xref: /aosp_15_r20/external/ComputeLibrary/src/runtime/NEON/functions/NEGEMMConvolutionLayer.cpp (revision c217d954acce2dbc11938adb493fc0abd69584f3)
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/NEGEMMConvolutionLayer.h"
25*c217d954SCole Faust 
26*c217d954SCole Faust #include "arm_compute/core/Size2D.h"
27*c217d954SCole Faust #include "arm_compute/core/Utils.h"
28*c217d954SCole Faust #include "arm_compute/core/Validate.h"
29*c217d954SCole Faust #include "arm_compute/runtime/Tensor.h"
30*c217d954SCole Faust #include "src/core/helpers/MemoryHelpers.h"
31*c217d954SCole Faust #include "src/cpu/operators/CpuGemmConv2d.h"
32*c217d954SCole Faust 
33*c217d954SCole Faust using namespace arm_compute::experimental;
34*c217d954SCole Faust 
35*c217d954SCole Faust namespace arm_compute
36*c217d954SCole Faust {
37*c217d954SCole Faust struct NEGEMMConvolutionLayer::Impl
38*c217d954SCole Faust {
39*c217d954SCole Faust     const ITensor                      *weights{ nullptr };
40*c217d954SCole Faust     std::unique_ptr<cpu::CpuGemmConv2d> op{ nullptr };
41*c217d954SCole Faust     ITensorPack                         run_pack{};
42*c217d954SCole Faust     MemoryGroup                         memory_group{};
43*c217d954SCole Faust     IWeightsManager                    *weights_manager{ nullptr };
44*c217d954SCole Faust     MemoryRequirements                  aux_mem_req{};
45*c217d954SCole Faust     WorkspaceData<Tensor>               workspace_tensors{};
46*c217d954SCole Faust     bool                                is_prepared{ false };
47*c217d954SCole Faust };
48*c217d954SCole Faust 
NEGEMMConvolutionLayer(const std::shared_ptr<IMemoryManager> & memory_manager,IWeightsManager * weights_manager)49*c217d954SCole Faust NEGEMMConvolutionLayer::NEGEMMConvolutionLayer(const std::shared_ptr<IMemoryManager> &memory_manager, IWeightsManager *weights_manager)
50*c217d954SCole Faust     : _impl(std::make_unique<Impl>())
51*c217d954SCole Faust {
52*c217d954SCole Faust     _impl->weights_manager = weights_manager;
53*c217d954SCole Faust     _impl->memory_group    = MemoryGroup(memory_manager);
54*c217d954SCole Faust }
55*c217d954SCole Faust NEGEMMConvolutionLayer::~NEGEMMConvolutionLayer() = default;
56*c217d954SCole Faust 
configure(const ITensor * input,const ITensor * weights,const ITensor * biases,ITensor * output,const PadStrideInfo & conv_info,const WeightsInfo & weights_info,const Size2D & dilation,const ActivationLayerInfo & act_info,bool enable_fast_math,unsigned int num_groups)57*c217d954SCole Faust void NEGEMMConvolutionLayer::configure(const ITensor *input, const ITensor *weights, const ITensor *biases, ITensor *output, const PadStrideInfo &conv_info, const WeightsInfo &weights_info,
58*c217d954SCole Faust                                        const Size2D &dilation, const ActivationLayerInfo &act_info, bool enable_fast_math, unsigned int num_groups)
59*c217d954SCole Faust {
60*c217d954SCole Faust     ARM_COMPUTE_ERROR_ON_NULLPTR(input, weights, output);
61*c217d954SCole Faust 
62*c217d954SCole Faust     _impl->weights = weights;
63*c217d954SCole Faust     _impl->op      = std::make_unique<cpu::CpuGemmConv2d>();
64*c217d954SCole Faust     _impl->op->configure(input->info(), weights->info(), (biases != nullptr ? biases->info() : nullptr), output->info(), conv_info, weights_info, dilation, act_info, enable_fast_math, num_groups);
65*c217d954SCole Faust 
66*c217d954SCole Faust     _impl->run_pack =
67*c217d954SCole Faust     {
