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Giorgio Arena9fe41442017-08-23 16:36:24 +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/CLGEMMMatrixVectorMultiplyKernel.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/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
35using namespace arm_compute;
36
37CLGEMMMatrixVectorMultiplyKernel::CLGEMMMatrixVectorMultiplyKernel()
38 : _input0(nullptr), _input1(nullptr), _output(nullptr), _num_rows_read_per_iteration(0), _border_size(0)
39{
40}
41BorderSize CLGEMMMatrixVectorMultiplyKernel::border_size() const
42{
43 return _border_size;
44}
45
46void CLGEMMMatrixVectorMultiplyKernel::configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output)
47{
48 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input0, 1, DataType::F16, DataType::F32);
49 ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input0, input1, output);
50 ARM_COMPUTE_ERROR_ON_MISMATCHING_FIXED_POINT(input0, input1, output);
51 ARM_COMPUTE_ERROR_ON(input0->info()->dimension(2) != input1->info()->dimension(1));
52
53 _input0 = input0;
54 _input1 = input1;
55 _output = output;
56
57 // Create kernel
58 std::set<std::string> build_opts;
59
60 build_opts.emplace("-DDATA_TYPE=" + get_cl_type_from_data_type(input0->info()->data_type()));
61 build_opts.emplace("-DSRC_WIDTH=" + support::cpp11::to_string(input0->info()->dimension(0)));
62 build_opts.emplace("-DSRC_HEIGHT=" + support::cpp11::to_string(input0->info()->dimension(1)));
63
64 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("gemm_mv", build_opts));
65
66 // Configure kernel window
67 const unsigned int num_elems_read_per_iteration = 4;
68
69 _num_rows_read_per_iteration = 4;
70
Georgios Pinitasaf9cf002017-09-27 18:41:07 +010071 const unsigned int border_x = ceil_to_multiple(input0->info()->dimension(0), num_elems_read_per_iteration) - input0->info()->dimension(0);
72 const unsigned int border_y = ceil_to_multiple(input0->info()->dimension(1), _num_rows_read_per_iteration) - input0->info()->dimension(1);
Giorgio Arena9fe41442017-08-23 16:36:24 +010073
74 _border_size = BorderSize(border_y, border_x);
75
76 Window win = calculate_max_window(*input0->info(), Steps(num_elems_read_per_iteration));
77
steniu01f3aeee12017-09-21 16:27:56 +010078 AccessWindowRectangle input0_access(input0->info(), 0, 0, num_elems_read_per_iteration, _num_rows_read_per_iteration);
Giorgio Arena9fe41442017-08-23 16:36:24 +010079 AccessWindowHorizontal input1_access(input1->info(), 0, num_elems_read_per_iteration);
80 AccessWindowStatic output_access(_output->info(), 0, 0, _output->info()->dimension(0) + border_x, _output->info()->dimension(1) + border_y);
81
82 update_window_and_padding(win, input0_access, input1_access, output_access);
83
84 _output->info()->set_valid_region(ValidRegion(Coordinates(), _output->info()->tensor_shape()));
85
86 ICLKernel::configure(win);
87}
88
89void CLGEMMMatrixVectorMultiplyKernel::run(const Window &window, cl::CommandQueue &queue)
90{
91 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
92 ARM_COMPUTE_ERROR_ON_MISMATCHING_WINDOWS(ICLKernel::window(), window);
93
94 Window slice_in = window.first_slice_window_3D();
95 Window slice_in2 = window.first_slice_window_3D();
96 Window slice_out = window.first_slice_window_3D();
97
98 // Setup input0 slice
Georgios Pinitasaf9cf002017-09-27 18:41:07 +010099 slice_in.set(Window::DimX, Window::Dimension(0, _input0->info()->dimension(0), _input0->info()->dimension(0)));
Giorgio Arena9fe41442017-08-23 16:36:24 +0100100 slice_in.set(Window::DimY, Window::Dimension(0, _input0->info()->dimension(1) + border_size().bottom, _num_rows_read_per_iteration));
101 slice_in.set(Window::DimZ, Window::Dimension(0, _input0->info()->dimension(2), 1));
102
103 // Setup input1 and output slice. Their dimensions are increased in the cl kernel.
104 slice_in2.set(Window::DimX, Window::Dimension(0, 0, 0));
105 slice_in2.set(Window::DimY, Window::Dimension(0, 0, 0));
106 slice_in2.set(Window::DimZ, Window::Dimension(0, 0, 0));
107
108 slice_out.set(Window::DimX, Window::Dimension(0, 0, 0));
109 slice_out.set(Window::DimY, Window::Dimension(0, 0, 0));
110 slice_out.set(Window::DimZ, Window::Dimension(0, 0, 0));
111
112 unsigned int idx_1 = num_arguments_per_3D_tensor();
113
114 add_2D_tensor_argument(idx_1, _input1, slice_in2);
115
116 do
117 {
118 unsigned int idx_0 = 0;
119 unsigned int idx_2 = num_arguments_per_3D_tensor() + num_arguments_per_2D_tensor();
120 add_3D_tensor_argument(idx_0, _input0, slice_in);
121 add_1D_tensor_argument(idx_2, _output, slice_out);
122 enqueue(queue, *this, slice_in);
123 }
124 while(window.slide_window_slice_3D(slice_in) && window.slide_window_slice_3D(slice_out));
125}