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Michalis Spyroue9362622018-11-23 17:41:37 +00001/*
Ramy Elgammal14d7b532023-01-30 04:56:47 +00002 * Copyright (c) 2018-2021, 2023 Arm Limited.
Michalis Spyroue9362622018-11-23 17:41:37 +00003 *
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 Pinitas7891a732021-08-20 21:39:25 +010024#include "src/gpu/cl/kernels/ClElementwiseUnaryKernel.h"
Michalis Spyroue9362622018-11-23 17:41:37 +000025
26#include "arm_compute/core/CL/CLHelpers.h"
Michalis Spyroue9362622018-11-23 17:41:37 +000027#include "arm_compute/core/CL/ICLTensor.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010028#include "src/core/CL/CLValidate.h"
29#include "src/core/helpers/WindowHelpers.h"
30#include "support/Cast.h"
Matthew Bentham758b5ba2020-03-05 23:37:48 +000031#include "support/StringSupport.h"
Michalis Spyroue9362622018-11-23 17:41:37 +000032
Michalis Spyrouf738fe62020-07-15 18:10:17 +010033namespace arm_compute
34{
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000035namespace opencl
36{
37namespace kernels
38{
Michalis Spyroue9362622018-11-23 17:41:37 +000039namespace
40{
Ramy Elgammal14d7b532023-01-30 04:56:47 +000041constexpr unsigned int vector_size_byte_opencl = 16;
42
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000043Status validate_arguments(const ITensorInfo &src, const ITensorInfo &dst, const ElementWiseUnary op)
Michalis Spyroue9362622018-11-23 17:41:37 +000044{
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000045 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&src);
Sang-Hoon Park75eea332020-11-13 13:44:13 +000046 if(op == ElementWiseUnary::LOGICAL_NOT)
47 {
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000048 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::U8);
Sang-Hoon Park75eea332020-11-13 13:44:13 +000049 }
Suhail Munshiee220302021-05-06 12:43:07 +010050 else if(op == ElementWiseUnary::NEG)
51 {
52 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32, DataType::S32);
53 }
Ramy Elgammal14d7b532023-01-30 04:56:47 +000054 else if(op == ElementWiseUnary::RSQRT) // Allow quantized types for only RSQRT.
55 {
56 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32, DataType::QASYMM8, DataType::QASYMM8_SIGNED);
57 }
Sang-Hoon Park75eea332020-11-13 13:44:13 +000058 else
59 {
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000060 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32);
Sang-Hoon Park75eea332020-11-13 13:44:13 +000061 }
Michalis Spyroue9362622018-11-23 17:41:37 +000062
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000063 // Validate in case of configured dst
64 if(dst.total_size() > 0)
Michalis Spyroue9362622018-11-23 17:41:37 +000065 {
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000066 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&dst);
67 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src, &dst);
68 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(&src, &dst);
Michalis Spyroue9362622018-11-23 17:41:37 +000069 }
70
71 return Status{};
72}
73} // namespace
74
Giorgio Arena4a95bba2021-06-28 11:00:27 +010075ClElementWiseUnaryKernel::ClElementWiseUnaryKernel()
76{
77 _type = CLKernelType::ELEMENTWISE;
78}
79
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000080void ClElementWiseUnaryKernel::configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst, const ElementWiseUnary &op)
Michalis Spyroue9362622018-11-23 17:41:37 +000081{
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000082 ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
Manuel Bottini4c6bd512020-04-08 10:15:51 +010083
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000084 auto padding_info = get_padding_info({ src, dst });
Sheri Zhang11d73272020-10-28 14:01:55 +000085
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000086 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src, *dst, op));
Ramy Elgammal14d7b532023-01-30 04:56:47 +000087 const unsigned int num_elems_processed_per_iteration = adjust_vec_size(vector_size_byte_opencl / dst->element_size(), dst->dimension(0));
Michalis Spyroue9362622018-11-23 17:41:37 +000088
Ramy Elgammal14d7b532023-01-30 04:56:47 +000089 std::string kernel_name = "elementwise_unary";
90 const int vec_size_x = num_elems_processed_per_iteration;
91 const int dst_width_x = dst->dimension(0);
92 if(is_data_type_quantized(src->data_type()))
93 {
94 kernel_name += "_quantized";
95 }
Michalis Spyroue9362622018-11-23 17:41:37 +000096 // Set kernel build options
97 CLBuildOptions build_opts;
Michele Di Giorgioc9c89052021-01-26 10:20:17 +000098 build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(src->data_type()));
Ramy Elgammal14d7b532023-01-30 04:56:47 +000099 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x));
