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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Michele Di Giorgiocbbed282019-12-20 13:26:08 +00002 * Copyright (c) 2017-2020 ARM Limited.
Anthony Barbier6ff3b192017-09-04 18:44:23 +01003 *
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/CLPoolingLayer.h"
25
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000026#include "arm_compute/core/CL/ICLTensor.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010027#include "arm_compute/core/CL/kernels/CLPoolingLayerKernel.h"
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000028#include "arm_compute/runtime/CL/CLScheduler.h"
Matthew Bentham92046462020-03-07 22:15:55 +000029#include "support/MemorySupport.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010030
Michele Di Giorgiocbbed282019-12-20 13:26:08 +000031namespace arm_compute
32{
Anthony Barbier6ff3b192017-09-04 18:44:23 +010033void CLPoolingLayer::configure(ICLTensor *input, ICLTensor *output, const PoolingLayerInfo &pool_info)
34{
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000035 ARM_COMPUTE_ERROR_ON_NULLPTR(input);
36
Anthony Barbier6ff3b192017-09-04 18:44:23 +010037 // Configure pooling kernel
Moritz Pflanzerd0ae8b82017-06-29 14:51:57 +010038 auto k = arm_compute::support::cpp14::make_unique<CLPoolingLayerKernel>();
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000039 k->set_target(CLScheduler::get().target());
Anthony Barbier6ff3b192017-09-04 18:44:23 +010040 k->configure(input, output, pool_info);
41 _kernel = std::move(k);
42
Michele Di Giorgiocbbed282019-12-20 13:26:08 +000043 const DataType data_type = input->info()->data_type();
44
Georgios Pinitas55186712018-01-08 17:37:12 +000045 // Configure border depending on operation required (quantize border in case of asymmetric data_type)
Michalis Spyroue74b2012018-04-18 09:49:16 +010046 BorderMode border_mode{};
47 PixelValue pixel_value(0.f);
Sang-Hoon Park0cb3da62020-01-15 12:39:56 +000048 if(is_data_type_quantized_asymmetric(data_type) && !pool_info.exclude_padding)
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000049 {
Michele Di Giorgiocbbed282019-12-20 13:26:08 +000050 pixel_value = PixelValue(0, data_type, input->info()->quantization_info());
Anton Lokhmotovaf6204c2017-11-08 09:34:19 +000051 }
Sang-Hoon Park11fedda2020-01-15 14:44:04 +000052
53 // Data layout
54 const auto data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? input->info()->data_layout() : pool_info.data_layout;
55
56 switch(data_layout)
Michalis Spyroue74b2012018-04-18 09:49:16 +010057 {
58 case DataLayout::NCHW:
Sang-Hoon Park0cb3da62020-01-15 12:39:56 +000059 border_mode = (PoolingType::MAX == pool_info.pool_type) ? BorderMode::REPLICATE : BorderMode::CONSTANT;
Michalis Spyroue74b2012018-04-18 09:49:16 +010060 break;
61 case DataLayout::NHWC:
62 border_mode = BorderMode::CONSTANT;
Sang-Hoon Park0cb3da62020-01-15 12:39:56 +000063 if(PoolingType::MAX == pool_info.pool_type)
Michalis Spyroue74b2012018-04-18 09:49:16 +010064 {
Michele Di Giorgiocbbed282019-12-20 13:26:08 +000065 if(is_data_type_quantized(data_type))
66 {
67 std::tie(pixel_value, std::ignore) = get_min_max(data_type);
68 }
69 else
70 {
71 pixel_value = PixelValue(std::numeric_limits<float>::lowest());
72 }
Michalis Spyroue74b2012018-04-18 09:49:16 +010073 }
74 break;
75 default:
76 ARM_COMPUTE_ERROR("Data layout not supported");
77 }
78 _border_handler.configure(input, _kernel->border_size(), border_mode, pixel_value);
Georgios Pinitas17812ba2018-06-04 19:27:13 +010079
80 // Tune kernels
81 CLScheduler::get().tune_kernel_static(*_kernel);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010082}
Georgios Pinitas3faea252017-10-30 14:13:50 +000083
Georgios Pinitas631c41a2017-12-06 11:53:03 +000084Status CLPoolingLayer::validate(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info)
Georgios Pinitas3faea252017-10-30 14:13:50 +000085{
86 return CLPoolingLayerKernel::validate(input, output, pool_info);
Michele Di Giorgiocbbed282019-12-20 13:26:08 +000087}
Sang-Hoon Park0cb3da62020-01-15 12:39:56 +000088} // namespace arm_compute