1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2017-2022 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "arm_compute/runtime/NEON/functions/NEWinogradConvolutionLayer.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/Error.h"
27*c217d954SCole Faust #include "arm_compute/core/ITensorPack.h"
28*c217d954SCole Faust #include "arm_compute/core/Utils.h"
29*c217d954SCole Faust #include "arm_compute/core/Validate.h"
30*c217d954SCole Faust #include "arm_compute/core/utils/misc/ShapeCalculator.h"
31*c217d954SCole Faust #include "src/core/CPP/Validate.h"
32*c217d954SCole Faust #include "src/core/helpers/MemoryHelpers.h"
33*c217d954SCole Faust #include "src/cpu/kernels/CpuWinogradConv2dKernel.h"
34*c217d954SCole Faust #include "src/cpu/operators/CpuWinogradConv2d.h"
35*c217d954SCole Faust
36*c217d954SCole Faust #include "src/core/NEON/kernels/convolution/common/utils.hpp"
37*c217d954SCole Faust
38*c217d954SCole Faust namespace arm_compute
39*c217d954SCole Faust {
40*c217d954SCole Faust using namespace arm_compute::experimental;
41*c217d954SCole Faust
42*c217d954SCole Faust struct NEWinogradConvolutionLayer::Impl
43*c217d954SCole Faust {
44*c217d954SCole Faust MemoryGroup memory_group{};
45*c217d954SCole Faust std::unique_ptr<cpu::CpuWinogradConv2d> op{ nullptr };
46*c217d954SCole Faust ITensorPack run_pack{};
47*c217d954SCole Faust ITensorPack prep_pack{};
48*c217d954SCole Faust WorkspaceData<Tensor> workspace{};
49*c217d954SCole Faust experimental::MemoryRequirements aux_mem_req{};
50*c217d954SCole Faust const ITensor *original_weights{ nullptr };
51*c217d954SCole Faust bool is_prepared{ false };
52*c217d954SCole Faust bool is_activationlayer_enabled{ false };
53*c217d954SCole Faust DataLayout data_layout{};
54*c217d954SCole Faust };
55*c217d954SCole Faust
NEWinogradConvolutionLayer(const std::shared_ptr<IMemoryManager> & memory_manager)56*c217d954SCole Faust NEWinogradConvolutionLayer::NEWinogradConvolutionLayer(const std::shared_ptr<IMemoryManager> &memory_manager)
57*c217d954SCole Faust : _impl(std::make_unique<Impl>())
58*c217d954SCole Faust {
59*c217d954SCole Faust _impl->memory_group = MemoryGroup(std::move(memory_manager));
60*c217d954SCole Faust }
61*c217d954SCole Faust
62*c217d954SCole Faust NEWinogradConvolutionLayer::~NEWinogradConvolutionLayer() = default;
63*c217d954SCole Faust
configure(const ITensor * input,const ITensor * weights,const ITensor * biases,ITensor * output,const PadStrideInfo & conv_info,const ActivationLayerInfo & act_info,bool enable_fast_math)64*c217d954SCole Faust void NEWinogradConvolutionLayer::configure(const ITensor *input, const ITensor *weights, const ITensor *biases, ITensor *output, const PadStrideInfo &conv_info, const ActivationLayerInfo &act_info,
65*c217d954SCole Faust bool enable_fast_math)
66*c217d954SCole Faust {
67*c217d954SCole Faust _impl->original_weights = weights;
68*c217d954SCole Faust _impl->op = std::make_unique<cpu::CpuWinogradConv2d>();
69*c217d954SCole Faust _impl->op->configure(input->info(), weights->info(), biases != nullptr ? biases->info() : nullptr, output->info(), conv_info, act_info, enable_fast_math);
70*c217d954SCole Faust
71*c217d954SCole Faust _impl->aux_mem_req = _impl->op->workspace();
72*c217d954SCole Faust _impl->run_pack = { { ACL_SRC_0, input }, { ACL_SRC_1, weights }, { ACL_SRC_2, biases }, { ACL_DST, output } };
73*c217d954SCole Faust _impl->prep_pack = { { ACL_SRC_1, weights }, { ACL_SRC_2, biases } };
74*c217d954SCole Faust _impl->workspace = manage_workspace<Tensor>(_impl->aux_mem_req, _impl->memory_group, _impl->run_pack, _impl->prep_pack);
75*c217d954SCole Faust }
76*c217d954SCole Faust
run()77*c217d954SCole Faust void NEWinogradConvolutionLayer::run()
78*c217d954SCole Faust {
79*c217d954SCole Faust prepare();
80*c217d954SCole Faust
81*c217d954SCole Faust MemoryGroupResourceScope scope_mg(_impl->memory_group);
82*c217d954SCole Faust _impl->op->run(_impl->run_pack);
83*c217d954SCole Faust }
84*c217d954SCole Faust
validate(const ITensorInfo * input,const ITensorInfo * weights,const ITensorInfo * biases,const ITensorInfo * output,const PadStrideInfo & conv_info,const ActivationLayerInfo & act_info,bool enable_fast_math)85*c217d954SCole Faust Status NEWinogradConvolutionLayer::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const PadStrideInfo &conv_info,
86*c217d954SCole Faust const ActivationLayerInfo &act_info, bool enable_fast_math)
87*c217d954SCole Faust {
88*c217d954SCole Faust return cpu::CpuWinogradConv2d::validate(input, weights, biases, output, conv_info, act_info, enable_fast_math);
89*c217d954SCole Faust }
90*c217d954SCole Faust
prepare()91*c217d954SCole Faust void NEWinogradConvolutionLayer::prepare()
92*c217d954SCole Faust {
93*c217d954SCole Faust if(!_impl->is_prepared)
94*c217d954SCole Faust {
95*c217d954SCole Faust _impl->op->prepare(_impl->prep_pack);
96*c217d954SCole Faust _impl->original_weights->mark_as_unused();
97*c217d954SCole Faust
98*c217d954SCole Faust // Release temporary tensors that are only used in prepare stage
99*c217d954SCole Faust release_temporaries<Tensor>(_impl->aux_mem_req, _impl->workspace);
100*c217d954SCole Faust
101*c217d954SCole Faust _impl->is_prepared = true;
102*c217d954SCole Faust }
103*c217d954SCole Faust }
104*c217d954SCole Faust } // namespace arm_compute
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