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giuros016d109962019-01-07 17:47:19 +00001/*
2 * Copyright (c) 2019 ARM Limited.
3 *
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/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h"
25
26#include "arm_compute/core/AccessWindowStatic.h"
27#include "arm_compute/core/CL/CLHelpers.h"
28#include "arm_compute/core/CL/CLKernelLibrary.h"
29#include "arm_compute/core/CL/CLValidate.h"
30#include "arm_compute/core/CL/ICLKernel.h"
31#include "arm_compute/core/CL/ICLTensor.h"
32#include "arm_compute/core/Error.h"
33#include "arm_compute/core/Helpers.h"
34#include "arm_compute/core/TensorInfo.h"
35#include "arm_compute/core/Types.h"
36#include "arm_compute/core/Utils.h"
37#include "arm_compute/core/utils/misc/ShapeCalculator.h"
38#include "arm_compute/core/utils/quantization/AsymmHelpers.h"
39
40namespace arm_compute
41{
42namespace
43{
44Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info)
45{
46 const size_t idx_w = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::WIDTH);
47 const size_t idx_h = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::HEIGHT);
48
49 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input);
giuros016d109962019-01-07 17:47:19 +000050 ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(input, DataLayout::NHWC);
51 ARM_COMPUTE_RETURN_ERROR_ON(info.c0 != 4);
52 ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(idx_h) != 3);
53 ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(idx_w) != 3);
54
55 if(output->total_size() != 0)
56 {
57 auto reshaped_weights_shape = arm_compute::misc::shape_calculator::compute_reshaped_depthwise_weights_shape(*input, info);
58 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
59 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(), reshaped_weights_shape);
Isabella Gottardi0a1090a2019-02-14 18:07:36 +000060 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output);
giuros016d109962019-01-07 17:47:19 +000061 }
62
63 return Status{};
64}
65
66std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info)
67{
68 auto reshaped_input_shape = arm_compute::misc::shape_calculator::compute_reshaped_depthwise_weights_shape(*input, info);
69 auto_init_if_empty(*output, reshaped_input_shape, 1, input->data_type(), input->quantization_info());
70
71 Window win = calculate_max_window(*input, Steps(info.c0));
72 AccessWindowHorizontal weights_access(input, 0, info.c0);
73 const bool window_changed = update_window_and_padding(win, weights_access);
74
75 output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape()));
76 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
77 return std::make_pair(err, win);
78}
79} // namespace
80
81CLDepthwiseConvolutionLayerReshapeWeightsKernel::CLDepthwiseConvolutionLayerReshapeWeightsKernel()
82 : _input(nullptr), _output(nullptr)
83{
84}
85
86void CLDepthwiseConvolutionLayerReshapeWeightsKernel::configure(const ICLTensor *input, ICLTensor *output, const DepthwiseConvolutionReshapeInfo &info)
87{
88 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
89 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), info));
90 auto win_config = validate_and_configure_window(input->info(), output->info(), info);
91 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
92
93 ICLKernel::configure_internal(win_config.second);
94
95 _input = input;
96 _output = output;
97
98 // Build the kernel
99 CLBuildOptions build_opts;
giuros016d109962019-01-07 17:47:19 +0000100 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(info.c0));
101 build_opts.add_option("-DDST_WIDTH=" + support::cpp11::to_string(_output->info()->dimension(0)));
102 build_opts.add_option_if(info.transpose, "-DTRANSPOSE");
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +0100103 build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(input->info()->element_size()));
giuros016d109962019-01-07 17:47:19 +0000104
105 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("depthwise_convolution_reshape_weights", build_opts.options()));
106}
107
108Status CLDepthwiseConvolutionLayerReshapeWeightsKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info)
109{
110 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, info));
111 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), info).first);
112 return Status{};
113}
114
115void CLDepthwiseConvolutionLayerReshapeWeightsKernel::run(const Window &window, cl::CommandQueue &queue)
116{
117 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
118 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window);
119
120 unsigned int idx = 0;
121 add_3D_tensor_argument(idx, _input, window);
122 add_2D_tensor_argument(idx, _output, window);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100123 enqueue(queue, *this, window, lws_hint());
giuros016d109962019-01-07 17:47:19 +0000124}
125} // namespace arm_compute