diff options
Diffstat (limited to 'src/core/CL/cl_kernels/common/pad_layer.cl')
| -rw-r--r-- | src/core/CL/cl_kernels/common/pad_layer.cl | 263 |
1 files changed, 263 insertions, 0 deletions
diff --git a/src/core/CL/cl_kernels/common/pad_layer.cl b/src/core/CL/cl_kernels/common/pad_layer.cl new file mode 100644 index 0000000000..5ae4ec884d --- /dev/null +++ b/src/core/CL/cl_kernels/common/pad_layer.cl @@ -0,0 +1,263 @@ +/* + * Copyright (c) 2019-2021 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" + +#if defined(DATA_TYPE) && defined(VEC_SIZE) && defined(PAD_X_BEFORE) && defined(SRC_WIDTH) && defined(PAD_X_BEFORE_REMAINDER) && defined(VEC_SIZE_LEFTOVER_WRITE) + +#define VEC_TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) +#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE) +#define VEC_SELECT SELECT_VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) +#define OFFSETS VEC_OFFS(SELECT_DATA_TYPE(DATA_TYPE), VEC_SIZE) +#define SCALAR_COND(x) CONVERT((VEC_SELECT)x == (VEC_SELECT)1, VEC_SELECT) + +#if defined(CONST_VAL) && defined(VEC_SIZE_LEFTOVER_READ) +/** Perform a pad operation when PaddingMode is CONSTANT + * + * @note Data type can be passed using the -DDATA_TYPE compile flag, e.g. -DDATA_TYPE=float + * @note Vector size must be passed using the -DVEC_SIZE compile flag, e.g. -DVEC_SIZE=4 + * @note Constant value used to fill the pads must be passed using the -DCONST_VAL compile flag, e.g. -DCONST_VAL=1.27 + * @note Pad to add to the left must be passed using the -DPAD_X_BEFORE compile flag, e.g. -DPAD_X_BEFORE=5 + * @note Input tensor's width must be passed using the -DSRC_WIDTH compile flag, e.g. -DSRC_WIDTH=224 + * @note In case pad left is more than the vector size, the number of threads to skip along the X axis must be passed using the + * -DTHREADS_TO_SKIP_BEFORE compile flag, e.g. -DTHREADS_TO_SKIP_BEFORE=1. This is defined as (PAD_X_BEFORE / VEC_SIZE) + * @note In case pad left is more than the vector size, the thread from which to skip along the X axis for pad right must be passed using the + * -DTHREADS_TO_SKIP_AFTER compile flag, e.g. -THREADS_TO_SKIP_AFTER=1. This is defined as ((SRC_WIDTH + PAD_X_BEFORE) / VEC_SIZE) + * @note If pad also needs to be added to the top of the tensor, the following compile flags must be passed at compile time: + * -# -DPAD_Y_BEFORE: Pad to add to the top of the input tensor (e.g. -DPAD_Y_BEFORE=3) + * -# -DSRC_HEIGHT: Input tensor's height (e.g. -DSRC_HEIGHT=127) + * @note If pad also needs to be added to the depth of the tensor, the following compile flags must be passed at compile time: + * -# -DPAD_Z_BEFORE: Pad to add before the first plane of the input tensor (e.g. -DPAD_Z_BEFORE=3) + * -# -DSRC_DEPTH: Input tensor's depth (e.g. -DSRC_DEPTH=32) + * @note If pad also needs to be added to the batch of the tensor, the following compile flags must be passed at compile time: + * -# -DPAD_W_BEFORE: Pad to add before the first batch of the input tensor (e.g. -DPAD_W_BEFORE=3) + * -# -DSRC_BATCH: Input tensor's batch size (e.g. -DSRC_BATCH=4) + * + * @param[in] src_ptr Pointer to the source image. Supported data types: All + * @param[in] src_stride_x Stride of the source image 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 source image 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 source image 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_offset_first_element_in_bytes The offset of the first element in the source image + * @param[out] dst_ptr Pointer to the destination image. Supported data types: same as @p src_ptr + * @param[in] dst_stride_x Stride of the destination image in X dimension (in