Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [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/CLGEMM.h" |
| 25 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLHelpers.h" |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/Helpers.h" |
Gian Marco Iodice | 7026b30 | 2019-06-26 17:18:11 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/KernelDescriptors.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/TensorInfo.h" |
| 31 | #include "arm_compute/core/Types.h" |
Gian Marco Iodice | bb36a8e | 2018-04-19 12:05:08 +0100 | [diff] [blame] | 32 | #include "arm_compute/core/Utils.h" |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 33 | #include "arm_compute/runtime/CL/functions/CLGEMM.h" |
| 34 | #include "src/core/helpers/MemoryHelpers.h" |
| 35 | #include "src/runtime/gpu/cl/operators/ClGemm.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 36 | |
giuros01 | 1c9efeb | 2019-01-11 14:04:43 +0000 | [diff] [blame] | 37 | namespace arm_compute |
| 38 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 39 | using namespace arm_compute::experimental; |
| 40 | using OperatorType = opencl::ClGemm; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 41 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 42 | struct CLGEMM::Impl |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 43 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 44 | const ICLTensor *a{ nullptr }; |
| 45 | const ICLTensor *b{ nullptr }; |
| 46 | const ICLTensor *c{ nullptr }; |
| 47 | ICLTensor *dst{ nullptr }; |
| 48 | std::unique_ptr<OperatorType> op{ nullptr }; |
| 49 | MemoryGroup memory_group{}; |
| 50 | IWeightsManager *weights_manager{ nullptr }; |
| 51 | CLTensor weights_transformed{}; |
| 52 | ITensorPack run_pack{}; |
| 53 | ITensorPack prep_pack{}; |
| 54 | MemoryRequirements aux_mem_req{}; |
| 55 | WorkspaceData<CLTensor> workspace_tensors{}; |
Georgios Pinitas | 5a64332 | 2021-06-04 16:48:30 +0100 | [diff] [blame^] | 56 | bool is_prepared{ false }; |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 57 | }; |
SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 58 | |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 59 | CLGEMM::CLGEMM(std::shared_ptr<IMemoryManager> memory_manager, IWeightsManager *weights_manager) |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 60 | : _impl(std::make_unique<Impl>()) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 61 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 62 | _impl->memory_group = MemoryGroup(memory_manager); |
| 63 | _impl->weights_manager = weights_manager; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 64 | } |
| 65 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 66 | CLGEMM::~CLGEMM() = default; |
| 67 | |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 68 | void CLGEMM::configure(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info) |
| 69 | { |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 70 | configure(CLKernelLibrary::get().get_compile_context(), a, b, c, output, alpha, beta, gemm_info); |
| 71 | } |
| 72 | |
| 73 | void CLGEMM::configure(const CLCompileContext &compile_context, const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info) |
| 74 | { |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 75 | ARM_COMPUTE_ERROR_ON_NULLPTR(a, b, output); |
| 76 | |
Georgios Pinitas | 5a64332 | 2021-06-04 16:48:30 +0100 | [diff] [blame^] | 77 | _impl->a = a; |
| 78 | _impl->b = b; |
| 79 | _impl->c = c; |
| 80 | _impl->dst = output; |
| 81 | _impl->op = std::make_unique<OperatorType>(); |
| 82 | _impl->is_prepared = gemm_info.retain_internal_weights(); |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 83 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 84 | _impl->op->configure(compile_context, a->info(), b->info(), c != nullptr ? c->info() : nullptr, output->info(), alpha, beta, gemm_info); |
| 85 | _impl->aux_mem_req = _impl->op->workspace(); |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 86 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 87 | // Manage/allocate auxilairy tensors |
Georgios Pinitas | 5a64332 | 2021-06-04 16:48:30 +0100 | [diff] [blame^] | 88 | if(_impl->is_prepared) |
| 89 | { |
| 90 | _impl->run_pack.add_const_tensor(ACL_SRC_0, _impl->a); |
| 91 | _impl->run_pack.add_tensor(ACL_DST, _impl->dst); |
| 92 | } |
| 93 | else |
| 94 | { |
| 95 | _impl->run_pack = { { ACL_SRC_0, _impl->a }, { ACL_SRC_2, _impl->c }, { ACL_DST, _impl->dst } }; |
| 96 | _impl->prep_pack = { { ACL_SRC_1, _impl->b } }; |
| 97 | |
| 98 | _impl->workspace_tensors = manage_workspace<CLTensor>(_impl->op->workspace(), _impl->memory_group, _impl->run_pack, _impl->prep_pack); |
| 99 | } |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 100 | } |
| 101 | |
| 102 | Status CLGEMM::validate(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info) |
| 103 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 104 | return OperatorType::validate(a, b, c, output, alpha, beta, gemm_info); |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 105 | } |
| 106 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 107 | void CLGEMM::run() |
| 108 | { |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 109 | prepare(); |
Georgios Pinitas | 8a94e7c | 2017-09-15 19:06:47 +0100 | [diff] [blame] | 110 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 111 | MemoryGroupResourceScope scope_mg(_impl->memory_group); |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 112 | |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 113 | ARM_COMPUTE_ERROR_ON_NULLPTR(_impl->a, _impl->b, _impl->dst); |
| 114 | _impl->op->run(_impl->run_pack); |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 115 | } |
Georgios Pinitas | 82b5148 | 2018-04-24 15:14:12 +0100 | [diff] [blame] | 116 | |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 117 | void CLGEMM::prepare() |
| 118 | { |
Georgios Pinitas | 5a64332 | 2021-06-04 16:48:30 +0100 | [diff] [blame^] | 119 | if(!_impl->is_prepared) |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 120 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 121 | _impl->op->prepare(_impl->prep_pack); |
| 122 | |
| 123 | auto has_reshape = std::find_if(_impl->aux_mem_req.begin(), |
| 124 | _impl->aux_mem_req.end(), |
| 125 | [](const MemoryInfo & m) -> bool { return m.lifetime == MemoryLifetime::Persistent; }); |
| 126 | |
| 127 | if(has_reshape != std::end(_impl->aux_mem_req)) |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 128 | { |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 129 | _impl->b->mark_as_unused(); |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 130 | } |
Georgios Pinitas | 856f66e | 2021-04-22 21:13:21 +0100 | [diff] [blame] | 131 | else |
| 132 | { |
| 133 | // Pack the B matrix to be used as the underlying GEMM performs no reshapes |
| 134 | _impl->run_pack.add_const_tensor(ACL_SRC_1, _impl->b); |
| 135 | } |
Georgios Pinitas | 5a64332 | 2021-06-04 16:48:30 +0100 | [diff] [blame^] | 136 | _impl->is_prepared = true; |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 137 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 138 | } |
giuros01 | 1c9efeb | 2019-01-11 14:04:43 +0000 | [diff] [blame] | 139 | } // namespace arm_compute |