Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 1 | /* |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +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/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/AccessWindowStatic.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/Helpers.h" |
| 31 | #include "arm_compute/core/Utils.h" |
| 32 | #include "arm_compute/core/Validate.h" |
| 33 | #include "arm_compute/core/Window.h" |
| 34 | |
| 35 | #include "support/ToolchainSupport.h" |
| 36 | |
| 37 | using namespace arm_compute; |
| 38 | |
| 39 | GCBatchNormalizationLayerKernel::GCBatchNormalizationLayerKernel() |
| 40 | : _input(nullptr), _output(nullptr), _mean(nullptr), _var(nullptr), _beta(nullptr), _gamma(nullptr), _epsilon(0.0f) |
| 41 | { |
| 42 | } |
| 43 | |
| 44 | void GCBatchNormalizationLayerKernel::configure(const IGCTensor *input, IGCTensor *output, const IGCTensor *mean, const IGCTensor *var, const IGCTensor *beta, const IGCTensor *gamma, |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 45 | float epsilon, ActivationLayerInfo act_info) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 46 | { |
| 47 | ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16, DataType::F32); |
| 48 | ARM_COMPUTE_ERROR_ON_NULLPTR(output); |
| 49 | |
| 50 | // Output tensor auto initialization if not yet initialized |
| 51 | auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position()); |
| 52 | |
| 53 | ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output, mean, var, beta, gamma); |
| 54 | ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, output, mean, var, beta, gamma); |
| 55 | ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output); |
| 56 | ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(mean, var, beta, gamma); |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 57 | if(act_info.enabled()) |
| 58 | { |
| 59 | ARM_COMPUTE_ERROR_ON(input->info()->data_type() != DataType::F32 && input->info()->data_type() != DataType::F16); |
| 60 | ARM_COMPUTE_ERROR_ON(act_info.activation() != ActivationLayerInfo::ActivationLayerInfo::ActivationFunction::RELU |
| 61 | && act_info.activation() != ActivationLayerInfo::ActivationLayerInfo::ActivationFunction::BOUNDED_RELU |
| 62 | && act_info.activation() != ActivationLayerInfo::ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU); |
| 63 | ARM_COMPUTE_ERROR_ON(act_info.b() > act_info.a()); |
| 64 | } |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 65 | |
| 66 | _input = input; |
| 67 | _output = output; |
| 68 | _mean = mean; |
| 69 | _var = var; |
| 70 | _beta = beta; |
| 71 | _gamma = gamma; |
| 72 | _epsilon = epsilon; |
| 73 | |
zhenglin | 923241e | 2017-12-05 11:30:51 +0800 | [diff] [blame] | 74 | unsigned int num_elems_processed_per_iteration = 1; |
| 75 | if(input->info()->data_type() == DataType::F16) |
| 76 | { |
| 77 | num_elems_processed_per_iteration = 4; |
| 78 | } |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 79 | |
| 80 | // Set build options |
| 81 | std::set<std::string> build_opts; |
| 82 | std::string dt_name = (input->info()->data_type() == DataType::F32) ? "DATA_TYPE_FP32" : "DATA_TYPE_FP16"; |
| 83 | build_opts.emplace(("#define " + dt_name)); |
| 84 | build_opts.emplace(("#define ESPILON " + float_to_string_with_full_precision(_epsilon))); |
| 85 | build_opts.emplace(("#define LOCAL_SIZE_X " + support::cpp11::to_string(1))); |
| 86 | build_opts.emplace(("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1))); |
| 87 | build_opts.emplace(("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1))); |
| 88 | |
Giorgio Arena | 1167487 | 2018-02-07 15:38:12 +0000 | [diff] [blame] | 89 | if(act_info.enabled()) |
| 90 | { |
| 91 | build_opts.emplace("#define " + string_from_activation_func(act_info.activation())); |
| 92 | build_opts.emplace("#define A_VAL " + float_to_string_with_full_precision(act_info.a())); |
| 93 | build_opts.emplace("#define B_VAL " + float_to_string_with_full_precision(act_info.b())); |
| 94 | } |
| 95 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 96 | // Create kernel |
| 97 | _kernel = static_cast<GCKernel>(GCKernelLibrary::get().create_kernel("batchnormalization_layer", build_opts)); |
| 98 | |
| 99 | // Configure kernel window |
| 100 | Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration)); |
| 101 | |
| 102 | AccessWindowHorizontal input_access(input->info(), 0, num_elems_processed_per_iteration); |
| 103 | AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration); |
zhenglin | 923241e | 2017-12-05 11:30:51 +0800 | [diff] [blame] | 104 | AccessWindowStatic mean_access(mean->info(), 0, 0, mean->info()->dimension(0) + 3, mean->info()->dimension(1)); |
| 105 | AccessWindowStatic var_access(var->info(), 0, 0, var->info()->dimension(0) + 3, var->info()->dimension(1)); |
| 106 | AccessWindowStatic beta_access(beta->info(), 0, 0, beta->info()->dimension(0) + 3, beta->info()->dimension(1)); |
| 107 | AccessWindowStatic gamma_access(gamma->info(), 0, 0, gamma->info()->dimension(0) + 3, gamma->info()->dimension(1)); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 108 | |
| 109 | update_window_and_padding(win, input_access, output_access, mean_access, var_access, beta_access, gamma_access); |
| 110 | output_access.set_valid_region(win, input->info()->valid_region()); |
| 111 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 112 | IGCKernel::configure(win); |
| 113 | } |
| 114 | |
| 115 | void GCBatchNormalizationLayerKernel::run(const Window &window) |
| 116 | { |
| 117 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 118 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); |
| 119 | |
| 120 | _kernel.use(); |
| 121 | |
Frank Lei | 4406fd6 | 2018-02-01 14:47:14 +0800 | [diff] [blame] | 122 | _output->set_needs_shifting(true); |
| 123 | |
| 124 | Window slice = window.first_slice_window_3D(); |
| 125 | Window slice_in = window.first_slice_window_3D(); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 126 | |
| 127 | Window vector_slice = window.first_slice_window_1D(); |
| 128 | vector_slice.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 129 | |
| 130 | unsigned int idx = 2 * num_arguments_per_3D_tensor(); |
| 131 | add_1D_tensor_argument(idx, _mean, 3, vector_slice); |
| 132 | add_1D_tensor_argument(idx, _var, 4, vector_slice); |
| 133 | add_1D_tensor_argument(idx, _beta, 5, vector_slice); |
| 134 | add_1D_tensor_argument(idx, _gamma, 6, vector_slice); |
| 135 | |
Frank Lei | 4406fd6 | 2018-02-01 14:47:14 +0800 | [diff] [blame] | 136 | slice.shift(Window::DimX, -(_output->info()->padding()).left); |
| 137 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 138 | do |
| 139 | { |
| 140 | idx = 0; |
Frank Lei | 4406fd6 | 2018-02-01 14:47:14 +0800 | [diff] [blame] | 141 | add_3D_tensor_argument(idx, _input, 1, slice_in); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 142 | add_3D_tensor_argument(idx, _output, 2, slice); |
| 143 | |
| 144 | _kernel.update_shader_params(); |
| 145 | enqueue(*this, slice); |
| 146 | } |
Frank Lei | 4406fd6 | 2018-02-01 14:47:14 +0800 | [diff] [blame] | 147 | while(window.slide_window_slice_3D(slice) && window.slide_window_slice_3D(slice_in)); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 148 | } |