bytes) + * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes) + * @param[in] dst_stride_y Stride of the destination image in Y dimension (in bytes) + * @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes) + * @param[in] dst_stride_z Stride of the destination image in Z dimension (in bytes) + * @param[in] dst_step_z dst_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 image + * @param[in] batch (Optional) Batch index if 4D pad must be applied + */ +__kernel void pad_layer_constant(TENSOR3D_DECLARATION(src), + TENSOR3D_DECLARATION(dst) +#if defined(PAD_W_BEFORE) + , + uint batch +#endif // defined(PAD_W_BEFORE) + ) +{ + Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); + + int x = get_global_id(0); + int y = get_global_id(1); + int z = get_global_id(2); + + // If true, write only padding values; no reads performed + uint cond = 0; +#if defined(THREADS_TO_SKIP_BEFORE) + cond |= x < THREADS_TO_SKIP_BEFORE || x > THREADS_TO_SKIP_AFTER; +#endif // defined(THREADS_TO_SKIP_BEFORE) +#if defined(PAD_Y_BEFORE) + cond |= y < PAD_Y_BEFORE || y >= (SRC_HEIGHT + PAD_Y_BEFORE); +#endif // defined(PAD_Y_BEFORE) +#if defined(PAD_Z_BEFORE) + cond |= z < PAD_Z_BEFORE || z >= (SRC_DEPTH + PAD_Z_BEFORE); +#endif // defined(PAD_Z_BEFORE) +#if defined(PAD_W_BEFORE) + cond |= batch < PAD_W_BEFORE || batch >= (SRC_BATCH + PAD_W_BEFORE); +#endif // defined(PAD_W_BEFORE) + + if(cond) + { + VEC_TYPE const_vals0 = (VEC_TYPE)CONST_VAL; + STORE_VECTOR_SELECT(const_vals, DATA_TYPE, dst.ptr, VEC_SIZE, VEC_SIZE_LEFTOVER_WRITE, get_global_id(0) == (get_global_size(0) - 1)); + } + else + { + // Calculate input's coordinates based on output's + int w = 0; +#if defined(THREADS_TO_SKIP_BEFORE) + x -= THREADS_TO_SKIP_BEFORE; +#endif // defined(THREADS_TO_SKIP_BEFORE) +#if defined(PAD_Y_BEFORE) + y -= PAD_Y_BEFORE; +#endif // defined(PAD_Y_BEFORE) +#if defined(PAD_Z_BEFORE) + z -= PAD_Z_BEFORE; +#endif // defined(PAD_Z_BEFORE) +#if defined(PAD_W_BEFORE) + w -= PAD_W_BEFORE * SRC_DEPTH; +#endif // defined(PAD_W_BEFORE) + x *= VEC_SIZE; + x -= PAD_X_BEFORE_REMAINDER; + + // Check for out of bound reads and clamp X coordinate + uint cond_left = x < 0; + uint cond_right = (x + VEC_SIZE) > SRC_WIDTH; + x = clamp(x, 0, (SRC_WIDTH - VEC_SIZE)); + + // Calculate input's address + __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * src_stride_x + y * src_stride_y + z * src_stride_z + w * (int)src_stride_z; + + // Read values and rotate them properly if they would have been across paddings + VEC_TYPE src_vals0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src_addr); + src_vals0 = select(src_vals0, ROTATE(src_vals0, VEC_SIZE, PAD_X_BEFORE_REMAINDER), SCALAR_COND(cond_left)); + src_vals0 = select(src_vals0, ROTATE(src_vals0, VEC_SIZE, VEC_SIZE_LEFTOVER_READ), SCALAR_COND(cond_right)); + + // Check what values would be padding and replace them with the constant value + VEC_INT xs_out = (VEC_INT)(get_global_id(0) * VEC_SIZE) + VEC_OFFS(int, VEC_SIZE); + VEC_INT conds = xs_out < (VEC_INT)PAD_X_BEFORE || xs_out >= (VEC_INT)(SRC_WIDTH + PAD_X_BEFORE); + src_vals0 = select(src_vals0, (VEC_TYPE)CONST_VAL, CONVERT(conds, VEC_SELECT)); + + // Store values in bounds + STORE_VECTOR_SELECT(src_vals, DATA_TYPE, dst.ptr, VEC_SIZE, VEC_SIZE_LEFTOVER_WRITE, get_global_id(0) == (get_global_size(0) - 1)); + } +} +#endif // defined(CONST_VAL) && defined(VEC_SIZE_LEFTOVER_READ) + +#if defined(IS_REFLECT) && defined(PAD_X_AFTER_REMAINDER) && defined(PAD_X_BEFORE_REMAINDER_REFL) && defined(PAD_X_AFTER_REMAINDER_REFL) && defined(AFTER_PAD_FACT_X) + +#define ROTATE_REVERSE(x, n) ROTATE(REVERSE(x, VEC_SIZE), VEC_SIZE, n) +#define