giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2020 Arm Limited. |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +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/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/AccessWindowStatic.h" |
| 27 | #include "arm_compute/core/CL/CLHelpers.h" |
| 28 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 29 | #include "arm_compute/core/CL/CLValidate.h" |
| 30 | #include "arm_compute/core/CL/ICLKernel.h" |
| 31 | #include "arm_compute/core/CL/ICLTensor.h" |
| 32 | #include "arm_compute/core/Error.h" |
| 33 | #include "arm_compute/core/Helpers.h" |
| 34 | #include "arm_compute/core/TensorInfo.h" |
| 35 | #include "arm_compute/core/Types.h" |
| 36 | #include "arm_compute/core/Utils.h" |
| 37 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 38 | #include "arm_compute/core/utils/quantization/AsymmHelpers.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 39 | #include "support/StringSupport.h" |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 40 | |
| 41 | namespace arm_compute |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info) |
| 46 | { |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 47 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 48 | const size_t idx_w = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::WIDTH); |
| 49 | const size_t idx_h = get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::HEIGHT); |
| 50 | |
| 51 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 52 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(input, DataLayout::NHWC); |
| 53 | ARM_COMPUTE_RETURN_ERROR_ON(info.c0 != 4); |
| 54 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(idx_h) != 3); |
| 55 | ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(idx_w) != 3); |
Michalis Spyrou | 6c89ffa | 2020-01-24 12:05:05 +0000 | [diff] [blame] | 56 | ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 57 | |
| 58 | if(output->total_size() != 0) |
| 59 | { |
| 60 | auto reshaped_weights_shape = arm_compute::misc::shape_calculator::compute_reshaped_depthwise_weights_shape(*input, info); |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 62 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(), reshaped_weights_shape); |
Isabella Gottardi | 0a1090a | 2019-02-14 18:07:36 +0000 | [diff] [blame] | 63 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 64 | } |
| 65 | |
| 66 | return Status{}; |
| 67 | } |
| 68 | |
| 69 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info) |
| 70 | { |
| 71 | auto reshaped_input_shape = arm_compute::misc::shape_calculator::compute_reshaped_depthwise_weights_shape(*input, info); |
| 72 | auto_init_if_empty(*output, reshaped_input_shape, 1, input->data_type(), input->quantization_info()); |
| 73 | |
| 74 | Window win = calculate_max_window(*input, Steps(info.c0)); |
| 75 | AccessWindowHorizontal weights_access(input, 0, info.c0); |
| 76 | const bool window_changed = update_window_and_padding(win, weights_access); |
| 77 | |
| 78 | output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape())); |
| 79 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 80 | return std::make_pair(err, win); |
| 81 | } |
| 82 | } // namespace |
| 83 | |
| 84 | CLDepthwiseConvolutionLayerReshapeWeightsKernel::CLDepthwiseConvolutionLayerReshapeWeightsKernel() |
| 85 | : _input(nullptr), _output(nullptr) |
| 86 | { |
| 87 | } |
| 88 | |
| 89 | void CLDepthwiseConvolutionLayerReshapeWeightsKernel::configure(const ICLTensor *input, ICLTensor *output, const DepthwiseConvolutionReshapeInfo &info) |
| 90 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 91 | configure(CLKernelLibrary::get().get_compile_context(), input, output, info); |
| 92 | } |
| 93 | |
Manuel Bottini | 256c0b9 | 2020-04-21 13:29:30 +0100 | [diff] [blame] | 94 | void CLDepthwiseConvolutionLayerReshapeWeightsKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const DepthwiseConvolutionReshapeInfo &info) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 95 | { |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 96 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
| 97 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), info)); |
| 98 | auto win_config = validate_and_configure_window(input->info(), output->info(), info); |
| 99 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
| 100 | |
| 101 | ICLKernel::configure_internal(win_config.second); |
| 102 | |
| 103 | _input = input; |
| 104 | _output = output; |
| 105 | |
| 106 | // Build the kernel |
| 107 | CLBuildOptions build_opts; |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 108 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(info.c0)); |
| 109 | build_opts.add_option("-DDST_WIDTH=" + support::cpp11::to_string(_output->info()->dimension(0))); |
| 110 | build_opts.add_option_if(info.transpose, "-DTRANSPOSE"); |
Michele Di Giorgio | df4cf57 | 2019-10-09 15:32:39 +0100 | [diff] [blame] | 111 | build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(input->info()->element_size())); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 112 | |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 113 | _kernel = create_kernel(compile_context, "depthwise_convolution_reshape_weights", build_opts.options()); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 114 | } |
| 115 | |
| 116 | Status CLDepthwiseConvolutionLayerReshapeWeightsKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info) |
| 117 | { |
| 118 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, info)); |
| 119 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), info).first); |
| 120 | return Status{}; |
| 121 | } |
| 122 | |
| 123 | void CLDepthwiseConvolutionLayerReshapeWeightsKernel::run(const Window &window, cl::CommandQueue &queue) |
| 124 | { |
| 125 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 126 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); |
| 127 | |
| 128 | unsigned int idx = 0; |
| 129 | add_3D_tensor_argument(idx, _input, window); |
| 130 | add_2D_tensor_argument(idx, _output, window); |
Georgios Pinitas | 275f99c | 2019-08-23 12:44:11 +0100 | [diff] [blame] | 131 | enqueue(queue, *this, window, lws_hint()); |
giuros01 | 6d10996 | 2019-01-07 17:47:19 +0000 | [diff] [blame] | 132 | } |
| 133 | } // namespace arm_compute |