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Manuel Bottini9c9b70b2019-07-01 17:35:56 +01001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2017-2020 Arm Limited.
Manuel Bottini9c9b70b2019-07-01 17:35:56 +01003 *
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/CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel.h"
25
26#include "arm_compute/core/AccessWindowStatic.h"
27#include "arm_compute/core/CL/ICLTensor.h"
28#include "arm_compute/core/Error.h"
29#include "arm_compute/core/Helpers.h"
30#include "arm_compute/core/TensorInfo.h"
31#include "arm_compute/core/Types.h"
32#include "arm_compute/core/Validate.h"
33#include "arm_compute/core/Window.h"
34#include "arm_compute/core/utils/misc/ShapeCalculator.h"
35
Matthew Bentham758b5ba2020-03-05 23:37:48 +000036#include "support/StringSupport.h"
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010037
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010038namespace arm_compute
39{
40namespace
41{
42Status validate_arguments(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output,
43 int min, int max)
44{
45 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::S32);
Giorgio Arena1856ff72020-02-07 13:46:45 +000046 ARM_COMPUTE_RETURN_ERROR_ON(min > max);
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010047
48 // Check biases if exist
49 if(bias != nullptr)
50 {
51 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, bias);
52 ARM_COMPUTE_RETURN_ERROR_ON(bias->num_dimensions() > 1);
53 ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(0) != bias->dimension(0));
54 }
55
56 if(output->total_size() != 0)
57 {
58 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::QSYMM16);
59 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output, input);
60 }
61
62 return Status{};
63}
64
65std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *bias, ITensorInfo *output)
66{
67 constexpr unsigned int num_elems_processed_per_iteration = 4;
68
69 // Output auto inizialitation if not yet initialized
70 auto_init_if_empty(*output, input->clone()->set_data_type(DataType::QSYMM16));
71
72 // Configure kernel window
73 Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration));
74
75 AccessWindowHorizontal input_access(input, 0, num_elems_processed_per_iteration);
76
77 bool window_changed = update_window_and_padding(win, input_access);
78
79 if(output->total_size() != 0)
80 {
81 Window win_out = calculate_max_window(*output, Steps(num_elems_processed_per_iteration));
82 AccessWindowHorizontal output_result_access(output, 0, num_elems_processed_per_iteration);
83 window_changed = window_changed || update_window_and_padding(win_out, output_result_access);
84
85 output_result_access.set_valid_region(win, ValidRegion(Coordinates(), output->tensor_shape()));
86 }
87
88 if(bias != nullptr)
89 {
90 AccessWindowStatic bias_access(bias, 0, 0, ceil_to_multiple(bias->dimension(0), num_elems_processed_per_iteration), bias->tensor_shape()[1]);
91 window_changed = window_changed || update_window_and_padding(win, bias_access);
92 }
93
94 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
95 return std::make_pair(err, win);
96}
97} // namespace
98
Manuel Bottini9c9b70b2019-07-01 17:35:56 +010099CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel()
100 : _input(nullptr), _bias(nullptr), _output(nullptr)
101{
102}
103
104Status CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output,
105 int min, int max)
106{
107 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
108 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, bias, output, min, max));
109 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(),
110 (bias != nullptr) ? bias->clone().get() : nullptr,
111 output->clone().get())
112 .first);
113
114 return Status{};
115}
116
117void CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::configure(const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
118 int result_fixedpoint_multiplier, int result_shift,
119 int min, int max)
120{
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100121 configure(CLKernelLibrary::get().get_compile_context(), input, bias, output, result_fixedpoint_multiplier, result_shift, min, max);
122}
123
Manuel Bottini679fc962020-04-21 16:08:53 +0100124void CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *bias, ICLTensor *output,
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100125 int result_fixedpoint_multiplier, int result_shift,
126 int min, int max)
127{
Manuel Bottini9c9b70b2019-07-01 17:35:56 +0100128 // Perform validate step
129 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
130 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), (bias != nullptr) ? bias->info() : nullptr, output->info(),
131 min, max));
132
133 _input = input;
134 _bias = bias;
135 _output = output;
136
137 // Set the arguments to pass at compile time
138 CLBuildOptions build_opts;
139 build_opts.add_option("-DRESULT_FIXEDPOINT_MULTIPLIER=" + support::cpp11::to_string(result_fixedpoint_multiplier));
140 build_opts.add_option("-DRESULT_SHIFT=" + support::cpp11::to_string(result_shift));
Giorgio Arena1856ff72020-02-07 13:46:45 +0000141 build_opts.add_option_if((min > -32768), "-DMIN_BOUND=" + support::cpp11::to_string(min));
142 build_opts.add_option_if((max < 32767), "-DMAX_BOUND=" + support::cpp11::to_string(max));
Manuel Bottini9c9b70b2019-07-01 17:35:56 +0100143 build_opts.add_option_if(bias != nullptr, "-DADD_BIAS");
144
145 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100146 _kernel = create_kernel(compile_context, "gemmlowp_output_stage_quantize_down_fixedpoint_qsymm16", build_opts.options());
Manuel Bottini9c9b70b2019-07-01 17:35:56 +0100147
148 // Configure kernel window
149 auto win_config = validate_and_configure_window(input->info(), (bias != nullptr) ? bias->info() : nullptr, output->info());
150 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
151 ICLKernel::configure_internal(win_config.second);
152}
153
154void CLGEMMLowpQuantizeDownInt32ToInt16ScaleByFixedPointKernel::run(const Window &window, cl::CommandQueue &queue)
155{
156 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
157 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
158
159 // Create input window
160 Window collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ);
161 Window slice = collapsed.first_slice_window_3D();
162
163 // Setup bias slice
164 unsigned int idx1 = num_arguments_per_3D_tensor();
165 if(_bias != nullptr)
166 {
167 Window biases_slice(slice);
168 biases_slice.set(Window::DimY, Window::Dimension(0, 1, 1));
169 biases_slice.set(Window::DimZ, Window::Dimension(0, 1, 1));
170 add_1D_tensor_argument(idx1, _bias, biases_slice);
171 }
172
173 do
174 {
175 unsigned int idx = 0;
176 add_3D_tensor_argument(idx, _input, slice);
177 add_3D_tensor_argument(idx1, _output, slice);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100178 enqueue(queue, *this, slice, lws_hint());
Manuel Bottini9c9b70b2019-07-01 17:35:56 +0100179 }
180 while(collapsed.slide_window_slice_3D(slice));
181}
Michele Di Giorgio1c1b3aa2020-04-02 17:35:42 +0100182} // namespace arm_compute