SYMM_REFL_LEFT(x, n0, n1) select(ROTATE_REVERSE(x, n1), ROTATE(x, VEC_SIZE, n0), OFFSETS >= (VEC_SELECT)n0) +#define SYMM_REFL_RIGHT(x, n0, n1) select(ROTATE(x, VEC_SIZE, n0), ROTATE_REVERSE(x, n1), OFFSETS >= (VEC_SELECT)n0) + +/** Perform a pad operation when PaddingMode is SYMMETRIC + * + * @note Data type can be passed using the -DDATA_TYPE compile flag, e.g. -DDATA_TYPE=float + * @note Vector size must be passed using the -DVEC_SIZE compile flag, e.g. -DVEC_SIZE=4 + * @note Constant value must be passed using the -DCONST_VAL compile flag, e.g. -DCONST_VAL=1.27 + * @note Pad to add to the left must be passed using the -DPAD_X_BEFORE compile flag, e.g. -DPAD_X_BEFORE=5 + * @note Input tensor's width must be passed using the -DSRC_WIDTH compile flag, e.g. -DSRC_WIDTH=224 + * @note Number of values to the left when operating across left padding must be passed using the -DPAD_X_BEFORE_REMAINDER compile flag, e.g. -DPAD_X_BEFORE_REMAINDER=5 + * @note Number of values to the left when operating across right padding must be passed using the -DPAD_X_AFTER_REMAINDER compile flag, e.g. -DPAD_X_AFTER_REMAINDER=6 + * @note To rearrange the vectors properly, (PAD_X_BEFORE_REMAINDER + 1) must be passed when mode is REFLECT using the -DPAD_X_BEFORE_REMAINDER_REFL compile flag, e.g. -DPAD_X_BEFORE_REMAINDER=6 + * @note To rearrange the vectors properly, (PAD_X_AFTER_REMAINDER - 1) must be passed using the -DPAD_X_AFTER_REMAINDER_REFL compile flag, e.g. -DPAD_X_AFTER_REMAINDER=5 + * @note When after pad X, starting point to read backward from must be passed using the -DAFTER_PAD_FACT_X compile flag, e.g. -DAFTER_PAD_FACT_X=253 + * @note If padding mode is REFLECT, the -DIS_REFLECT compile flag must be set to 1, else it must be set to 0 + * @note If pad also needs to be added to the top of the tensor, the following compile flags must be passed at compile time: + * -# -DPAD_Y_BEFORE: Pad to add to the top of the input tensor (e.g. -DPAD_Y_BEFORE=3) + * -# -DSRC_HEIGHT: Input tensor's height (e.g. -DSRC_HEIGHT=127) + * @note If pad also needs to be added to the depth of the tensor, the following compile flags must be passed at compile time: + * -# -DPAD_Z_BEFORE: Pad to add before the first plane of the input tensor (e.g. -DPAD_Z_BEFORE=3) + * -# -DSRC_DEPTH: Input tensor's depth (e.g. -DSRC_DEPTH=32) + * @note If the starting point to read backward from is less than the output's last element accessed in the X, the following compile flags must be passed at compile time to avoid negative offsets: + * -# -DAFTER_PAD_REM: Defines how much to rotate the vector if the backward calculation attempted to read from a negative offset (e.g. -DAFTER_PAD_REM=3) + * + * @param[in] src_ptr Pointer to the source image. Supported data types: All + * @param[in] src_stride_x Stride of the source image 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 source image 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 source image 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_offset_first_element_in_bytes The offset of the first element in the source image + * @param[out] dst_ptr Pointer to the destination image. Supported data types: same as @p src_ptr + * @param[in] dst_stride_x Stride of the destination image in X dimension (in bytes) + * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes) + * @param[in] dst_stride_y Stride of the destination image in Y dimension (in bytes) + * @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes) + * @param[in] dst_stride_z Stride of the destination image in Z dimension (in bytes) + * @param[in] dst_step_z dst_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 image + */ +__kernel void pad_layer_symmetric_reflect(TENSOR3D_DECLARATION(src), + TENSOR3D_DECLARATION(dst)) +{ + // Get current thread position + const int x = get_global_id(0); + const int y = get_global_id(1); + const int z = get_global_id(2); + + // Define conditions based on the thread X position w.r.t. pad left and right + const int x_out_first = x * VEC_SIZE; + const int x_out_last = x_out_first + VEC_SIZE; + const int is_before_pad_left = (x_out_last <= PAD_X_BEFORE); + const int is_across_pad_left = (x_out_first < PAD_X_BEFORE) && (x_out_last > PAD_X_BEFORE); + const int is_inside_input = (x_out_first >= PAD_X_BEFORE) && (x_out_last <= (SRC_WIDTH + PAD_X_BEFORE)); + const int is_across_pad_right = (x_out_first < (SRC_WIDTH + PAD_X_BEFORE)) && (x_out_last > (SRC_WIDTH + PAD_X_BEFORE)); + const int is_after_pad_right = (x_out_first >= (SRC_WIDTH + PAD_X_BEFORE)); + + // Calculate base pointers + __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes; + Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); + + // Calculate input tensor's offset based on the defined conditions + int x_offset = 0; + x_offset = select(x_offset, PAD_X_BEFORE - x_out_last + IS_REFLECT, is_before_pad_left); + x_offset = select(x_offset, x_out_first - PAD_X_BEFORE, is_inside_input); + x_offset = select(x_offset, SRC_WIDTH - VEC_SIZE, is_across_pad_right); + x_offset = select(x_offset, AFTER_PAD_FACT_X - x_out_last, is_after_pad_right); + +#if defined(AFTER_PAD_REM) + int neg_offs = x_offset < 0; + x_offset = max(x_offset, 0); +#endif // defined(AFTER_PAD_REM) + + // Load input values from the computed offset + int y_in = y; + int z_in = z; +#if defined(PAD_Y_BEFORE) + y_in = select(y - PAD_Y_BEFORE, PAD_Y_BEFORE - y + IS_REFLECT - 1, y < PAD_Y_BEFORE); + y_in = select(y_in, 2 * SRC_HEIGHT + PAD_Y_BEFORE - y - IS_REFLECT - 1, y >= (SRC_HEIGHT + PAD_Y_BEFORE)); +#endif // defined(PAD_Y_BEFORE) +#if defined(PAD_Z_BEFORE) + z_in = select(z - PAD_Z_BEFORE, PAD_Z_BEFORE - z + IS_REFLECT - 1, z < PAD_Z_BEFORE); + z_in = select(z_in, 2 * SRC_DEPTH + PAD_Z_BEFORE - z - IS_REFLECT - 1, z >= (SRC_DEPTH + PAD_Z_BEFORE)); +#endif // defined(PAD_Y_BEFORE) + + src_addr += x_offset * src_stride_x + y_in * src_step_y + z_in * src_step_z; + +#if SRC_WIDTH == 1 + VSTORE(VEC_SIZE) + ((VEC_TYPE)(*(__global DATA_TYPE *)src_addr), 0, (__global DATA_TYPE *)dst.ptr); +#else // SRC_WIDTH == 1 + + VEC_TYPE src_vals0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src_addr); + + // Choose rearrangement policy based on the defined conditions + src_vals0 = select(src_vals0, SYMM_REFL_LEFT(src_vals0, PAD_X_BEFORE_REMAINDER, PAD_X_BEFORE_REMAINDER_REFL), SCALAR_COND(is_across_pad_left)); + src_vals0 = select(src_vals0, SYMM_REFL_RIGHT(src_vals0, PAD_X_AFTER_REMAINDER, PAD_X_AFTER_REMAINDER_REFL), SCALAR_COND(is_across_pad_right)); + src_vals0 = select(src_vals0, REVERSE(src_vals0, VEC_SIZE), SCALAR_COND((is_before_pad_left || is_after_pad_right))); +#if defined(AFTER_PAD_REM) + src_vals0 = select(src_vals0, ROTATE(src_vals0, VEC_SIZE, AFTER_PAD_REM), SCALAR_COND(neg_offs)); +#endif // defined(AFTER_PAD_REM) + + // Store values in bounds + STORE_VECTOR_SELECT(src_vals, DATA_TYPE, dst.ptr, VEC_SIZE, VEC_SIZE_LEFTOVER_WRITE, get_global_id(0) == (get_global_size(0) - 1)); +#endif // SRC_WIDTH == 1 +} +#endif // defined(IS_REFLECT) && defined(PAD_X_AFTER_REMAINDER) && defined(PAD_X_BEFORE_REMAINDER_REFL) && defined(PAD_X_AFTER_REMAINDER_REFL) && defined(AFTER_PAD_FACT_X) +#endif // defined(DATA_TYPE) && defined(VEC_SIZE) && defined(PAD_X_BEFORE) && defined(SRC_WIDTH) && defined(PAD_X_BEFORE_REMAINDER) && defined(VEC_SIZE_LEFTOVER_WRITE) |