100 build_opts.add_option("-DLAST_ACCESSED_X=" + support::cpp11::to_string(std::max<int>(dst_width_x - vec_size_x, 0)));
101 if(is_data_type_quantized(src->data_type()))
102 {
103 const UniformQuantizationInfo iqinfo = src->quantization_info().uniform();
104 const UniformQuantizationInfo oqinfo = dst->quantization_info().uniform();
105 build_opts.add_option("-DOFFSET_IN=" + support::cpp11::to_string(iqinfo.offset));
106 build_opts.add_option("-DOFFSET_OUT=" + support::cpp11::to_string(oqinfo.offset));
107 build_opts.add_option("-DSCALE_IN=" + float_to_string_with_full_precision(iqinfo.scale));
108 build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oqinfo.scale));
109 }
Michalis Spyroue9362622018-11-23 17:41:37 +0000110 switch(op)
111 {
112 case ElementWiseUnary::RSQRT:
giuros01f24411f2019-05-16 11:47:13 +0100113 build_opts.add_option("-DOPERATION=rsqrt_op");
Michalis Spyroue9362622018-11-23 17:41:37 +0000114 break;
115 case ElementWiseUnary::EXP:
giuros01f24411f2019-05-16 11:47:13 +0100116 build_opts.add_option("-DOPERATION=exp_op");
Michalis Spyroue9362622018-11-23 17:41:37 +0000117 break;
Usama Arifeb312ef2019-05-13 17:45:54 +0100118 case ElementWiseUnary::NEG:
giuros01f24411f2019-05-16 11:47:13 +0100119 build_opts.add_option("-DOPERATION=neg_op");
Usama Arifeb312ef2019-05-13 17:45:54 +0100120 break;
Michalis Spyrou0af44182019-05-17 14:04:47 +0100121 case ElementWiseUnary::SIN:
giuros01f24411f2019-05-16 11:47:13 +0100122 build_opts.add_option("-DOPERATION=sin_op");
123 break;
124 case ElementWiseUnary::ABS:
125 build_opts.add_option("-DOPERATION=fabs_op");
Michalis Spyrou0af44182019-05-17 14:04:47 +0100126 break;
Usama Arifac33d7e2019-05-20 14:21:40 +0100127 case ElementWiseUnary::LOG:
128 build_opts.add_option("-DOPERATION=natural_log_op");
129 break;
Usama Arif6a4d5422019-05-24 14:53:59 +0100130 case ElementWiseUnary::ROUND:
131 build_opts.add_option("-DOPERATION=round_op");
132 break;
Sang-Hoon Park75eea332020-11-13 13:44:13 +0000133 case ElementWiseUnary::LOGICAL_NOT:
134 build_opts.add_option("-DOPERATION=logical_not_op");
135 break;
Michalis Spyroue9362622018-11-23 17:41:37 +0000136 default:
137 ARM_COMPUTE_ERROR("Not implemented");
138 }
139
140 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100141 _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
Sheri Zhang11d73272020-10-28 14:01:55 +0000142
143 // Configure kernel window
Michele Di Giorgioc9c89052021-01-26 10:20:17 +0000144 Window win = calculate_max_window(*dst);
Ramy Elgammal14d7b532023-01-30 04:56:47 +0000145 win.set(Window::DimX, Window::Dimension(win.x().start(), ceil_to_multiple(win.x().end(), vec_size_x), vec_size_x));
146
Sheri Zhang11d73272020-10-28 14:01:55 +0000147 ICLKernel::configure_internal(win);
148
149 ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info));
Michalis Spyroue9362622018-11-23 17:41:37 +0000150}
151
Michele Di Giorgioc9c89052021-01-26 10:20:17 +0000152Status ClElementWiseUnaryKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const ElementWiseUnary &op)
Michalis Spyroue9362622018-11-23 17:41:37 +0000153{
154 ARM_COMPUTE_UNUSED(op);
Michele Di Giorgioc9c89052021-01-26 10:20:17 +0000155 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst);
156 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src, *dst, op));
Michalis Spyroue9362622018-11-23 17:41:37 +0000157
158 return Status{};
159}
160
Michele Di Giorgioc9c89052021-01-26 10:20:17 +0000161void ClElementWiseUnaryKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
Michalis Spyroue9362622018-11-23 17:41:37 +0000162{
163 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
164 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
165
Michalis Spyrou58307942020-01-17 16:36:46 +0000166 Window collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ);
167 Window slice = collapsed.first_slice_window_3D();
Michalis Spyroue9362622018-11-23 17:41:37 +0000168
Georgios Pinitas0499dff2020-07-31 22:21:38 +0100169 const auto src = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC));
170 auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
Michalis Spyrouf738fe62020-07-15 18:10:17 +0100171
Michalis Spyroue9362622018-11-23 17:41:37 +0000172 do
173 {
174 unsigned int idx = 0;
Michalis Spyrouf738fe62020-07-15 18:10:17 +0100175 add_3D_tensor_argument(idx, src, slice);
176 add_3D_tensor_argument(idx, dst, slice);
Michalis Spyrou58307942020-01-17 16:36:46 +0000177 enqueue(queue, *this, slice, lws_hint());
Michalis Spyroue9362622018-11-23 17:41:37 +0000178 }
Michalis Spyrou58307942020-01-17 16:36:46 +0000179 while(collapsed.slide_window_slice_3D(slice));
Usama Arifeb312ef2019-05-13 17:45:54 +0100180}
Michele Di Giorgioc9c89052021-01-26 10:20:17 +0000181} // namespace kernels
182} // namespace opencl
Michalis Spyrouf738fe62020-07-15 18:10:17 +0100183} // namespace arm_compute