/* * Copyright (c) 2016-2023 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/core/NEON/wrapper/wrapper.h" #include "src/cpu/kernels/CpuCastKernel.h" #include "src/cpu/kernels/cast/list.h" #include "support/SaturateCast.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()); const int window_step_x = 16; 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; for(; x <= (window_end_x - window_step_x); x += window_step_x) { wrapper::vcvt_bf16_f32(reinterpret_cast(src.ptr()), reinterpret_cast(dst.ptr())); wrapper::vcvt_bf16_f32(reinterpret_cast(src.ptr()) + 8, reinterpret_cast(dst.ptr()) + 8); } for(; x < window_end_x; ++x) { *(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()); const int window_step_x = 16; 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); switch(_dst->info()->data_type()) { case DataType::F32: { /* 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; for(; x <= (window_end_x - window_step_x); x += window_step_x) { const uint16x8x2_t texels = { { vld1q_u16(reinterpret_cast(src.ptr())), vld1q_u16(reinterpret_cast(src.ptr()) + 8) } }; vst1q_f32(reinterpret_cast(dst.ptr()), vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_low_u16(texels.val[0])), 16))); vst1q_f32(reinterpret_cast(dst.ptr()) + 4, vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_high_u16(texels.val[0])), 16))); vst1q_f32(reinterpret_cast(dst.ptr()) + 8, vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_low_u16(texels.val[1])), 16))); vst1q_f32(reinterpret_cast(dst.ptr()) + 12, vreinterpretq_f32_u32(vshlq_n_u32(vmovl_u16(vget_high_u16(texels.val[1])), 16))); } for(; x < window_end_x; ++x) { *(dst_ptr + x) = float(*(src_ptr + x)); } }, src, dst); break; } default: ARM_COMPUTE_ERROR("dst data type unsupported"); } } } // namespace cpu } // namespace arm_compute #endif /* defined(ARM_COMPUTE_ENABLE_BF16) */