feat(flow): add whole-utterance batch ASR fallback (P1)
- Accumulate utterance PCM in FlowContinuousCapture for batch retry - Run full-utterance transcribeChunk when stitched final lags partial - Refactor Mac MLX tail drain to shared FlowUtteranceEndCoordinator - Add FlowUtterancePCMStore, UtteranceBatchFallbackPolicy, and tests Co-authored-by: Rocky <hkgood@users.noreply.github.com>
This commit is contained in:
@@ -9,6 +9,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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### Fixed
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- **Flow tail ASR drop**: after mic stop, iOS Flow now uses a longer silence drain (350 ms), a fixed 150 ms post-roll, expanded final-chunk ASR recovery, and a partial transcript guard so weak trailing syllables are less likely to disappear from the result. / **Flow 尾音识别丢失**:松手后 iOS Flow 采用更长的静音排空(350 ms)、固定 150 ms 尾音保留、增强末块 ASR 恢复与 partial 兜底,降低弱尾音从结果中消失的概率。
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- **Flow batch ASR fallback**: when pipelined chunk output is clearly shorter than the live partial, the host re-transcribes the full utterance PCM captured during recording (Mac-style safety net). / **Flow 整句 ASR 兜底**:流水线拼接结果明显短于实时 partial 时,主 App 对录音期间累积的整段 PCM 重新识别(对齐 Mac 双保险)。
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### Changed
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- **Mac MLX tail drain**: streaming capture now uses the shared `FlowUtteranceEndCoordinator` (silence drain + post-roll) instead of an inline poll loop. / **Mac MLX 尾音排空**:流式采集改用 Shared 层 `FlowUtteranceEndCoordinator`(静音排空 + post-roll),替代内联轮询循环。
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### Added
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- **Mac MLX streaming ASR**: local dictation uses Qwen3-ASR via mlx-audio-swift with overlay partial preview, tail drain, vocabulary prompt, and polish-before-insert. / **Mac MLX 流式 ASR**:本地听写改用 mlx-audio-swift 的 Qwen3-ASR,支持浮层 partial 预览、尾部截断、词库 prompt 与润色后再插入。
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@@ -66,6 +66,8 @@ final class FlowSessionManager: ObservableObject {
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private var lastFinal = ""
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/// Partial stitched text captured when the user stops recording.
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private var bestPartialSnapshot = ""
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/// Full utterance PCM for batch ASR fallback after pipelined chunking.
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private var utterancePCMSamples: [Float] = []
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private var chunkWarnings: [String] = []
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private var lastReadyTraceSignature = ""
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private var lastCommandFingerprint = ""
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@@ -359,6 +361,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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FlowSessionBridge.setHostReady(false)
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}
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@@ -1105,6 +1108,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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let localeId = store.localeId
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@@ -1214,6 +1218,7 @@ final class FlowSessionManager: ObservableObject {
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guard let self else { return }
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let drainReport = await self.capture.endUtteranceAndDrain()
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FlowDiagnostics.logDrain(drainReport)
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self.utterancePCMSamples = self.capture.consumeUtteranceSamples()
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await self.finalizeUtterance(
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sessionId: drainingSessionId,
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utteranceId: drainingUtteranceId,
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@@ -1239,6 +1244,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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currentUtteranceId = nil
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currentCommandSeq = 0
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@@ -1266,6 +1272,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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storeCurrentError(message, kind: kind)
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currentUtteranceId = nil
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@@ -1289,6 +1296,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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storeCurrentError(message, kind: kind)
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currentUtteranceId = nil
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@@ -1348,6 +1356,14 @@ final class FlowSessionManager: ObservableObject {
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if text.isEmpty {
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text = currentPartial.trimmingCharacters(in: .whitespacesAndNewlines)
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}
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if UtteranceBatchFallbackPolicy.shouldRunBatchFallback(
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stitchedFinal: lastFinal,
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partialSnapshot: bestPartialSnapshot
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), !utterancePCMSamples.isEmpty {
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text = await runBatchASRFallback(currentText: text)
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}
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utterancePCMSamples = []
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guard !text.isEmpty else {
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let key = (asrTask?.isCancelled == true || Task.isCancelled)
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? "flow.error.recognitionInterrupted"
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@@ -1441,6 +1457,7 @@ final class FlowSessionManager: ObservableObject {
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currentPartial = ""
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lastFinal = ""
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bestPartialSnapshot = ""
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utterancePCMSamples = []
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chunkWarnings = []
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chunkedPipeline = nil
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debug("utterance finalized length=\(text.count)")
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@@ -1569,6 +1586,49 @@ final class FlowSessionManager: ObservableObject {
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)
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}
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/// Re-transcribe the full utterance PCM when pipelined chunking likely dropped tail text.
