优化后的代码

This commit is contained in:
林若思 2025-12-31 14:43:10 +08:00
parent 997bfe0539
commit f8812b6a48
8 changed files with 258 additions and 147 deletions

View File

@ -180,6 +180,6 @@ dependencies {
implementation libs.androidautosize
implementation files('libs/sherpa19.aar')
implementation files('libs/sherpa-onnx-1.12.20.aar')
}

View File

@ -52,7 +52,7 @@
tools:targetApi="31">
<activity
android:name=".ui.SplashActivity"
android:name=".ui.MainActivity"
android:exported="true"
android:theme="@style/Theme.Splash"
android:screenOrientation="portrait">
@ -66,9 +66,9 @@
</intent-filter>
</activity>
<activity
<!--<activity
android:name="com.zs.smarthuman.ui.MainActivity"
android:screenOrientation="portrait"/>
android:screenOrientation="portrait"/>-->
<activity
android:name="com.zs.smarthuman.ui.ActivateActivity"
android:screenOrientation="portrait"/>

View File

@ -10,42 +10,63 @@ import com.k2fsa.sherpa.onnx.getVadModelConfig
* @date: 2025/12/17 10:22
*/
class VadManager(
private val assetManager: AssetManager,
assetManager: AssetManager,
private val onSpeechStart: () -> Unit,
private val onSpeechEnd: () -> Unit
) {
private val vad: Vad
private var isSpeaking = false
private var lastSpeechTime = 0L
// ⭐ 统计用
private var speechFrameCount = 0
private var totalFrameCount = 0
private val END_SILENCE_MS = 600L
init {
val config = getVadModelConfig(0)
if (config == null) {
throw IllegalStateException("VAD config not found")
}
vad = Vad(assetManager = assetManager, config = config)
val config = getVadModelConfig(1)
?: throw IllegalStateException("VAD config not found")
vad = Vad(assetManager, config)
}
/** 喂入音频帧 (16kHz PCM float) */
fun accept(samples: FloatArray) {
vad.acceptWaveform(samples)
val speechDetected = vad.isSpeechDetected()
val now = System.currentTimeMillis()
if (speechDetected && !isSpeaking) {
vad.acceptWaveform(samples)
val hasSpeech = vad.isSpeechDetected()
totalFrameCount++
if (hasSpeech) {
speechFrameCount++
lastSpeechTime = now
if (!isSpeaking) {
isSpeaking = true
onSpeechStart()
} else if (!speechDetected && isSpeaking) {
}
} else {
if (isSpeaking && now - lastSpeechTime >= END_SILENCE_MS) {
isSpeaking = false
onSpeechEnd()
// ⭐ 只在句子结束时清空 VAD
vad.clear()
}
}
}
/** 👉 人声占比(真正用到 VAD 的地方) */
fun speechRatio(): Float {
if (totalFrameCount == 0) return 0f
return speechFrameCount.toFloat() / totalFrameCount
}
/** 重置内部状态 */
fun reset() {
isSpeaking = false
lastSpeechTime = 0
speechFrameCount = 0
totalFrameCount = 0
vad.reset()
}
}

