/* * Copyright (c) 2016-2022 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(ARM_COMPUTE_ENABLE_BF16) #include "arm_compute/core/TensorInfo.h" #include "src/cpu/kernels/CpuCastKernel.h" #include "src/cpu/kernels/cast/list.h" namespace arm_compute { namespace cpu { void neon_fp32_to_bfloat16_cast(const ITensor *_src, ITensor *_dst, const ThreadInfo &info, ConvertPolicy _policy, const Window &window) { ARM_COMPUTE_UNUSED(info); ARM_COMPUTE_UNUSED(_policy); const auto window_start_x = static_cast(window.x().start()); const auto window_end_x = static_cast(window.x().end()); constexpr int window_step_x = 8; ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst); ARM_COMPUTE_ERROR_ON(_src == _dst); ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst); Window win{ window }; win.set(Window::DimX, Window::Dimension(0, 1, 1)); Iterator src(_src, win); Iterator dst(_dst, win); /* Down-conversion F32 -> BFLOAT16 */ execute_window_loop(win, [&](const Coordinates &) { const auto src_ptr = reinterpret_cast(src.ptr()); const auto dst_ptr = reinterpret_cast(dst.ptr()); int x = window_start_x; const int right_bound = (window_end_x - window_step_x); for(; x <= right_bound; x += window_step_x) { const auto vbf16_0 = vcombine_bf16( vcvt_bf16_f32(vld1q_f32(src_ptr + x)), vcvt_bf16_f32(vld1q_f32(src_ptr + x + 4))); vst1q_bf16(dst_ptr + x, vbf16_0); } for(; x < window_end_x; ++x) { *(reinterpret_cast(dst.ptr()) + x) = *(src_ptr + x); } }, src, dst); } void neon_bfloat16_to_fp32_cast(const ITensor *_src, ITensor *_dst, const ThreadInfo &info, ConvertPolicy _policy, const Window &window) { ARM_COMPUTE_UNUSED(info); ARM_COMPUTE_UNUSED(_policy); const auto window_start_x = static_cast(window.x().start()); const auto window_end_x = static_cast(window.x().end()); constexpr int window_step_x = 8; ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst); ARM_COMPUTE_ERROR_ON(_src == _dst); ARM_COMPUTE_ERROR_ON_NULLPTR(_src, _dst); Window win{ window }; win.set(Window::DimX, Window::Dimension(0, 1, 1)); Iterator src(_src, win); Iterator dst(_dst, win); /* Up-conversion BFLOAT16 -> F32 */ execute_window_loop(win, [&](const Coordinates &) { const auto src_ptr = reinterpret_cast(src.ptr()); const auto dst_ptr = reinterpret_cast(dst.ptr()); int x = window_start_x; const int right_bound(window_end_x - window_step_x); for(; x <= right_bound; x += window_step_x) { const bfloat16x8_t vinput = vld1q_bf16(src_ptr + x); vst1q_f32(dst_ptr + x, vcvt_f32_bf16(vget_low_bf16(vinput))); vst1q_f32(dst_ptr + x + 4, vcvt_f32_bf16(vget_high_bf16(vinput))); } for(; x < window_end_x; ++x) { *(dst_ptr + x) = float(*(reinterpret_cast(src_ptr) + x)); } }, src, dst); } } // namespace cpu } // namespace arm_compute #endif /* defined(ARM_COMPUTE_ENABLE_BF16) */