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private func runBatchASRFallback(currentText: String) async -> String {
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let samples = utterancePCMSamples
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guard !samples.isEmpty else { return currentText }
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let locale = SpeechLocaleResolver.resolve(store.localeId)
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let stitched = lastFinal.trimmingCharacters(in: .whitespacesAndNewlines)
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let partial = bestPartialSnapshot.trimmingCharacters(in: .whitespacesAndNewlines)
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FlowDiagnostics.log(
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"batch fallback start samples=\(samples.count) stitchedLen=\(stitched.count) partialLen=\(partial.count)"
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)
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let asrService = asr
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let result = await Task.detached(priority: .userInitiated) { [asrService] in
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await asrService.transcribeChunk(samples: samples, locale: locale)
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}.value
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switch result {
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case .success(let batchText):
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let trimmedBatch = batchText.trimmingCharacters(in: .whitespacesAndNewlines)
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guard !trimmedBatch.isEmpty else { return currentText }
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let resolved = UtteranceBatchFallbackPolicy.preferredTranscript(
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batch: trimmedBatch,
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stitchedFinal: stitched,
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partialSnapshot: partial,
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current: currentText
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)
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FlowPipelineDiagnostics.logBatchFallback(
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sampleCount: samples.count,
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stitchedLength: stitched.count,
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partialLength: partial.count,
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batchLength: trimmedBatch.count
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)
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return resolved
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case .failure(let message):
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FlowDiagnostics.log("batch fallback failed: \(message)")
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return currentText
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case .cancelled:
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return currentText
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}
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}
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private func asrWaitTimeout() -> TimeInterval {
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// v0.2.0: local engine is iOS `SpeechAnalyzer` only, so the
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// previous Qwen3-specific timeout collapses into the shared
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@@ -43,6 +43,7 @@ enum MacMLXLiveCapture {
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let drainTracker = FlowCaptureDrainTracker()
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let draining = OSAllocatedUnfairLock(initialState: false)
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let drainComplete = OSAllocatedUnfairLock(initialState: false)
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let pendingFeed = OSAllocatedUnfairLock(initialState: [Float]())
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let feedIntervalSamples = 1_600 // 100 ms @ 16 kHz
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@@ -56,6 +57,11 @@ enum MacMLXLiveCapture {
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for await _ in finishSignal {
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draining.withLock { $0 = true }
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drainTracker.beginDrain()
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_ = await FlowUtteranceEndCoordinator.awaitTailCapture(
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tracker: drainTracker,
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policy: tailDrainPolicy
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)
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drainComplete.withLock { $0 = true }
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break
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}
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}
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@@ -63,10 +69,12 @@ enum MacMLXLiveCapture {
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group.addTask {
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for await snapshot in audioStream {
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if Task.isCancelled { break }
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if drainComplete.withLock({ $0 }) { break }
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if draining.withLock({ $0 }) {
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drainTracker.noteAudio(samples: snapshot.samples, policy: tailDrainPolicy)
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let decision = drainTracker.shouldFinish(policy: tailDrainPolicy)
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if decision.finished { break }
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drainTracker.noteAudio(
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samples: snapshot.samples,
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policy: tailDrainPolicy
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)
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}
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pendingFeed.withLock { buffer in
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buffer.append(contentsOf: snapshot.samples)
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@@ -281,6 +281,9 @@ public final class FlowContinuousCapture {
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private let gate = OSAllocatedUnfairLock(initialState: UtteranceGatePhase.idle)
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private let drainTracker = FlowCaptureDrainTracker()
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private let tailSampleCounter = OSAllocatedUnfairLock(initialState: 0)
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private let utterancePCMStore = FlowUtterancePCMStore(
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maxSampleCount: Int(FlowSessionKeys.maxUtteranceDuration) * 16_000
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)
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private var downsampler: AdaptiveDownsampler?
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private var targetFormat: AVAudioFormat?
