1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2022 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/ClIndirectConv2dAddressPrecalculationKernel.h"
25*c217d954SCole Faust 
26*c217d954SCole Faust #include "arm_compute/core/CL/CLKernelLibrary.h"
27*c217d954SCole Faust #include "arm_compute/core/CL/ICLTensor.h"
28*c217d954SCole Faust #include "arm_compute/core/ITensor.h"
29*c217d954SCole Faust #include "arm_compute/core/KernelDescriptors.h"
30*c217d954SCole Faust #include "arm_compute/core/utils/misc/ShapeCalculator.h"
31*c217d954SCole Faust #include "src/core/CL/CLValidate.h"
32*c217d954SCole Faust #include "src/core/helpers/AutoConfiguration.h"
33*c217d954SCole Faust #include "src/core/helpers/WindowHelpers.h"
34*c217d954SCole Faust #include "support/Cast.h"
35*c217d954SCole Faust #include "support/StringSupport.h"
36*c217d954SCole Faust 
37*c217d954SCole Faust namespace arm_compute
38*c217d954SCole Faust {
39*c217d954SCole Faust namespace opencl
40*c217d954SCole Faust {
41*c217d954SCole Faust namespace kernels
42*c217d954SCole Faust {
43*c217d954SCole Faust namespace
44*c217d954SCole Faust {
validate_arguments(const ITensorInfo * src,const ITensorInfo * weights,const ITensorInfo * dst,const PadStrideInfo & conv_info,const DirectConvComputeKernelInfo & desc)45*c217d954SCole Faust Status validate_arguments(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst,
46*c217d954SCole Faust                           const PadStrideInfo &conv_info, const DirectConvComputeKernelInfo &desc)
47*c217d954SCole Faust {
48*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src);
49*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32);
50*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, weights);
51*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(src, DataLayout::NHWC);
52*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_MSG(weights->dimension(0) != src->dimension(0), "Weights feature map dimension should match the respective src's one");
53*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_MSG(weights->num_dimensions() > 4, "Weights can be at most 4 dimensional");
54*c217d954SCole Faust     ARM_COMPUTE_RETURN_ERROR_ON_MSG(desc.m0 <= 0 || desc.m0 > 8, "M0 can only be greater than 0 and less than or equal to 8");
55*c217d954SCole Faust 
56*c217d954SCole Faust     // Checks performed when dst is configured
57*c217d954SCole Faust     if(dst->total_size() != 0)
58*c217d954SCole Faust     {
59*c217d954SCole Faust         ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(dst->tensor_shape(),
60*c217d954SCole Faust                                                            misc::shape_calculator::compute_indirect_buffer_shape(src->tensor_shape(),
61*c217d954SCole Faust                                                                                                                  src->data_layout(),
62*c217d954SCole Faust                                                                                                                  weights->tensor_shape(),
63*c217d954SCole Faust                                                                                                                  conv_info,
64*c217d954SCole Faust                                                                                                                  desc));
65*c217d954SCole Faust         ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(dst, 1, DataType::S32);
66*c217d954SCole Faust     }
67*c217d954SCole Faust 
68*c217d954SCole Faust     return Status{};
69*c217d954SCole Faust }
70*c217d954SCole Faust } // namespace
71*c217d954SCole Faust 
ClIndirectConv2dAddressPrecalculationKernel()72*c217d954SCole Faust ClIndirectConv2dAddressPrecalculationKernel::ClIndirectConv2dAddressPrecalculationKernel()
73*c217d954SCole Faust {
74*c217d954SCole Faust     _type = CLKernelType::ELEMENTWISE;
75*c217d954SCole Faust }
76*c217d954SCole Faust 
configure(const CLCompileContext & compile_context,ITensorInfo * src,ITensorInfo * weights,ITensorInfo * dst,const PadStrideInfo & conv_info,const DirectConvComputeKernelInfo & desc)77*c217d954SCole Faust void ClIndirectConv2dAddressPrecalculationKernel::configure(const CLCompileContext &compile_context, ITensorInfo *src, ITensorInfo *weights, ITensorInfo *dst,
78*c217d954SCole Faust                                                             const PadStrideInfo &conv_info, const DirectConvComputeKernelInfo &desc)
79*c217d954SCole Faust {
80*c217d954SCole Faust     ARM_COMPUTE_ERROR_ON_NULLPTR(src, weights, dst);
81*c217d954SCole Faust     ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, weights, dst, conv_info, desc));
82*c217d954SCole Faust 
83*c217d954SCole Faust     constexpr unsigned int width_idx  = 1;
84*c217d954SCole Faust     constexpr unsigned int height_idx = 2;
85*c217d954SCole Faust 
86*c217d954SCole Faust     // Get dst shape
87*c217d954SCole Faust     TensorShape output_shape = misc::shape_calculator::compute_indirect_buffer_shape(src->tensor_shape(),
88*c217d954SCole Faust                                                                                      src->data_layout(),
89*c217d954SCole Faust                                                                                      weights->tensor_shape(),
