From 177fa6c16ca7ec74e36d315c1484d123fdac9f7d Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Mon, 10 Jun 2019 17:28:45 -0400 Subject: [PATCH 1/6] coreml wakeword recognizer --- SpokeStack.xcodeproj/project.pbxproj | 44 +- SpokeStack/AppleWakewordRecognizer.swift | 5 +- SpokeStack/CoreMLWakewordRecognizer.swift | 584 ++++++++++++++++++ SpokeStack/Extensions/Data+Extensions.swift | 20 + SpokeStack/FFT.swift | 67 ++ SpokeStack/RingBuffer.swift | 94 +++ SpokeStack/SpeechContext.swift | 1 + SpokeStack/WakeWordDetect.mlmodel | Bin 0 -> 2207582 bytes SpokeStack/WakeWordFilter.mlmodel | Bin 0 -> 42712 bytes SpokeStack/WakewordConfiguration.swift | 13 +- SpokeStack/WakewordService.swift | 3 + .../CoreMLViewController.swift | 9 + 12 files changed, 830 insertions(+), 10 deletions(-) create mode 100644 SpokeStack/CoreMLWakewordRecognizer.swift create mode 100644 SpokeStack/Extensions/Data+Extensions.swift create mode 100644 SpokeStack/FFT.swift create mode 100644 SpokeStack/RingBuffer.swift create mode 100644 SpokeStack/WakeWordDetect.mlmodel create mode 100644 SpokeStack/WakeWordFilter.mlmodel create mode 100644 SpokeStackFrameworkExample/CoreMLViewController.swift diff --git a/SpokeStack.xcodeproj/project.pbxproj b/SpokeStack.xcodeproj/project.pbxproj index e383eae5..d5372836 100644 --- a/SpokeStack.xcodeproj/project.pbxproj +++ b/SpokeStack.xcodeproj/project.pbxproj @@ -54,6 +54,12 @@ 59FB0C8322A5C48400FB9662 /* WITCvad.m in Sources */ = {isa = PBXBuildFile; fileRef = 59062F0D22A5AA9E00613AD8 /* WITCvad.m */; }; 59FB0C8422A5C48700FB9662 /* WITVad.h in Headers */ = {isa = PBXBuildFile; fileRef = 59062F0B22A5AA9D00613AD8 /* WITVad.h */; settings = {ATTRIBUTES = (Public, ); }; }; 59FB0C8522A5C48B00FB9662 /* WITVad.m in Sources */ = {isa = PBXBuildFile; fileRef = 59062F0C22A5AA9D00613AD8 /* WITVad.m */; }; + 59FB0C8822A98E1900FB9662 /* CoreMLWakewordRecognizer.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C8722A98E1900FB9662 /* CoreMLWakewordRecognizer.swift */; }; + 59FB0C8B22AEE4F100FB9662 /* Data+Extensions.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C8A22AEE4F100FB9662 /* Data+Extensions.swift */; }; + 59FB0C8D22B0640700FB9662 /* RingBuffer.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C8C22B0640700FB9662 /* RingBuffer.swift */; }; + 59FB0C8F22B0682900FB9662 /* FFT.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C8E22B0682900FB9662 /* FFT.swift */; }; + 59FB0C9322B17A9A00FB9662 /* WakeWordFilter.mlmodel in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C9222B17A9A00FB9662 /* WakeWordFilter.mlmodel */; }; + 59FB0C9522B17AA300FB9662 /* WakeWordDetect.mlmodel in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C9422B17AA300FB9662 /* WakeWordDetect.mlmodel */; }; /* End PBXBuildFile section */ /* Begin PBXContainerItemProxy section */ @@ -127,6 +133,12 @@ 59A0D5C32204E799003709C3 /* Assets.xcassets */ = {isa = PBXFileReference; lastKnownFileType = folder.assetcatalog; path = Assets.xcassets; sourceTree = ""; }; 59A0D5C52204E8E4003709C3 /* WakewordConfiguration.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = WakewordConfiguration.swift; sourceTree = ""; }; 59A45E4E2243ED530089D023 /* PipelineDelegate.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = PipelineDelegate.swift; sourceTree = ""; }; + 59FB0C8722A98E1900FB9662 /* CoreMLWakewordRecognizer.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = CoreMLWakewordRecognizer.swift; sourceTree = ""; }; + 59FB0C8A22AEE4F100FB9662 /* Data+Extensions.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = "Data+Extensions.swift"; sourceTree = ""; }; + 59FB0C8C22B0640700FB9662 /* RingBuffer.