回音消除一直是语音处理中的一个难点,很多软回音消除的算法处理并不理想。
但是android 2.3中自带了回音消除处理模块,效果还不错,代码的位置在
frameworks/base/voip/jni/rtp/EchoSuppressor.cpp
frameworks/base/voip/jni/rtp/EchoSuppressor.h
代码如下
- /*
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* Copyrightm (C) 2010 The Android Open Source Project
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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*
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include <stdio.h>
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#include <string.h>
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#include <stdint.h>
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#include <math.h>
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#define LOG_TAG "Echo"
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#include <utils/Log.h>
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#include "EchoSuppressor.h"
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// It is very difficult to do echo cancellation at this level due to the lack of
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// the timing information of the samples being played and recorded. Therefore,
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// for the first release only echo suppression is implemented.
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// The algorithm is derived from the "previous works" summarized in
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// A new class of doubletalk detectors based on cross-correlation,
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// J Benesty, DR Morgan, JH Cho, IEEE Trans. on Speech and Audio Processing.
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// The method proposed in that paper is not used because of its high complexity.
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// It is well known that cross-correlation can be computed using convolution,
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// but unfortunately not every mobile processor has a (fast enough) FPU. Thus
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// we use integer arithmetic as much as possible and do lots of bookkeeping.
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// Again, parameters and thresholds are chosen by experiments.
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EchoSuppressor::EchoSuppressor(int sampleCount, int tailLength)
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{
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tailLength += sampleCount * 4;
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int shift = 0;
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while ((sampleCount >> shift) > 1 && (tailLength >> shift) > 256) {
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++shift;
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}
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mShift = shift + 4;
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mScale = 1 << shift;
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mSampleCount = sampleCount;
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mWindowSize = sampleCount >> shift;
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mTailLength = tailLength >> shift;
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mRecordLength = tailLength * 2 / sampleCount;
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mRecordOffset = 0;
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mXs = new uint16_t[mTailLength + mWindowSize];
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memset(mXs, 0, sizeof(*mXs) * (mTailLength + mWindowSize));
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mXSums = new uint32_t[mTailLength];
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memset(mXSums, 0, sizeof(*mXSums) * mTailLength);
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mX2Sums = new uint32_t[mTailLength];
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memset(mX2Sums, 0, sizeof(*mX2Sums) * mTailLength);
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mXRecords = new uint16_t[mRecordLength * mWindowSize];
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memset(mXRecords, 0, sizeof(*mXRecords) * mRecordLength * mWindowSize);
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mYSum = 0;
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mY2Sum = 0;
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mYRecords = new uint32_t[mRecordLength];
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memset(mYRecords, 0, sizeof(*mYRecords) * mRecordLength);
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mY2Records = new uint32_t[mRecordLength];
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memset(mY2Records, 0, sizeof(*mY2Records) * mRecordLength);
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mXYSums = new uint32_t[mTailLength];
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memset(mXYSums, 0, sizeof(*mXYSums) * mTailLength);
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mXYRecords = new uint32_t[mRecordLength * mTailLength];
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memset(mXYRecords, 0, sizeof(*mXYRecords) * mRecordLength * mTailLength);
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mLastX = 0;
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mLastY = 0;
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mWeight = 1.0f / (mRecordLength * mWindowSize);
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}
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EchoSuppressor::~EchoSuppressor()
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{
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delete [] mXs;
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delete [] mXSums;
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delete [] mX2Sums;
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delete [] mXRecords;
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delete [] mYRecords;
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delete [] mY2Records;
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delete [] mXYSums;
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delete [] mXYRecords;
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}
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void EchoSuppressor::run(int16_t *playbacked, int16_t *recorded)
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{
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// Update Xs.
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for (int i = mTailLength - 1; i >= 0; --i) {
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mXs[i + mWindowSize] = mXs[i];
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}
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for (int i = mWindowSize - 1, j = 0; i >= 0; --i, j += mScale) {
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uint32_t sum = 0;
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for (int k = 0; k < mScale; ++k) {
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int32_t x = playbacked[j + k] << 15;
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mLastX += x;
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sum += ((mLastX >= 0) ? mLastX : -mLastX) >> 15;
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mLastX -= (mLastX >> 10) + x;
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}
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mXs[i] = sum >> mShift;
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}
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// Update XSums, X2Sums, and XRecords.