90*c217d954SCole Faust                                                                                      conv_info,
91*c217d954SCole Faust                                                                                      desc);
92*c217d954SCole Faust 
93*c217d954SCole Faust     TensorShape output_conv_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *weights, conv_info);
94*c217d954SCole Faust 
95*c217d954SCole Faust     // Output auto inizialitation if not yet initialized
96*c217d954SCole Faust     auto_init_if_empty(*dst, output_shape, 1, DataType::S32);
97*c217d954SCole Faust 
98*c217d954SCole Faust     // Configure kernel window
99*c217d954SCole Faust     Window win;
100*c217d954SCole Faust 
101*c217d954SCole Faust     // Create window and update padding
102*c217d954SCole Faust     win = calculate_max_window(output_shape, Steps(1));
103*c217d954SCole Faust 
104*c217d954SCole Faust     ICLKernel::configure_internal(win);
105*c217d954SCole Faust 
106*c217d954SCole Faust     std::stringstream kernel_name;
107*c217d954SCole Faust     CLBuildOptions    build_options;
108*c217d954SCole Faust 
109*c217d954SCole Faust     kernel_name << "indirect_convolution_address_precalculation";
110*c217d954SCole Faust 
111*c217d954SCole Faust     const unsigned int pad_left      = conv_info.pad_left();
112*c217d954SCole Faust     const unsigned int pad_top       = conv_info.pad_top();
113*c217d954SCole Faust     const unsigned int conv_stride_x = std::get<0>(conv_info.stride());
114*c217d954SCole Faust     const unsigned int conv_stride_y = std::get<1>(conv_info.stride());
115*c217d954SCole Faust     const auto         dst_data_type = dst->data_type();
116*c217d954SCole Faust 
117*c217d954SCole Faust     build_options.add_option("-DSRC_CONV_WIDTH=" + support::cpp11::to_string(src->dimension(width_idx)));
118*c217d954SCole Faust     build_options.add_option("-DSRC_CONV_HEIGHT=" + support::cpp11::to_string(src->dimension(height_idx)));
119*c217d954SCole Faust     build_options.add_option("-DDST_CONV_WIDTH=" + support::cpp11::to_string(output_conv_shape[width_idx]));
120*c217d954SCole Faust     build_options.add_option("-DDST_CONV_HEIGHT=" + support::cpp11::to_string(output_conv_shape[height_idx]));
121*c217d954SCole Faust     build_options.add_option("-DDST_TENSOR_TYPE=BUFFER");
122*c217d954SCole Faust     build_options.add_option("-DDST_DATA_TYPE=" + get_cl_type_from_data_type(dst_data_type));
123*c217d954SCole Faust     build_options.add_option("-DWEI_CONV_WIDTH=" + support::cpp11::to_string(weights->dimension(width_idx)));
124*c217d954SCole Faust     build_options.add_option("-DSTRIDE_X=" + support::cpp11::to_string(conv_stride_x));
125*c217d954SCole Faust     build_options.add_option("-DSTRIDE_Y=" + support::cpp11::to_string(conv_stride_y));
126*c217d954SCole Faust     build_options.add_option("-DPAD_LEFT=" + support::cpp11::to_string(pad_left));
127*c217d954SCole Faust     build_options.add_option("-DPAD_TOP=" + support::cpp11::to_string(pad_top));
128*c217d954SCole Faust     build_options.add_option("-DM0=" + support::cpp11::to_string(desc.m0));
129*c217d954SCole Faust 
130*c217d954SCole Faust     // A macro guard to compile ONLY the kernel of interest
131*c217d954SCole Faust     build_options.add_option("-D" + upper_string(kernel_name.str()));
132*c217d954SCole Faust 
133*c217d954SCole Faust     _kernel = create_kernel(compile_context, kernel_name.str(), build_options.options());
134*c217d954SCole Faust 
135*c217d954SCole Faust     // Since this kernel should be called only once, we do not need to set the config_id for tuning
136*c217d954SCole Faust }
137*c217d954SCole Faust 
validate(const ITensorInfo * src,const ITensorInfo * weights,const ITensorInfo * dst,const PadStrideInfo & conv_info,const DirectConvComputeKernelInfo & desc)138*c217d954SCole Faust Status ClIndirectConv2dAddressPrecalculationKernel::validate(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst,
139*c217d954SCole Faust                                                              const PadStrideInfo &conv_info, const DirectConvComputeKernelInfo &desc)
140*c217d954SCole Faust {
141*c217d954SCole Faust     ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, weights, dst, conv_info, desc));
142*c217d954SCole Faust     return Status{};
143*c217d954SCole Faust }
144*c217d954SCole Faust 
run_op(ITensorPack & tensors,const Window & window,cl::CommandQueue & queue)145*c217d954SCole Faust void ClIndirectConv2dAddressPrecalculationKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
146*c217d954SCole Faust {
147*c217d954SCole Faust     ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
148*c217d954SCole Faust     ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window);
149*c217d954SCole Faust 
150*c217d954SCole Faust     // Get initial windows
151*c217d954SCole Faust     const Window slice = window.first_slice_window_3D();
152*c217d954SCole Faust 
153*c217d954SCole Faust     auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
154*c217d954SCole Faust 
155*c217d954SCole Faust     unsigned int idx = 0;
156*c217d954SCole Faust     add_4d_tensor_nhwc_argument(idx, dst);
157*c217d954SCole Faust     enqueue(queue, *this, slice);
158*c217d954SCole Faust }
159*c217d954SCole Faust } // namespace kernels
160*c217d954SCole Faust } // namespace opencl
161*c217d954SCole Faust } // namespace arm_compute
162