View File

@ -8,15 +8,17 @@ class VoiceController(
assetManager: AssetManager,
private val onWakeup: () -> Unit,
private val onFinalAudio: (FloatArray) -> Unit,
private val idleTimeoutSeconds: Int = 15,
private val idleTimeoutSeconds: Int = 5,
private val maxRecordingSeconds: Int = 10,
private val onStateChanged: ((VoiceState) -> Unit)? = null,
private val stopBackendAudio: (() -> Unit)? = null
) {
private val TAG = "VoiceController"
private val sampleRate = 16000
/* ================= 状态 ================= */
private var state: VoiceState = VoiceState.WAIT_WAKEUP
set(value) {
field = value
@ -24,73 +26,105 @@ class VoiceController(
onStateChanged?.invoke(value)
}
/* ================= 唤醒 ================= */
/* ================= KWS ================= */
private val wakeupManager = WakeupManager(assetManager) {
Log.d(TAG, "🔥 WakeWord detected")
stopBackendAudio?.invoke()
if (state != VoiceState.UPLOADING) { // 上传中不重置
resetAll()
state = VoiceState.PLAYING_PROMPT
}
onWakeup()
handleWakeupEvent()
}
/* ================= VAD只负责 START ================= */
/* ================= VAD ================= */
private val vadManager = VadManager(
assetManager,
onSpeechStart = { onVadStart() },
onSpeechEnd = { /* 不再用于结束 */ }
onSpeechEnd = {}
)
/* ================= 音频缓存 ================= */
/* ================= Buffer ================= */
private val audioBuffer = mutableListOf<Float>()
/** 前导音缓存2 秒) */
private val preBuffer = ArrayDeque<Float>()
private val PRE_BUFFER_SIZE = sampleRate // 1 秒预缓冲
private val PRE_BUFFER_SIZE = sampleRate * 2
/* ================= 时间 ================= */
private var idleTimer = 0L
private var recordingStartTime = 0L
private var recordingStartMs = 0L
private var silenceStartMs = 0L
/** ⭐ WAIT_SPEECH 连续失败起点(关键) */
private var waitSpeechFailStartMs = 0L
/* ================= 控制 ================= */
private var vadStarted = false
/* ================= RMS 静音判定 ================= */
private var silenceStartMs = 0L
private val SILENCE_END_MS = 1200L // 静音多久算一句结束
private val RMS_SILENCE_THRESHOLD = 0.005f // 更灵敏
private val MIN_SPEECH_DURATION_MS = 300L // 最短有效语音
private val MIN_SPEECH_RATIO = 0.15f // 有效帧占比至少 15%
/** 唤醒观察期 */
private var inKwsObserve = false
private var kwsObserveStartMs = 0L
private val KWS_OBSERVE_MS = 500L
/** 播放冷却 */
private var speechEnableAtMs = 0L
private val SPEECH_COOLDOWN_MS = 300L
/* ================= 阈值 ================= */
private val RMS_SILENCE_THRESHOLD = 0.005f
private val SILENCE_END_MS = 1200L
private val MIN_SPEECH_MS = 300L
/* ================= 音频入口 ================= */
fun acceptAudio(samples: FloatArray) {
// 唤醒独立处理,始终喂
wakeupManager.acceptAudio(samples)
if (state == VoiceState.UPLOADING ||
state == VoiceState.PLAYING_PROMPT ||
state == VoiceState.PLAYING_BACKEND
) return
if (state == VoiceState.WAIT_SPEECH) {
cachePreBuffer(samples)
vadManager.accept(samples)
wakeupManager.acceptAudio(samples)
if (wakeupManager.consumeWakeupFlag()) {
handleWakeupEvent()
return
}
if (state != VoiceState.RECORDING) return
val now = System.currentTimeMillis()
when (state) {
VoiceState.WAIT_WAKEUP,
VoiceState.PLAYING_PROMPT,
VoiceState.PLAYING_BACKEND,
