(VEC_SIZE) && defined(NUM_GROUPS) && defined(K) && defined(SRC_DIM_Z)
// Check valid VEC_SIZES
#if VEC_SIZE != 4 && VEC_SIZE != 8 && VEC_SIZE != 16
#error "Only vector sizes 4, 8 and 16 are supported"
#endif // VEC_SIZE != 4 && VEC_SIZE != 8 && VEC_SIZE != 16
#define TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)
#define DIV_MOD_UINT(x, y, div_res, mod_res) \
({ \
div_res = (uint)((x) * (float)(1.0f / (float)(y))); \
uint r = div_res * (y); \
mod_res = (x)-r; \
})
/** Performs channel shuffle when the data layout is NCHW. See https://arxiv.org/pdf/1707.01083.pdf for details.
*
* @note The vector size must be given as a preprocessor argument using -DVEC_SIZE=num. e.g. -DVEC_SIZE=4
* @note The depth of the tensor must be given as a preprocessor argument using -DSRC_DIM_Z=num. e.g. -DSRC_DIM_Z=64
* @note The number of groups must be given as a preprocessor argument using -DNUM_GROUPS=num_groups. e.g. -DNUM_GROUPS=2
* @note The number of channels in each group must be given as a preprocessor argument using -DK=num. e.g. -DK=1
* K is equal to num_channels / num_groups.
*
* @param[in] src_ptr Pointer to the source matrix. Supported data types: U8/S8/QASYMM8/U16/S16/F16/U32/S32/F32
* @param[in] src_stride_x Stride of the first source tensor in X dimension (in bytes)
* @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] src_stride_y Stride of the first source tensor in Y dimension (in bytes)
* @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
* @param[in] src_stride_z Stride of the first source tensor in Z dimension (in bytes)
* @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_stride_w Stride of the first source tensor in Z dimension (in bytes)
* @param[in] src_step_w src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_offset_first_element_in_bytes The offset of the first element in the first source tensor
* @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr
* @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
* @param[in] dst_step_x output_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
* @param[in] dst_step_y output_stride_y * number of elements along Y processed per workitem(in bytes)
* @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
* @param[in] dst_step_z output_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_stride_w Stride of the destination tensor in Z dimension (in bytes)
* @param[in] dst_step_w output_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
*/
__kernel void channel_shuffle_nchw(TENSOR4D_DECLARATION(src),
TENSOR4D_DECLARATION(dst))
{
uint curr_channel = 0; // channel id of input
uint batch_id = 0; // batch id
uint group_id = 0; // group id
uint channel_id = 0; // channel id within the group
// Compute curr_channel and batch_id
DIV_MOD_UINT(get_global_id(2), SRC_DIM_Z, batch_id, curr_channel);
// Compute group_id and channel_id
DIV_MOD_UINT(curr_channel, K, group_id, channel_id);
const uint x = get_global_id(0) * VEC_SIZE;
const uint y = get_global_id(1) * 2;
const uint z = channel_id * NUM_GROUPS + group_id;
// Load the Nx2 block
const __global uchar *input_ptr = src_ptr + src_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * src_stride_y + curr_channel * src_stride_z + batch_id * src_stride_w;
TYPE u0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(input_ptr + 0 * src_stride_y));
TYPE u1 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(input_ptr + 1 * src_stride_y));
// Store blocks
__global uchar *output_ptr = dst_ptr + dst_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * dst_stride_y + z * dst_stride_z + batch_id * dst_stride_w;
VSTORE(VEC_SIZE)
(u0, 0, (__global DATA_TYPE *)(output_ptr + 0 * dst_stride_y));
VSTORE(VEC_SIZE)
(u1, 0, (__global DATA_TYPE *)(output_ptr + 1 * dst_stride_y));
}
#if VEC_SIZE == 4 && defined(LAST_ACCESSED)
/** Performs channel shuffle when the data layout is NHWC. See https://arxiv.org/pdf/1707.01083.pdf for details.
*
* @note This implementation is only defined for VEC_SIZE = 4
* @note This last element accessed along the first dimension must be given as a preprocessor argument using -DLAST_ACCESSED=num. e.g. -DLAST_ACCESSED=64 in order to prevent out-of-bound writes.
* @note The vector size must be given as a preprocessor argument using -DVEC_SIZE=num. e.g. -DVEC_SIZE=4
* @note The height of the tensor must be given as a preprocessor argument using -DSRC_DIM_Z=num. e.g. -DSRC_DIM_Z=64
* @note The number of groups must be given as a preprocessor argument using -DNUM_GROUPS=num_groups. e.g. -DNUM_GROUPS=2
* @note The number of channels in each group must be given as a preprocessor argument using -DK=num. e.g. -DK=1
* K is equal to num_channels / num_groups.
