Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 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/runtime/CL/functions/CLGEMMConvolutionLayer.h" |
| 25 | |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/PixelValue.h" |
| 28 | #include "arm_compute/core/Size2D.h" |
| 29 | #include "arm_compute/core/Utils.h" |
| 30 | #include "arm_compute/core/Validate.h" |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 31 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 32 | #include "arm_compute/core/utils/quantization/AsymmHelpers.h" |
| 33 | #include "arm_compute/runtime/CL/CLScheduler.h" |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 34 | #include "src/core/experimental/PostOp.h" |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 35 | #include "src/core/helpers/MemoryHelpers.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 36 | #include "src/gpu/cl/operators/ClGemmConv2d.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 37 | #include "support/Cast.h" |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 38 | |
| 39 | #include <cmath> |
| 40 | #include <memory> |
| 41 | #include <tuple> |
| 42 | |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 43 | namespace arm_compute |
| 44 | { |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 45 | using namespace arm_compute::misc::shape_calculator; |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 46 | using namespace arm_compute::utils::cast; |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 47 | using namespace arm_compute::experimental; |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 48 | |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 49 | struct CLGEMMConvolutionLayer::Impl |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 50 | { |
Georgios Pinitas | 1988463 | 2021-08-16 12:38:54 +0100 | [diff] [blame] | 51 | const ITensor *weights{ nullptr }; |
| 52 | std::unique_ptr<opencl::ClGemmConv2d> op{ nullptr }; |
| 53 | ITensorPack run_pack{}; |
| 54 | ITensorPack prep_pack{}; |
| 55 | MemoryGroup memory_group{}; |
| 56 | IWeightsManager *weights_manager{ nullptr }; |
| 57 | MemoryRequirements aux_mem_req{}; |
| 58 | WorkspaceData<CLTensor> workspace_tensors{}; |
| 59 | bool is_prepared{ false }; |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 60 | }; |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 61 | |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 62 | CLGEMMConvolutionLayer::CLGEMMConvolutionLayer(std::shared_ptr<IMemoryManager> memory_manager, IWeightsManager *weights_manager) |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 63 | : _impl(std::make_unique<Impl>()) |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 64 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 65 | _impl->memory_group = MemoryGroup(memory_manager); |
| 66 | _impl->weights_manager = weights_manager; |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 67 | } |
| 68 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 69 | CLGEMMConvolutionLayer::~CLGEMMConvolutionLayer() = default; |
| 70 | |
Alex Gilday | 7da29b6 | 2018-03-23 14:16:00 +0000 | [diff] [blame] | 71 | void CLGEMMConvolutionLayer::configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const PadStrideInfo &conv_info, const WeightsInfo &weights_info, |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 72 | const Size2D &dilation, const ActivationLayerInfo &act_info, unsigned int num_groups, const experimental::PostOpList<ICLTensor *> &post_ops) |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 73 | { |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 74 | configure(CLKernelLibrary::get().get_compile_context(), input, weights, biases, output, conv_info, weights_info, dilation, act_info, num_groups, post_ops); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 75 | } |
| 76 | |
| 77 | void CLGEMMConvolutionLayer::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, |
| 78 | const PadStrideInfo &conv_info, |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 79 | const WeightsInfo &weights_info, const Size2D &dilation, const ActivationLayerInfo &act_info, unsigned int num_groups, const experimental::PostOpList<ICLTensor *> &post_ops) |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 80 | { |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 81 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, weights, output); |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 82 | _impl->weights = weights; |
| 83 | _impl->op = std::make_unique<opencl::ClGemmConv2d>(); |
| 84 | // Convert post op arguments to ITensorInfo |
| 85 | auto transformed_post_ops = experimental::transform_post_op_list_arguments<ICLTensor *, ITensorInfo *>(post_ops, [](auto tensor) |