VoiceState.UPLOADING -> return
VoiceState.WAIT_SPEECH_COOLDOWN -> {
if (now >= speechEnableAtMs) {
state = VoiceState.WAIT_SPEECH
}
return
}
VoiceState.WAIT_SPEECH -> {
if (inKwsObserve) {
if (now - kwsObserveStartMs < KWS_OBSERVE_MS) return
inKwsObserve = false
}
vadManager.accept(samples)
}
VoiceState.RECORDING -> {
// ===== RECORDING =====
audioBuffer.addAll(samples.asList())
vadManager.accept(samples)
val now = System.currentTimeMillis()
// 1⃣ 最大录音兜底
if (now - recordingStartTime >= maxRecordingSeconds * 1000) {
if (now - recordingStartMs > maxRecordingSeconds * 1000) {
Log.w(TAG, "⏱ Max recording reached")
finishSentence()
return
}
// 2⃣ RMS 静音结束判定
val rms = calcRms(samples)
if (rms < RMS_SILENCE_THRESHOLD) {
if (silenceStartMs == 0L) silenceStartMs = now
@ -102,82 +136,148 @@ class VoiceController(
silenceStartMs = 0L
}
}
}
}
/* ================= 唤醒 ================= */
private fun handleWakeupEvent() {
when (state) {
VoiceState.UPLOADING -> return
VoiceState.RECORDING,
VoiceState.PLAYING_BACKEND -> {
stopBackendAudio?.invoke()
enterWakeup(interrupt = true)
}
else -> enterWakeup(interrupt = false)
}
}
private fun enterWakeup(interrupt: Boolean) {
if (interrupt) {
audioBuffer.clear()
vadManager.reset()
vadStarted = false
silenceStartMs = 0L
}
inKwsObserve = true
kwsObserveStartMs = System.currentTimeMillis()
state = VoiceState.PLAYING_PROMPT
onWakeup()
}
/* ================= VAD START ================= */
private fun onVadStart() {
if (state != VoiceState.WAIT_SPEECH) return
Log.d(TAG, "🎤 VAD START")
Log.d(TAG, "🎤 REAL VAD START")
vadStarted = true
state = VoiceState.RECORDING
recordingStartTime = System.currentTimeMillis()
recordingStartMs = System.currentTimeMillis()
silenceStartMs = 0L
audioBuffer.clear()
audioBuffer.addAll(preBuffer)
preBuffer.clear()
state = VoiceState.RECORDING
}
/* ================= 结束录音 ================= */
private fun finishSentence() {
val speakTime = System.currentTimeMillis() - recordingStartTime
if (!vadStarted || speakTime < MIN_SPEECH_DURATION_MS) {
Log.d(TAG, "⛔ Speech too short, ignore")
resetToWaitSpeech(refreshIdle = false)
val duration = System.currentTimeMillis() - recordingStartMs
if (!vadStarted || duration < MIN_SPEECH_MS) {
resetToWaitSpeech()
return
}
val rmsFrames = calcRmsFrames(audioBuffer.toFloatArray(), frameSize = 320)
val validFrames = rmsFrames.count { it >= RMS_SILENCE_THRESHOLD }
val ratio = if (rmsFrames.isEmpty()) 0f else validFrames.toFloat() / rmsFrames.size
Log.d(TAG, "RMS ratio=$ratio")
if (ratio < MIN_SPEECH_RATIO) {
Log.d(TAG, "❌ Not enough human voice (ratio=$ratio)")
resetToWaitSpeech(refreshIdle = false)
val vadRatio = vadManager.speechRatio()
Log.d(TAG, "🎙 VAD speech ratio=$vadRatio")
if (vadRatio < 0.25f) {
Log.d(TAG, "❌ VAD says NOT human speech")
resetToWaitSpeech()
return
}
// ✅ 成功一次,清空失败计时
waitSpeechFailStartMs = 0L
val finalAudio = audioBuffer.toFloatArray()
audioBuffer.clear()
state = VoiceState.UPLOADING
Log.d(TAG, "⬆ Upload audio len=${finalAudio.size}")
onFinalAudio(finalAudio)
}
/* ================= 播放回调 ================= */
fun onPlayStartPrompt() { state = VoiceState.PLAYING_PROMPT }
