Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2017-2019 ARM Limited. |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +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/NEGEMMLowpAssemblyMatrixMultiplyCore.h" |
| 25 | |
| 26 | #include "arm_compute/core/Error.h" |
| 27 | #include "arm_compute/core/Helpers.h" |
| 28 | #include "arm_compute/core/ITensor.h" |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/NEON/kernels/NEGEMMInterleave4x4Kernel.h" |
| 30 | #include "arm_compute/core/NEON/kernels/NEGEMMLowpMatrixMultiplyKernel.h" |
| 31 | #include "arm_compute/core/NEON/kernels/NEGEMMTranspose1xWKernel.h" |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 32 | #include "arm_compute/core/TensorInfo.h" |
| 33 | #include "arm_compute/core/Types.h" |
| 34 | #include "arm_compute/core/Validate.h" |
| 35 | #include "arm_compute/runtime/NEON/NEScheduler.h" |
| 36 | #include "arm_compute/runtime/TensorAllocator.h" |
| 37 | #include "support/ToolchainSupport.h" |
| 38 | |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 39 | using namespace arm_compute; |
| 40 | |
| 41 | NEGEMMLowpAssemblyMatrixMultiplyCore::NEGEMMLowpAssemblyMatrixMultiplyCore(std::shared_ptr<IMemoryManager> memory_manager) |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 42 | : _memory_group(memory_manager), _asm_glue(memory_manager), _mm_kernel(nullptr), _mtx_a_reshape_kernel(nullptr), _mtx_b_reshape_kernel(nullptr), _tmp_a(), _tmp_b() |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 43 | { |
| 44 | } |
| 45 | |
| 46 | void NEGEMMLowpAssemblyMatrixMultiplyCore::configure(const ITensor *a, const ITensor *b, ITensor *output) |
| 47 | { |
Michalis Spyrou | f3dfa27 | 2017-11-21 17:52:12 +0000 | [diff] [blame] | 48 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(a, 1, DataType::U8, DataType::S8); |
| 49 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U32, DataType::S32); |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 50 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(a, b); |
| 51 | ARM_COMPUTE_ERROR_ON_MSG((a)->info()->dimension(0) != (b)->info()->dimension(1), "The product AB is defined only if the number of columns in A is equal to the number of rows in B"); |
| 52 | ARM_COMPUTE_ERROR_ON_MSG((a)->info()->dimension(1) != (output)->info()->dimension(1), "The output matrix must have the same number of rows as the matrix A"); |
| 53 | ARM_COMPUTE_ERROR_ON_MSG((b)->info()->dimension(0) != (output)->info()->dimension(0), "The output matrix must have the same number of columns as the matrix B"); |
| 54 | |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 55 | bool run_optimised = false; |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 56 | switch(a->info()->data_type()) |
| 57 | { |
| 58 | case DataType::S8: |
Pablo Tello | 66c656a | 2018-03-15 10:34:58 +0000 | [diff] [blame] | 59 | case DataType::QASYMM8: |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 60 | case DataType::U8: |
| 61 | { |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 62 | _asm_glue.configure(a, b, output, 1.f, 0.f, true); |
| 63 | run_optimised = _asm_glue.is_configured(); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 64 | break; |
| 65 | } |
| 66 | default: |
| 67 | { |
| 68 | ARM_COMPUTE_ERROR("Datatype not supported"); |
| 69 | break; |
| 70 | } |
| 71 | } |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 72 | if(!run_optimised) |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 73 | { |
| 74 | // The interleaved output matrix will have the following shape: [ a_height * 4, ceil(a_width / 4.0f) ] |
| 75 | TensorShape shape_tmp_a = a->info()->tensor_shape(); |
| 76 | shape_tmp_a.set(0, a->info()->dimension(0) * 4); |
| 77 | shape_tmp_a.set(1, std::ceil(a->info()->dimension(1) / 4.f)); |
| 78 | |
| 79 | // The transpose1xW output matrix will have the following shape: [ b_height * 16, ceil(b_width / 16.0f) ] |
| 80 | TensorShape shape_tmp_b = b->info()->tensor_shape(); |
| 81 | shape_tmp_b.set(0, b->info()->dimension(1) * 16); |
| 82 | shape_tmp_b.set(1, std::ceil(b->info()->dimension(0) / 16.f)); |
| 83 | |
| 84 | TensorInfo info_a(shape_tmp_a, 1, a->info()->data_type()); |
| 85 | TensorInfo info_b(shape_tmp_b, 1, b->info()->data_type()); |
| 86 | _tmp_a.allocator()->init(info_a); |
| 87 | _tmp_b.allocator()->init(info_b); |
| 88 | _memory_group.manage(&_tmp_a); |
| 89 | _memory_group.manage(&_tmp_b); |
| 90 | |
| 91 | // Configure interleave kernel |
| 92 | { |
| 93 | auto k = arm_compute::support::cpp14::make_unique<NEGEMMInterleave4x4Kernel>(); |
| 94 | k->configure(a, &_tmp_a); |
| 95 | _mtx_a_reshape_kernel = std::move(k); |
| 96 | } |
| 97 | |
| 98 | // Configure transpose kernel |
| 99 | { |
| 100 | auto k = arm_compute::support::cpp14::make_unique<NEGEMMTranspose1xWKernel>(); |
| 101 | k->configure(b, &_tmp_b); |
| 102 | _mtx_b_reshape_kernel = std::move(k); |
| 103 | } |
| 104 | |
| 105 | // Configure matrix multiply kernel |
| 106 | { |
| 107 | auto k = arm_compute::support::cpp14::make_unique<NEGEMMLowpMatrixMultiplyKernel>(); |
| 108 | k->configure(&_tmp_a, &_tmp_b, output); |
| 109 | _mm_kernel = std::move(k); |
| 110 | } |
| 111 | |
| 112 | // Allocate tensors |
| 113 | _tmp_a.allocator()->allocate(); |
| 114 | _tmp_b.allocator()->allocate(); |
| 115 | } |
| 116 | } |
| 117 | |
| 118 | void NEGEMMLowpAssemblyMatrixMultiplyCore::run() |
| 119 | { |
Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 120 | MemoryGroupResourceScope scope_mg(_memory_group); |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 121 | if(_mtx_a_reshape_kernel) |
| 122 | { |
| 123 | NEScheduler::get().schedule(_mtx_a_reshape_kernel.get(), Window::DimY); |
| 124 | } |
| 125 | |
| 126 | if(_mtx_b_reshape_kernel) |
| 127 | { |
| 128 | NEScheduler::get().schedule(_mtx_b_reshape_kernel.get(), Window::DimY); |
| 129 | } |
| 130 | |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 131 | if(_asm_glue.is_configured()) |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 132 | { |
Anthony Barbier | eaefd00 | 2018-07-20 17:49:35 +0100 | [diff] [blame] | 133 | _asm_glue.run(); |
Pablo Tello | eb82fd2 | 2018-02-23 13:43:50 +0000 | [diff] [blame] | 134 | } |
| 135 | else |
| 136 | { |
| 137 | NEScheduler::get().schedule(_mm_kernel.get(), Window::DimY); |
| 138 | } |
Pablo Tello | 181e651 | 2017-11-15 13:28:27 +0000 | [diff] [blame] | 139 | } |