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@@ -412,6 +415,7 @@ public final class FlowContinuousCapture {
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let proof = audioProofStore
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let tracker = drainTracker
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let tailCounter = tailSampleCounter
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let pcmStore = utterancePCMStore
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let policy = drainPolicy
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let tap = Self.makeAudioTapBlock(
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downsampler: downsampler,
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@@ -422,6 +426,7 @@ public final class FlowContinuousCapture {
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streamRelay: relay,
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drainTracker: tracker,
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tailSampleCounter: tailCounter,
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utterancePCMStore: pcmStore,
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drainPolicy: policy
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)
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// `format: nil` binds the tap to the input node's *live* format. Passing
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@@ -645,6 +650,7 @@ public final class FlowContinuousCapture {
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let (stream, continuation) = AsyncStream<AudioBufferSnapshot>.makeStream()
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drainTracker.reset()
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tailSampleCounter.withLock { $0 = 0 }
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utterancePCMStore.reset()
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// Bind the consumer before opening the gate so early tap frames
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// are not dropped on the floor.
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streamRelay.bind(continuation)
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@@ -697,11 +703,17 @@ public final class FlowContinuousCapture {
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return report
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}
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/// Returns the utterance PCM accumulated during the last recording cycle.
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public func consumeUtteranceSamples() -> [Float] {
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utterancePCMStore.consume()
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}
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/// Immediate stop without tail drain (abort / session teardown).
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public func cancelUtterance() {
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gate.withLock { $0 = .idle }
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drainTracker.reset()
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tailSampleCounter.withLock { $0 = 0 }
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utterancePCMStore.reset()
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streamRelay.finish()
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}
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@@ -720,6 +732,7 @@ public final class FlowContinuousCapture {
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streamRelay: FlowCaptureStreamRelay,
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drainTracker: FlowCaptureDrainTracker,
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tailSampleCounter: OSAllocatedUnfairLock<Int>,
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utterancePCMStore: FlowUtterancePCMStore,
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drainPolicy: FlowCaptureTailDrainPolicy
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) -> @Sendable (AVAudioPCMBuffer, AVAudioTime) -> Void {
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return { buffer, _ in
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@@ -739,6 +752,7 @@ public final class FlowContinuousCapture {
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let phase = gate.withLock { $0 }
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switch phase {
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case .recording, .draining:
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utterancePCMStore.append(snapshot.samples)
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streamRelay.yield(snapshot)
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if phase == .draining {
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drainTracker.noteAudio(samples: snapshot.samples, policy: drainPolicy)
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@@ -25,6 +25,18 @@ public enum FlowPipelineDiagnostics {
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OSGLog.asr.info("finalChunkRecovery \(action) chunk=\(chunkIndex)")
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}
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public static func logBatchFallback(
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sampleCount: Int,
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stitchedLength: Int,
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partialLength: Int,
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batchLength: Int
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) {
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OSGLog.flow.info(
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"batchFallback samples=\(sampleCount) stitchedLen=\(stitchedLength) " +
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"partialLen=\(partialLength) batchLen=\(batchLength)"
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)
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}
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public static func logChunkFinalize(
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chunkCount: Int,
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lastChunkSamples: Int,
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@@ -0,0 +1,46 @@
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// FlowUtterancePCMStore.swift
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// OSGKeyboard · Shared
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//
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// Thread-safe rolling buffer of 16 kHz mono utterance PCM for whole-utterance
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// batch ASR fallback when pipelined chunking drops weak tail segments.
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import Foundation
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public final class FlowUtterancePCMStore: @unchecked Sendable {
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private let lock = OSAllocatedUnfairLock()
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private var samples: [Float] = []
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private let maxSampleCount: Int
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public init(maxSampleCount: Int) {
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self.maxSampleCount = max(1, maxSampleCount)
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}
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public func reset() {
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lock.withLock {
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samples.removeAll(keepingCapacity: false)
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}
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}
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public func append(_ chunk: [Float]) {
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guard !chunk.isEmpty else { return }
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lock.withLock {
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samples.append(contentsOf: chunk)
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if samples.count > maxSampleCount {
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samples.removeFirst(samples.count - maxSampleCount)
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}
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}
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}
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public var sampleCount: Int {
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lock.withLock { samples.count }
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}
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/// Returns accumulated samples and clears the store.
