Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2018-2020 Arm Limited. |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +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/CLRNNLayer.h" |
| 25 | |
| 26 | #include "arm_compute/core/Helpers.h" |
| 27 | #include "arm_compute/core/Types.h" |
| 28 | #include "arm_compute/core/Utils.h" |
| 29 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 30 | #include "arm_compute/runtime/CL/CLScheduler.h" |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 31 | #include "src/core/CL/kernels/CLCopyKernel.h" |
| 32 | #include "src/core/CL/kernels/CLDepthConvertLayerKernel.h" |
| 33 | #include "src/core/CL/kernels/CLFillBorderKernel.h" |
| 34 | #include "src/core/CL/kernels/CLGEMMLowpMatrixMultiplyNativeKernel.h" |
| 35 | #include "src/core/CL/kernels/CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel.h" |
| 36 | #include "src/core/CL/kernels/CLGEMMLowpOffsetContributionKernel.h" |
| 37 | #include "src/core/CL/kernels/CLGEMMLowpOffsetContributionOutputStageKernel.h" |
| 38 | #include "src/core/CL/kernels/CLGEMMLowpReductionKernel.h" |
| 39 | #include "src/core/CL/kernels/CLGEMMMatrixMultiplyKernel.h" |
| 40 | #include "src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h" |
| 41 | #include "src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.h" |
| 42 | #include "src/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" |
| 43 | #include "src/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 44 | |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 45 | namespace arm_compute |
| 46 | { |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 47 | using namespace arm_compute::misc::shape_calculator; |
| 48 | |
| 49 | CLRNNLayer::CLRNNLayer(std::shared_ptr<IMemoryManager> memory_manager) |
Georgios Pinitas | 40f51a6 | 2020-11-21 03:04:18 +0000 | [diff] [blame] | 50 | : _memory_group(std::move(memory_manager)), _gemm_state_f(), _add_kernel(), _activation(), _fully_connected_kernel(), _copy_kernel(std::make_unique<CLCopyKernel>()), _fully_connected_out(), |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 51 | _gemm_output(), _add_output(), _is_prepared(false) |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 52 | { |
| 53 | } |
| 54 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 55 | CLRNNLayer::~CLRNNLayer() = default; |
| 56 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 57 | Status CLRNNLayer::validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *recurrent_weights, const ITensorInfo *bias, const ITensorInfo *hidden_state, |
| 58 | const ITensorInfo *output, const ActivationLayerInfo &info) |
| 59 | { |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 60 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, weights, recurrent_weights, bias, hidden_state, output); |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_NOT_IN(input, DataType::F16, DataType::F32); |
| 62 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, weights, recurrent_weights, bias, hidden_state, output); |
| 63 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 64 | const int idx_width = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::WIDTH); |
| 65 | const int idx_height = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::HEIGHT); |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 66 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 67 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(idx_width) != weights->dimension(idx_width)); |
| 68 | ARM_COMPUTE_RETURN_ERROR_ON(weights->dimension(idx_height) != recurrent_weights->dimension(idx_width)); |
| 69 | ARM_COMPUTE_RETURN_ERROR_ON(recurrent_weights->dimension(idx_width) != recurrent_weights->dimension(1)); |
| 70 | ARM_COMPUTE_RETURN_ERROR_ON(bias->num_dimensions() != 1); |
| 71 | ARM_COMPUTE_RETURN_ERROR_ON(bias->dimension(idx_width) != weights->dimension(idx_height)); |
| 72 | ARM_COMPUTE_RETURN_ERROR_ON(hidden_state->dimension(idx_width) != weights->dimension(idx_height)); |
| 73 | ARM_COMPUTE_RETURN_ERROR_ON(hidden_state->dimension(idx_height) != input->dimension(idx_height)); |
| 74 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(), hidden_state->tensor_shape()); |
| 75 | |
| 76 | auto shape_info = TensorInfo(compute_rnn_shape(recurrent_weights, hidden_state->dimension(idx_height)), 1, input->data_type()); |
| 77 | |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 78 | ARM_COMPUTE_RETURN_ON_ERROR(CLFullyConnectedLayer::validate(input, weights, bias, &shape_info)); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 79 | ARM_COMPUTE_RETURN_ON_ERROR(CLGEMM::validate(hidden_state, recurrent_weights, nullptr, &shape_info, 1.f, 0.f)); |
Michalis Spyrou | ad7515d | 2020-07-24 00:02:23 +0100 | [diff] [blame] | 80 | ARM_COMPUTE_RETURN_ON_ERROR(CLArithmeticAddition::validate(&shape_info, &shape_info, &shape_info, ConvertPolicy::SATURATE)); |