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for (int i = mTailLength - mWindowSize - 1; i >= 0; --i) {
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mXSums[i + mWindowSize] = mXSums[i];
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mX2Sums[i + mWindowSize] = mX2Sums[i];
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}
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uint16_t *xRecords = &mXRecords[mRecordOffset * mWindowSize];
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for (int i = mWindowSize - 1; i >= 0; --i) {
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uint16_t x = mXs[i];
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mXSums[i] = mXSums[i + 1] + x - xRecords[i];
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mX2Sums[i] = mX2Sums[i + 1] + x * x - xRecords[i] * xRecords[i];
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xRecords[i] = x;
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}
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// Compute Ys.
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uint16_t ys[mWindowSize];
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for (int i = mWindowSize - 1, j = 0; i >= 0; --i, j += mScale) {
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uint32_t sum = 0;
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for (int k = 0; k < mScale; ++k) {
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int32_t y = recorded[j + k] << 15;
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mLastY += y;
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sum += ((mLastY >= 0) ? mLastY : -mLastY) >> 15;
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mLastY -= (mLastY >> 10) + y;
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}
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ys[i] = sum >> mShift;
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}
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// Update YSum, Y2Sum, YRecords, and Y2Records.
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uint32_t ySum = 0;
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uint32_t y2Sum = 0;
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for (int i = mWindowSize - 1; i >= 0; --i) {
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ySum += ys[i];
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y2Sum += ys[i] * ys[i];
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}
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mYSum += ySum - mYRecords[mRecordOffset];
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mY2Sum += y2Sum - mY2Records[mRecordOffset];
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mYRecords[mRecordOffset] = ySum;
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mY2Records[mRecordOffset] = y2Sum;
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// Update XYSums and XYRecords.
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uint32_t *xyRecords = &mXYRecords[mRecordOffset * mTailLength];
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for (int i = mTailLength - 1; i >= 0; --i) {
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uint32_t xySum = 0;
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for (int j = mWindowSize - 1; j >= 0; --j) {
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xySum += mXs[i + j] * ys[j];
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}
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mXYSums[i] += xySum - xyRecords[i];
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xyRecords[i] = xySum;
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}
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// Compute correlations.
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float corr2 = 0.0f;
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int latency = 0;
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float varY = mY2Sum - mWeight * mYSum * mYSum;
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for (int i = mTailLength - 1; i >= 0; --i) {
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float varX = mX2Sums[i] - mWeight * mXSums[i] * mXSums[i];
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float cov = mXYSums[i] - mWeight * mXSums[i] * mYSum;
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float c2 = cov * cov / (varX * varY + 1);
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if (c2 > corr2) {
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corr2 = c2;
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latency = i;
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}
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}
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//LOGI("correlation^2 = %.10f, latency = %d", corr2, latency * mScale);
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// Do echo suppression.
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if (corr2 > 0.1f) {
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int factor = (corr2 > 1.0f) ? 0 : (1.0f - sqrtf(corr2)) * 4096;
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for (int i = 0; i < mSampleCount; ++i) {
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recorded[i] = recorded[i] * factor >> 16;
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}
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}
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// Increase RecordOffset.
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++mRecordOffset;
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if (mRecordOffset == mRecordLength) {
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mRecordOffset = 0;
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}
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}
头文件
- /*
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* Copyrightm (C) 2010 The Android Open Source Project
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
-
* You may obtain a copy of the License at
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*
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*
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#ifndef __ECHO_SUPPRESSOR_H__
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#define __ECHO_SUPPRESSOR_H__
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#include <stdint.h>
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class EchoSuppressor
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{
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public:
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// The sampleCount must be power of 2.
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EchoSuppressor(int sampleCount, int tailLength);
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~EchoSuppressor();
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void run(int16_t *playbacked, int16_t *recorded);
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private:
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int mShift;
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int mScale;
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int mSampleCount;
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int mWindowSize;
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int mTailLength;
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int mRecordLength;
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int mRecordOffset;
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uint16_t *mXs;
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uint32_t *mXSums;
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uint32_t *mX2Sums;
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uint16_t *mXRecords;
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uint32_t mYSum;
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uint32_t mY2Sum;
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uint32_t *mYRecords;
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uint32_t *mY2Records;
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uint32_t *mXYSums;
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uint32_t *mXYRecords;
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int32_t mLastX;
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int32_t mLastY;
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float mWeight;
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};
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#endif
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