| 86 | { |
| 87 | return tensor->info(); |
| 88 | }); |
| 89 | const Conv2dInfo conv2d_info = Conv2dInfo(conv_info, dilation, act_info, false, num_groups, transformed_post_ops); |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 90 | _impl->op->configure(compile_context, input->info(), weights->info(), (biases != nullptr ? biases->info() : nullptr), output->info(), conv2d_info, weights_info); |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 91 | |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 92 | _impl->run_pack = |
Gian Marco Iodice | f3622be | 2019-07-29 14:27:16 +0100 | [diff] [blame] | 93 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 94 | { TensorType::ACL_SRC_0, input }, |
| 95 | { TensorType::ACL_SRC_1, weights }, |
| 96 | { TensorType::ACL_SRC_2, biases }, |
| 97 | { TensorType::ACL_DST, output } |
| 98 | }; |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 99 | // Add post op tensors |
| 100 | size_t post_op_tensor_index = 0; |
| 101 | for(const auto &op : post_ops.get_list()) |
| 102 | { |
| 103 | for(auto &tensor : op->arguments()) |
| 104 | { |
| 105 | _impl->run_pack.add_const_tensor(experimental::get_post_op_arg_type(post_op_tensor_index++), *tensor); |
| 106 | } |
| 107 | } |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 108 | _impl->prep_pack = |
Gian Marco Iodice | f3622be | 2019-07-29 14:27:16 +0100 | [diff] [blame] | 109 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 110 | { TensorType::ACL_SRC_1, weights }, |
| 111 | { TensorType::ACL_SRC_2, biases }, |
| 112 | }; |
| 113 | _impl->aux_mem_req = _impl->op->workspace(); |
| 114 | _impl->workspace_tensors = manage_workspace<CLTensor>(_impl->aux_mem_req, _impl->memory_group, _impl->run_pack, _impl->prep_pack); |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 115 | } |
| 116 | |
| 117 | Status CLGEMMConvolutionLayer::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const PadStrideInfo &conv_info, |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 118 | const WeightsInfo &weights_info, const Size2D &dilation, const ActivationLayerInfo &act_info, unsigned int num_groups, const experimental::PostOpList<ITensorInfo *> &post_ops) |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 119 | { |
SiCongLi | 579ca84 | 2021-10-18 09:38:33 +0100 | [diff] [blame] | 120 | const Conv2dInfo conv2d_info = Conv2dInfo(conv_info, dilation, act_info, false, num_groups, post_ops); |
Georgios Pinitas | 1988463 | 2021-08-16 12:38:54 +0100 | [diff] [blame] | 121 | return opencl::ClGemmConv2d::validate(input, weights, biases, output, conv2d_info, weights_info); |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 122 | } |
| 123 | |
| 124 | void CLGEMMConvolutionLayer::run() |
| 125 | { |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 126 | prepare(); |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 127 | MemoryGroupResourceScope scope_mg(_impl->memory_group); |
| 128 | _impl->op->run(_impl->run_pack); |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 129 | } |
Georgios Pinitas | 82b5148 | 2018-04-24 15:14:12 +0100 | [diff] [blame] | 130 | |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 131 | void CLGEMMConvolutionLayer::prepare() |
| 132 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 133 | if(!_impl->is_prepared) |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 134 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 135 | _impl->op->prepare(_impl->prep_pack); |
| 136 | auto has_reshape = std::find_if(_impl->aux_mem_req.begin(), |
| 137 | _impl->aux_mem_req.end(), |
| 138 | [](const MemoryInfo & m) -> bool { return m.lifetime == MemoryLifetime::Persistent; }); |
| 139 | |
| 140 | if(has_reshape != std::end(_impl->aux_mem_req)) |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 141 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 142 | _impl->weights->mark_as_unused(); |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 143 | } |
| 144 | else |
| 145 | { |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 146 | // Pack the B matrix to be used as the underlying GEMM performs no reshapes |
| 147 | _impl->run_pack.add_const_tensor(ACL_SRC_1, _impl->weights); |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 148 | } |
Manuel Bottini | d87aded | 2021-07-16 10:23:31 +0100 | [diff] [blame] | 149 | release_temporaries(_impl->aux_mem_req, _impl->workspace_tensors); |
| 150 | _impl->is_prepared = true; |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 151 | } |
Isabella Gottardi | f07d28d | 2018-02-06 14:52:43 +0000 | [diff] [blame] | 152 | } |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 153 | } // namespace arm_compute |