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Gian Marco Iodice3b0a2652018-12-07 11:18:09 +00001/*
Michalis Spyrou702dc0c2021-03-19 15:06:07 +00002 * Copyright (c) 2018-2021 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 */
Georgios Pinitas7891a732021-08-20 21:39:25 +010024#include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000025
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000026#include "arm_compute/core/CL/CLHelpers.h"
27#include "arm_compute/core/CL/CLKernelLibrary.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000028#include "arm_compute/core/CL/ICLTensor.h"
29#include "arm_compute/core/CL/OpenCL.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000030#include "arm_compute/core/Helpers.h"
31#include "arm_compute/core/TensorInfo.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000032#include "arm_compute/core/Utils.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000033#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010034#include "src/core/AccessWindowStatic.h"
35#include "src/core/CL/CLValidate.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010036#include "src/core/helpers/AutoConfiguration.h"
37#include "src/core/helpers/WindowHelpers.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010038#include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h"
Georgios Pinitas856f66e2021-04-22 21:13:21 +010039#include "support/Cast.h"
Matthew Bentham758b5ba2020-03-05 23:37:48 +000040#include "support/StringSupport.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000041
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010042namespace arm_compute
43{
Georgios Pinitas856f66e2021-04-22 21:13:21 +010044namespace opencl
45{
46namespace kernels
47{
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000048namespace
49{
Georgios Pinitas856f66e2021-04-22 21:13:21 +010050Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000051{
52 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 == 0);
53 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 == 0);
54 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.h0 == 0);
Gian Marco Iodicebacfec52019-01-11 11:30:55 +000055 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");
56 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 +000057 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 > 16);
58 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 > 16);
59 ARM_COMPUTE_RETURN_ERROR_ON((rhs_info.k0 == 1) && (rhs_info.transpose));
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010060
Georgios Pinitas856f66e2021-04-22 21:13:21 +010061 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src);
62 ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000063
SiCong Li5bdde852020-08-26 13:55:15 +010064 if(rhs_info.export_to_cl_image)
65 {
Georgios Pinitas856f66e2021-04-22 21:13:21 +010066 const TensorInfo tensor_reshaped_info(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info), 1, src->data_type());
67 ARM_COMPUTE_RETURN_ON_ERROR(gemm::validate_image2d_support_on_rhs(tensor_reshaped_info, rhs_info));
SiCong Li5bdde852020-08-26 13:55:15 +010068 }
69
Georgios Pinitas856f66e2021-04-22 21:13:21 +010070 if(dst->total_size() != 0)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000071 {
Georgios Pinitas856f66e2021-04-22 21:13:21 +010072 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(), misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info));
73 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
74 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000075 }
76
77 return Status{};
78}
79
Georgios Pinitas856f66e2021-04-22 21:13:21 +010080std::pair<Status, Window> validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000081{
82 const unsigned int num_elems_processed_per_iteration_x = rhs_info.n0;
83 const unsigned int num_elems_processed_per_iteration_y = rhs_info.k0;
84 bool window_changed = false;
85
Georgios Pinitas856f66e2021-04-22 21:13:21 +010086 // dst auto initialization if not yet initialized
87 auto_init_if_empty(*dst, src->clone()->set_tensor_shape(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info)));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000088
89 // Configure window
Georgios Pinitas856f66e2021-04-22 21:13:21 +010090 Window win = calculate_max_window(*src, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000091
Georgios Pinitas856f66e2021-04-22 21:13:21 +010092 AccessWindowRectangle src_access(src, 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000093
Georgios Pinitas856f66e2021-04-22 21:13:21 +010094 window_changed = update_window_and_padding(win, src_access);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000095
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010096 if(rhs_info.export_to_cl_image)
97 {
Georgios Pinitas856f66e2021-04-22 21:13:21 +010098 gemm::update_padding_for_cl_image(dst);
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010099 }
100
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000101 // Collapse along the Z direction
102 // This collapse needs to be here in order to tune the Z dimension of LWS
103 Window collapsed = win.collapse(win, Window::DimZ);
104
105 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
106 return std::make_pair(err, collapsed);
107}
108} // namespace
109
Giorgio Arena4a95bba2021-06-28 11:00:27 +0100110ClGemmReshapeRhsMatrixKernel::ClGemmReshapeRhsMatrixKernel()
111{
112 _type = CLKernelType::ELEMENTWISE;
113}
114
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100115void ClGemmReshapeRhsMatrixKernel::configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000116{
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100117 ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000118
119 // Perform validate step
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100120 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, rhs_info));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000121
122 // Create build options
123 CLBuildOptions build_opts;
124 build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0));
125 build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0));
126 build_opts.add_option("-DH0=" + support::cpp11::to_string(rhs_info.h0));
127 build_opts.add_option_if(rhs_info.transpose, "-DTRANSPOSE");
128 build_opts.add_option_if(rhs_info.interleave, "-DINTERLEAVE");
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100129 build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(src->dimension(1)));
130 build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(src->element_size()));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000131
132 std::string kernel_name("gemm_reshape_rhs_matrix_");
133 kernel_name += rhs_info.transpose ? "t" : "nt";
134
135 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100136 _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000137
138 // Configure kernel window
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100139 auto win_config = validate_and_configure_window(src, dst, rhs_info);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000140 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
141 ICLKernel::configure_internal(win_config.second);
142}
143
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100144Status ClGemmReshapeRhsMatrixKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000145{
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100146 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, rhs_info));
147 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), dst->clone().get(), rhs_info).first);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000148
149 return Status{};
150}
151
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100152void ClGemmReshapeRhsMatrixKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000153{
154 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
155 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
156
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100157 const auto src = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC));
158 auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
159
160 ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
161
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000162 Window slice = window.first_slice_window_3D();
163
164 do
165 {
166 unsigned int idx = 0;
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100167 add_3D_tensor_argument(idx, src, slice);
168 add_3D_tensor_argument(idx, dst, slice);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100169 enqueue(queue, *this, slice, lws_hint());
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000170 }
171 while(window.slide_window_slice_3D(slice));
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +0100172}
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100173} // namespace kernels
174} // namespace opencl
175} // namespace arm_compute