1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2018-2021 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/CL/CLHelpers.h"
27*c217d954SCole Faust #include "arm_compute/core/CL/CLKernelLibrary.h"
28*c217d954SCole Faust #include "arm_compute/core/CL/ICLTensor.h"
29*c217d954SCole Faust #include "arm_compute/core/CL/OpenCL.h"
30*c217d954SCole Faust #include "arm_compute/core/Helpers.h"
31*c217d954SCole Faust #include "arm_compute/core/TensorInfo.h"
32*c217d954SCole Faust #include "arm_compute/core/Utils.h"
33*c217d954SCole Faust #include "arm_compute/core/utils/misc/ShapeCalculator.h"
34*c217d954SCole Faust #include "src/core/AccessWindowStatic.h"
35*c217d954SCole Faust #include "src/core/CL/CLValidate.h"
36*c217d954SCole Faust #include "src/core/helpers/AutoConfiguration.h"
37*c217d954SCole Faust #include "src/core/helpers/WindowHelpers.h"
38*c217d954SCole Faust #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h"
39*c217d954SCole Faust #include "support/Cast.h"
40*c217d954SCole Faust #include "support/StringSupport.h"
41*c217d954SCole Faust
42*c217d954SCole Faust namespace arm_compute
43*c217d954SCole Faust {
44*c217d954SCole Faust namespace opencl
45*c217d954SCole Faust {
46*c217d954SCole Faust namespace kernels
47*c217d954SCole Faust {
48*c217d954SCole Faust namespace
49*c217d954SCole Faust {
validate_arguments(const ITensorInfo * src,const ITensorInfo * dst,const GEMMRHSMatrixInfo & rhs_info)50*c217d954SCole Faust Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
51*c217d954SCole Faust {
52*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 == 0);
53*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 == 0);
54*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.h0 == 0);
55*c217d954SCole Faust 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*c217d954SCole Faust 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");
57*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.n0 > 16);
58*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(rhs_info.k0 > 16);
59*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON((rhs_info.k0 == 1) && (rhs_info.transpose));
60*c217d954SCole Faust
61*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src);
62*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON(src->data_type() == DataType::UNKNOWN);
63*c217d954SCole Faust
64*c217d954SCole Faust if(rhs_info.export_to_cl_image)
65*c217d954SCole Faust {
66*c217d954SCole Faust const TensorInfo tensor_reshaped_info(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info), 1, src->data_type());
67*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(gemm::validate_image2d_support_on_rhs(tensor_reshaped_info, rhs_info));
68*c217d954SCole Faust }
69*c217d954SCole Faust
70*c217d954SCole Faust if(dst->total_size() != 0)
71*c217d954SCole Faust {
72*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(), misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info));
73*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst);
74*c217d954SCole Faust ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(src, dst);
75*c217d954SCole Faust }
76*c217d954SCole Faust
77*c217d954SCole Faust return Status{};
78*c217d954SCole Faust }
79*c217d954SCole Faust
validate_and_configure_window(ITensorInfo * src,ITensorInfo * dst,const GEMMRHSMatrixInfo & rhs_info)80*c217d954SCole Faust std::pair<Status, Window> validate_and_configure_window(ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
81*c217d954SCole Faust {
82*c217d954SCole Faust const unsigned int num_elems_processed_per_iteration_x = rhs_info.n0;
83*c217d954SCole Faust const unsigned int num_elems_processed_per_iteration_y = rhs_info.k0;
84*c217d954SCole Faust bool window_changed = false;
85*c217d954SCole Faust
86*c217d954SCole Faust // dst auto initialization if not yet initialized
87*c217d954SCole Faust auto_init_if_empty(*dst, src->clone()->set_tensor_shape(misc::shape_calculator::compute_rhs_reshaped_shape(*src, rhs_info)));
88*c217d954SCole Faust
89*c217d954SCole Faust // Configure window
90*c217d954SCole Faust Window win = calculate_max_window(*src, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
91*c217d954SCole Faust
92*c217d954SCole Faust AccessWindowRectangle src_access(src, 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
93*c217d954SCole Faust
94*c217d954SCole Faust window_changed = update_window_and_padding(win, src_access);
95*c217d954SCole Faust
96*c217d954SCole Faust if(rhs_info.export_to_cl_image)
97*c217d954SCole Faust {
98*c217d954SCole Faust gemm::update_padding_for_cl_image(dst);
99*c217d954SCole Faust }
100*c217d954SCole Faust