fun onPlayEndPrompt() { state = VoiceState.WAIT_SPEECH; idleTimer = System.currentTimeMillis() }
fun onPlayStartBackend() { state = VoiceState.PLAYING_BACKEND }
fun onPlayEndBackend() { state = VoiceState.WAIT_SPEECH; idleTimer = System.currentTimeMillis() }
/* ================= 上传回调 ================= */
fun onUploadFinished(success: Boolean) {
if (state != VoiceState.UPLOADING) return
state = if (success) VoiceState.PLAYING_BACKEND else VoiceState.WAIT_SPEECH
idleTimer = System.currentTimeMillis()
fun onPlayStartPrompt() {
state = VoiceState.PLAYING_PROMPT
}
/* ================= Idle ================= */
fun onPlayEndPrompt() {
speechEnableAtMs = System.currentTimeMillis() + SPEECH_COOLDOWN_MS
state = VoiceState.WAIT_SPEECH_COOLDOWN
}
fun onPlayStartBackend() {
state = VoiceState.PLAYING_BACKEND
}
fun onPlayEndBackend() {
speechEnableAtMs = System.currentTimeMillis() + SPEECH_COOLDOWN_MS
state = VoiceState.WAIT_SPEECH_COOLDOWN
}
/* ================= 上传回调(保留 public ================= */
fun onUploadFinished(success: Boolean) {
if (state != VoiceState.UPLOADING) return
state = if (success) {
VoiceState.PLAYING_BACKEND
} else {
speechEnableAtMs = System.currentTimeMillis() + SPEECH_COOLDOWN_MS
VoiceState.WAIT_SPEECH_COOLDOWN
}
}
/* ================= Idle 超时(关键修复) ================= */
fun checkIdleTimeout() {
// 上传中不计时
if (state != VoiceState.WAIT_SPEECH) return
if (waitSpeechFailStartMs == 0L) return
val now = System.currentTimeMillis()
if (now - idleTimer > idleTimeoutSeconds * 1000) {
Log.d(TAG, "⏱ Idle timeout reached, resetAll")
if (now - waitSpeechFailStartMs > idleTimeoutSeconds * 1000) {
Log.d(TAG, "WAIT_SPEECH continuous fail timeout")
resetAll()
waitSpeechFailStartMs = 0L
}
}
/* ================= Reset ================= */
private fun resetToWaitSpeech(refreshIdle: Boolean = true) {
private fun resetToWaitSpeech() {
audioBuffer.clear()
preBuffer.clear()
vadManager.reset()
vadStarted = false
silenceStartMs = 0L
state = VoiceState.WAIT_SPEECH
if (refreshIdle) idleTimer = System.currentTimeMillis()
// ⭐ 只在第一次失败时记录
if (waitSpeechFailStartMs == 0L) {
waitSpeechFailStartMs = System.currentTimeMillis()
}
}
private fun resetAll() {
@ -190,36 +290,24 @@ class VoiceController(
}
fun release() {
vadManager.reset()
wakeupManager.release()
vadManager.reset()
}
/* ================= 工具 ================= */
/* ================= Utils ================= */
private fun cachePreBuffer(samples: FloatArray) {
for (s in samples) {
preBuffer.addLast(s)
if (preBuffer.size > PRE_BUFFER_SIZE) preBuffer.removeFirst()
if (preBuffer.size > PRE_BUFFER_SIZE) {
preBuffer.removeFirst()
}
}
}
private fun calcRms(audio: FloatArray): Float {
if (audio.isEmpty()) return 0f
var sum = 0f
for (v in audio) sum += v * v
return sqrt(sum / audio.size)
}
private fun calcRmsFrames(audio: FloatArray, frameSize: Int = 320): FloatArray {
val rmsList = mutableListOf<Float>()
var i = 0
while (i < audio.size) {
val end = minOf(i + frameSize, audio.size)
val frame = audio.sliceArray(i until end)
var sum = 0f
for (v in frame) sum += v * v
rmsList.add(sqrt(sum / frame.size))
i += frameSize
}
return rmsList.toFloatArray()
}
}

