blob: f9bbd31e8a7a392ef3571bd0f0910c52b495c125 [file] [log] [blame]
Michalis Spyrou7930db42018-11-22 17:36:28 +00001/*
Pablo Marquez Tello9b392d72023-06-27 15:49:50 +01002 * Copyright (c) 2018-2021, 2023 Arm Limited.
Michalis Spyrou7930db42018-11-22 17:36:28 +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
25#include "arm_compute/runtime/CL/functions/CLArgMinMaxLayer.h"
26
Michalis Spyrou7930db42018-11-22 17:36:28 +000027#include "arm_compute/core/Error.h"
28#include "arm_compute/core/TensorInfo.h"
29#include "arm_compute/core/Types.h"
Manuel Bottini7b9998d2019-10-21 17:59:07 +010030#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010031#include "arm_compute/core/Validate.h"
32
33#include "src/common/utils/Log.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010034#include "src/core/CL/CLValidate.h"
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +010035#include "src/core/CL/kernels/CLArgMinMaxLayerKernel.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010036#include "src/core/helpers/AutoConfiguration.h"
37#include "src/runtime/Utils.h"
Michalis Spyrou7930db42018-11-22 17:36:28 +000038
39namespace arm_compute
40{
Sang-Hoon Park2697fd82019-10-15 16:49:24 +010041CLArgMinMaxLayer::CLArgMinMaxLayer(std::shared_ptr<IMemoryManager> memory_manager)
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010042 : _memory_group(std::move(memory_manager)),
43 _not_reshaped_output(),
44 _arg_min_max_kernel(),
45 _reshape(),
46 _reduction_axis()
Michalis Spyrou7930db42018-11-22 17:36:28 +000047{
Sang-Hoon Park2697fd82019-10-15 16:49:24 +010048}
49
Sang-Hoon Parkbef7fa22020-10-21 15:58:54 +010050CLArgMinMaxLayer::~CLArgMinMaxLayer() = default;
51
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010052Status
53CLArgMinMaxLayer::validate(const ITensorInfo *input, int axis, const ITensorInfo *output, const ReductionOperation &op)
Michalis Spyrou7930db42018-11-22 17:36:28 +000054{
Manuel Bottini7b9998d2019-10-21 17:59:07 +010055 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
Sheri Zhangc5b6d882020-06-26 14:46:59 +010056 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input);
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010057 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED,
58 DataType::S32, DataType::F16, DataType::F32);
59 ARM_COMPUTE_RETURN_ERROR_ON_MSG(op != ReductionOperation::ARG_IDX_MAX && op != ReductionOperation::ARG_IDX_MIN,
60 "Invalid reduction operation");
61 ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis >= static_cast<int>(TensorShape::num_max_dimensions),
62 "Reduction axis greater than max number of dimensions");
Manuel Bottini7b9998d2019-10-21 17:59:07 +010063 ARM_COMPUTE_RETURN_ERROR_ON_MSG(axis > 3, "Unsupported reduction axis");
Manuel Bottini7b9998d2019-10-21 17:59:07 +010064
65 DataType output_data_type = DataType::S32;
66 TensorInfo not_reshaped_output;
67 const auto input_num_channles = input->num_channels();
68 const auto input_qinfo = input->quantization_info();
69
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010070 if (output->total_size() != 0)
Manuel Bottini7b9998d2019-10-21 17:59:07 +010071 {
72 output_data_type = output->data_type();
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010073 const TensorInfo expected_output_shape = output->clone()->set_tensor_shape(
74 arm_compute::misc::shape_calculator::compute_reduced_shape(input->tensor_shape(), axis, false));
Manuel Bottini7b9998d2019-10-21 17:59:07 +010075 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(&expected_output_shape, output);
76 }
77
78 auto shape_before_reshape = input->tensor_shape();
79 shape_before_reshape.set(axis, 1);
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010080 auto initialize_tensorinfo = [](TensorInfo &ti, TensorShape shape, DataType data_type, int num_channels,
