blob: a499e1858de9477a02e06e8022e5370b434b190c [file] [log] [blame]
Gian Marco05288a22017-11-21 10:57:50 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2017-2020 Arm Limited.
Gian Marco05288a22017-11-21 10:57:50 +00003 *
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 "arm_compute/runtime/CL/functions/CLGEMMLowpOutputStage.h"
25
26#include "arm_compute/core/CL/ICLTensor.h"
Sheri Zhang1b14c752020-03-09 14:29:52 +000027#include "arm_compute/core/CL/kernels/CLGEMMLowpQuantizeDownInt32ScaleByFloatKernel.h"
Luca Foschiani689c9682020-02-26 14:30:14 +000028#include "arm_compute/core/CL/kernels/CLGEMMLowpQuantizeDownInt32ScaleKernel.h"
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010029#include "arm_compute/core/CL/kernels/CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel.h"
Manuel Bottini1f332d42019-11-29 17:25:25 +000030#include "arm_compute/core/CL/kernels/CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel.h"
Gian Marco58c57942017-11-28 09:10:03 +000031#include "arm_compute/core/CL/kernels/CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel.h"
Matthew Bentham92046462020-03-07 22:15:55 +000032#include "support/MemorySupport.h"
Gian Marco05288a22017-11-21 10:57:50 +000033
Georgios Pinitas932491f2018-09-21 16:33:15 +010034namespace arm_compute
35{
Georgios Pinitas932491f2018-09-21 16:33:15 +010036void CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPoint::configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
37 int result_fixedpoint_multiplier, int result_shift, int result_offset_after_shift,
Gian Marco Iodice4b908652018-10-18 10:21:02 +010038 int min, int max)
Gian Marco58c57942017-11-28 09:10:03 +000039{
Manuel Bottini2b84be52020-04-08 10:15:51 +010040 configure(CLKernelLibrary::get().get_compile_context(), input, bias, output, result_fixedpoint_multiplier, result_shift, result_offset_after_shift, min, max);
41}
42
43void CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPoint::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
44 int result_fixedpoint_multiplier, int result_shift, int result_offset_after_shift,
45 int min, int max)
46{
Gian Marco58c57942017-11-28 09:10:03 +000047 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +010048 k->configure(compile_context, input, bias, output, result_fixedpoint_multiplier, result_shift, result_offset_after_shift, min, max);
Gian Marco58c57942017-11-28 09:10:03 +000049 _kernel = std::move(k);
50}
51
Georgios Pinitas932491f2018-09-21 16:33:15 +010052Status CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPoint::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output,
Gian Marco Iodice4b908652018-10-18 10:21:02 +010053 int min, int max)
Gian Marco58c57942017-11-28 09:10:03 +000054{
Gian Marco Iodice4b908652018-10-18 10:21:02 +010055 return CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel::validate(input, bias, output, min, max);
Georgios Pinitas932491f2018-09-21 16:33:15 +010056}
Georgios Pinitas51e53a32018-10-22 13:49:08 +010057
Manuel Bottini1f332d42019-11-29 17:25:25 +000058void CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPoint::configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
59 int result_fixedpoint_multiplier, int result_shift, int result_offset_after_shift,
60 int min, int max)
61{
62 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +010063 k->configure(CLKernelLibrary::get().get_compile_context(), input, bias, output, result_fixedpoint_multiplier, result_shift, result_offset_after_shift, min, max);
64 _kernel = std::move(k);
65}
66
67void CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPoint::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
68 int result_fixedpoint_multiplier, int result_shift, int result_offset_after_shift,
69 int min, int max)
70{
71 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel>();
72 k->configure(compile_context, input, bias, output, result_fixedpoint_multiplier, result_shift, result_offset_after_shift, min, max);
Manuel Bottini1f332d42019-11-29 17:25:25 +000073 _kernel = std::move(k);
74}
75
76Status CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPoint::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output,
77 int min, int max)
78{
79 return CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel::validate(input, bias, output, min, max);
80}
81
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010082void CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPoint::configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
83 int result_fixedpoint_multiplier, int result_shift,
84 int min, int max)
85{
Manuel Bottini2b84be52020-04-08 10:15:51 +010086 configure(CLKernelLibrary::get().get_compile_context(), input, bias, output, result_fixedpoint_multiplier, result_shift, min, max);
87}
88
89void CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPoint::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
90 int result_fixedpoint_multiplier, int result_shift,
91 int min, int max)
92{
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010093 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +010094 k->configure(compile_context, input, bias, output, result_fixedpoint_multiplier, result_shift, min, max);
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010095 _kernel = std::move(k);
96}
97
98Status CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPoint::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output,
99 int min, int max)
100{
101 return CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::validate(input, bias, output, min, max);
102}
103
