summaryrefslogtreecommitdiff
path: root/compute/ARMComputeEx/src/core/CL/cl_kernels/prelu_quantized.cl
blob: a66e107d1197a1dc60c67516b286150ca18cf977 (plain)
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
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
/*
 * 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"
#define SUB(x, y) (x) - (y)

#if defined(OFF_IN) && defined(OFF_ALPHA) && defined(OFF_OUT) && defined(SCALE_IN) && \
    defined(SCALE_ALPHA) && defined(SCALE_OUT) && defined(VEC_SIZE)

#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE)
#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE)
#define VEC_UCHAR VEC_DATA_TYPE(uchar, VEC_SIZE)
#define CONVERT_RTE(x, type) (convert_##type##_rte((x)))
#define CONVERT_DOWN(x, type) CONVERT_RTE(x, type)
#define SELECT_TYPE VEC_INT

/** 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_IN compile flag, e.g.
 *            -DDATA_TYPE_IN=uchar
 * @attention Vector size should be given as a preprocessor argument using -DVEC_SIZE=size. e.g.
 *            -DVEC_SIZE=16
 * @note Can only take uchar data types.
 *
 * @param[in]  input1_ptr                            Pointer to the source image. Supported Data
 *                                                   types : QASYMM8
 * @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 : QASYMM8
 * @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_qasymm8(TENSOR3D_DECLARATION(input), TENSOR3D_DECLARATION(alpha),
                            TENSOR3D_DECLARATION(output))
{
  // Get pixels pointer
  Tensor3D input = CONVERT_TO_TENSOR3D_STRUCT(input);
  Tensor3D alpha = CONVERT_TO_TENSOR3D_STRUCT(alpha);
  Tensor3D output = CONVERT_TO_TENSOR3D_STRUCT(output);

  VEC_INT in_vec = CONVERT(VLOAD(VEC_SIZE)(0, (__global uchar *)input.ptr), VEC_INT);
  VEC_INT alpha_vec = CONVERT(VLOAD(VEC_SIZE)(0, (__global uchar *)alpha.ptr), VEC_INT);

  in_vec = SUB(in_vec, (VEC_INT)((int)OFF_IN));
  alpha_vec = SUB(alpha_vec, (VEC_INT)((int)OFF_ALPHA));

  const VEC_FLOAT inf32 = CONVERT(in_vec, VEC_FLOAT) * (VEC_FLOAT)((float)SCALE_IN);
  const VEC_FLOAT alphaf32 = CONVERT(alpha_vec, VEC_FLOAT) * (VEC_FLOAT)((float)SCALE_ALPHA);
  const VEC_FLOAT outf32 =
      select(inf32, inf32 * alphaf32, CONVERT(inf32 < (VEC_FLOAT)0, SELECT_TYPE));
  const VEC_FLOAT qresf32 = outf32 / ((VEC_FLOAT)(float)SCALE_OUT) + ((VEC_FLOAT)((float)OFF_OUT));
  const VEC_UCHAR res = CONVERT_SAT(CONVERT_DOWN(qresf32, VEC_INT), VEC_UCHAR);

  VSTORE(VEC_SIZE)
  (res, 0, (__global uchar *)output.ptr);
}

#endif // defined(OFF_IN) && defined(OFF_ALPHA) && defined(OFF_OUT) && defined(SCALE_IN) &&
       // defined(SCALE_ALPHA) && defined(SCALE_OUT) && defined(VEC_SIZE)