101*c217d954SCole Faust // Collapse along the Z direction
102*c217d954SCole Faust // This collapse needs to be here in order to tune the Z dimension of LWS
103*c217d954SCole Faust Window collapsed = win.collapse(win, Window::DimZ);
104*c217d954SCole Faust
105*c217d954SCole Faust Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
106*c217d954SCole Faust return std::make_pair(err, collapsed);
107*c217d954SCole Faust }
108*c217d954SCole Faust } // namespace
109*c217d954SCole Faust
ClGemmReshapeRhsMatrixKernel()110*c217d954SCole Faust ClGemmReshapeRhsMatrixKernel::ClGemmReshapeRhsMatrixKernel()
111*c217d954SCole Faust {
112*c217d954SCole Faust _type = CLKernelType::ELEMENTWISE;
113*c217d954SCole Faust }
114*c217d954SCole Faust
configure(const CLCompileContext & compile_context,ITensorInfo * src,ITensorInfo * dst,const GEMMRHSMatrixInfo & rhs_info)115*c217d954SCole Faust void ClGemmReshapeRhsMatrixKernel::configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
116*c217d954SCole Faust {
117*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
118*c217d954SCole Faust
119*c217d954SCole Faust // Perform validate step
120*c217d954SCole Faust ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, rhs_info));
121*c217d954SCole Faust
122*c217d954SCole Faust // Create build options
123*c217d954SCole Faust CLBuildOptions build_opts;
124*c217d954SCole Faust build_opts.add_option("-DN0=" + support::cpp11::to_string(rhs_info.n0));
125*c217d954SCole Faust build_opts.add_option("-DK0=" + support::cpp11::to_string(rhs_info.k0));
126*c217d954SCole Faust build_opts.add_option_if(rhs_info.interleave, "-DINTERLEAVE");
127*c217d954SCole Faust build_opts.add_option_if(rhs_info.transpose, "-DRESHAPE_RHS_T");
128*c217d954SCole Faust build_opts.add_option_if(!rhs_info.transpose, "-DRESHAPE_RHS_NT");
129*c217d954SCole Faust build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(src->element_size()));
130*c217d954SCole Faust
131*c217d954SCole Faust std::string kernel_name("gemm_reshape_rhs_matrix_");
132*c217d954SCole Faust kernel_name += rhs_info.transpose ? "t" : "nt";
133*c217d954SCole Faust
134*c217d954SCole Faust // Create kernel
135*c217d954SCole Faust _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
136*c217d954SCole Faust
137*c217d954SCole Faust // Configure kernel window
138*c217d954SCole Faust auto win_config = validate_and_configure_window(src, dst, rhs_info);
139*c217d954SCole Faust ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
140*c217d954SCole Faust ICLKernel::configure_internal(win_config.second);
141*c217d954SCole Faust
142*c217d954SCole Faust unsigned int idx = 2 * num_arguments_per_3d_tensor_nhw();
143*c217d954SCole Faust _kernel.setArg<cl_int>(idx++, rhs_info.h0);
144*c217d954SCole Faust }
145*c217d954SCole Faust
validate(const ITensorInfo * src,const ITensorInfo * dst,const GEMMRHSMatrixInfo & rhs_info)146*c217d954SCole Faust Status ClGemmReshapeRhsMatrixKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const GEMMRHSMatrixInfo &rhs_info)
147*c217d954SCole Faust {
148*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, rhs_info));
149*c217d954SCole Faust ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(src->clone().get(), dst->clone().get(), rhs_info).first);
150*c217d954SCole Faust
151*c217d954SCole Faust return Status{};
152*c217d954SCole Faust }
153*c217d954SCole Faust
run_op(ITensorPack & tensors,const Window & window,cl::CommandQueue & queue)154*c217d954SCole Faust void ClGemmReshapeRhsMatrixKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
155*c217d954SCole Faust {
156*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
157*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
158*c217d954SCole Faust
159*c217d954SCole Faust const auto src = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC));
160*c217d954SCole Faust auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
161*c217d954SCole Faust
162*c217d954SCole Faust ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst);
163*c217d954SCole Faust
164*c217d954SCole Faust Window slice = window.first_slice_window_3D();
165*c217d954SCole Faust
166*c217d954SCole Faust do
167*c217d954SCole Faust {
168*c217d954SCole Faust unsigned int idx = 0;
169*c217d954SCole Faust add_3d_tensor_nhw_argument(idx, src);
170*c217d954SCole Faust add_3d_tensor_nhw_argument(idx, dst);
171*c217d954SCole Faust enqueue(queue, *this, slice, lws_hint());
172*c217d954SCole Faust }
173*c217d954SCole Faust while(window.slide_window_slice_3D(slice));
174*c217d954SCole Faust }
175*c217d954SCole Faust } // namespace kernels
176*c217d954SCole Faust } // namespace opencl
177*c217d954SCole Faust } // namespace arm_compute