1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
|
/*
* Copyright (c) 2018 Samsung Electronics Co., Ltd. All Rights Reserved
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*
* Copyright (c) 2016-2018 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"
#ifndef VEC_SIZE
#define VEC_SIZE 1
#endif
#if defined(DATA_TYPE)
/** Returns result of prelu function implemented as below:
* f(input) = alpha * input for input < 0, f(input) = input for input >= 0.
*
* @attention Data type can be passed using the -DDATA_TYPE compile flag, e.g. -DDATA_TYPE=float
* @attention Vector size should be given as a preprocessor argument using -DVEC_SIZE=size. e.g.
* -DVEC_SIZE=16
* @note Can only take floating point data types.
*
* @param[in] input1_ptr Pointer to the source image. Supported Data
* types : F16/F32
* @param[in] input1_stride_x Stride of the source image in X dimension (in
* bytes)
* @param[in] input1_step_x input1_stride_x * number of elements along X
* processed per workitem(in bytes)
* @param[in] input1_stride_y Stride of the source image in Y dimension (in
* bytes)
* @param[in] input1_step_y input1_stride_y * number of elements along Y
* processed per workitem(in bytes)
* @param[in] input1_stride_z Stride of the source tensor in Z dimension (in
* bytes)
* @param[in] input1_step_z input1_stride_z * number of elements along Z
* processed per workitem(in bytes)
* @param[in] input1_offset_first_element_in_bytes The offset of the first element in the source
* image
* @param[in] alpha_ptr Pointer to the source image. Supported Data
* types : F16/F32
* @param[in] alpha_stride_x Stride of the source image in X dimension (in
* bytes)
* @param[in] alpha_step_x input2_stride_x * number of elements along X
* processed per workitem(in bytes)
* @param[in] alpha_stride_y Stride of the source image in Y dimension (in
* bytes)
* @param[in] alpha_step_y input2_stride_y * number of elements along Y
* processed per workitem(in bytes)
* @param[in] alpha_stride_z Stride of the source tensor in Z dimension (in
* bytes)
* @param[in] alpha_step_z input2_stride_z * number of elements along Z
* processed per workitem(in bytes)
* @param[in] alpha_offset_first_element_in_bytes The offset of the first element in the source
* image
*
* @param[out] output_ptr Pointer to the destination image. Supported
* data types: same as @p input_ptr
* @param[in] output_stride_x Stride of the destination image in X dimension
* (in bytes)
* @param[in] output_step_x output_stride_x * number of elements along X
* processed per workitem(in bytes)
* @param[in] output_stride_y Stride of the destination image in Y dimension
* (in bytes)
* @param[in] output_step_y output_stride_y * number of elements along Y
* processed per workitem(in bytes)
* @param[in] output_stride_z Stride of the source tensor in Z dimension (in
* bytes)
* @param[in] output_step_z output_stride_z * number of elements along Z
* processed per workitem(in bytes)
* @param[in] output_offset_first_element_in_bytes The offset of the first element in the
* destination image
*/
__kernel void prelu(TENSOR3D_DECLARATION(input), TENSOR3D_DECLARATION(alpha),
TENSOR3D_DECLARATION(output))
{
Tensor3D input = CONVERT_TO_TENSOR3D_STRUCT(input);
Tensor3D alpha = CONVERT_TO_TENSOR3D_STRUCT(alpha);
Tensor3D output = CONVERT_TO_TENSOR3D_STRUCT(output);
VSTORE(VEC_SIZE)
(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input.ptr) < 0
? VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input.ptr) *
VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)alpha.ptr)
: VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input.ptr),
0, (__global DATA_TYPE *)output.ptr);
}
#endif // defined(DATA_TYPE)
|