| /* | |
| * Copyright (c) 2020 The WebRTC project authors. All Rights Reserved. | |
| * | |
| * Use of this source code is governed by a BSD-style license | |
| * that can be found in the LICENSE file in the root of the source | |
| * tree. An additional intellectual property rights grant can be found | |
| * in the file PATENTS. All contributing project authors may | |
| * be found in the AUTHORS file in the root of the source tree. | |
| */ | |
| #ifndef MODULES_AUDIO_PROCESSING_AGC2_RNN_VAD_VECTOR_MATH_H_ | |
| #define MODULES_AUDIO_PROCESSING_AGC2_RNN_VAD_VECTOR_MATH_H_ | |
| // Defines WEBRTC_ARCH_X86_FAMILY, used below. | |
| #include "rtc_base/system/arch.h" | |
| #if defined(WEBRTC_HAS_NEON) | |
| #include <arm_neon.h> | |
| #endif | |
| #if defined(WEBRTC_ARCH_X86_FAMILY) | |
| #include <emmintrin.h> | |
| #endif | |
| #include <numeric> | |
| #include "api/array_view.h" | |
| #include "modules/audio_processing/agc2/cpu_features.h" | |
| #include "rtc_base/checks.h" | |
| #include "rtc_base/numerics/safe_conversions.h" | |
| #include "rtc_base/system/arch.h" | |
| namespace webrtc { | |
| namespace rnn_vad { | |
| // Provides optimizations for mathematical operations having vectors as | |
| // operand(s). | |
| class VectorMath { | |
| public: | |
| explicit VectorMath(AvailableCpuFeatures cpu_features) | |
| : cpu_features_(cpu_features) {} | |
| // Computes the dot product between two equally sized vectors. | |
| float DotProduct(ArrayView<const float> x, ArrayView<const float> y) const { | |
| RTC_DCHECK_EQ(x.size(), y.size()); | |
| #if defined(WEBRTC_ARCH_X86_FAMILY) | |
| if (cpu_features_.avx2) { | |
| return DotProductAvx2(x, y); | |
| } else if (cpu_features_.sse2) { | |
| __m128 accumulator = _mm_setzero_ps(); | |
| constexpr int kBlockSizeLog2 = 2; | |
| constexpr int kBlockSize = 1 << kBlockSizeLog2; | |
| const int incomplete_block_index = (x.size() >> kBlockSizeLog2) | |
| << kBlockSizeLog2; | |
| for (int i = 0; i < incomplete_block_index; i += kBlockSize) { | |
| RTC_DCHECK_LE(i + kBlockSize, x.size()); | |
| const __m128 x_i = _mm_loadu_ps(&x[i]); | |
| const __m128 y_i = _mm_loadu_ps(&y[i]); | |
| // Multiply-add. | |
| const __m128 z_j = _mm_mul_ps(x_i, y_i); | |
| accumulator = _mm_add_ps(accumulator, z_j); | |
| } | |
| // Reduce `accumulator` by addition. | |
| __m128 high = _mm_movehl_ps(accumulator, accumulator); | |
| accumulator = _mm_add_ps(accumulator, high); | |
| high = _mm_shuffle_ps(accumulator, accumulator, 1); | |
| accumulator = _mm_add_ps(accumulator, high); | |
| float dot_product = _mm_cvtss_f32(accumulator); | |
| // Add the result for the last block if incomplete. | |
| for (int i = incomplete_block_index; i < dchecked_cast<int>(x.size()); | |
| ++i) { | |
| dot_product += x[i] * y[i]; | |
| } | |
| return dot_product; | |
| } | |
| #elif defined(WEBRTC_HAS_NEON) && defined(WEBRTC_ARCH_ARM64) | |
| if (cpu_features_.neon) { | |
| float32x4_t accumulator = vdupq_n_f32(0.f); | |
| constexpr int kBlockSizeLog2 = 2; | |
| constexpr int kBlockSize = 1 << kBlockSizeLog2; | |
| const int incomplete_block_index = (x.size() >> kBlockSizeLog2) | |
| << kBlockSizeLog2; | |
| for (int i = 0; i < incomplete_block_index; i += kBlockSize) { | |
| RTC_DCHECK_LE(i + kBlockSize, x.size()); | |
| const float32x4_t x_i = vld1q_f32(&x[i]); | |
| const float32x4_t y_i = vld1q_f32(&y[i]); | |
| accumulator = vfmaq_f32(accumulator, x_i, y_i); | |
| } | |
| // Reduce `accumulator` by addition. | |
| const float32x2_t tmp = | |
| vpadd_f32(vget_low_f32(accumulator), vget_high_f32(accumulator)); | |
| float dot_product = vget_lane_f32(vpadd_f32(tmp, vrev64_f32(tmp)), 0); | |
| // Add the result for the last block if incomplete. | |
| for (int i = incomplete_block_index; | |
| i < webrtc::dchecked_cast<int>(x.size()); ++i) { | |
| dot_product += x[i] * y[i]; | |
| } | |
| return dot_product; | |
| } | |
| #endif | |
| return std::inner_product(x.begin(), x.end(), y.begin(), 0.f); | |
| } | |
| private: | |
| float DotProductAvx2(ArrayView<const float> x, | |
| ArrayView<const float> y) const; | |
| const AvailableCpuFeatures cpu_features_; | |
| }; | |
| } // namespace rnn_vad | |
| } // namespace webrtc | |
| #endif // MODULES_AUDIO_PROCESSING_AGC2_RNN_VAD_VECTOR_MATH_H_ |