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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"
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010034
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010035#include "src/core/AccessWindowStatic.h"
36#include "src/core/CL/CLValidate.h"
Sang-Hoon Park68dd25f2020-10-19 16:00:11 +010037#include "src/core/helpers/AutoConfiguration.h"
38#include "src/core/helpers/WindowHelpers.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010039#include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h"
Georgios Pinitas856f66e2021-04-22 21:13:21 +010040#include "support/Cast.h"
Matthew Bentham758b5ba2020-03-05 23:37:48 +000041#include "support/StringSupport.h"
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000042
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +010043namespace arm_compute
44{
Georgios Pinitas856f66e2021-04-22 21:13:21 +010045namespace opencl
46{
47namespace kernels
48{
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000049namespace
50{
Georgios Pinitas856f66e2021-04-22 21:13:21 +010051Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000052{
53 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 == 0);
54 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 == 0);
55 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.h0 == 0);
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010056 ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.n0 & (rhs_info.n0 - 1)) && rhs_info.n0 != 3),
57 "Only 2,3,4,8,16 are supported for n0");
58 ARM_COMPUTE_RETURN_ERROR_ON_MSG(((rhs_info.k0 & (rhs_info.k0 - 1)) && (rhs_info.k0 != 1) && (rhs_info.k0 != 3)),
59 "Only 1,2,3,4,8,16 are supported for k0");
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000060 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 > 16);
61 ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 > 16);
62 ARM_COMPUTE_RETURN_ERROR_ON((rhs_info.k0 == 1) && (rhs_info.transpose));
Gian Marco Iodicea98dee22020-06-02 12:12:35 +010063
Georgios Pinitas856f66e2021-04-22 21:13:21 +010064 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src);
65 ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000066
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010067 if (rhs_info.export_to_cl_image)
SiCong Li5bdde852020-08-26 13:55:15 +010068 {
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010069 const TensorInfo tensor_reshaped_info(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info), 1,
70 src->data_type());
Georgios Pinitas856f66e2021-04-22 21:13:21 +010071 ARM_COMPUTE_RETURN_ON_ERROR(gemm::validate_image2d_support_on_rhs(tensor_reshaped_info, rhs_info));
SiCong Li5bdde852020-08-26 13:55:15 +010072 }
73
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010074 if (dst->total_size() != 0)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000075 {
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010076 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(
77 dst->tensor_shape(), misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info));
Georgios Pinitas856f66e2021-04-22 21:13:21 +010078 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
79 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000080 }
81
82 return Status{};
83}
84
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010085std::pair<Status, Window>
86validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000087{
88 const unsigned int num_elems_processed_per_iteration_x = rhs_info.n0;
89 const unsigned int num_elems_processed_per_iteration_y = rhs_info.k0;
90 bool window_changed = false;
91
Georgios Pinitas856f66e2021-04-22 21:13:21 +010092 // dst auto initialization if not yet initialized
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010093 auto_init_if_empty(
94 *dst, src->clone()->set_tensor_shape(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info)));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +000095
96 // Configure window
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +010097 Window win =
98 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 +000099
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100100 AccessWindowRectangle src_access(src, 0, 0, num_elems_processed_per_iteration_x,
101 num_elems_processed_per_iteration_y);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000102
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100103 window_changed = update_window_and_padding(win, src_access);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000104
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100105 if (rhs_info.export_to_cl_image)
Gian Marco Iodicea98dee22020-06-02 12:12:35 +0100106 {
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100107 gemm::update_padding_for_cl_image(dst);
Gian Marco Iodicea98dee22020-06-02 12:12:35 +0100108 }
109
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000110 // Collapse along the Z direction
111 // This collapse needs to be here in order to tune the Z dimension of LWS
112 Window collapsed = win.collapse(win, Window::DimZ);
113
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100114 Status err =
115 (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000116 return std::make_pair(err, collapsed);
117}
118} // namespace
119
Giorgio Arena4a95bba2021-06-28 11:00:27 +0100120ClGemmReshapeRhsMatrixKernel::ClGemmReshapeRhsMatrixKernel()
121{
122 _type = CLKernelType::ELEMENTWISE;
123}
124
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100125void ClGemmReshapeRhsMatrixKernel::configure(const CLCompileContext &compile_context,
126 ITensorInfo *src,
127 ITensorInfo *dst,
128 const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000129{
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100130 ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000131
132 // Perform validate step
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100133 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, rhs_info));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000134
135 // Create build options
136 CLBuildOptions build_opts;
137 build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0));
138 build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000139 build_opts.add_option_if(rhs_info.interleave, "-DINTERLEAVE");
Gian Marco Iodice4fb56702021-11-10 11:18:50 +0000140 build_opts.add_option_if(rhs_info.transpose, "-DRESHAPE_RHS_T");
141 build_opts.add_option_if(!rhs_info.transpose, "-DRESHAPE_RHS_NT");
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100142 build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(src->element_size()));
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000143
144 std::string kernel_name("gemm_reshape_rhs_matrix_");
145 kernel_name += rhs_info.transpose ? "t" : "nt";
146
147 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100148 _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000149
150 // Configure kernel window
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100151 auto win_config = validate_and_configure_window(src, dst, rhs_info);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000152 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
153 ICLKernel::configure_internal(win_config.second);
Gian Marco Iodice4fb56702021-11-10 11:18:50 +0000154
155 unsigned int idx = 2 * num_arguments_per_3d_tensor_nhw();
156 _kernel.setArg<cl_int>(idx++, rhs_info.h0);
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000157}
158
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100159Status ClGemmReshapeRhsMatrixKernel::validate(const ITensorInfo *src,
160 const ITensorInfo *dst,
161 const GEMMRHSMatrixInfo &rhs_info)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000162{
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100163 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, rhs_info));
164 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 +0000165
166 return Status{};
167}
168
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100169void ClGemmReshapeRhsMatrixKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000170{
171 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
172 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
173
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100174 const auto src =
175 utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC));
176 auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100177
178 ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
179
Gian Marco Iodice3b0a2652018-12-07 11:18:09 +0000180 Window slice = window.first_slice_window_3D();
181
182 do
183 {
184 unsigned int idx = 0;
Gian Marco Iodice4fb56702021-11-10 11:18:50 +0000185 add_3d_tensor_nhw_argument(idx, src);
186 add_3d_tensor_nhw_argument(idx, dst);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100187 enqueue(queue, *this, slice, lws_hint());
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100188 } while (window.slide_window_slice_3D(slice));
Michele Di Giorgiodf4cf572019-10-09 15:32:39 +0100189}
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100190} // namespace kernels
191} // namespace opencl
Felix Thomasmathibalanafd38f02023-09-27 17:46:17 +0100192} // namespace arm_compute