diff options
Diffstat (limited to 'src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.cpp')
| -rw-r--r-- | src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.cpp | 555 |
1 files changed, 0 insertions, 555 deletions
diff --git a/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.cpp b/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.cpp deleted file mode 100644 index 45b81b424d..0000000000 --- a/src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.cpp +++ /dev/null @@ -1,555 +0,0 @@ -/* - * Copyright (c) 2022 Arm Limited. - * - * SPDX-License-Identifier: MIT - * - * Permission is hereby granted, free of charge, to any person obtaining a copy - * of this software and associated documentation files (the "Software"), to - * deal in the Software without restriction, including without limitation the - * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or - * sell copies of the Software, and to permit persons to whom the Software is - * furnished to do so, subject to the following conditions: - * - * The above copyright notice and this permission notice shall be included in all - * copies or substantial portions of the Software. - * - * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR - * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, - * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE - * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER - * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, - * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE - * SOFTWARE. - */ -#if defined(ENABLE_EXPERIMENTAL_DYNAMIC_FUSION) - -#include "src/core/experimental/dynamic_fusion/ClKernelBuildingImpl/components/ClGemmNativeKernelComponent.h" -#include "arm_compute/core/TensorInfo.h" -#include "src/core/AccessWindowStatic.h" -#include "src/core/helpers/WindowHelpers.h" - -#include "src/core/utils/helpers/float_ops.h" -#include "support/StringSupport.h" - -namespace arm_compute -{ -namespace experimental -{ -namespace dynamic_fusion -{ -ComponentType ClGemmNativeKernelComponent::get_component_type() const -{ - return ComponentType::Complex; -} - -std::set<std::string> ClGemmNativeKernelComponent::get_headers_list() const -{ - return std::set<std::string> { "common/experimental/gemm_fused_post_ops/act_eltwise_op_act/fp_post_ops_act_eltwise_op_act.h", "gemm_helpers.h", "repeat.h" }; -} - -Window ClGemmNativeKernelComponent::get_window() const -{ - ITensorInfo *lhs_info = _blueprint->impl().get_kernel_argument_info(_lhs.arg_id); - ITensorInfo *rhs_info = _blueprint->impl().get_kernel_argument_info(_rhs.arg_id); - ITensorInfo *bias_info = _blueprint->impl().get_kernel_argument_info(_bias.arg_id); - ITensorInfo *dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); - - ARM_COMPUTE_ERROR_ON_NULLPTR(lhs_info, rhs_info, dst_info); - - bool reinterpret_input_as_3d = _desc.reinterpret_input_as_3d; - bool reinterpret_output_as_3d = _desc.depth_output_gemm3d != 0; - - Window win{}; - Window win_out{}; - bool window_changed = false; - - // In case both input and dst have to be reinterpreted as 3D tensors, - // force reinterpret_input_as_3d and reinterpret_output_as_3d to be false. - if(reinterpret_input_as_3d == reinterpret_output_as_3d) - { - reinterpret_output_as_3d = false; - } - - // activation_layer is set to dummy because it's required by GEMMKernelInfo, but it's not used in shape calculation - GEMMKernelInfo gemm_info(_desc.m, _desc.n, _desc.k, _desc.depth_output_gemm3d, _desc.reinterpret_input_as_3d, - _desc.broadcast_bias, _desc.fp_mixed_precision, _desc.has_pad_y, ActivationLayerInfo(), _desc.nmult_transpose1xW_width, - _desc.mult_interleave4x4_height, _desc.lhs_info, _desc.rhs_info, _desc.a_offset, _desc.b_offset); - - // dst