View File

@ -11,5 +11,6 @@ enum class VoiceState {
WAIT_SPEECH, // 等待用户说话
RECORDING, // 用户正在说话
UPLOADING, //音频上传中
WAIT_SPEECH_COOLDOWN, // ⭐ 唤醒后冷却
PLAYING_BACKEND // 播放后台返回音频
}

View File

@ -1,18 +1,18 @@
package com.zs.smarthuman.sherpa
import android.content.res.AssetManager
import android.util.Log
import com.k2fsa.sherpa.onnx.*
class WakeupManager(
assetManager: AssetManager,
private val onWakeup: () -> Unit
) {
class WakeupManager(assetManager: AssetManager, function: () -> Unit) {
private val TAG = "WakeupManager"
private val sampleRate = 16000
private val kws: KeywordSpotter
private var stream: OnlineStream? = null
/** ⭐ 刚唤醒标记,用来丢弃唤醒词音频 */
/** ⭐ 唤醒标记(只能消费一次) */
private var justWokeUp = false
init {
@ -29,15 +29,16 @@ class WakeupManager(
)
kws = KeywordSpotter(assetManager, config)
Log.d(TAG, "✅ KeywordSpotter initialized")
stream = kws.createStream()
?: error("Failed to create KWS stream")
require(stream != null) { "Failed to create KWS stream" }
Log.d(TAG, "✅ KWS stream created")
}
/** ⭐ 小爱同学策略:不管播放还是录音,永远喂 */
/** ⭐ 永远喂 KWS */
fun acceptAudio(samples: FloatArray) {
val s = stream ?: return
// ⭐ 远讲 / 播放补偿(非常关键)
for (i in samples.indices) {
samples[i] *= 2.5f
}
@ -47,15 +48,15 @@ class WakeupManager(
kws.decode(s)
val keyword = kws.getResult(s).keyword
if (keyword.isNotBlank()) {
Log.d(TAG, "🔥 KWS hit: $keyword")
justWokeUp = true
onWakeup()
kws.reset(s) // 立刻 reset进入新一轮
kws.reset(s)
break
}
}
}
/** 被 VAD 消费一次 */
/** ⭐ 唯一唤醒出口 */
fun consumeWakeupFlag(): Boolean {
val r = justWokeUp
justWokeUp = false

View File

@ -77,7 +77,7 @@ class MainActivity : BaseViewModelActivity<ActivityMainBinding, MainViewModel>()
private var voiceController: VoiceController? = null
private var audioRecord: AudioRecord? = null
private var isRecording = false
private val audioSource = MediaRecorder.AudioSource.VOICE_RECOGNITION
private val audioSource = MediaRecorder.AudioSource.VOICE_COMMUNICATION
private val sampleRateInHz = 16000
private val channelConfig = AudioFormat.CHANNEL_IN_MONO
private val audioFormat = AudioFormat.ENCODING_PCM_16BIT
@ -169,17 +169,17 @@ class MainActivity : BaseViewModelActivity<ActivityMainBinding, MainViewModel>()
},
onFinalAudio = { audio ->
Log.d("lrs", "检测到语音,长度=${audio.size}")
mViewModel?.uploadVoice(
AudioPcmUtil.pcm16ToBase64(AudioPcmUtil.floatToPcm16(audio)),
1
)
// loadLocalJsonAndPlay()
// val file = File(
// getExternalFilesDir(Environment.DIRECTORY_DOWNLOADS)!!.getAbsolutePath(),
// "xxx.wav"
// mViewModel?.uploadVoice(
// AudioPcmUtil.pcm16ToBase64(AudioPcmUtil.floatToPcm16(audio)),
// 1
// )
// AudioDebugUtil.saveFloatPcmAsWav(audio, file)
// LogUtils.dTag("audioxx", "WAV saved: ${file.path}, samples=${audio.size}")
loadLocalJsonAndPlay()
val file = File(
getExternalFilesDir(Environment.DIRECTORY_DOWNLOADS)!!.getAbsolutePath(),
"xxx.wav"
)
AudioDebugUtil.saveFloatPcmAsWav(audio, file)
LogUtils.dTag("audioxx", "WAV saved: ${file.path}, samples=${audio.size}")
},
onStateChanged = { state ->
@ -261,7 +261,7 @@ class MainActivity : BaseViewModelActivity<ActivityMainBinding, MainViewModel>()
if (audioRecord?.state != AudioRecord.STATE_INITIALIZED) {
Log.e("VoiceService", "Failed to initialize AudioRecord")
}
enableSystemAec(audioRecord!!)
// enableSystemAec(audioRecord!!)
}
private var aec: AcousticEchoCanceler? = null