Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2021 Arm Limited. |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +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 | |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 25 | #include "src/cpu/operators/CpuDepthwiseConv2dAssemblyDispatch.h" |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 26 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/ITensorInfo.h" |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 28 | #include "arm_compute/runtime/NEON/NEScheduler.h" |
ramelg01 | 3ae3d88 | 2021-09-12 23:07:47 +0100 | [diff] [blame] | 29 | #include "src/common/utils/Log.h" |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 30 | #include "src/core/CPP/Validate.h" |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 31 | #include "src/core/helpers/AutoConfiguration.h" |
| 32 | #include "src/core/utils/AssemblyUtils.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 33 | #include "src/cpu/kernels/internal/CpuDepthwiseConv2dAssemblyWrapperKernel.h" |
Georgios Pinitas | 4c75851 | 2019-07-10 19:49:11 +0100 | [diff] [blame] | 34 | |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 35 | namespace arm_compute |
| 36 | { |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 37 | namespace cpu |
| 38 | { |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 39 | struct CpuDepthwiseConv2dAssemblyDispatch::LocalImpl |
Georgios Pinitas | 30271c7 | 2019-06-24 14:56:34 +0100 | [diff] [blame] | 40 | { |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 41 | std::unique_ptr<kernels::CpuDepthwiseConv2dAssemblyWrapperKernel> asm_kernel{ nullptr }; |
| 42 | bool is_prepared{ false }; |
| 43 | experimental::MemoryRequirements mem_req{}; |
Georgios Pinitas | 30271c7 | 2019-06-24 14:56:34 +0100 | [diff] [blame] | 44 | }; |
| 45 | |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 46 | #ifndef DOXYGEN_SKIP_THIS |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 47 | CpuDepthwiseConv2dAssemblyDispatch::CpuDepthwiseConv2dAssemblyDispatch() |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 48 | : _pImpl(std::make_unique<LocalImpl>()) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 49 | { |
| 50 | } |
| 51 | #endif /* DOXYGEN_SKIP_THIS */ |
| 52 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 53 | CpuDepthwiseConv2dAssemblyDispatch::~CpuDepthwiseConv2dAssemblyDispatch() = default; |
Georgios Pinitas | 30271c7 | 2019-06-24 14:56:34 +0100 | [diff] [blame] | 54 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 55 | void CpuDepthwiseConv2dAssemblyDispatch::configure(const ITensorInfo *src, |
| 56 | const ITensorInfo *weights, |
| 57 | const ITensorInfo *bias, |
| 58 | ITensorInfo *dst, |
| 59 | const ConvolutionInfo &info) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 60 | { |
ramelg01 | 3ae3d88 | 2021-09-12 23:07:47 +0100 | [diff] [blame] | 61 | ARM_COMPUTE_LOG_PARAMS(src, weights, bias, dst, info); |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 62 | const CPUInfo &ci = NEScheduler::get().cpu_info(); |
| 63 | const unsigned int num_threads = NEScheduler::get().num_threads(); |
| 64 | _pImpl->is_prepared = false; |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 65 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 66 | // If we don't support a combination of data types, silently return: it is the caller's responsibility to check if configure() was successful via is_configured() |
| 67 | if(!CpuDepthwiseConv2dAssemblyDispatch::validate(src, weights, bias, dst, info)) |
| 68 | { |
| 69 | return; |
| 70 | } |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 71 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 72 | auto dwc_wrapper = std::make_unique<kernels::CpuDepthwiseConv2dAssemblyWrapperKernel>(); |
| 73 | ARM_COMPUTE_ERROR_ON(dwc_wrapper == nullptr); |
| 74 | dwc_wrapper->configure(src, weights, bias, dst, info, ci); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 75 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 76 | // Compute memory requirements for assembly kernels |
| 77 | constexpr size_t alignment = 4096; |
| 78 | _pImpl->mem_req.push_back({ TensorType::ACL_INT_0, dwc_wrapper->get_working_size(num_threads, src->dimension(0)), alignment }); |
| 79 | _pImpl->mem_req.push_back({ TensorType::ACL_INT_1, dwc_wrapper->get_storage_size(), alignment }); |
