From 7075fe2c5ee6f7cfe7cfd9454d905235e70b9ac4 Mon Sep 17 00:00:00 2001 From: Adnan AlSinan Date: Mon, 5 Jul 2021 13:12:52 +0100 Subject: Reorganize the kernels into nhwc, nchw and common folders The Following kernels have been split into nchw/nhwc kernels files: - batchnormalization_layer - batch_to_space - channel_shuffle - depth_to_space - dequantization_layer - im2col - normalization_layer - normalize_planar_yuv_layer - normalize_planar_yuv_layer_quantized - pooling_layer - pooling_layer_quantized - remap - reorg_layer - scale - scale_quantized - space_to_batch - space_to_depth - upsample_layer - winograd_filter_transform - winograd_input_transform - winograd_output_transform The following kernels have been moved to nchw folder: - direct_convolution1x1 - direct_convolution3x3 - direct_convolution5x5 - direct_convolution_quantized - prior_box_layer The following kernels have been moved to nhwc folder: - direct_convolution - dwc_native_fp_nhwc - dwc_native_quantized_nhwc The following kernels have been removed: - sobel_filter While the rest kerenls have been moved to the common folder. Partially resolves COMPMID-4453 Signed-off-by: Adnan AlSinan Change-Id: Ic327ac935687ec351c610c65a3c6357f364a5a58 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5919 Tested-by: Arm Jenkins Reviewed-by: Georgios Pinitas Comments-Addressed: Arm Jenkins --- src/core/CL/cl_kernels/concatenate.cl | 415 ---------------------------------- 1 file changed, 415 deletions(-) delete mode 100644 src/core/CL/cl_kernels/concatenate.cl (limited to 'src/core/CL/cl_kernels/concatenate.cl') diff --git a/src/core/CL/cl_kernels/concatenate.cl b/src/core/CL/cl_kernels/concatenate.cl deleted file mode 100644 index d2e65408dc..0000000000 --- a/src/core/CL/cl_kernels/concatenate.cl +++ /dev/null @@ -1,415 +0,0 @@ -/* - * Copyright (c) 2017-2020 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(VEC_SIZE) -#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE) - -#if defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) -#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE) -#define VEC_QUANT VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) -#define CONVERT_RTE(x, type) (convert_##type##_rte((x))) -#define CONVERT_DOWN(x, type) CONVERT_RTE(x, type) -inline VEC_QUANT requantize(VEC_QUANT input, float in_offset, float out_offset, float in_scale, float out_scale) -{ - const VEC_FLOAT in_f32 = (CONVERT(input, VEC_FLOAT) - (VEC_FLOAT)((float)in_offset)) * (VEC_FLOAT)((float)in_scale); - const VEC_FLOAT out_f32 = in_f32 / ((VEC_FLOAT)(float)out_scale) + ((VEC_FLOAT)((float)out_offset)); - const VEC_QUANT res_q8 = CONVERT_SAT(CONVERT_DOWN(out_f32, VEC_INT), VEC_QUANT); - return res_q8; -} -#endif /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ - -#if defined(DATA_TYPE) -#define VEC_TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) - -#if defined(DEPTH) && defined(ELEMENT_SIZE) -#if defined(INPUT1_WIDTH) - -#define SELECT_TYPE SELECT_VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) -#define SEQ VEC_OFFS(int, VEC_SIZE) - -/** This kernel concatenates two input tensors into the output tensor along the first dimension - * - * @note The data type has to be passed at compile time using -DDATA_TYPE. i.e. -DDATA_TYPE=float - * @note Vector size has to be passed at compile time using -DVEC_SIZE. i.e. -DVEC_SIZE=16 - * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE_LEFTOVER=3. It is defined as the remainder between the input's first dimension and VEC_SIZE - * @note Tensor depth should be given as a preprocessor argument using -DDEPTH=size. e.g. -DDEPTH=16 - * @note First input tensor width should be given as a preprocessor argument using -DINPUT1_WIDTH=width. e.g. -DINPUT1_WIDTH=8 - * - * @param[in] src1_ptr Pointer to the source tensor. Supported data types: All. - * @param[in] src1_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src1_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src1_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src1_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src1_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src1_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src1_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src1_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src1_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[in] src2_ptr Pointer to the source tensor. Supported data types: same as @p src1_ptr - * @param[in] src2_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src2_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src2_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src2_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src2_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src2_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src2_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src2_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src2_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src1_ptr - * @param[in] dst_stride_x Stride of the destination tensor 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 tensor 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 source tensor 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_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 concatenate_width_x2( - TENSOR4D_DECLARATION(src1), - TENSOR4D_DECLARATION(src2), - TENSOR4D_DECLARATION(dst)) -{ - // Calculate input indices - const int x = max((int)(get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE), 0); - const int y = get_global_id(1); - const int z = get_global_id(2) % (int)DEPTH; - const int w = get_global_id(2) / (int)DEPTH; - const int x1 = min(x, (int)INPUT1_WIDTH - (int)VEC_SIZE); - const int x2 = max(x - (int)INPUT1_WIDTH, 0); - - // Calculate inputs and output addresses - const __global uchar *dst_addr = dst_ptr + (int)dst_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * (int)dst_stride_y + z * (int)dst_stride_z + w * (int)dst_stride_w; - const __global uchar *src1_addr = src1_ptr + (int)src1_offset_first_element_in_bytes + x1 * sizeof(DATA_TYPE) + y * (int)src1_stride_y + z * (int)src1_stride_z + w * (int)src1_stride_w; - const __global uchar *src2_addr = src2_ptr + (int)src2_offset_first_element_in_bytes + x2 * sizeof(DATA_TYPE) + y * (int)src2_stride_y + z * (int)src2_stride_z + w * (int)src2_stride_w; - - VEC_TYPE src1_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src1_addr); - VEC_TYPE src2_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src2_addr); - -#if defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_IN2) && defined(SCALE_OUT) - src1_values = requantize(src1_values, OFFSET_IN1, OFFSET_OUT, SCALE_IN1, SCALE_OUT); - src2_values = requantize(src2_values, OFFSET_IN2, OFFSET_OUT, SCALE_IN2, SCALE_OUT); -#endif /* defined(OFFSET_IN1) && defined(OFFSET_IN2) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_IN2) && defined(SCALE_OUT) */ - const VEC_INT x_coords = SEQ + (VEC_INT)(x); - - // Rotate src1/2_values, if values0 is a combination of src1_values and src2_values. - SELECT_TYPE cond = CONVERT(((VEC_INT)x < (VEC_INT)INPUT1_WIDTH) && ((VEC_INT)x > (VEC_INT)(INPUT1_WIDTH - VEC_SIZE)), SELECT_TYPE); - src1_values = select(src1_values, ROTATE(src1_values, VEC_SIZE, INPUT1_ROTATE_N), cond); - src2_values = select(src2_values, ROTATE(src2_values, VEC_SIZE, INPUT1_ROTATE_N), cond); - - cond = CONVERT(x_coords < (VEC_INT)(INPUT1_WIDTH), SELECT_TYPE); - const VEC_TYPE values0 = select(src2_values, src1_values, cond); - - STORE_VECTOR_SELECT(values, DATA_TYPE, dst_addr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -} - -#if defined(INPUT2_WIDTH) && defined(INPUT3_WIDTH) -/** This kernel concatenates four input tensors into the output tensor along the first dimension - * - * @note The data type has to be passed at compile time using -DDATA_TYPE. i.e. -DDATA_TYPE=float - * @note Vector size has to be passed at compile time using -DVEC_SIZE. i.e. -DVEC_SIZE=16 - * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE_LEFTOVER=3. It is defined as the remainder between the input's first dimension and VEC_SIZE - * @note Tensor depth should be given as a preprocessor argument using -DDEPTH=size. e.g. -DDEPTH=16 - * @note First input tensor width should be given as a preprocessor argument using -DINPUT1_WIDTH=width. e.g. -DINPUT1_WIDTH=8 - * @note Second input tensor width should be given as a preprocessor argument using -DINPUT2_WIDTH=width. e.g. -DINPUT2_WIDTH=8 - * @note Third input tensor width should be given as a preprocessor argument using -DINPUT3_WIDTH=width. e.g. -DINPUT3_WIDTH=8 - * - * @param[in] src1_ptr Pointer to the source tensor. Supported data types: All - * @param[in] src1_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src1_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src1_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src1_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src1_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src1_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src1_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src1_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src1_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[in] src2_ptr Pointer to the source tensor. Supported data types: same as @p src1_ptr - * @param[in] src2_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src2_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src2_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src2_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src2_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src2_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src2_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src2_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src2_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[in] src3_ptr