Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 1 | /* |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 2 | * Copyright (c) 2020-2021 Arm Limited. |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +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/NEON/functions/NEGEMMConv2d.h" |
Georgios Pinitas | ec2256b | 2020-12-03 18:51:58 +0000 | [diff] [blame] | 25 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 26 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 27 | #include "arm_compute/runtime/Tensor.h" |
| 28 | #include "src/core/helpers/MemoryHelpers.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame^] | 29 | #include "src/cpu/operators/CpuGemmDirectConv2d.h" |
Georgios Pinitas | 40f51a6 | 2020-11-21 03:04:18 +0000 | [diff] [blame] | 30 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 31 | namespace arm_compute |
| 32 | { |
Michele Di Giorgio | 8ae3cda | 2021-06-07 15:30:26 +0100 | [diff] [blame] | 33 | using OperatorType = cpu::CpuGemmDirectConv2d; |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 34 | using namespace arm_compute::experimental; |
Sang-Hoon Park | d89e2fa | 2021-05-17 17:04:50 +0100 | [diff] [blame] | 35 | |
| 36 | struct NEGEMMConv2d::Impl |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 37 | { |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 38 | const ITensor *weights{ nullptr }; |
| 39 | std::unique_ptr<OperatorType> op{ nullptr }; |
| 40 | ITensorPack run_pack{}; |
| 41 | ITensorPack prep_pack{}; |
| 42 | WorkspaceData<Tensor> workspace{}; |
| 43 | MemoryGroup memory_group{}; |
| 44 | bool is_prepared{ false }; |
| 45 | experimental::MemoryRequirements aux_mem_req{}; |
Sang-Hoon Park | d89e2fa | 2021-05-17 17:04:50 +0100 | [diff] [blame] | 46 | }; |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 47 | |
| 48 | NEGEMMConv2d::NEGEMMConv2d(const std::shared_ptr<IMemoryManager> &memory_manager) |
Sang-Hoon Park | d89e2fa | 2021-05-17 17:04:50 +0100 | [diff] [blame] | 49 | : _impl(std::make_unique<Impl>()) |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 50 | { |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 51 | _impl->memory_group = MemoryGroup(memory_manager); |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 52 | } |
Georgios Pinitas | ec2256b | 2020-12-03 18:51:58 +0000 | [diff] [blame] | 53 | |
| 54 | NEGEMMConv2d::~NEGEMMConv2d() = default; |
| 55 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 56 | void NEGEMMConv2d::configure(ITensor *input, const ITensor *weights, const ITensor *biases, ITensor *output, const Conv2dInfo &info) |
| 57 | { |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 58 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, weights, output); |
| 59 | |
| 60 | _impl->weights = weights; |
| 61 | _impl->is_prepared = false; |
| 62 | _impl->op = std::make_unique<OperatorType>(); |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 63 | |
Pablo Tello | a5c428a | 2021-06-09 11:50:01 +0100 | [diff] [blame] | 64 | _impl->op->configure(input->info(), weights->info(), biases != nullptr ? biases->info() : nullptr, output->info(), info); |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 65 | |
| 66 | _impl->aux_mem_req = _impl->op->workspace(); |
| 67 | _impl->run_pack = { { TensorType::ACL_SRC_0, input }, { TensorType::ACL_SRC_2, biases }, { TensorType::ACL_DST, output } }; |
| 68 | _impl->prep_pack = { { TensorType::ACL_SRC_1, weights }, { TensorType::ACL_SRC_2, biases } }; |
| 69 | _impl->workspace = manage_workspace<Tensor>(_impl->op->workspace(), _impl->memory_group, _impl->run_pack, _impl->prep_pack); |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 70 | } |
Sang-Hoon Park | d89e2fa | 2021-05-17 17:04:50 +0100 | [diff] [blame] | 71 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 72 | Status NEGEMMConv2d::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const Conv2dInfo &info) |
| 73 | { |
Sang-Hoon Park | d89e2fa | 2021-05-17 17:04:50 +0100 | [diff] [blame] | 74 | return OperatorType::validate(input, weights, biases, output, info); |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 75 | } |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 76 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 77 | void NEGEMMConv2d::run() |
| 78 | { |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 79 | prepare(); |
| 80 | |
| 81 | MemoryGroupResourceScope scope_mg(_impl->memory_group); |
| 82 | _impl->op->run(_impl->run_pack); |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 83 | } |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 84 | |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 85 | void NEGEMMConv2d::prepare() |
| 86 | { |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 87 | if(!_impl->is_prepared) |
| 88 | { |
| 89 | _impl->op->prepare(_impl->prep_pack); |
| 90 | |
| 91 | auto has_reshape = std::find_if(_impl->aux_mem_req.begin(), |
| 92 | _impl->aux_mem_req.end(), |
| 93 | [](const MemoryInfo & m) -> bool { return m.lifetime == MemoryLifetime::Persistent; }); |
| 94 | |
| 95 | if(has_reshape != std::end(_impl->aux_mem_req)) |
| 96 | { |
| 97 | _impl->weights->mark_as_unused(); |
| 98 | } |
| 99 | else |
| 100 | { |
| 101 | _impl->run_pack.add_const_tensor(ACL_SRC_1, _impl->weights); |
| 102 | } |
| 103 | |
| 104 | // Release temporary tensors that are only used in prepare stage |
Michele Di Giorgio | d9cdf14 | 2021-07-02 15:17:08 +0100 | [diff] [blame] | 105 | release_temporaries<Tensor>(_impl->aux_mem_req, _impl->workspace); |
Michele Di Giorgio | d7316eb | 2021-06-16 11:14:41 +0100 | [diff] [blame] | 106 | _impl->is_prepared = true; |
| 107 | } |
Georgios Pinitas | c0b6f76 | 2020-11-02 01:37:17 +0000 | [diff] [blame] | 108 | } |
| 109 | } // namespace arm_compute |