From 7068f9900d136312318ff430aef588b14e0c87ad Mon Sep 17 00:00:00 2001 From: Anthony Barbier Date: Thu, 26 Oct 2017 15:23:08 +0100 Subject: COMPMID-631: Merge branches/gles_compute branch Last commit: commit b25c5f68042b0c81bf611d59a1bb8535e1c42497 Author: Xinghang Zhou Date: Wed Oct 25 18:48:10 2017 +0800 Synced validation's tolerances of GCSoftmax from cl side Change-Id: Ibe72054205c1c8721845d679a31af7ed0a7c5cf6 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93283 Reviewed-by: Anthony Barbier Tested-by: Kaizen --- .../kernels/GCBatchNormalizationLayerKernel.cpp | 129 +++++++++++++++++++++ 1 file changed, 129 insertions(+) create mode 100644 src/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.cpp (limited to 'src/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.cpp') diff --git a/src/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.cpp b/src/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.cpp new file mode 100644 index 0000000000..9c24d2ef42 --- /dev/null +++ b/src/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.cpp @@ -0,0 +1,129 @@ +/* + * Copyright (c) 2017 ARM Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ +#include "arm_compute/core/GLES_COMPUTE/kernels/GCBatchNormalizationLayerKernel.h" + +#include "arm_compute/core/AccessWindowStatic.h" +#include "arm_compute/core/GLES_COMPUTE/GCHelpers.h" +#include "arm_compute/core/GLES_COMPUTE/GCKernelLibrary.h" +#include "arm_compute/core/GLES_COMPUTE/IGCTensor.h" +#include "arm_compute/core/Helpers.h" +#include "arm_compute/core/Utils.h" +#include "arm_compute/core/Validate.h" +#include "arm_compute/core/Window.h" + +#include "support/ToolchainSupport.h" + +using namespace arm_compute; + +GCBatchNormalizationLayerKernel::GCBatchNormalizationLayerKernel() + : _input(nullptr), _output(nullptr), _mean(nullptr), _var(nullptr), _beta(nullptr), _gamma(nullptr), _epsilon(0.0f) +{ +} + +void GCBatchNormalizationLayerKernel::configure(const IGCTensor *input, IGCTensor *output, const IGCTensor *mean, const IGCTensor *var, const IGCTensor *beta, const IGCTensor *gamma, + float epsilon) +{ + ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16, DataType::F32); + ARM_COMPUTE_ERROR_ON_NULLPTR(output); + + // Output tensor auto initialization if not yet initialized + auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position()); + + ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output, mean, var, beta, gamma); + ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input, output, mean, var, beta, gamma); + ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output); + ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(mean, var, beta, gamma); + ARM_COMPUTE_ERROR_ON(input->info()->dimension(2) != mean->info()->dimension(0)); + + _input = input; + _output = output; + _mean = mean; + _var = var; + _beta = beta; + _gamma = gamma; + _epsilon = epsilon; + + const unsigned int num_elems_processed_per_iteration = 4 / input->info()->element_size(); + + // Set build options + std::set build_opts; + std::string dt_name = (input->info()->data_type() == DataType::F32) ? "DATA_TYPE_FP32" : "DATA_TYPE_FP16"; + build_opts.emplace(("#define " + dt_name)); + build_opts.emplace(("#define ESPILON " + float_to_string_with_full_precision(_epsilon))); + build_opts.emplace(("#define LOCAL_SIZE_X " + support::cpp11::to_string(1))); + build_opts.emplace(("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1))); + build_opts.emplace(("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1))); + + // Create kernel + _kernel = static_cast(GCKernelLibrary::get().create_kernel("batchnormalization_layer", build_opts)); + + // Configure kernel window + Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration)); + + AccessWindowHorizontal input_access(input->info(), 0, num_elems_processed_per_iteration); + AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration); + AccessWindowStatic mean_access(mean->info(), 0, 0, mean->info()->dimension(0) + 1, mean->info()->dimension(1)); + AccessWindowStatic var_access(var->info(), 0, 0, var->info()->dimension(0) + 1, var->info()->dimension(1)); + AccessWindowStatic beta_access(beta->info(), 0, 0, beta->info()->dimension(0) + 1, beta->info()->dimension(1)); + AccessWindowStatic gamma_access(gamma->info(), 0, 0, gamma->info()->dimension(0) + 1, gamma->info()->dimension(1)); + + update_window_and_padding(win, input_access, output_access, mean_access, var_access, beta_access, gamma_access); + output_access.set_valid_region(win, input->info()->valid_region()); + + _kernel.clear_params(); + + _kernel.set_shader_params_binding_point(0); + + IGCKernel::configure(win); +} + +void GCBatchNormalizationLayerKernel::run(const Window &window) +{ + ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); + ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); + + _kernel.use(); + + Window slice = window.first_slice_window_3D(); + + Window vector_slice = window.first_slice_window_1D(); + vector_slice.set(Window::DimX, Window::Dimension(0, 0, 0)); + + unsigned int idx = 2 * num_arguments_per_3D_tensor(); + add_1D_tensor_argument(idx, _mean, 3, vector_slice); + add_1D_tensor_argument(idx, _var, 4, vector_slice); + add_1D_tensor_argument(idx, _beta, 5, vector_slice); + add_1D_tensor_argument(idx, _gamma, 6, vector_slice); + + do + { + idx = 0; + add_3D_tensor_argument(idx, _input, 1, slice); + add_3D_tensor_argument(idx, _output, 2, slice); + + _kernel.update_shader_params(); + enqueue(*this, slice); + } + while(window.slide_window_slice_3D(slice)); +} -- cgit v1.2.1