blob: 5e52127f2772af9dd4afb40539db76789d0719a2 [file] [log] [blame]
Gian Marco76faef82018-01-29 12:15:32 +00001/*
2 * Copyright (c) 2017-2018 ARM Limited.
3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#include "helpers.h"
25
Gian Marco54f18c42018-02-07 23:13:06 +000026#if defined(DATA_TYPE) && defined(WIDTH_OUTPUT) && defined(ELEMENT_SIZE) && defined(WIDTH_INPUT)
Gian Marco54f18c42018-02-07 23:13:06 +000027
28#if ELEMENT_SIZE == 1
29#define COND_DATA_TYPE char
30#elif ELEMENT_SIZE == 2
31#define COND_DATA_TYPE short
32#elif ELEMENT_SIZE == 4
33#define COND_DATA_TYPE int
34#else // ELEMENT_SIZE
35#error "Element size not support"
36#endif // ELEMENT_SIZE
37
38/** This kernel performs a reshaping of the output of the convolution layer
Gian Marco76faef82018-01-29 12:15:32 +000039 *
40 * @note The data type must be passed at compile time using -DDATA_TYPE: e.g. -DDATA_TYPE=float
Gian Marco54f18c42018-02-07 23:13:06 +000041 * @note The width of the input tensor must be passed at compile time using -DWIDTH_INPUT: e.g. -DWIDTH_INPUT=320
42 * @note The width of the output tensor must be passed at compile time using -DWIDTH_OUTPUT: e.g. -DWIDTH_OUTPUT=600
43 * @note The element size must be passed at compile time using -DELEMENT_SIZE: e.g. -DELEMENT_SIZE=4
Michele Di Giorgio980002b2018-08-08 09:25:51 +010044 * @note In case of grouping the GROUPING flag must be passed at compile time using -DGROUPING
Gian Marco54f18c42018-02-07 23:13:06 +000045 *
46 * @param[in] src_ptr Pointer to the source tensor. Supported data types: QASYMM8/F16/F32
47 * @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
48 * @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
49 * @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes)
50 * @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
Michele Di Giorgio980002b2018-08-08 09:25:51 +010051 * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes)
52 * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
Gian Marco54f18c42018-02-07 23:13:06 +000053 * @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor
54 * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr
55 * @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
56 * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes)
57 * @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
58 * @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes)
59 * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
60 * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes)
61 * @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
62 * @param[in] dst_stride_w Stride of the destination tensor in W dimension (in bytes)
63 */
64__kernel void col2im(
Michele Di Giorgio980002b2018-08-08 09:25:51 +010065 TENSOR3D_DECLARATION(src),
Gian Marco54f18c42018-02-07 23:13:06 +000066 TENSOR3D_DECLARATION(dst),
67 uint dst_stride_w)
68{
Michele Di Giorgio980002b2018-08-08 09:25:51 +010069 Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT(src);
70
71 const uint xd = get_global_id(1) % WIDTH_OUTPUT; // x coordinate of the destination tensor
72 const uint yd = get_global_id(1) / WIDTH_OUTPUT; // y coordinate of the destination tensor
Gian Marco54f18c42018-02-07 23:13:06 +000073
74 VEC_DATA_TYPE(DATA_TYPE, 8)
75 data = vload8(0, (__global DATA_TYPE *)src.ptr);
76
77 uint x = get_global_id(0) * 8;
78 uint8 x_clamped = x + (uint8)(0, 1, 2, 3, 4, 5, 6, 7);
79
80 VEC_DATA_TYPE(COND_DATA_TYPE, 8)
81 cond0 = CONVERT((x_clamped < WIDTH_INPUT), VEC_DATA_TYPE(COND_DATA_TYPE, 8));
82
83 // Clamp x if out-of-bounds
84 x_clamped = select((uint8)x, x_clamped, convert_int8(cond0));
85
86 // If out-of-bound, overwrite with the first element
87 data = select((VEC_DATA_TYPE(DATA_TYPE, 8))data.s0, data, cond0);
88
89 __global uchar *output_ptr = dst_ptr + dst_offset_first_element_in_bytes;
90
Michele Di Giorgio980002b2018-08-08 09:25:51 +010091#if defined(GROUPING)
92 // Compute output offset (batches on 4th dimension, no need to compute manually)
93 int idx = yd * dst_stride_y + xd * dst_stride_x;
94
95 const uint group = get_global_id(2); // group ID
96 x_clamped += group * WIDTH_INPUT;
97#else /* defined(GROUPING) */
98 // Compute output offset (batches on 3rd dimension)
99 int idx = yd * dst_stride_y + xd * dst_stride_x + get_global_id(2) * dst_stride_w;
100#endif /* GROUPING */
Gian Marco54f18c42018-02-07 23:13:06 +0000101
102 // Store value
103 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s0 * dst_stride_z)) = data.s0;
104 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s1 * dst_stride_z)) = data.s1;
105 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s2 * dst_stride_z)) = data.s2;
106 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s3 * dst_stride_z)) = data.s3;
107 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s4 * dst_stride_z)) = data.s4;
108 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s5 * dst_stride_z)) = data.s5;
109 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s6 * dst_stride_z)) = data.s6;
110 *((__global DATA_TYPE *)(output_ptr + idx + x_clamped.s7 * dst_stride_z)) = data.s7;
111}
Michele Di Giorgio980002b2018-08-08 09:25:51 +0100112#endif // defined(DATA_TYPE) && defined(WIDTH_OUTPUT) && defined(ELEMENT_SIZE) && defined(WIDTH_INPUT)