tensor auto initialization if not yet initialized - auto_init_if_empty(*dst_info, lhs_info->clone()->set_tensor_shape(misc::shape_calculator::compute_mm_shape(*lhs_info, *rhs_info, gemm_info))); - - TensorInfo tmp_info(*dst_info); - - if(reinterpret_output_as_3d) - { - // Since the dst tensor has to be reinterpreted as 3D and the execute window is based on a 2D GEMM, - // the window needs to be constructed on the 2D collapsed version of the tensor - TensorShape tmp_shape(dst_info->tensor_shape()); - tmp_shape.collapse(2U, 1U); - tmp_info.set_tensor_shape(tmp_shape); - } - - win = calculate_max_window(tmp_info, Steps(_desc.rhs_info.n0, _desc.lhs_info.m0)); - win_out = calculate_max_window(*dst_info, Steps(_desc.rhs_info.n0, _desc.lhs_info.m0)); - - AccessWindowStatic src0_access(lhs_info, 0, 0, - lhs_info->dimension(0), - lhs_info->dimension(1)); - AccessWindowStatic src1_access(rhs_info, 0, 0, - ceil_to_multiple(rhs_info->dimension(0), _desc.rhs_info.n0), - rhs_info->dimension(1)); - AccessWindowStatic dst_access(dst_info, 0, 0, - dst_info->dimension(0), - dst_info->dimension(1)); - - if(bias_info != nullptr) - { - const int bias_processed_per_iteration_x = _desc.rhs_info.n0; - - AccessWindowStatic src2_access(bias_info, 0, 0, - ceil_to_multiple(bias_info->dimension(0), bias_processed_per_iteration_x), - bias_info->dimension(1)); - - window_changed = update_window_and_padding(win, src0_access, src1_access, src2_access) || // window used by the execute_window_loop - update_window_and_padding(win_out, dst_access); // window used to update the padding requirements of dst tensor - } - else - { - window_changed = update_window_and_padding(win, src0_access, src1_access) || // window used by the execute_window_loop - update_window_and_padding(win_out, dst_access); // window used to update the padding requirements of dst tensor - } - - // Collapse along the Z direction - // This collapse needs to be here in order to tune the Z dimension of LWS - Window collapsed = win; - const unsigned int dimension_to_collapse = std::min(static_cast<unsigned int>(dst_info->num_dimensions()), 2u); - collapsed = win.collapse(win, dimension_to_collapse); - - if(window_changed == true) - { - ARM_COMPUTE_ERROR("Insufficient Padding!"); - } - - return collapsed; -} - -std::string ClGemmNativeKernelComponent::get_additional_macros() const -{ - return R"_( -#define VFMA(a, b, c) \ -({ \ - c = fma(a, b, c); \ -}) - -#if M0 == 1 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - }) -#elif M0 == 2 // M0 == 2 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - }) -#elif M0 == 3 // M0 == 3 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - }) -#elif M0 == 4 // M0 == 4 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ - }) -#elif M0 == 5 // M0 == 5 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ - }) -#elif M0 == 6 // M0 == 6 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ - }) -#elif M0 == 7 // M0 == 7 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ - }) -#elif M0 == 8 // M0 == 8 -#define RHS_VFMA_M0xN0(i, a, b, c) \ - ({ \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ - VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##7).s##i), b, (c##7)); \ - }) -#else // M0 not supported -#error "M0 not supported" -#endif // M0 not supported -)_"; -} - -std::string ClGemmNativeKernelComponent::get_component_code() const -{ - auto t_lhs_info = _blueprint->impl().get_kernel_argument_info(_lhs.arg_id); - auto t_rhs_info = _blueprint->impl().get_kernel_argument_info(_rhs.arg_id); - - auto has_alpha = !