Georgios Pinitas | ab23dd0 | 2020-07-06 14:57:36 +0100 | [diff] [blame] | 81 | ARM_COMPUTE_RETURN_ON_ERROR(CLActivationLayer::validate(&shape_info, &shape_info, info)); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 82 | |
| 83 | return Status{}; |
| 84 | } |
| 85 | |
| 86 | void CLRNNLayer::configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *recurrent_weights, const ICLTensor *bias, ICLTensor *hidden_state, ICLTensor *output, |
| 87 | ActivationLayerInfo &info) |
| 88 | { |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 89 | configure(CLKernelLibrary::get().get_compile_context(), input, weights, recurrent_weights, bias, hidden_state, output, info); |
| 90 | } |
| 91 | |
| 92 | void CLRNNLayer::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *weights, const ICLTensor *recurrent_weights, const ICLTensor *bias, |
| 93 | ICLTensor *hidden_state, |
| 94 | ICLTensor *output, ActivationLayerInfo &info) |
| 95 | { |
Michalis Spyrou | 3672df3 | 2018-03-28 14:35:08 +0100 | [diff] [blame] | 96 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, weights, recurrent_weights, bias, hidden_state, output); |
| 97 | ARM_COMPUTE_ERROR_THROW_ON(CLRNNLayer::validate(input->info(), weights->info(), recurrent_weights->info(), bias->info(), hidden_state->info(), output->info(), info)); |
| 98 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 99 | const int idx_height = get_data_layout_dimension_index(input->info()->data_layout(), DataLayoutDimension::HEIGHT); |
| 100 | TensorShape shape = compute_rnn_shape(recurrent_weights->info(), hidden_state->info()->dimension(idx_height)); |
| 101 | |
Georgios Pinitas | 7221933 | 2018-06-05 14:56:06 +0100 | [diff] [blame] | 102 | _is_prepared = false; |
| 103 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 104 | _fully_connected_out.allocator()->init(TensorInfo(shape, 1, input->info()->data_type())); |
| 105 | _gemm_output.allocator()->init(TensorInfo(shape, 1, input->info()->data_type())); |
| 106 | |
| 107 | // Manage intermediate buffers and configure |
| 108 | _memory_group.manage(&_fully_connected_out); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 109 | _fully_connected_kernel.configure(compile_context, input, weights, bias, &_fully_connected_out); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 110 | |
| 111 | _memory_group.manage(&_gemm_output); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 112 | _gemm_state_f.configure(compile_context, hidden_state, recurrent_weights, nullptr, &_gemm_output, 1.f, 0.f); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 113 | |
| 114 | _add_output.allocator()->init(TensorInfo(shape, 1, input->info()->data_type())); |
| 115 | _memory_group.manage(&_add_output); |
| 116 | |
Michalis Spyrou | ad7515d | 2020-07-24 00:02:23 +0100 | [diff] [blame] | 117 | _add_kernel.configure(compile_context, &_fully_connected_out, &_gemm_output, &_add_output, ConvertPolicy::SATURATE); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 118 | |
| 119 | _fully_connected_out.allocator()->allocate(); |
| 120 | _gemm_output.allocator()->allocate(); |
| 121 | |
Georgios Pinitas | ab23dd0 | 2020-07-06 14:57:36 +0100 | [diff] [blame] | 122 | _activation.configure(compile_context, &_add_output, hidden_state, info); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 123 | _add_output.allocator()->allocate(); |
| 124 | |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 125 | _copy_kernel->configure(compile_context, hidden_state, output); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 126 | } |
| 127 | |
| 128 | void CLRNNLayer::run() |
| 129 | { |
Georgios Pinitas | 7221933 | 2018-06-05 14:56:06 +0100 | [diff] [blame] | 130 | prepare(); |
| 131 | |
Georgios Pinitas | da953f2 | 2019-04-02 17:27:03 +0100 | [diff] [blame] | 132 | MemoryGroupResourceScope scope_mg(_memory_group); |
Georgios Pinitas | 7221933 | 2018-06-05 14:56:06 +0100 | [diff] [blame] | 133 | |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 134 | _fully_connected_kernel.run(); |
| 135 | _gemm_state_f.run(); |
Michalis Spyrou | ad7515d | 2020-07-24 00:02:23 +0100 | [diff] [blame] | 136 | _add_kernel.run(); |
Georgios Pinitas | ab23dd0 | 2020-07-06 14:57:36 +0100 | [diff] [blame] | 137 | _activation.run(); |
Michalis Spyrou | 36a559e | 2018-03-20 10:30:58 +0000 | [diff] [blame] | 138 | |
| 139 | // copy hidden out to output |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 140 | CLScheduler::get().enqueue(*_copy_kernel); |
Georgios Pinitas | 7221933 | 2018-06-05 14:56:06 +0100 | [diff] [blame] | 141 | } |
| 142 | |
| 143 | void CLRNNLayer::prepare() |
| 144 | { |
| 145 | if(!_is_prepared) |
| 146 | { |
| 147 | _fully_connected_kernel.prepare(); |
| 148 | _gemm_state_f.prepare(); |
| 149 | |
| 150 | _is_prepared = true; |
| 151 | } |
giuros01 | 164a272 | 2018-11-20 18:34:46 +0000 | [diff] [blame] | 152 | } |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 153 | } // namespace arm_compute |