| 80 | _pImpl->asm_kernel = std::move(dwc_wrapper); |
| 81 | } |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 82 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 83 | Status CpuDepthwiseConv2dAssemblyDispatch::validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *bias, const ITensorInfo *dst, const ConvolutionInfo &info) |
| 84 | { |
| 85 | return kernels::CpuDepthwiseConv2dAssemblyWrapperKernel::validate(src, weights, bias, dst, info); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 86 | } |
| 87 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 88 | experimental::MemoryRequirements CpuDepthwiseConv2dAssemblyDispatch::workspace() const |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 89 | { |
| 90 | return _pImpl->mem_req; |
| 91 | } |
| 92 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 93 | bool CpuDepthwiseConv2dAssemblyDispatch::is_activation_supported(const ActivationLayerInfo &activation) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 94 | { |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 95 | arm_gemm::Activation act = assembly_utils::map_to_arm_gemm_activation(activation); |
| 96 | return act.type != arm_gemm::Activation::Type::None; |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 97 | } |
| 98 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 99 | void CpuDepthwiseConv2dAssemblyDispatch::run(ITensorPack &tensors) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 100 | { |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 101 | ARM_COMPUTE_ERROR_ON_MSG(tensors.empty(), "No inputs provided"); |
| 102 | |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 103 | prepare(tensors); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 104 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 105 | NEScheduler::get().schedule_op(_pImpl->asm_kernel.get(), Window::DimY, _pImpl->asm_kernel->window(), tensors); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 106 | } |
| 107 | |
Manuel Bottini | b4bb6a0 | 2021-05-24 16:01:32 +0100 | [diff] [blame] | 108 | void CpuDepthwiseConv2dAssemblyDispatch::prepare(ITensorPack &tensors) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 109 | { |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 110 | if(!_pImpl->is_prepared) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 111 | { |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 112 | // Pack weights and bias |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 113 | const ITensor *weights = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 114 | const ITensor *bias = tensors.get_const_tensor(TensorType::ACL_SRC_2); |
| 115 | ITensor *storage = tensors.get_tensor(TensorType::ACL_INT_1); |
| 116 | |
| 117 | const auto weights_ptr = weights->buffer() + weights->info()->offset_first_element_in_bytes(); |
| 118 | const auto bias_ptr = (bias) ? bias->buffer() + bias->info()->offset_first_element_in_bytes() : nullptr; |
| 119 | auto parameters_ptr = storage->buffer() + storage->info()->offset_first_element_in_bytes(); |
| 120 | |
| 121 | const auto weights_shape = weights->info()->tensor_shape(); |
| 122 | const auto weights_padding = weights->info()->padding(); |
| 123 | |
| 124 | const size_t ld_weights_col = weights_shape[0] + weights_padding.left + weights_padding.right; |
| 125 | const size_t ld_weights_row = ld_weights_col * (weights_shape[1] + weights_padding.top + weights_padding.bottom); |
| 126 | _pImpl->asm_kernel->pack_parameters(parameters_ptr, bias_ptr, weights_ptr, ld_weights_col, ld_weights_row); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 127 | |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 128 | weights->mark_as_unused(); |
| 129 | if(bias != nullptr) |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 130 | { |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 131 | bias->mark_as_unused(); |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 132 | } |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 133 | _pImpl->is_prepared = true; |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 134 | } |
| 135 | } |
Michalis Spyrou | 60c3b0e | 2021-04-08 12:02:58 +0100 | [diff] [blame] | 136 | } // namespace cpu |
Georgios Pinitas | 47d39dc | 2019-03-11 14:03:23 +0000 | [diff] [blame] | 137 | } // namespace arm_compute |