(helpers::float_ops::is_one(_desc.alpha)); - auto reinterpret_input_as_3d = _desc.reinterpret_input_as_3d && _desc.depth_output_gemm3d == 0; - auto dont_slide_b = t_rhs_info->num_dimensions() < t_lhs_info->num_dimensions(); - - std::string code = R"_( - //------------------ START KERNEL {{meta_kernel_id}} --------------------- - // IN_0(lhs) {{lhs}} - // IN_1(rhs) {{rhs}} - )_"; - - if(!_bias.is_empty()) - { - code += R"_( - // IN_2(bias) {{bias}} - )_"; - } - - code += R"_( - // OUT(dst, accum) {{dst}} - - // Initialize the accumulators - REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), {{dst}}, 0); //VEC_DATA_TYPE(DATA_TYPE, N0) c0=0,c1=0,c2=0,... c(M0-1)=0; - { -#if defined(DUMMY_WORK_ITEMS) - if((g_x * N0 >= N) || (g_y * M0 >= M)) - { - return; - } -#endif // defined(DUMMY_WORK_ITEMS) - - // Compute LHS matrix address - uint lhs_offset = {{lhs}}_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(g_y, M0, PARTIAL_STORE_M0) * (uint){{lhs}}_stride_y; - - // Compute RHS matrix address - uint rhs_offset = {{rhs}}_offset_first_element_in_bytes + g_x * N0 * sizeof(DATA_TYPE); - )_"; - - if(dont_slide_b) - { - code += R"_( - // Do not slide matrix B if the matrix B has 3 dimensions and matrix A more than 3 - rhs_offset += (g_z % {{MATRIX_B_DEPTH}}) * {{rhs}}_stride_z; - )_"; - } - else - { - code += R"_( - rhs_offset += g_z * {{rhs}}_stride_z; - )_"; - } - - code += R"_( - REPEAT_VAR_INIT_TO_CONST(M0, uint, zlhs, 0); - )_"; - - if(reinterpret_input_as_3d) - { - code += R"_( - // The plane (zlhs) is calculated dividing M (g_y * M0) by HEIGHT_GEMM3D - CALCULATE_Z_OFFSET(M0, uint, zlhs, COMPUTE_M0_START_ROW(g_y, M0, PARTIAL_STORE_M0), {{HEIGHT_GEMM3D}}, {{DEPTH_GEMM3D}}, {{lhs}}_cross_plane_pad, {{lhs}}_stride_y); - - // Add offset for batched GEMM. The batches will be in the fourth dimension and for this reason we - // multiply lhs_stride_z by DEPTH_GEMM3D - lhs_offset += g_z * {{lhs}}_stride_z * {{DEPTH_GEMM3D}}; - )_"; - } - else - { - code += R"_( - // Add offset for batched GEMM - lhs_offset += g_z * {{lhs}}_stride_z; - )_"; - } - - code += R"_( - int i = 0; -#if {{K0}} > 1 - for(; i <= (K - {{K0}}); i += {{K0}}) - { - // Supported cases (M0, K0): - // 1,2 - 1,3 - 1,4 - 1,8 - 1,16 - // 2,2 - 2,3 - 2,4 - 2,8 - 2,16 - // 3,2 - 3,3 - 3,4 - 3,8 - 3,16 - // 4,2 - 4,3 - 4,4 - 4,8 - 4,16 - // 5,2 - 5,3 - 5,4 - 5,8 - 5,16 - // 6,2 - 6,3 - 6,4 - 6,8 - 6,16 - // 7,2 - 7,3 - 7,4 - 7,8 - 7,16 - // 8,2 - 8,3 - 8,4 - 8,8 - 8,16 - // Load values from LHS matrix - LOAD_BLOCK(M0, {{K0}}, DATA_TYPE, a, {{lhs}}_ptr, lhs_offset, {{lhs}}_stride_y, zlhs); - - // Load values from RHS matrix - LOAD_BLOCK({{K0}}, N0, DATA_TYPE, b, {{rhs}}_ptr, rhs_offset, {{rhs}}_stride_y, g_zero); - - RHS_VFMA_M0xN0(0, a, b0, {{dst}}); - RHS_VFMA_M0xN0(1, a, b1, {{dst}}); -#if {{K0}} > 2 - RHS_VFMA_M0xN0(2, a, b2, {{dst}}); -#endif // K0 > 2 -#if {{K0}} > 3 - RHS_VFMA_M0xN0(3, a, b3, {{dst}}); -#endif // K0 > 3 -#if {{K0}} > 4 - RHS_VFMA_M0xN0(4, a, b4, {{dst}}); - RHS_VFMA_M0xN0(5, a, b5, {{dst}}); - RHS_VFMA_M0xN0(6, a, b6, {{dst}}); - RHS_VFMA_M0xN0(7, a, b7, {{dst}}); -#endif // K0 > 4 -#if {{K0}} > 8 - RHS_VFMA_M0xN0(8, a, b8, {{dst}}); - RHS_VFMA_M0xN0(9, a, b9, {{dst}}); - RHS_VFMA_M0xN0(A, a, bA, {{dst}}); - RHS_VFMA_M0xN0(B, a, bB, {{dst}}); - RHS_VFMA_M0xN0(C, a, bC, {{dst}}); - RHS_VFMA_M0xN0(D, a, bD, {{dst}}); - RHS_VFMA_M0xN0(E, a, bE, {{dst}}); - RHS_VFMA_M0xN0(F, a, bF, {{dst}}); -#endif // K0 > 8 - - lhs_offset += {{K0}} * sizeof(DATA_TYPE); - rhs_offset += {{K0}} * {{rhs}}_stride_y; - } -#endif // K0 > 1 - // Left-over accumulations - for(; i < K; ++i) - { - // Load values from LHS matrix - VEC_DATA_TYPE(DATA_TYPE, 2) - a0 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 0 * {{lhs}}_stride_y + zlhs0)); -#if M0 > 1 - VEC_DATA_TYPE(DATA_TYPE, 2) - a1 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 1 * {{lhs}}_stride_y + zlhs1)); -#endif // M0 > 1 -#if M0 > 2 - VEC_DATA_TYPE(DATA_TYPE, 2) - a2 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 2 * {{lhs}}_stride_y + zlhs2)); -#endif // M0 > 2 -#if M0 > 3 - VEC_DATA_TYPE(DATA_TYPE, 2) - a3 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 3 * {{lhs}}_stride_y + zlhs3)); -#endif // M0 > 3 -#if M0 > 4 - VEC_DATA_TYPE(DATA_TYPE, 2) - a4 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 4 * {{lhs}}_stride_y + zlhs4)); -#endif // M0 > 4 -#if M0 > 5 - VEC_DATA_TYPE(DATA_TYPE, 2) - a5 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 5 * {{lhs}}_stride_y + zlhs5)); -#endif // M0 > 5 -#if M0 > 6 - VEC_DATA_TYPE(DATA_TYPE, 2) - a6 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 6 * {{lhs}}_stride_y + zlhs6)); -#endif // M0 > 6 -#if M0 > 7 - VEC_DATA_TYPE(DATA_TYPE, 2) - a7 = *((__global DATA_TYPE *)({{lhs}}_ptr + lhs_offset + 7 * {{lhs}}_stride_y + zlhs7)); -#endif // M0 > 7 - - VEC_DATA_TYPE(DATA_TYPE, N0) - b = VLOAD(N0)(0, (__global DATA_TYPE *)({{rhs}}_ptr + rhs_offset + 0 * {{rhs}}_stride_y)); - RHS_VFMA_M0xN0(0, a, b, {{dst}}); - - lhs_offset += sizeof(DATA_TYPE); - rhs_offset += {{rhs}}_stride_y; - } - - // Multiply by the weight of matrix-matrix product and store the result - )_"; - if(has_alpha) - { - code += R"_( - SCALE_BLOCK(M0, DATA_TYPE, {{dst}}, {{ALPHA}}); - )_"; - } - - if(!_bias.is_empty()) - { - if(_desc.broadcast_bias) - { - code += R"_( - // Add beta*bias - __global uchar *bias_addr = {{bias}}_ptr + {{bias}}_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); - - LOAD_BLOCK(1, N0, DATA_TYPE, bias, bias_addr, 0, {{bias}}_stride_y, g_zero); - )_"; - - if(helpers::float_ops::is_one(_desc.beta)) - { - code += R"_( - SCALE_BLOCK(1, DATA_TYPE, bias, {{BETA}}); - )_"; - } - - code += R"_( - // c = c + bias[broadcasted] - ADD_BLOCK_BROADCAST(M0, {{dst}}, bias0); - )_"; - } - else - { - code += R"_( - // Add beta*bias - __global uchar *bias_addr = {{bias}}_ptr + {{bias}}_offset_first_element_in_bytes + (g_x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(g_y, M0, - PARTIAL_STORE_M0) - * {{bias}}_stride_y) - + g_z * {{bias}}_stride_z; - - LOAD_BLOCK(M0, N0, DATA_TYPE, bias, bias_addr, 0, {{bias}}_stride_y, g_zero); - )_"; - - if(helpers::float_ops::is_one(_desc.beta)) - { - code += R"_( - SCALE_BLOCK(M0, DATA_TYPE, bias, {{BETA}}); - )_"; - } - - code += R"_( - // c = c + bias - ADD_BLOCK(M0, {{dst}}, bias); - )_"; - } - } - - code += R"_( - } - //------------------ END KERNEL {{meta_kernel_id}} --------------------- - )_"; - return code.c_str(); -} - -CLBuildOptions ClGemmNativeKernelComponent::generate_build_options() const -{ - auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); - auto tile_info = _blueprint->impl().get_tile_info(); - - CLBuildOptions build_opts{}; - - build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(t_dst_info->data_type())); - build_opts.add_option("-DM=" + support::cpp11::to_string(tile_info.boundaries.y())); - build_opts.add_option("-DN=" + support::cpp11::to_string(tile_info.boundaries.x())); - build_opts.add_option("-DK=" + support::cpp11::to_string(_desc.k)); - build_opts.add_option("-DM0=" + support::cpp11::to_string(tile_info.tile_dims.y())); - build_opts.add_option("-DN0=" + support::cpp11::to_string(tile_info.tile_dims.x())); - build_opts.add_option("-DPARTIAL_STORE_M0=" + support::cpp11::to_string(tile_info.boundaries.y() % tile_info.tile_dims.y())); - build_opts.add_option("-DPARTIAL_STORE_N0=" + support::cpp11::to_string(tile_info.boundaries.x() % tile_info.tile_dims.x())); - - return