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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
2 * Copyright (c) 2017 ARM Limited.
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/CLGEMMTranspose1xWKernel.h"
25
26#include "arm_compute/core/AccessWindowTranspose.h"
27#include "arm_compute/core/CL/CLHelpers.h"
28#include "arm_compute/core/CL/CLKernelLibrary.h"
29#include "arm_compute/core/CL/ICLTensor.h"
30#include "arm_compute/core/CL/OpenCL.h"
31#include "arm_compute/core/Error.h"
32#include "arm_compute/core/Helpers.h"
33#include "arm_compute/core/Types.h"
34#include "arm_compute/core/Validate.h"
35#include "arm_compute/core/Window.h"
Georgios Pinitas358ca202017-12-07 16:47:52 +000036#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010037
38#include <cmath>
39
40using namespace arm_compute;
Georgios Pinitas358ca202017-12-07 16:47:52 +000041using namespace arm_compute::misc::shape_calculator;
42
43namespace
44{
45Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output)
46{
47 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QS8, DataType::QASYMM8, DataType::U8, DataType::S8,
48 DataType::QS16, DataType::U16, DataType::S16, DataType::U32, DataType::S32,
49 DataType::F16, DataType::F32);
50
51 if(output->total_size() != 0)
52 {
53 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(),
54 compute_transpose1xW_with_element_size_shape(*input));
55 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
56 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_FIXED_POINT(input, output);
57 }
58
59 return Status{};
60}
61
62std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, unsigned int &num_elems_processed_per_iteration)
63{
64 num_elems_processed_per_iteration = 16 / input->element_size();
65
66 const int scale_x = num_elems_processed_per_iteration;
67 bool window_changed = false;
68
69 // Configure kernel window
70 Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration));
71
72 if((win.x().end() / scale_x) == 0)
73 {
74 return std::make_pair(ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Transposed shape would be 0 in the second dimension"), win);
75 }
76
77 AccessWindowHorizontal input_access(input, 0, num_elems_processed_per_iteration);
78 window_changed = window_changed || update_window_and_padding(win, input_access);
79
80 // Configure window in case of configured output
81 if(output->total_size() != 0)
82 {
83 AccessWindowTranspose output_access(output, 0, 0, num_elems_processed_per_iteration, 1, scale_x, 1.f / scale_x);
84 window_changed = window_changed || update_window_and_padding(win, output_access);
85 output_access.set_valid_region(win, ValidRegion(Coordinates(0, 0), input->tensor_shape()));
86 }
87
88 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
89 return std::make_pair(err, win);
90}
91} // namespace
Anthony Barbier6ff3b192017-09-04 18:44:23 +010092
93void CLGEMMTranspose1xWKernel::configure(const ICLTensor *input, ICLTensor *output)
94{
Georgios Pinitas358ca202017-12-07 16:47:52 +000095 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
Anthony Barbier6ff3b192017-09-04 18:44:23 +010096
97 // Output tensor auto inizialitation if not yet initialized
Georgios Pinitas358ca202017-12-07 16:47:52 +000098 auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(compute_transpose1xW_with_element_size_shape(*input->info())));
Anthony Barbier6ff3b192017-09-04 18:44:23 +010099
Georgios Pinitas358ca202017-12-07 16:47:52 +0000100 // Perform validate step
101 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info()));
Georgios Pinitas4cbee6e2017-06-19 13:02:56 +0100102
103 _input = input;
104 _output = output;
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100105
Georgios Pinitas358ca202017-12-07 16:47:52 +0000106 // Configure kernel window
107 unsigned int num_elems_processed_per_iteration = 1;
108 auto win_config = validate_and_configure_window(input->info(), output->info(), num_elems_processed_per_iteration);
109 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
110 ICLKernel::configure(win_config.second);
111
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100112 /*
113 * Following an example of how the transposition1xW works when the input data type is F32
114 *
115 * |a00 a01 a02 a03|
116 * |a10 a11 a12 a13|
117 * |a20 a21 a22 a23| = | a00 a01 a02 a03 || a10 a11 a12 a13 || a20 a21 a22 a23 || a30 a31 a32 a33 |
118 * |a30 a31 a32 a33|
119 *
Gian Marco Iodice9f89bae2017-06-22 12:09:49 +0100120 * The output matrix will have the following shape: [ height * W, ceil(width / W) ], where W = (16 / element size of the tensor)
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100121 */
122 // Create kernel
Moritz Pflanzer05da6dd2017-07-04 12:08:41 +0100123 std::string kernel_name = "gemm_transpose1x" + support::cpp11::to_string(num_elems_processed_per_iteration);
Gian Marco Iodice9f89bae2017-06-22 12:09:49 +0100124 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name));
Georgios Pinitas358ca202017-12-07 16:47:52 +0000125}
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100126
Georgios Pinitas358ca202017-12-07 16:47:52 +0000127Status CLGEMMTranspose1xWKernel::validate(const ITensorInfo *input, const ITensorInfo *output)
128{
129 unsigned int num_elems_processed_per_iteration = 1;
130 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output));
131 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), num_elems_processed_per_iteration).first);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100132
Georgios Pinitas358ca202017-12-07 16:47:52 +0000133 return Status{};
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100134}
135
136void CLGEMMTranspose1xWKernel::run(const Window &window, cl::CommandQueue &queue)
137{
138 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
139 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
140
141 // Output is transposed
142 Window out_window(window);
143 out_window.set(Window::DimX, window.y());
144 out_window.set(Window::DimY, window.x());
145
146 Window in_slice = window.first_slice_window_2D();
147 Window out_slice = out_window.first_slice_window_2D();
148
149 do
150 {
151 unsigned int idx = 0;
152 add_2D_tensor_argument(idx, _input, in_slice);
153 add_2D_tensor_argument(idx, _output, out_slice);
154 enqueue(queue, *this, in_slice, _lws_hint);
155 }
156 while(window.slide_window_slice_2D(in_slice) && out_window.slide_window_slice_2D(out_slice));
157}