/* * Copyright (c) 2020-2021 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. */ #include "arm_compute/core/Helpers.h" #include "arm_compute/core/ITensorPack.h" #include "arm_compute/core/Window.h" #include "src/core/NEON/SVEMath.h" #include #include #if defined(__ARM_FEATURE_SVE) #include namespace arm_compute { namespace cpu { void fp32_sve_activation(const ITensor *src, ITensor *dst, const ActivationLayerInfo &act_info, const Window &window) { const auto window_start_x = static_cast(window.x().start()); const auto window_end_x = static_cast(window.x().end()); const ActivationLayerInfo::ActivationFunction act = act_info.activation(); Window win_collapsed = window.collapse_if_possible(window, Window::DimZ); win_collapsed.set(Window::DimX, Window::Dimension(0, 1, 1)); Iterator input(src, win_collapsed); Iterator output(dst, win_collapsed); const auto const_1 = svdup_n_f32(1.f); const auto const_0 = svdup_n_f32(0.f); const auto const_6 = svdup_n_f32(6.f); const auto const_3 = svdup_n_f32(3.f); const auto const_inv_6 = svdup_n_f32(0.166666667f); const auto va = svdup_n_f32(act_info.a()); const auto vb = svdup_n_f32(act_info.b()); execute_window_loop(win_collapsed, [&](const Coordinates &) { const auto input_ptr = reinterpret_cast(input.ptr()); const auto output_ptr = reinterpret_cast(output.ptr()); svfloat32_t tmp; // Compute S elements per iteration int x = window_start_x; svbool_t pg = svwhilelt_b32(x, window_end_x); do { const auto vin = svld1_f32(pg, input_ptr + x); switch(act) { case ActivationLayerInfo::ActivationFunction::ABS: tmp = svabs_f32_z(pg, vin); break; case ActivationLayerInfo::ActivationFunction::LINEAR: tmp = svmla_f32_z(pg, vb, va, vin); break; case ActivationLayerInfo::ActivationFunction::LOGISTIC: tmp = svinv_f32_z(pg, svadd_f32_z(pg, const_1, svexp_f32_z(pg, svneg_f32_z(pg, vin)))); break; case ActivationLayerInfo::ActivationFunction::RELU: tmp = svmax_f32_z(pg, const_0, vin); break; case ActivationLayerInfo::ActivationFunction::BOUNDED_RELU: tmp = svmin_f32_z(pg, va, svmax_f32_z(pg, const_0, vin)); break; case ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU: tmp = svmin_f32_z(pg, va, svmax_f32_z(pg, vb, vin)); break; case ActivationLayerInfo::ActivationFunction::LEAKY_RELU: tmp = svadd_f32_z(pg, svmul_f32_z(pg, svmin_f32_z(pg, vin, const_0), va), svmax_f32_z(pg, vin, const_0)); break; case ActivationLayerInfo::ActivationFunction::SOFT_RELU: tmp = svlog_f32_z(pg, svadd_f32_z(pg, const_1, svexp_f32_z(pg, vin))); break; case ActivationLayerInfo::ActivationFunction::ELU: tmp = svsel_f32(svcmpgt_f32(pg, vin, const_0), vin, svmul_f32_z(pg, va, svsub_f32_z(pg, svexp_f32_z(pg, vin), const_1))); break; case ActivationLayerInfo::ActivationFunction::SQRT: tmp = svsqrt_f32_z(pg, vin); break; case ActivationLayerInfo::ActivationFunction::SQUARE: tmp = svmul_f32_z(pg, vin, vin); break; case ActivationLayerInfo::ActivationFunction::TANH: tmp = svmul_f32_z(pg, va, svtanh_f32_z(pg, svmul_f32_z(pg, vb, vin))); break; case ActivationLayerInfo::ActivationFunction::IDENTITY: tmp = vin; break; case ActivationLayerInfo::ActivationFunction::HARD_SWISH: tmp = svmul_f32_z(pg, vin, svmul_f32_z(pg, const_inv_6, svmin_f32_z(pg, const_6, svmax_f32_z(pg, const_0, svadd_f32_z(pg, vin, const_3))))); break; default: ARM_COMPUTE_ERROR("Unsupported activation function"); } svst1_f32(pg, output_ptr + x, tmp); x += svcntw(); pg = svwhilelt_b32(x, window_end_x); } while(svptest_any(svptrue_b32(), pg)); }, input, output); } } // namespace cpu } // namespace arm_compute #endif // __ARM_FEATURE_SVE