build_opts; -} - -std::string ClGemmNativeKernelComponent::generate_config_id() const -{ - auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); - std::string config_id{}; - config_id += (_bias.is_empty() ? "add_bias_" : ""); - config_id += (_desc.broadcast_bias ? "broadcast_bias_" : ""); - config_id += (_desc.reinterpret_input_as_3d ? "3di_" : ""); - config_id += (_desc.depth_output_gemm3d > 0 ? "3do_" : ""); - config_id += lower_string(string_from_data_type(t_dst_info->data_type())); - config_id += "_"; - config_id += support::cpp11::to_string(t_dst_info->dimension(1)); - config_id += "_"; - config_id += support::cpp11::to_string(t_dst_info->dimension(0)); - config_id += "_"; - config_id += support::cpp11::to_string(_desc.k); - config_id += "_"; - config_id += support::cpp11::to_string(t_dst_info->dimension(2)); - config_id += "_"; - config_id += support::cpp11::to_string(_desc.lhs_info.m0); - config_id += "_"; - config_id += support::cpp11::to_string(_desc.rhs_info.n0); - config_id += "_"; - config_id += support::cpp11::to_string(_desc.rhs_info.k0); - return config_id; -} - -ClGemmNativeKernelComponent::TagLUT ClGemmNativeKernelComponent::allocate_vars(SharedVarTable &vtable) const -{ - TagLUT lut{}; - - lut["meta_kernel_id"] = id(); - lut["lhs"] = vtable.add(_lhs, ClKernelArgRuntimeDescriptor(_lhs.arg_id, TensorArgType::Image_3D), "lhs"); - lut["rhs"] = vtable.add(_rhs, ClKernelArgRuntimeDescriptor(_rhs.arg_id, TensorArgType::Image_3D), "rhs"); - if(!_bias.is_empty()) // optional bias - { - lut["bias"] = vtable.add(_bias, ClKernelArgRuntimeDescriptor(_bias.arg_id, TensorArgType::Image_3D), "bias"); - } - lut["dst"] = vtable.add(_dst, ClKernelArgRuntimeDescriptor(_dst.arg_id, TensorArgType::Image_3D), "dst"); - - // Local build options - auto t_lhs_info = _blueprint->impl().get_kernel_argument_info(_lhs.arg_id); - auto t_rhs_info = _blueprint->impl().get_kernel_argument_info(_rhs.arg_id); - auto t_dst_info = _blueprint->impl().get_kernel_argument_info(_blueprint->impl().get_dst_id()); - - auto has_alpha = !(helpers::float_ops::is_one(_desc.alpha)); - auto has_beta = _blueprint->impl().get_kernel_argument_info(_bias.arg_id) != nullptr; - auto reinterpret_input_as_3d = _desc.reinterpret_input_as_3d && _desc.depth_output_gemm3d == 0; - auto reinterpret_output_as_3d = !_desc.reinterpret_input_as_3d && _desc.depth_output_gemm3d != 0; - auto dont_slide_b = t_rhs_info->num_dimensions() < t_lhs_info->num_dimensions(); - - lut["K0"] = support::cpp11::to_string(_desc.rhs_info.k0); - - if(has_alpha) - { - lut["ALPHA"] = float_to_string_with_full_precision(_desc.alpha); - } - if(has_beta) - { - lut["BETA"] = float_to_string_with_full_precision(_desc.beta); - } - if(dont_slide_b) - { - lut["MATRIX_B_DEPTH"] = support::cpp11::to_string(t_rhs_info->dimension(2)); - } - - if(reinterpret_output_as_3d) - { - lut["HEIGHT_GEMM3D"] = support::cpp11::to_string(t_dst_info->dimension(1)); - lut["DEPTH_GEMM3D"] = support::cpp11::to_string(t_dst_info->dimension(2)); - } - else if(reinterpret_input_as_3d) - { - lut["HEIGHT_GEMM3D"] = support::cpp11::to_string(t_lhs_info->dimension(1)); - lut["DEPTH_GEMM3D"] = support::cpp11::to_string(t_lhs_info->dimension(2)); - } - - return lut; -} -} // namespace dynamic_fusion -} // namespace experimental -} // namespace arm_compute - -#endif // defined(ENABLE_EXPERIMENTAL_DYNAMIC_FUSION)
\ No newline at end of file |