Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2021, 2023 Arm Limited. |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/ClQuantizeKernel.h" |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 25 | |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 28 | #include "arm_compute/core/CL/ICLTensor.h" |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/Error.h" |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 30 | #include "arm_compute/core/TensorInfo.h" |
| 31 | #include "arm_compute/core/Utils.h" |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame^] | 32 | #include "arm_compute/core/utils/StringUtils.h" |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 33 | #include "arm_compute/core/Validate.h" |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 34 | #include "arm_compute/core/utils/quantization/AsymmHelpers.h" |
Georgios Pinitas | ef516e8 | 2021-04-30 14:46:05 +0100 | [diff] [blame] | 35 | |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 36 | #include "src/core/CL/CLValidate.h" |
| 37 | #include "src/core/helpers/WindowHelpers.h" |
Georgios Pinitas | ef516e8 | 2021-04-30 14:46:05 +0100 | [diff] [blame] | 38 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 39 | #include "support/Cast.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 40 | #include "support/StringSupport.h" |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 41 | |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 42 | namespace arm_compute |
| 43 | { |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 44 | namespace opencl |
| 45 | { |
| 46 | namespace kernels |
| 47 | { |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 48 | namespace |
| 49 | { |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 50 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst) |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 51 | { |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 52 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); |
| 53 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::F32, DataType::F16); |
| 54 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 55 | |
| 56 | // Output must always be initialized |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 57 | ARM_COMPUTE_RETURN_ERROR_ON(dst->tensor_shape().total_size() == 0); |
| 58 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(dst, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::QASYMM16); |
| 59 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(src, dst); |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 60 | |
| 61 | return Status{}; |
| 62 | } |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 63 | } // namespace |
| 64 | |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 65 | ClQuantizeKernel::ClQuantizeKernel() |
| 66 | { |
| 67 | _type = CLKernelType::ELEMENTWISE; |
| 68 | } |
| 69 | |
Georgios Pinitas | ef516e8 | 2021-04-30 14:46:05 +0100 | [diff] [blame] | 70 | void ClQuantizeKernel::configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 71 | { |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 72 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 73 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 74 | auto padding_info = get_padding_info({ src, dst }); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 75 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 76 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst)); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 77 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 78 | const int vec_size_x = 16 / src->element_size(); |
| 79 | const int input_width_x = src->tensor_shape().x(); |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 80 | const bool multi_access_x = (input_width_x / vec_size_x > 0); |
| 81 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 82 | const UniformQuantizationInfo qinfo = dst->quantization_info().uniform(); |
| 83 | const DataType output_data_type = dst->data_type(); |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 84 | |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 85 | float scale_to_apply = qinfo.scale; |
| 86 | int32_t offset_to_apply = qinfo.offset; |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 87 | if(is_data_type_quantized_asymmetric(src->data_type())) |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 88 | { |
| 89 | /* |
| 90 | * In case of requantization of a quantized input tensor to an output tensor with another quantization |
| 91 | * instead of of apply dequantization and then a quantization functions, we just compute new scale and |
| 92 | * offset to apply. |
| 93 | * |
| 94 | * Assuming: |
| 95 | * - q_i as input quantized value |
| 96 | * - q_o as output quantized value |
| 97 | * - z_i as input quantization offset value |
| 98 | * - z_o as output quantization offset value |
| 99 | * - s_i as input quantization scale value |
| 100 | * - s_o as output quantization scale value |
| 101 | * - z_n as new quantization offset value |
| 102 | * - s_n as new quantization scale value |
| 103 | * |
| 104 | * q_o = ( q_i - z_i ) * s_i / s_o + z_o |
| 105 | * |
| 106 | * We can rewrite the formula as: |
| 107 | * |
| 108 | * q_o = ( q_i * s_i / s_o ) - z_i * s_i / s_o + z_o |
| 109 | * |
