blob: 508fb899f1270da083dea70a77ce731babf4d5f3 [file] [log] [blame]
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/CLLocallyConnectedMatrixMultiplyKernel.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#include "arm_compute/core/Utils.h"
35#include "arm_compute/core/Validate.h"
36#include "arm_compute/core/Window.h"
37
38#include <set>
39#include <sstream>
40#include <string>
41
42using namespace arm_compute;
43
44CLLocallyConnectedMatrixMultiplyKernel::CLLocallyConnectedMatrixMultiplyKernel()
45 : _input0(nullptr), _input1(nullptr), _output(nullptr)
46{
47}
48
49void CLLocallyConnectedMatrixMultiplyKernel::configure(const ICLTensor *input0, const ICLTensor *input1, ICLTensor *output)
50{
51 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input0, 1, DataType::F32);
52 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input1, 1, DataType::F32);
53 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::F32);
54 ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input0, input1, output);
55 ARM_COMPUTE_ERROR_ON(input0->info()->dimension(0) != input1->info()->dimension(1));
56
57 _input0 = input0;
58 _input1 = input1;
59 _output = output;
60
61 if(output->info()->dimension(1) == 196)
62 {
63 _lws_hint = cl::NDRange(1, 7);
64 }
65 else
66 {
67 _lws_hint = cl::NDRange(8, 8);
68 }
69
70 std::ostringstream mm_arguments;
71 std::set<std::string> build_opts;
72
73 mm_arguments << "-DWIDTH_VECTOR_A=" << input0->info()->dimension(0) << " ";
74 build_opts.emplace(mm_arguments.str());
75
76 // Create kernel
77 std::string data_type_name = lower_string(string_from_data_type(input0->info()->data_type()));
78 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(("gemm_lc_vm_" + data_type_name), build_opts));
79
80 // Configure window kernel
81 const unsigned int num_elems_processed_per_iteration_x = max_cl_vector_width / data_size_from_type(input0->info()->data_type());
82
83 Window win = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration_x));
84
85 AccessWindowRectangle input0_access(input0->info(), 0, 0, num_elems_processed_per_iteration_x, 1);
86 AccessWindowRectangle input1_access(input1->info(), 0, 0, num_elems_processed_per_iteration_x, 1);
87 AccessWindowRectangle output_access(output->info(), 0, 0, num_elems_processed_per_iteration_x, 1);
88
89 update_window_and_padding(win, input0_access, input1_access, output_access);
90
91 output_access.set_valid_region(win, ValidRegion(Coordinates(0, 0), output->info()->tensor_shape()));
92
93 ICLKernel::configure(win);
94}
95
96void CLLocallyConnectedMatrixMultiplyKernel::run(const Window &window, cl::CommandQueue &queue)
97{
98 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
99 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
100
101 Window slice = window.first_slice_window_2D();
102
103 Window matrix_b_window;
SiCong Li86b53332017-08-23 11:02:43 +0100104 matrix_b_window.use_tensor_dimensions(_input1->info()->tensor_shape());
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100105 Window slice_matrix_b = matrix_b_window.first_slice_window_3D();
106
107 do
108 {
109 unsigned int idx = 0;
110 add_2D_tensor_argument(idx, _input0, slice);
111 add_3D_tensor_argument(idx, _input1, slice_matrix_b);
112 add_2D_tensor_argument(idx, _output, slice);
113 enqueue(queue, *this, slice, _lws_hint);
114 }
115 while(window.slide_window_slice_2D(slice));
116}