Pointer to the source tensor. Supported data types: same as @p src1_ptr - * @param[in] src3_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src3_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src3_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src3_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src3_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src3_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src3_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src3_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src3_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[in] src4_ptr Pointer to the source tensor. Supported data types: same as @p src1_ptr - * @param[in] src4_stride_x Stride of the source tensor in X dimension (in bytes) - * @param[in] src4_step_x src_stride_x * number of elements along X processed per workitem(in bytes) - * @param[in] src4_stride_y Stride of the source tensor in Y dimension (in bytes) - * @param[in] src4_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] src4_stride_z Stride of the source tensor in Z dimension (in bytes) - * @param[in] src4_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src4_stride_w Stride of the first source tensor in Z dimension (in bytes) - * @param[in] src4_step_w src_stride_z * number of elements along Z processed per workitem(in bytes) - * @param[in] src4_offset_first_element_in_bytes The offset of the first element in the source tensor - * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src1_ptr - * @param[in] dst_stride_x Stride of the destination tensor 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 tensor 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 source tensor 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_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 concatenate_width_x4( - TENSOR4D_DECLARATION(src1), - TENSOR4D_DECLARATION(src2), - TENSOR4D_DECLARATION(src3), - TENSOR4D_DECLARATION(src4), - TENSOR4D_DECLARATION(dst)) -{ - // Calculate input indices - const int x = max((int)(get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE), 0); - const int y = get_global_id(1); - const int z = get_global_id(2) % (int)DEPTH; - const int w = get_global_id(2) / (int)DEPTH; - - const int x1 = min(x, (int)INPUT1_WIDTH - (int)VEC_SIZE); - const int x2 = min(max(x - (int)INPUT1_WIDTH, 0), (int)INPUT2_WIDTH - (int)VEC_SIZE); - const int x3 = min(max(x - (int)INPUT1_WIDTH - (int)INPUT2_WIDTH, 0), (int)INPUT3_WIDTH - (int)VEC_SIZE); - const int x4 = max(x - (int)INPUT1_WIDTH - (int)INPUT2_WIDTH - (int)INPUT3_WIDTH, 0); - - // Calculate inputs and output addresses - const __global uchar *dst_addr = dst_ptr + (int)dst_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * (int)dst_stride_y + z * (int)dst_stride_z + w * (int)dst_stride_w; - const __global uchar *src1_addr = src1_ptr + (int)src1_offset_first_element_in_bytes + x1 * sizeof(DATA_TYPE) + y * (int)src1_stride_y + z * (int)src1_stride_z + w * (int)src1_stride_w; - const __global uchar *src2_addr = src2_ptr + (int)src2_offset_first_element_in_bytes + x2 * sizeof(DATA_TYPE) + y * (int)src2_stride_y + z * (int)src2_stride_z + w * (int)src2_stride_w; - const __global uchar *src3_addr = src3_ptr + (int)src3_offset_first_element_in_bytes + x3 * sizeof(DATA_TYPE) + y * (int)src3_stride_y + z * (int)src3_stride_z + w * (int)src3_stride_w; - const __global uchar *src4_addr = src4_ptr + (int)src4_offset_first_element_in_bytes + x4 * sizeof(DATA_TYPE) + y * (int)src4_stride_y + z * (int)src4_stride_z + w * (int)src4_stride_w; - - VEC_TYPE src1_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src1_addr); - VEC_TYPE src2_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src2_addr); - VEC_TYPE src3_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src3_addr); - VEC_TYPE src4_values = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src4_addr); - -#if defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) && defined(OFFSET_IN2) && defined(SCALE_IN2) && defined(OFFSET_IN3) && defined(SCALE_IN3) && defined(OFFSET_IN4) && defined(SCALE_IN4) - src1_values = requantize(src1_values, OFFSET_IN1, OFFSET_OUT, SCALE_IN1, SCALE_OUT); - src2_values = requantize(src2_values, OFFSET_IN2, OFFSET_OUT, SCALE_IN2, SCALE_OUT); - src3_values = requantize(src3_values, OFFSET_IN3, OFFSET_OUT, SCALE_IN3, SCALE_OUT); - src4_values = requantize(src4_values, OFFSET_IN4, OFFSET_OUT, SCALE_IN4, SCALE_OUT); -#endif /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) && defined(OFFSET_IN2) && defined(SCALE_IN2) && defined(OFFSET_IN3) && defined(SCALE_IN3) && defined(OFFSET_IN4) && defined(SCALE_IN4) */ - - const VEC_INT x_coords = SEQ + (VEC_INT)(x); - - SELECT_TYPE cond_in2 = CONVERT(((VEC_INT)x < (VEC_INT)INPUT1_WIDTH && (VEC_INT)x > (VEC_INT)(INPUT1_WIDTH - VEC_SIZE)), SELECT_TYPE); - SELECT_TYPE cond_in3 = CONVERT(((VEC_INT)x < (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH) && (VEC_INT)x > (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH - VEC_SIZE)), SELECT_TYPE); - SELECT_TYPE cond_in4 = CONVERT(((VEC_INT)x < (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH + INPUT3_WIDTH) && (VEC_INT)x > (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH + INPUT3_WIDTH - VEC_SIZE)), SELECT_TYPE); - - // Rotate src1/2_values, if values0 is a combination of src1_values and src2_values. - src1_values = select(src1_values, ROTATE(src1_values, VEC_SIZE, INPUT1_ROTATE_N), cond_in2); - src2_values = select(src2_values, ROTATE(src2_values, VEC_SIZE, INPUT1_ROTATE_N), cond_in2); - // Rotate src2/3_values, if values0 is a combination of src2_values and src3_values. - src2_values = select(src2_values, ROTATE(src2_values, VEC_SIZE, INPUT2_ROTATE_N), cond_in3); - src3_values = select(src3_values, ROTATE(src3_values, VEC_SIZE, INPUT2_ROTATE_N), cond_in3); - // Rotate src3/4_values, if values0 is a combination of src3_values and src4_values. - src3_values = select(src3_values, ROTATE(src3_values, VEC_SIZE, INPUT3_ROTATE_N), cond_in4); - src4_values = select(src4_values, ROTATE(src4_values, VEC_SIZE, INPUT3_ROTATE_N), cond_in4); - - cond_in2 = CONVERT(x_coords < (VEC_INT)(INPUT1_WIDTH), SELECT_TYPE); - cond_in3 = CONVERT(x_coords < (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH), SELECT_TYPE); - cond_in4 = CONVERT(x_coords < (VEC_INT)(INPUT1_WIDTH + INPUT2_WIDTH + INPUT3_WIDTH), SELECT_TYPE); - - VEC_TYPE values0 = select(src2_values, src1_values, cond_in2); - values0 = select(src3_values, values0, cond_in3); - values0 = select(src4_values, values0, cond_in4); - - STORE_VECTOR_SELECT(values, DATA_TYPE, dst_addr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -} -#endif /* defined(INPUT2_WIDTH) && defined(INPUT3_WIDTH) */ -#endif /* defined(INPUT1_WIDTH) */ -#endif /* defined(DEPTH) && defined(ELEMENT_SIZE) */ - -#if defined(WIDTH_OFFSET) && defined(DEPTH) && defined(VEC_SIZE) && defined(VEC_SIZE_LEFTOVER) -/** This kernel concatenates the input tensor into the output tensor along the first dimension - * - * @note The data type has to be passed at compile time using -DDATA_TYPE. i.e. -DDATA_TYPE=float - * @note Vector size has to be passed at compile time using -DVEC_SIZE. i.e. -DVEC_SIZE=16 - * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE_LEFTOVER=3. It is defined as the remainder between the input's first dimension and VEC_SIZE - * @note The offset for the first spatial dimension has to be passed at compile time using -DWIDTH_OFFSET. i.e. -DWIDTH_OFFSET=128 - * @note Tensor depth should be given as a preprocessor argument using -DDEPTH=size. e.g. -DDEPTH=16 - * - * @param[in] src_ptr Pointer to the source tensor. Supported data types: U8/S8/QASYMM8/U16/S16/F16/U32/F32 - * @param[in] src_stride_x Stride of the 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 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 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 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 dst_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 dst_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] dst_stride_z Stride of the source tensor 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_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 concatenate_width( - TENSOR4D_DECLARATION(src), - TENSOR4D_DECLARATION(dst)) -{ - // Calculate input indices - const int x = max((int)(get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE), 0); - const int y = get_global_id(1); - const int z = get_global_id(2) % (int)DEPTH; - const int w = get_global_id(2) / (int)DEPTH; - - __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * src_stride_y + z * src_stride_z + w * src_stride_w; - __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * sizeof(DATA_TYPE) + y * dst_stride_y + z * dst_stride_z + w * dst_stride_w; - - VEC_TYPE source_values0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src_addr); - -#if defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) - const VEC_QUANT out0 = requantize(source_values0, OFFSET_IN1, OFFSET_OUT, SCALE_IN1, SCALE_OUT); - STORE_VECTOR_SELECT(out, DATA_TYPE, dst_addr + WIDTH_OFFSET * sizeof(DATA_TYPE), VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -#else /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ - STORE_VECTOR_SELECT(source_values, DATA_TYPE, dst_addr + WIDTH_OFFSET * sizeof(DATA_TYPE), VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -#endif /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ -} - -#endif /* defined(WIDTH_OFFSET) && defined(DEPTH) && defined(VEC_SIZE) && defined(VEC_SIZE_LEFTOVER)*/ - -#if defined(VEC_SIZE_LEFTOVER) - -#if defined(HEIGHT_OFFSET) && defined(DEPTH) && defined(VEC_SIZE) -/** This kernel concatenates the input tensor into the output tensor along the second dimension - * - * @note The data type has to be passed at compile time using -DDATA_TYPE. i.e. -DDATA_TYPE=float - * @note Vector size has to be passed at compile time using -DVEC_SIZE. i.e. -DVEC_SIZE=16 - * @note Vector sizes supported are 2,4,8 and 16. - * @note The offset for the second spatial dimension has to be passed at compile time using -DHEIGHT_OFFSET. i.e. -DHEIGHT_OFFSET=128 - * @note Tensor depth should be given as a preprocessor argument using -DDEPTH=size. e.g. -DDEPTH=16 - * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE=3. It is defined as the remainder between the input's first dimension and VEC_SIZE - * - * @param[in] src_ptr Pointer to the source tensor. Supported data types: U8/S8/QASYMM8/U16/S16/F16/U32/F32 - * @param[in] src_stride_x Stride of the 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 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 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 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 dst_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 dst_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] dst_stride_z Stride of the source tensor 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_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 concatenate_height( - TENSOR4D_DECLARATION(src), - TENSOR4D_DECLARATION(dst)) -{ - const int x_offs = max((int)(get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE), 0) * sizeof(DATA_TYPE); - - __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x_offs + get_global_id(1) * src_stride_y + (get_global_id(2) % DEPTH) * src_stride_z + (get_global_id( - 2) / DEPTH) * src_stride_w; - __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_offs + get_global_id(1) * dst_stride_y + (get_global_id(2) % DEPTH) * dst_stride_z + (get_global_id( - 2) / DEPTH) * dst_stride_w; - - VEC_TYPE source_values0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src_addr); - -#if defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) - const VEC_QUANT out0 = requantize(source_values0, OFFSET_IN1, OFFSET_OUT, SCALE_IN1, SCALE_OUT); - STORE_VECTOR_SELECT(out, DATA_TYPE, dst_addr + HEIGHT_OFFSET * dst_stride_y, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -#else /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ - STORE_VECTOR_SELECT(source_values, DATA_TYPE, dst_addr + HEIGHT_OFFSET * dst_stride_y, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -#endif /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ -} - -#endif /* defined(HEIGHT_OFFSET) && defined(DEPTH) */ - -/** This kernel concatenates the input tensor into the output tensor along the third dimension - * - * @note The data type has to be passed at compile time using -DDATA_TYPE. i.e. -DDATA_TYPE=float - * @note Vector size has to be passed at compile time using -DVEC_SIZE. i.e. -DVEC_SIZE=16 - * @note Leftover vector size has to be passed at compile time using -DVEC_SIZE_LEFTOVER. e.g. -DVEC_SIZE=3. It is defined as the remainder between the input's first dimension and VEC_SIZE - * - * @param[in] src_ptr Pointer to the source tensor. Supported data types: All - * @param[in] src_stride_x Stride of the 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 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 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_offset_first_element_in_bytes The offset of the first element in the 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 dst_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 dst_stride_y * number of elements along Y processed per workitem(in bytes) - * @param[in] dst_stride_z Stride of the source tensor 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 tensor - * @param[in] offsets The offsets to the first valid element of the output tensor in bytes - */ -__kernel void concatenate( - TENSOR3D_DECLARATION(src), - TENSOR3D_DECLARATION(dst), - int offset) -{ - uint x_offs = max((int)(get_global_id(0) * VEC_SIZE * sizeof(DATA_TYPE) - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE * sizeof(DATA_TYPE)), 0); - - __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x_offs + get_global_id(1) * src_stride_y + get_global_id(2) * src_stride_z; - __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_offs + get_global_id(1) * dst_stride_y + get_global_id(2) * dst_stride_z; - - VEC_TYPE source_values0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)src_addr); - -#if defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) - source_values0 = requantize(source_values0, OFFSET_IN1, OFFSET_OUT, SCALE_IN1, SCALE_OUT); -#endif /* defined(OFFSET_IN1) && defined(OFFSET_OUT) && defined(SCALE_IN1) && defined(SCALE_OUT) */ - - STORE_VECTOR_SELECT(source_values, DATA_TYPE, dst_addr + offset, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0) -} -#endif /* defined(VEC_SIZE_LEFTOVER) */ -#endif /* defined(DATA_TYPE) */ -#endif /* defined(VEC_SIZE) */ -- cgit v1.2.1