68*c217d954SCole Faust         { TensorType::ACL_SRC_0, input },
69*c217d954SCole Faust         { TensorType::ACL_SRC_1, weights },
70*c217d954SCole Faust         { TensorType::ACL_SRC_2, biases },
71*c217d954SCole Faust         { TensorType::ACL_DST, output }
72*c217d954SCole Faust     };
73*c217d954SCole Faust     _impl->aux_mem_req       = _impl->op->workspace();
74*c217d954SCole Faust     _impl->workspace_tensors = manage_workspace<Tensor>(_impl->aux_mem_req, _impl->memory_group, _impl->run_pack, _impl->run_pack);
75*c217d954SCole Faust }
76*c217d954SCole Faust 
validate(const ITensorInfo * input,const ITensorInfo * weights,const ITensorInfo * biases,const ITensorInfo * output,const PadStrideInfo & conv_info,const WeightsInfo & weights_info,const Size2D & dilation,const ActivationLayerInfo & act_info,bool enable_fast_math,unsigned int num_groups)77*c217d954SCole Faust Status NEGEMMConvolutionLayer::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const PadStrideInfo &conv_info,
78*c217d954SCole Faust                                         const WeightsInfo &weights_info, const Size2D &dilation, const ActivationLayerInfo &act_info, bool enable_fast_math, unsigned int num_groups)
79*c217d954SCole Faust {
80*c217d954SCole Faust     return cpu::CpuGemmConv2d::validate(input, weights, biases, output, conv_info, weights_info, dilation, act_info, enable_fast_math, num_groups);
81*c217d954SCole Faust }
82*c217d954SCole Faust 
has_opt_impl(arm_compute::WeightFormat & expected_weight_format,const ITensorInfo * src,const ITensorInfo * weights,const ITensorInfo * biases,const ITensorInfo * dst,const PadStrideInfo & conv_info,const WeightsInfo & weights_info,const Size2D & dilation,const ActivationLayerInfo & act_info,const bool enable_fast_math)83*c217d954SCole Faust Status NEGEMMConvolutionLayer::has_opt_impl(arm_compute::WeightFormat &expected_weight_format, const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *dst,
84*c217d954SCole Faust                                             const PadStrideInfo &conv_info,
85*c217d954SCole Faust                                             const WeightsInfo &weights_info, const Size2D &dilation, const ActivationLayerInfo &act_info, const bool enable_fast_math)
86*c217d954SCole Faust {
87*c217d954SCole Faust     return cpu::CpuGemmConv2d::has_opt_impl(expected_weight_format, src, weights, biases, dst, conv_info, weights_info, dilation, act_info, enable_fast_math);
88*c217d954SCole Faust }
89*c217d954SCole Faust 
run()90*c217d954SCole Faust void NEGEMMConvolutionLayer::run()
91*c217d954SCole Faust {
92*c217d954SCole Faust     prepare();
93*c217d954SCole Faust     MemoryGroupResourceScope scope_mg(_impl->memory_group);
94*c217d954SCole Faust     _impl->op->run(_impl->run_pack);
95*c217d954SCole Faust }
96*c217d954SCole Faust 
prepare()97*c217d954SCole Faust void NEGEMMConvolutionLayer::prepare()
98*c217d954SCole Faust {
99*c217d954SCole Faust     if(!_impl->is_prepared)
100*c217d954SCole Faust     {
101*c217d954SCole Faust         _impl->op->prepare(_impl->run_pack);
102*c217d954SCole Faust 
103*c217d954SCole Faust         // Release temporary tensors that are only used in prepare stage
104*c217d954SCole Faust         release_temporaries<Tensor>(_impl->aux_mem_req, _impl->workspace_tensors);
105*c217d954SCole Faust         _impl->is_prepared = true;
106*c217d954SCole Faust     }
107*c217d954SCole Faust }
108*c217d954SCole Faust } // namespace arm_compute
109