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authorGiorgio Arena <giorgio.arena@arm.com>2019-08-14 10:13:50 +0100
committerGiorgio Arena <giorgio.arena@arm.com>2019-08-21 13:22:14 +0000
commit205eed8cf22d221fbee6442df73be9870879c9b5 (patch)
treede1e7836edf25afe6cc6fa19a358f02adf6a780e /src/core/CL/cl_kernels/pad_layer.cl
parent400abc8291c1b3c5cfe1f151cc1b1f5004615150 (diff)
downloadComputeLibrary-205eed8cf22d221fbee6442df73be9870879c9b5.tar.gz
COMPMID-2080 Create a new kernel for CLPad with CONSTANT mode
Change-Id: Ib67bacd40c13c7784ca9f5699a235f9d106baddb Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/1739 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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+/*
+ * Copyright (c) 2019 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(CONST_VAL)
+
+#define VEC_TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)
+#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE)
+#define CONVERT_SELECT(x) CONVERT(x, VEC_DATA_TYPE(SELECT_DT, VEC_SIZE))
+
+#if VEC_SIZE == 1
+#define OFFSETS (int)0
+#elif VEC_SIZE == 2
+#define OFFSETS (int2)(0, 1)
+#elif VEC_SIZE == 4
+#define OFFSETS (int4)(0, 1, 2, 3)
+#elif VEC_SIZE == 8
+#define OFFSETS (int8)(0, 1, 2, 3, 4, 5, 6, 7)
+#elif VEC_SIZE == 16
+#define OFFSETS (int16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
+#else // VEC_SIZE
+#error "Only 1, 2, 3, 4, 8 and 16 vector sizes allowed"
+#endif // VEC_SIZE
+
+/** Perform a pad operation
+ *
+ * @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_LEFT compile flag, e.g. -DPAD_LEFT=5
+ * @note Input tensor's width must be passed using the -DSRC_WIDTH compile flag, e.g. -DSRC_WIDTH=224
+ * @note Data type to use for the select instruction must be passed using the -DSELECT_DT compile flag, e.g. -DSELECT_DT=float
+ * @note In case pad left is more than the vector size, the number of threads to skil alond the X axis must be passed using the
+ * -DTHREADS_TO_SKIP_X compile flag, e.g. -DTHREADS_TO_SKIP_X=1. This is defined as (PAD_LEFT / VEC_SIZE)
+ * @note In pad also needs to be added to the top of the tensor, the following compile flags must be passed at compile time:
+ * -# -DPAD_TOP: Pad to add to the top of the input tensor (e.g. -DPAD_TOP=3)
+ * -# -DSRC_HEIGHT: Input tensor's height (e.g. -DSRC_HEIGHT=127)
+ * @note In pad also needs to be added to the depth of the tensor, the following compile flags must be passed at compile time:
+ * -# -DPAD_NEAR: Pad to add before the first plane of the input tensor (e.g. -DPAD_NEAR=3)
+ * -# -DSRC_DEPTH: Input tensor's depth (e.g. -DSRC_DEPTH=32)
+ *
+ * @param[in] src_ptr Pointer to the source image. Supported data types: U8, S8, QASYMM8, U16, S16, U32, S32, F16, F32
+ * @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(TENSOR3D_DECLARATION(src),
+ TENSOR3D_DECLARATION(dst))
+{
+ const int x = get_global_id(0);
+ const int y = get_global_id(1);
+ const int z = get_global_id(2);
+
+#if defined(PAD_NEAR)
+ if(z < PAD_NEAR || z >= (PAD_NEAR + SRC_DEPTH))
+ {
+ Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst);
+ VSTORE(VEC_SIZE)
+ ((VEC_TYPE)CONST_VAL, 0, (__global DATA_TYPE *)dst.ptr);
+ }
+ else
+ {
+#endif // defined(PAD_NEAR)
+
+ Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT(src);
+ Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst);
+
+#if defined(THREADS_TO_SKIP_X)
+ /* In case the pad left is greater than the vector size, and we are past the threads operating solely on pad values,
+ * the input pointer must be brought back along the X axis to start from the first non-pad values.
+ *
+ * E.g. with VEC_SIZE=2, PAD_LEFT=5, CONST_VAL=0 and 1D input |1 2 3 4 5 6|:
+ * -# The first thread will compute the output values |0 0| since it detects (x_outs == (0, 1)) < PAD_LEFT
+ * -# The second thread will compute the output values |0 0| since it detects (x_outs == (2, 3)) < PAD_LEFT
+ * -# The third thread should compute |0 1|, however the input pointer is now ahead of ((x * VEC_SIZE) == 4) values, reading |4 5|
+ * -# To detect this, we use ((PAD_LEFT / VEC_SIZE) == THREADS_TO_SKIP_X == 2) and check that it is >= to the current x
+ * -# So, we bring the pointer back of THREADS_TO_SKIP_X threads, which means multiplying this constant by the input's step along the X axis
+ * -# Now that the pointer is back of ((THREADS_TO_SKIP_X * src_step_x) == 4) values, it will read the desired values |0 1|
+ */
+ src.ptr -= select(0u, THREADS_TO_SKIP_X * src_step_x, x >= THREADS_TO_SKIP_X);
+#endif // defined(THREADS_TO_SKIP_X)
+#if defined(PAD_NEAR)
+ src.ptr -= PAD_NEAR * src_step_z;
+#endif // defined(PAD_NEAR)
+
+ VEC_TYPE src_vals = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src.ptr);
+
+ VEC_INT xs_out = (VEC_INT)(x * VEC_SIZE) + OFFSETS;
+ VEC_INT cond = xs_out < (VEC_INT)PAD_LEFT || xs_out >= (VEC_INT)(PAD_LEFT + SRC_WIDTH);
+#if defined(PAD_TOP)
+ cond |= (VEC_INT)y < (VEC_INT)PAD_TOP || (VEC_INT)y >= (VEC_INT)(PAD_TOP + SRC_HEIGHT);
+#endif // defined(PAD_TOP)
+ VSTORE(VEC_SIZE)
+ (select(src_vals, (VEC_TYPE)CONST_VAL, CONVERT_SELECT(cond)), 0, (__global DATA_TYPE *)dst.ptr);
+#if defined(PAD_NEAR)
+ }
+#endif // defined(PAD_NEAR)
+}
+#endif // defined(DATA_TYPE) && defined(VEC_SIZE) && defined(CONST_VAL)