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Gian Marco Iodice3b0a2652018-12-07 11:18:09 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2018-2020 Arm Limited.
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +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 */
24#include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.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/CLValidate.h"
30#include "arm_compute/core/CL/ICLTensor.h"
31#include "arm_compute/core/CL/OpenCL.h"
32#include "arm_compute/core/Error.h"
33#include "arm_compute/core/Helpers.h"
34#include "arm_compute/core/TensorInfo.h"
35#include "arm_compute/core/Types.h"
36#include "arm_compute/core/Utils.h"
37#include "arm_compute/core/Window.h"
38#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Matthew Bentham758b5ba2020-03-05 23:37:48 +000039#include "support/StringSupport.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000040
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010041namespace arm_compute
42{
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000043using namespace arm_compute::misc::shape_calculator;
44
45namespace
46{
47Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const GEMMRHSMatrixInfo &rhs_info)
48{
49 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 == 0);
50 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 == 0);
51 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.h0 == 0);
Gian Marco Iodicebacfec52019-01-11 11:30:55 +000052 ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.n0 & (rhs_info.n0 - 1)) && rhs_info.n0 != 3), "Only 2,3,4,8,16 are supported for n0");
53 ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.k0 & (rhs_info.k0 - 1)) && (rhs_info.k0 != 1) && (rhs_info.k0 != 3)), "Only 1,2,3,4,8,16 are supported for k0");
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000054 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 > 16);
55 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 > 16);
56 ARM_COMPUTE_RETURN_ERROR_ON((rhs_info.k0 == 1) && (rhs_info.transpose));
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010057
58 if(rhs_info.export_to_cl_image)
59 {
Gian Marco Iodicee3a849a2020-06-10 17:59:30 +010060 ARM_COMPUTE_RETURN_ERROR_ON_MSG((rhs_info.n0 == 2) || (rhs_info.n0 == 3), "Export to cl_image only supported with n0 = 4, 8 or 16");
61 ARM_COMPUTE_RETURN_ERROR_ON_MSG((rhs_info.k0 == 2) || (rhs_info.k0 == 3), "Export to cl_image only supported with k0 = 4, 8 or 16");
62 ARM_COMPUTE_RETURN_ERROR_ON_MSG(input->data_type() != DataType::F32, "Export to cl_image only supported with F32 data type");
63 ARM_COMPUTE_RETURN_ERROR_ON_MSG(!image2d_from_buffer_supported(CLKernelLibrary::get().get_device()), "The extension cl_khr_image2d_from_buffer is not supported on the target platform");
64 ARM_COMPUTE_RETURN_ERROR_ON_MSG(get_cl_image_pitch_alignment(CLKernelLibrary::get().get_device()) == 0, "Impossible to retrieve the cl_image pitch alignment");
65
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010066 TensorShape output_shape = compute_rhs_reshaped_shape(*input, rhs_info);
67
68 // Check the width and height of the output tensor.
69 // Since we cannot create a 3d image from a buffer, the third dimension is collapsed with the second dimension
70 size_t max_image_w = CLKernelLibrary::get().get_device().getInfo<CL_DEVICE_IMAGE2D_MAX_WIDTH>();
71 size_t max_image_h = CLKernelLibrary::get().get_device().getInfo<CL_DEVICE_IMAGE2D_MAX_HEIGHT>();
72
73 ARM_COMPUTE_RETURN_ERROR_ON_MSG(output_shape[0] > max_image_w * 4, "Not supported width for cl_image");
74 ARM_COMPUTE_RETURN_ERROR_ON_MSG(output_shape[1] * output_shape[2] > max_image_h, "Not supported height for cl_image");
75 }
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000076
77 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input);
Vidhya Sudhan Loganathan951b8a42019-11-04 14:42:08 +000078 ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000079
80 if(output->total_size() != 0)
81 {
82 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(), compute_rhs_reshaped_shape(*input, rhs_info));
83 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
Isabella Gottardi0a1090a2019-02-14 18:07:36 +000084 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000085 }
86
87 return Status{};
88}
89
90std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const GEMMRHSMatrixInfo &rhs_info)
91{
92 const unsigned int num_elems_processed_per_iteration_x = rhs_info.n0;
93 const unsigned int num_elems_processed_per_iteration_y = rhs_info.k0;
94 bool window_changed = false;
95
96 // Output auto initialization if not yet initialized
97 auto_init_if_empty(*output, input->clone()->set_tensor_shape(compute_rhs_reshaped_shape(*input, rhs_info)));