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000104void CLGEMMLowpOutputStage::configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output, const GEMMLowpOutputStageInfo &info)
105{
Manuel Bottini2b84be52020-04-08 10:15:51 +0100106 configure(CLKernelLibrary::get().get_compile_context(), input, bias, output, info);
107}
108
109void CLGEMMLowpOutputStage::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output, const GEMMLowpOutputStageInfo &info)
110{
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000111 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000112
Luca Foschiani689c9682020-02-26 14:30:14 +0000113 switch(info.type)
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000114 {
Luca Foschiani689c9682020-02-26 14:30:14 +0000115 case GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT:
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000116 {
Luca Foschiani689c9682020-02-26 14:30:14 +0000117 switch(info.output_data_type)
118 {
119 case DataType::QASYMM8:
120 {
121 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +0100122 k->configure(compile_context, input, bias, output, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_offset, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
Luca Foschiani689c9682020-02-26 14:30:14 +0000123 _kernel = std::move(k);
124 break;
125 }
126 case DataType::QASYMM8_SIGNED:
127 {
128 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +0100129 k->configure(compile_context, input, bias, output, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_offset, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
Luca Foschiani689c9682020-02-26 14:30:14 +0000130 _kernel = std::move(k);
131 break;
132 }
Michele Di Giorgio1c1b3aa2020-04-02 17:35:42 +0100133 case DataType::QSYMM16:
134 {
135 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel>();
136 k->configure(input, bias, output, info.gemmlowp_multiplier, info.gemmlowp_shift, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
137 _kernel = std::move(k);
138 break;
139 }
Luca Foschiani689c9682020-02-26 14:30:14 +0000140 default:
141 ARM_COMPUTE_ERROR("Unsupported output data type.");
142 }
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000143 break;
144 }
Luca Foschiani689c9682020-02-26 14:30:14 +0000145 case GEMMLowpOutputStageType::QUANTIZE_DOWN:
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000146 {
Luca Foschiani4b869532020-02-13 15:07:36 +0000147 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ScaleKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +0100148 k->configure(compile_context, input, bias, output, &info);
Luca Foschiani4b869532020-02-13 15:07:36 +0000149 _kernel = std::move(k);
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000150 break;
151 }
Sheri Zhang1b14c752020-03-09 14:29:52 +0000152 case GEMMLowpOutputStageType::QUANTIZE_DOWN_FLOAT:
153 {
154 auto k = arm_compute::support::cpp14::make_unique<CLGEMMLowpQuantizeDownInt32ScaleByFloatKernel>();
Manuel Bottini2b84be52020-04-08 10:15:51 +0100155 k->configure(compile_context, input, bias, output, &info);
Sheri Zhang1b14c752020-03-09 14:29:52 +0000156 _kernel = std::move(k);
157 break;
158 }
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000159 default:
Luca Foschiani689c9682020-02-26 14:30:14 +0000160 ARM_COMPUTE_ERROR("Unsupported GEMMLowpOutputStage type.");
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000161 }
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000162}
163
164Status CLGEMMLowpOutputStage::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output, const GEMMLowpOutputStageInfo &info)
165{
166 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(output);
Sang-Hoon Parka7431ae2020-05-12 11:13:30 +0100167 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::QSYMM16);
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000168
Luca Foschiani689c9682020-02-26 14:30:14 +0000169 switch(info.type)
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000170 {
Luca Foschiani689c9682020-02-26 14:30:14 +0000171 case GEMMLowpOutputStageType::QUANTIZE_DOWN_FIXEDPOINT:
172 {
173 switch(output->data_type())
174 {
175 case DataType::QASYMM8:
176 return CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPointKernel::validate(input, bias, output, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
177 case DataType::QASYMM8_SIGNED:
178 return CLGEMMLowpQuantizeDownInt32ToInt8ScaleByFixedPointKernel::validate(input, bias, output, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
Michele Di Giorgio1c1b3aa2020-04-02 17:35:42 +0100179 case DataType::QSYMM16:
180 return CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::validate(input, bias, output, info.gemmlowp_min_bound, info.gemmlowp_max_bound);
Luca Foschiani689c9682020-02-26 14:30:14 +0000181 default:
182 return ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Unsupported output data type.");
183 }
184 }
185 case GEMMLowpOutputStageType::QUANTIZE_DOWN:
Luca Foschiani4b869532020-02-13 15:07:36 +0000186 return CLGEMMLowpQuantizeDownInt32ScaleKernel::validate(input, bias, output, &info);
Sheri Zhang1b14c752020-03-09 14:29:52 +0000187 case GEMMLowpOutputStageType::QUANTIZE_DOWN_FLOAT:
Sheri Zhang1b14c752020-03-09 14:29:52 +0000188 return CLGEMMLowpQuantizeDownInt32ScaleByFloatKernel::validate(input, bias, output, &info);
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000189 default:
Luca Foschiani689c9682020-02-26 14:30:14 +0000190 return ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Unsupported GEMMLowpOutputStage type.");
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000191 }
Sheri Zhang0cdbda52020-02-25 15:57:21 +0000192}
Sang-Hoon Parka45abfd2020-08-17 13:50:15 +0100193} // namespace arm_compute