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public func consume() -> [Float] {
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lock.withLock {
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let out = samples
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samples.removeAll(keepingCapacity: false)
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return out
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}
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}
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}
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@@ -0,0 +1,41 @@
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// UtteranceBatchFallbackPolicy.swift
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// OSGKeyboard · Shared
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//
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// Decides when to re-run ASR on the full utterance PCM after pipelined
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// chunking, and how to pick the best transcript among candidates.
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import Foundation
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public enum UtteranceBatchFallbackPolicy {
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public static let defaultCharacterAdvantage = UtteranceTranscriptGuard.defaultPartialAdvantage
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/// True when chunked output likely lost trailing content vs the live partial.
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public static func shouldRunBatchFallback(
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stitchedFinal: String,
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partialSnapshot: String,
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minimumCharacterAdvantage: Int = defaultCharacterAdvantage
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) -> Bool {
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let final = stitchedFinal.trimmingCharacters(in: .whitespacesAndNewlines)
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let partial = partialSnapshot.trimmingCharacters(in: .whitespacesAndNewlines)
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if final.isEmpty, !partial.isEmpty { return true }
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if partial.isEmpty { return false }
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return partial.count >= final.count + minimumCharacterAdvantage
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}
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/// Prefer the longest non-empty transcript after batch ASR completes.
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public static func preferredTranscript(
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batch: String,
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stitchedFinal: String,
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partialSnapshot: String,
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current: String
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) -> String {
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let candidates = [batch, current, stitchedFinal, partialSnapshot]
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.map { $0.trimmingCharacters(in: .whitespacesAndNewlines) }
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.filter { !$0.isEmpty }
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guard let best = candidates.max(by: { $0.count < $1.count }) else {
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return current.trimmingCharacters(in: .whitespacesAndNewlines)
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}
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return best
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}
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}
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@@ -0,0 +1,23 @@
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// FlowUtterancePCMStoreTests.swift
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// OSGKeyboardTests
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import XCTest
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@testable import OSGKeyboardShared
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final class FlowUtterancePCMStoreTests: XCTestCase {
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func testAppendAndConsume() {
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let store = FlowUtterancePCMStore(maxSampleCount: 100)
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store.append([1, 2, 3])
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store.append([4, 5])
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XCTAssertEqual(store.sampleCount, 5)
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XCTAssertEqual(store.consume(), [1, 2, 3, 4, 5])
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XCTAssertEqual(store.sampleCount, 0)
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}
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func testTrimsOldestWhenOverCap() {
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let store = FlowUtterancePCMStore(maxSampleCount: 4)
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store.append([1, 2, 3, 4, 5])
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XCTAssertEqual(store.consume(), [2, 3, 4, 5])
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}
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}
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@@ -0,0 +1,45 @@
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// UtteranceBatchFallbackPolicyTests.swift
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// OSGKeyboardTests
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import XCTest
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@testable import OSGKeyboardShared
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final class UtteranceBatchFallbackPolicyTests: XCTestCase {
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func testShouldRunWhenPartialClearlyLonger() {
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XCTAssertTrue(
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UtteranceBatchFallbackPolicy.shouldRunBatchFallback(
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stitchedFinal: "今天很好",
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partialSnapshot: "今天很好,我们一起去公园吧"
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)
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)
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}
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func testShouldRunWhenFinalEmptyButPartialPresent() {
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XCTAssertTrue(
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UtteranceBatchFallbackPolicy.shouldRunBatchFallback(
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stitchedFinal: "",
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partialSnapshot: "最后一段"
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)
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)
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}
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func testShouldNotRunWhenPartialNotLonger() {
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XCTAssertFalse(
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UtteranceBatchFallbackPolicy.shouldRunBatchFallback(
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stitchedFinal: "今天很好,我们一起去公园吧",
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partialSnapshot: "今天很好"
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)
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)
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}
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func testPreferredTranscriptPicksLongestCandidate() {
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let resolved = UtteranceBatchFallbackPolicy.preferredTranscript(
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batch: "今天很好,我们一起去公园吧",
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stitchedFinal: "今天很好",
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partialSnapshot: "今天很好,我们",
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current: "今天很好,我们"
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)
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XCTAssertEqual(resolved, "今天很好,我们一起去公园吧")
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}
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}
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Reference in New Issue
Block a user