98
99 // Configure window
100 Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
101
102 AccessWindowRectangle input_access(input, 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
103 AccessWindowStatic output_access(output, 0, 0, output->dimension(0), output->dimension(1));
104
105 window_changed = update_window_and_padding(win, input_access);
106 output_access.set_valid_region(win, ValidRegion(Coordinates(0, 0), output->tensor_shape()));
107
Gian Marco Iodicea98dee22020-06-02 12:12:35 +0100108 if(rhs_info.export_to_cl_image)
109 {
110 constexpr unsigned int num_floats_per_pixel = 4;
111
112 const unsigned int stride_y_in_elements = output->strides_in_bytes()[1] / output->element_size();
113 const unsigned int pixel_aligment = get_cl_image_pitch_alignment(CLKernelLibrary::get().get_device());
114 const unsigned int row_pitch_alignment = pixel_aligment * num_floats_per_pixel;
115 const unsigned int round_up_width = ((stride_y_in_elements + row_pitch_alignment - 1) / row_pitch_alignment) * row_pitch_alignment;
116 const unsigned int padding = round_up_width - stride_y_in_elements;
117
118 output->extend_padding(PaddingSize(0, padding, 0, 0));
119 }
120
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000121 // Collapse along the Z direction
122 // This collapse needs to be here in order to tune the Z dimension of LWS
123 Window collapsed = win.collapse(win, Window::DimZ);
124
125 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
126 return std::make_pair(err, collapsed);
127}
128} // namespace
129
130CLGEMMReshapeRHSMatrixKernel::CLGEMMReshapeRHSMatrixKernel()
131 : _input(nullptr), _output(nullptr)
132{
133}
134
135void CLGEMMReshapeRHSMatrixKernel::configure(const ICLTensor *input, ICLTensor *output, const GEMMRHSMatrixInfo &rhs_info)
136{
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100137 configure(CLKernelLibrary::get().get_compile_context(), input, output, rhs_info);
138}
139
Manuel Bottini679fc962020-04-21 16:08:53 +0100140void CLGEMMReshapeRHSMatrixKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const GEMMRHSMatrixInfo &rhs_info)
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100141{
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000142 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
143
144 // Perform validate step
145 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), rhs_info));
146
147 _input = input;
148 _output = output;
149
150 // Create build options
151 CLBuildOptions build_opts;
152 build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0));
153 build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0));
154 build_opts.add_option("-DH0=" + support::cpp11::to_string(rhs_info.h0));
155 build_opts.add_option_if(rhs_info.transpose, "-DTRANSPOSE");
156 build_opts.add_option_if(rhs_info.interleave, "-DINTERLEAVE");
157 build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(input->info()->dimension(1)));
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +0100158 build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(input->info()->element_size()));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000159
160 std::string kernel_name("gemm_reshape_rhs_matrix_");
161 kernel_name += rhs_info.transpose ? "t" : "nt";
162
163 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100164 _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000165
166 // Configure kernel window
167 auto win_config = validate_and_configure_window(input->info(), output->info(), rhs_info);
168 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
169 ICLKernel::configure_internal(win_config.second);
170}
171
172Status CLGEMMReshapeRHSMatrixKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const GEMMRHSMatrixInfo &rhs_info)
173{
174 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, rhs_info));
175 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), rhs_info).first);
176
177 return Status{};
178}
179
180void CLGEMMReshapeRHSMatrixKernel::run(const Window &window, cl::CommandQueue &queue)
181{
182 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
183 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
184
185 Window slice = window.first_slice_window_3D();
186
187 do
188 {
189 unsigned int idx = 0;
190 add_3D_tensor_argument(idx, _input, slice);
191 add_3D_tensor_argument(idx, _output, slice);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100192 enqueue(queue, *this, slice, lws_hint());
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000193 }
194 while(window.slide_window_slice_3D(slice));
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +0100195}
Matthew Bentham758b5ba2020-03-05 23:37:48 +0000196} // namespace arm_compute