| 110 | * q_o = q_i / s_n + z_n |
| 111 | * |
| 112 | * Where: |
| 113 | * |
| 114 | * s_n = s_o / s_i |
| 115 | * |
| 116 | * z_n = - z_i * s_i / s_o + z_o |
| 117 | * |
| 118 | */ |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 119 | const UniformQuantizationInfo qinfo_in = src->quantization_info().uniform(); |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 120 | scale_to_apply /= qinfo_in.scale; |
| 121 | // In order to minimize flooring we convert the offset to a float, |
| 122 | // then compute the new offset in the float domain, |
| 123 | // finally we convert it back as int32_t |
| 124 | offset_to_apply -= static_cast<int32_t>(static_cast<float>(qinfo_in.offset) * qinfo_in.scale / qinfo.scale); |
| 125 | } |
| 126 | |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 127 | // Create kernel |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 128 | CLBuildOptions build_opts; |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 129 | build_opts.add_option_if(is_data_type_float(src->data_type()), "-DIS_FLOAT"); |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 130 | build_opts.add_option("-DSCALE=" + float_to_string_with_full_precision(scale_to_apply)); |
| 131 | build_opts.add_option("-DOFFSET=" + support::cpp11::to_string(offset_to_apply)); |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 132 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x)); |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 133 | build_opts.add_option("-DDATA_TYPE_IN=" + get_cl_type_from_data_type(src->data_type())); |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 134 | build_opts.add_option("-DDATA_TYPE_OUT=" + get_cl_type_from_data_type(output_data_type)); |
Usama Arif | e03802e | 2019-03-11 12:20:20 +0000 | [diff] [blame] | 135 | build_opts.add_option_if(multi_access_x, "-DLAST_ACCESSED_X=" + support::cpp11::to_string(std::max<int>(input_width_x - vec_size_x, 0))); |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 136 | std::pair<int, int> min_max_quant_values = quantization::get_min_max_values_from_quantized_data_type(output_data_type); |
| 137 | build_opts.add_option("-DMIN_QUANT_VAL=" + support::cpp11::to_string(min_max_quant_values.first)); |
| 138 | build_opts.add_option("-DMAX_QUANT_VAL=" + support::cpp11::to_string(min_max_quant_values.second)); |
| 139 | |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 140 | _kernel = create_kernel(compile_context, "quantization_layer", build_opts.options()); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 141 | |
| 142 | // Configure kernel window |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 143 | Window win = calculate_max_window(*src, Steps()); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 144 | if(multi_access_x) |
| 145 | { |
| 146 | win.set(Window::DimX, Window::Dimension(win.x().start(), ceil_to_multiple(win.x().end(), vec_size_x), vec_size_x)); |
| 147 | } |
| 148 | ICLKernel::configure_internal(win); |
| 149 | |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 150 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 151 | } |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 152 | |
Georgios Pinitas | ef516e8 | 2021-04-30 14:46:05 +0100 | [diff] [blame] | 153 | Status ClQuantizeKernel::validate(const ITensorInfo *src, const ITensorInfo *dst) |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 154 | { |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 155 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst)); |
Alex Gilday | 60954c6 | 2018-03-05 16:22:48 +0000 | [diff] [blame] | 156 | return Status{}; |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 157 | } |
| 158 | |
Georgios Pinitas | ef516e8 | 2021-04-30 14:46:05 +0100 | [diff] [blame] | 159 | void ClQuantizeKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 160 | { |
| 161 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 162 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 163 | |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 164 | auto src = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC)); |
| 165 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST)); |
| 166 | |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 167 | Window window_collapsed = window.collapse_if_possible(ICLKernel::window(), 3); |
| 168 | Window slice = window_collapsed.first_slice_window_3D(); |
| 169 | |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 170 | do |
| 171 | { |
| 172 | unsigned int idx = 0; |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 173 | add_3D_tensor_argument(idx, src, slice); |
| 174 | add_3D_tensor_argument(idx, dst, slice); |
Georgios Pinitas | 275f99c | 2019-08-23 12:44:11 +0100 | [diff] [blame] | 175 | enqueue(queue, *this, slice, lws_hint()); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 176 | } |
Michalis Spyrou | 995f552 | 2018-01-29 13:43:35 +0000 | [diff] [blame] | 177 | while(window_collapsed.slide_window_slice_3D(slice)); |
Michele Di Giorgio | 56dd726 | 2017-07-27 09:53:49 +0100 | [diff] [blame] | 178 | } |
Manuel Bottini | 5a1bf62 | 2021-03-01 17:39:36 +0000 | [diff] [blame] | 179 | } // namespace kernels |
| 180 | } // namespace opencl |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 181 | } // namespace arm_compute |