Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [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/core/GLES_COMPUTE/kernels/GCWeightsReshapeKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/Error.h" |
| 27 | #include "arm_compute/core/GLES_COMPUTE/GCHelpers.h" |
| 28 | #include "arm_compute/core/GLES_COMPUTE/GCKernelLibrary.h" |
| 29 | #include "arm_compute/core/GLES_COMPUTE/IGCTensor.h" |
| 30 | #include "arm_compute/core/GLES_COMPUTE/OpenGLES.h" |
| 31 | #include "arm_compute/core/Helpers.h" |
| 32 | #include "arm_compute/core/Types.h" |
| 33 | #include "arm_compute/core/Validate.h" |
Michele Di Giorgio | 164b65d | 2018-04-13 14:28:08 +0100 | [diff] [blame] | 34 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 35 | #include "src/core/helpers/AutoConfiguration.h" |
| 36 | #include "src/core/helpers/WindowHelpers.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 37 | #include "support/StringSupport.h" |
Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [diff] [blame] | 38 | |
| 39 | #include "arm_compute/core/GLES_COMPUTE/GCHelpers.h" |
| 40 | |
| 41 | using namespace arm_compute; |
Michele Di Giorgio | 164b65d | 2018-04-13 14:28:08 +0100 | [diff] [blame] | 42 | using namespace arm_compute::misc::shape_calculator; |
Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [diff] [blame] | 43 | |
| 44 | GCWeightsReshapeKernel::GCWeightsReshapeKernel() |
| 45 | : _input(nullptr), _biases(nullptr), _output(nullptr) |
| 46 | { |
| 47 | } |
| 48 | |
| 49 | void GCWeightsReshapeKernel::configure(const IGCTensor *input, const IGCTensor *biases, IGCTensor *output) |
| 50 | { |
| 51 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16, DataType::F32); |
| 52 | ARM_COMPUTE_ERROR_ON_NULLPTR(output); |
| 53 | |
Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [diff] [blame] | 54 | // Output tensor auto inizialitation if not yet initialized |
Michele Di Giorgio | 164b65d | 2018-04-13 14:28:08 +0100 | [diff] [blame] | 55 | auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(compute_weights_reshaped_shape(*input->info(), (biases != nullptr)))); |
Stephen Li | e855c23 | 2018-01-04 14:13:22 +0800 | [diff] [blame] | 56 | |
| 57 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 58 | |
| 59 | if(biases != nullptr) |
| 60 | { |
| 61 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, biases); |
| 62 | ARM_COMPUTE_ERROR_ON((input->info()->num_dimensions() == 4) && (biases->info()->num_dimensions() != 1)); |
| 63 | ARM_COMPUTE_ERROR_ON((input->info()->num_dimensions() == 5) && (biases->info()->num_dimensions() != 2)); |
| 64 | ARM_COMPUTE_ERROR_ON((input->info()->num_dimensions() == 4) && (biases->info()->dimension(0) != input->info()->tensor_shape()[3])); |
| 65 | ARM_COMPUTE_ERROR_ON((input->info()->num_dimensions() == 5) && (biases->info()->dimension(0) != input->info()->tensor_shape()[3] || biases->info()->dimension(1) != input->info()->tensor_shape()[4])); |
| 66 | } |
| 67 | |
| 68 | _biases = biases; |
| 69 | _output = output; |
| 70 | _input = input; |
| 71 | |
| 72 | // Create build options |
| 73 | std::set<std::string> build_opts; |
| 74 | std::string dt_name = (input->info()->data_type() == DataType::F32) ? "DATA_TYPE_FP32" : "DATA_TYPE_FP16"; |
| 75 | build_opts.emplace("#define " + dt_name); |
| 76 | build_opts.emplace("#define LOCAL_SIZE_X " + support::cpp11::to_string(1)); |
| 77 | build_opts.emplace("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1)); |
| 78 | build_opts.emplace("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1)); |
| 79 | build_opts.emplace("#define RESHAPE_TO_COLUMNS"); |
| 80 | if(biases != nullptr) |
| 81 | { |
| 82 | build_opts.emplace("#define HAS_BIAS"); |
| 83 | } |
| 84 | |
| 85 | // Create kernel |
| 86 | _kernel = static_cast<GCKernel>(GCKernelLibrary::get().create_kernel("reshape_to_columns", build_opts)); |
| 87 | |
| 88 | // Set static arguments |
| 89 | unsigned int idx = num_arguments_per_3D_tensor() + num_arguments_per_2D_tensor(); |
| 90 | idx += (biases != nullptr) ? num_arguments_per_1D_tensor() : 0; |
| 91 | _kernel.set_argument(idx++, _input->info()->dimension(0)); |
| 92 | _kernel.set_argument(idx++, _input->info()->dimension(1)); |
| 93 | _kernel.set_argument(idx++, _input->info()->dimension(2)); |
| 94 | _kernel.set_argument(idx++, _input->info()->dimension(3)); |
| 95 | |
| 96 | // Configure window |
| 97 | Window win = calculate_max_window(*input->info(), Steps()); |
| 98 | |
| 99 | // The GCWeightsReshapeKernel doesn't need padding so update_window_and_padding() can be skipped |
| 100 | output->info()->set_valid_region(ValidRegion(Coordinates(), output->info()->tensor_shape())); |
| 101 | IGCKernel::configure(win); |
| 102 | } |
| 103 | |
| 104 | void GCWeightsReshapeKernel::run(const Window &window) |
| 105 | { |
| 106 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 107 | ARM_COMPUTE_ERROR_ON_MISMATCHING_WINDOWS(IGCKernel::window(), window); |
| 108 | |
| 109 | Window out_window; |
| 110 | out_window.use_tensor_dimensions(_output->info()->tensor_shape()); |
| 111 | |
| 112 | Window in_slice = window.first_slice_window_3D(); |
| 113 | Window out_slice = out_window.first_slice_window_2D(); |
| 114 | |
| 115 | Window biases_window; |
| 116 | Window biases_slice; |
| 117 | |
| 118 | if(_biases != nullptr) |
| 119 | { |
| 120 | biases_window.use_tensor_dimensions(_biases->info()->tensor_shape()); |
| 121 | biases_slice = biases_window.first_slice_window_1D(); |
| 122 | } |
| 123 | |
| 124 | _kernel.use(); |
| 125 | |
| 126 | do |
| 127 | { |
| 128 | // Set arguments |
| 129 | unsigned idx = 0; |
| 130 | add_3D_tensor_argument(idx, _input, 1, in_slice); |
| 131 | add_2D_tensor_argument(idx, _output, 2, out_slice); |
| 132 | if(_biases != nullptr) |
| 133 | { |
| 134 | add_1D_tensor_argument(idx, _biases, 3, biases_slice); |
| 135 | biases_window.slide_window_slice_1D(biases_slice); |
| 136 | } |
| 137 | |
| 138 | _kernel.update_shader_params(); |
| 139 | // Run kernel |
| 140 | enqueue(*this, in_slice); |
| 141 | } |
| 142 | while(window.slide_window_slice_4D(in_slice) && out_window.slide_window_slice_2D(out_slice)); |
| 143 | } |