/* * Copyright (c) 2018-2021 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" #include "tile_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 != 1 && VEC_SIZE != 2 && VEC_SIZE != 3 && VEC_SIZE != 4 && VEC_SIZE != 8 && VEC_SIZE != 16 #error "Only vector sizes 1, 2, 3, 4, 8 and 16 are supported" #endif // VEC_SIZE != 1 && VEC_SIZE != 2 && VEC_SIZE != 3 && VEC_SIZE != 4 && VEC_SIZE != 8 && VEC_SIZE != 16 #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; \ }) #if defined(VEC_SIZE) && defined(VEC_SIZE_LEFTOVER) && defined(SRC_DIM_X) /** Performs channel shuffle when the data layout is NHWC. 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 third dimension of the tensor must be given as a preprocessor argument using -DSRC_DIM_Z=num. e.g. -DSRC_DIM_Z=64 * @note The first dimension of the tensor must be given as a preprocessor argument using -DSRC_DIM_X=num. e.g. -DSRC_DIM_X=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. * @note The leftover size in the X dimension shoud be given as preprocessor argument using -DVEC_SIZE_LEFTOVER is; x_dimension % VEC_SIZE. e.g. -DVEC_SIZE_LEFTOVER=1 * * @param[in] src_ptr Pointer to the source matrix. Supported data types: All * @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)) { // Offset computation const uint curr_out_channel = GET_SPATIAL_IDX(0, VEC_SIZE, VEC_SIZE_LEFTOVER); // output feature map uint z = 0; uint batch_id = 0; // Compute curr_channel and batch_id DIV_MOD_UINT(get_global_id(2), (uint)SRC_DIM_Z, batch_id, z); VEC_DATA_TYPE(uint, VEC_SIZE) curr_out_channels = (VEC_DATA_TYPE(uint, VEC_SIZE))(curr_out_channel) + VEC_OFFS(uint, VEC_SIZE); VEC_DATA_TYPE(uint, VEC_SIZE) in_channels = (curr_out_channels * (VEC_DATA_TYPE(uint, VEC_SIZE))(K)) % (VEC_DATA_TYPE(uint, VEC_SIZE))(SRC_DIM_X) + (curr_out_channels / (VEC_DATA_TYPE(uint, VEC_SIZE))(NUM_GROUPS)); // Load the values const __global DATA_TYPE *input_ptr = (const __global DATA_TYPE *)(src_ptr + src_offset_first_element_in_bytes + get_global_id(1) * src_stride_y + z * src_stride_z + batch_id * src_stride_w); #if VEC_SIZE == 1 DATA_TYPE out0 = *((const __global * DATA_TYPE)(input_ptr) + in_channels); #elif VEC_SIZE == 2 VEC_DATA_TYPE(DATA_TYPE, 2) out0 = { *(input_ptr + in_channels.s0), *(input_ptr + in_channels.s1) }; #elif VEC_SIZE == 3 VEC_DATA_TYPE(DATA_TYPE, 3) out0 = { *(input_ptr + in_channels.s0), *(input_ptr + in_channels.s1), *(input_ptr + in_channels.s2) }; #elif VEC_SIZE == 4 VEC_DATA_TYPE(DATA_TYPE, 4) out0 = { *(input_ptr + in_channels.s0), *(input_ptr + in_channels.s1), *(input_ptr + in_channels.s2), *(input_ptr + in_channels.s3) }; #elif VEC_SIZE == 8 VEC_DATA_TYPE(DATA_TYPE, 8) out0 = { *(input_ptr + in_channels.s0), *(input_ptr + in_channels.s1), *(input_ptr + in_channels.s2), *(input_ptr + in_channels.s3), *(input_ptr + in_channels.s4), *(input_ptr + in_channels.s5), *(input_ptr + in_channels.s6), *(input_ptr + in_channels.s7) }; #elif VEC_SIZE == 16 VEC_DATA_TYPE(DATA_TYPE, 16) out0 = { *(input_ptr + in_channels.s0), *(input_ptr + in_channels.s1), *(input_ptr + in_channels.s2), *(input_ptr + in_channels.s3), *(input_ptr + in_channels.s4), *(input_ptr + in_channels.s5), *(input_ptr + in_channels.s6), *(input_ptr + in_channels.s7), *(input_ptr + in_channels.s8), *(input_ptr + in_channels.s9), *(input_ptr + in_channels.sa), *(input_ptr + in_channels.sb), *(input_ptr + in_channels.sc), *(input_ptr + in_channels.sd), *(input_ptr + in_channels.se), *(input_ptr + in_channels.sf) }; #endif // VEC_SIZE == 1 __global uchar *output_ptr = dst_ptr + curr_out_channel * sizeof(DATA_TYPE) + dst_offset_first_element_in_bytes + get_global_id(1) * dst_stride_y + z * dst_stride_z + batch_id * dst_stride_w; STORE_VECTOR_SELECT(out, DATA_TYPE, output_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0); } #endif // defined(VEC_SIZE) && defined(VEC_SIZE_LEFTOVER) && defined(SRC_DIM_X) #endif // defined(DATA_TYPE) && defined(VEC_SIZE) && defined(NUM_GROUPS) && defined(K) && defined(SRC_DIM_Z)