*
* @param[in] src_ptr Pointer to the source matrix. Supported data types: U8/S8/QASYMM8/U16/S16/F16/U32/S32/F32
* @param[in] src_stride_x Stride of the first source tensor in X dimension (in bytes)
* @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] src_stride_y Stride of the first source tensor in Y dimension (in bytes)
* @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
* @param[in] src_stride_z Stride of the first source tensor in Z dimension (in bytes)
* @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_stride_w Stride of the first source tensor in Z dimension (in bytes)
* @param[in] src_step_w src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_offset_first_element_in_bytes The offset of the first element in the first source tensor
* @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr
* @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
* @param[in] dst_step_x output_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
* @param[in] dst_step_y output_stride_y * number of elements along Y processed per workitem(in bytes)
* @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
* @param[in] dst_step_z output_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_stride_w Stride of the destination tensor in Z dimension (in bytes)
* @param[in] dst_step_w output_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
*/
__kernel void channel_shuffle_nhwc(TENSOR4D_DECLARATION(src),
TENSOR4D_DECLARATION(dst))
{
const uint curr_channel = min((uint)(get_global_id(0) * VEC_SIZE), (uint)LAST_ACCESSED); // input feature map
uint channel_id0 = 0;
uint channel_id1 = 0;
uint channel_id2 = 0;
uint channel_id3 = 0;
uint group_id0 = 0;
uint group_id1 = 0;
uint group_id2 = 0;
uint group_id3 = 0;
uint y = 0;
uint batch_id = 0;
// Compute curr_channel and batch_id
DIV_MOD_UINT(get_global_id(2), (uint)SRC_DIM_Z, batch_id, y);
// Compute group_id and channel_id
DIV_MOD_UINT(curr_channel + (uint)0, K, group_id0, channel_id0);
DIV_MOD_UINT(curr_channel + (uint)1, K, group_id1, channel_id1);
DIV_MOD_UINT(curr_channel + (uint)2, K, group_id2, channel_id2);
DIV_MOD_UINT(curr_channel + (uint)3, K, group_id3, channel_id3);
const uint x = get_global_id(1) * 2;
const uint z0 = channel_id0 * (uint)NUM_GROUPS + group_id0;
const uint z1 = channel_id1 * (uint)NUM_GROUPS + group_id1;
const uint z2 = channel_id2 * (uint)NUM_GROUPS + group_id2;
const uint z3 = channel_id3 * (uint)NUM_GROUPS + group_id3;
// Load the Nx2 block
const __global uchar *input_ptr = src_ptr + src_offset_first_element_in_bytes + curr_channel * sizeof(DATA_TYPE) + x * src_stride_y + y * src_stride_z + batch_id * src_stride_w;
TYPE u0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(input_ptr + 0 * src_stride_y));
TYPE u1 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(input_ptr + 1 * src_stride_y));
// Store blocks
__global uchar *output_ptr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_stride_y + y * dst_stride_z + batch_id * dst_stride_w;
*((__global DATA_TYPE *)(output_ptr + (uint)0 * dst_stride_y + z0 * sizeof(DATA_TYPE))) = u0.s0;
*((__global DATA_TYPE *)(output_ptr + (uint)0 * dst_stride_y + z1 * sizeof(DATA_TYPE))) = u0.s1;
*((__global DATA_TYPE *)(output_ptr + (uint)0 * dst_stride_y + z2 * sizeof(DATA_TYPE))) = u0.s2;
*((__global DATA_TYPE *)(output_ptr + (uint)0 * dst_stride_y + z3 * sizeof(DATA_TYPE))) = u0.s3;
*((__global DATA_TYPE *)(output_ptr + (uint)1 * dst_stride_y + z0 * sizeof(DATA_TYPE))) = u1.s0;
*((__global DATA_TYPE *)(output_ptr + (uint)1 * dst_stride_y + z1 * sizeof(DATA_TYPE))) = u1.s1;
*((__global DATA_TYPE *)(output_ptr + (uint)1 * dst_stride_y + z2 * sizeof(DATA_TYPE))) = u1.s2;
*((__global DATA_TYPE *)(output_ptr + (uint)1 * dst_stride_y + z3 * sizeof(DATA_TYPE))) = u1.s3;
}
#endif // VEC_SIZE == 4 && defined(LAST_ACCESSED)
#endif // defined(DATA_TYPE) && defined(VEC_SIZE) && defined(NUM_GROUPS) && defined(K) && defined(SRC_DIM_Z)
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