81 QuantizationInfo qinfo) {
Manuel Bottini7b9998d2019-10-21 17:59:07 +010082 ti.set_data_type(data_type).set_tensor_shape(shape).set_num_channels(num_channels).set_quantization_info(qinfo);
83 };
84
85 initialize_tensorinfo(not_reshaped_output, shape_before_reshape, output_data_type, input_num_channles, input_qinfo);
86
Pablo Marquez Tello9b392d72023-06-27 15:49:50 +010087 ARM_COMPUTE_RETURN_ON_ERROR(CLArgMinMaxLayerKernel::validate(input, &not_reshaped_output, axis, op));
Michalis Spyrou2aad21a2020-07-02 12:43:53 +010088 ARM_COMPUTE_RETURN_ON_ERROR(CLReshapeLayer::validate(&not_reshaped_output, output));
Manuel Bottini7b9998d2019-10-21 17:59:07 +010089 return Status{};
90}
91
92void CLArgMinMaxLayer::configure(const ICLTensor *input, int axis, ICLTensor *output, const ReductionOperation &op)
93{
Manuel Bottini2b84be52020-04-08 10:15:51 +010094 configure(CLKernelLibrary::get().get_compile_context(), input, axis, output, op);
95}
96
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010097void CLArgMinMaxLayer::configure(const CLCompileContext &compile_context,
98 const ICLTensor *input,
99 int axis,
100 ICLTensor *output,
101 const ReductionOperation &op)
Manuel Bottini2b84be52020-04-08 10:15:51 +0100102{
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100103 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
ramelg016d891572021-09-29 10:05:09 +0100104 ARM_COMPUTE_LOG_PARAMS(input, axis, output, op);
105
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100106 _reduction_axis = axis;
107
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100108 const TensorShape output_shape =
109 arm_compute::misc::shape_calculator::compute_reduced_shape(input->info()->tensor_shape(), axis, false);
110 DataType output_data_type =
111 (output->info()->data_type() == DataType::UNKNOWN) ? DataType::S32 : output->info()->data_type();
112 auto_init_if_empty(*output->info(), input->info()
113 ->clone()
114 ->set_tensor_shape(output_shape)
115 .set_data_type(output_data_type)
116 .reset_padding()
117 .set_is_resizable(true));
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100118
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100119 TensorShape not_reshaped_output_shape{input->info()->tensor_shape()};
Pablo Marquez Tello8dfb8822023-07-13 15:45:23 +0100120 not_reshaped_output_shape.set(axis, 1);
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100121 auto_init_if_empty(*_not_reshaped_output.info(), input->info()
122 ->clone()
123 ->set_tensor_shape(not_reshaped_output_shape)
124 .set_data_type(output_data_type)
125 .reset_padding()
126 .set_is_resizable(true));
Pablo Marquez Tello8dfb8822023-07-13 15:45:23 +0100127
Pablo Marquez Tello9b392d72023-06-27 15:49:50 +0100128 _arg_min_max_kernel = std::make_unique<CLArgMinMaxLayerKernel>();
129 _arg_min_max_kernel->configure(compile_context, input, &_not_reshaped_output, axis, op);
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100130
131 _memory_group.manage(&_not_reshaped_output);
Pablo Marquez Tello8dfb8822023-07-13 15:45:23 +0100132
Michalis Spyrou2aad21a2020-07-02 12:43:53 +0100133 _reshape.configure(compile_context, &_not_reshaped_output, output);
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100134 _not_reshaped_output.allocator()->allocate();
Sang-Hoon Park2697fd82019-10-15 16:49:24 +0100135}
136
137void CLArgMinMaxLayer::run()
138{
Manuel Bottini7b9998d2019-10-21 17:59:07 +0100139 MemoryGroupResourceScope scope_mg(_memory_group);
140
Pablo Marquez Tello9b392d72023-06-27 15:49:50 +0100141 CLScheduler::get().enqueue(*_arg_min_max_kernel, false);
Michalis Spyrou2aad21a2020-07-02 12:43:53 +0100142 _reshape.run();
Michalis Spyrou7930db42018-11-22 17:36:28 +0000143}
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +0100144} // namespace arm_compute