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = RingBuffer.swift; sourceTree = ""; }; + 59FB0C8E22B0682900FB9662 /* FFT.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = FFT.swift; sourceTree = ""; }; + 59FB0C9222B17A9A00FB9662 /* WakeWordFilter.mlmodel */ = {isa = PBXFileReference; lastKnownFileType = file.mlmodel; path = WakeWordFilter.mlmodel; sourceTree = ""; }; + 59FB0C9422B17AA300FB9662 /* WakeWordDetect.mlmodel */ = {isa = PBXFileReference; lastKnownFileType = file.mlmodel; path = WakeWordDetect.mlmodel; sourceTree = ""; }; /* End PBXFileReference section */ /* Begin PBXFrameworksBuildPhase section */ @@ -195,6 +207,8 @@ 01D31F3D216BAF260055FD45 /* SpokeStack */ = { isa = PBXGroup; children = ( + 59FB0C9122B17A3600FB9662 /* CoreML */, + 59FB0C8922AEE4DA00FB9662 /* Extensions */, 59062EFD22A5AA6C00613AD8 /* VAD */, 01D31F59216BAF710055FD45 /* Configurations */, 01D31F60216BAF9A0055FD45 /* Controllers */, @@ -263,7 +277,9 @@ 01D31F6C216BAFCD0055FD45 /* Models */ = { isa = PBXGroup; children = ( + 59FB0C8E22B0682900FB9662 /* FFT.swift */, 01D31F6E216BAFD90055FD45 /* RecognizerService.swift */, + 59FB0C8C22B0640700FB9662 /* RingBuffer.swift */, 01D31F6D216BAFD90055FD45 /* SpeechContext.swift */, 5936594D220A1A7A00C0365F /* WakewordService.swift */, ); @@ -275,11 +291,11 @@ children = ( 01D31F7D216BAFF40055FD45 /* Configurations */, 01D31F75216BAFEF0055FD45 /* AudioControllerDelegate.swift */, + 59A45E4E2243ED530089D023 /* PipelineDelegate.swift */, 01D31F74216BAFEF0055FD45 /* SpeechRecognizer.swift */, 01D31F76216BAFEF0055FD45 /* SpeechRecognizerService.swift */, 5936594B2209EA1800C0365F /* WakewordRecognizerService.swift */, 593659492209DDBA00C0365F /* WakewordRecognizer.swift */, - 59A45E4E2243ED530089D023 /* PipelineDelegate.swift */, ); name = Protocols; sourceTree = ""; @@ -287,8 +303,8 @@ 01D31F7D216BAFF40055FD45 /* Configurations */ = { isa = PBXGroup; children = ( - 59A0D5C52204E8E4003709C3 /* WakewordConfiguration.swift */, 01D31F7F216BB0000055FD45 /* RecognizerConfiguration.swift */, + 59A0D5C52204E8E4003709C3 /* WakewordConfiguration.swift */, ); name = Configurations; sourceTree = ""; @@ -298,6 +314,7 @@ children = ( 5967108D21F7AE6B00CBFC88 /* AppleSpeechRecognizer.swift */, 59365947220889EE00C0365F /* AppleWakewordRecognizer.swift */, + 59FB0C8722A98E1900FB9662 /* CoreMLWakewordRecognizer.swift */, ); name = Recognizers; sourceTree = ""; @@ -337,6 +354,23 @@ name = Frameworks; sourceTree = ""; }; + 59FB0C8922AEE4DA00FB9662 /* Extensions */ = { + isa = PBXGroup; + children = ( + 59FB0C8A22AEE4F100FB9662 /* Data+Extensions.swift */, + ); + path = Extensions; + sourceTree = ""; + }; + 59FB0C9122B17A3600FB9662 /* CoreML */ = { + isa = PBXGroup; + children = ( + 59FB0C9422B17AA300FB9662 /* WakeWordDetect.mlmodel */, + 59FB0C9222B17A9A00FB9662 /* WakeWordFilter.mlmodel */, + ); + name = CoreML; + sourceTree = ""; + }; /* End PBXGroup section */ /* Begin PBXHeadersBuildPhase section */ @@ -500,9 +534,11 @@ buildActionMask = 2147483647; files = ( 59365948220889EE00C0365F /* AppleWakewordRecognizer.swift in Sources */, + 59FB0C8822A98E1900FB9662 /* CoreMLWakewordRecognizer.swift in Sources */, 01D31F6F216BAFD90055FD45 /* SpeechContext.swift in Sources */, 59A0D5C72204E8E4003709C3 /* WakewordConfiguration.swift in Sources */, 01D31F77216BAFEF0055FD45 /* SpeechRecognizer.swift in Sources */, + 59FB0C8D22B0640700FB9662 /* RingBuffer.swift in Sources */, 01D31F8E216BB0370055FD45 /* Typealiases.swift in Sources */, 01D31F66216BAFB50055FD45 /* Error.swift in Sources */, 01D31F6A216BAFC60055FD45 /* SpeechPipeline.swift in Sources */, @@ -510,15 +546,19 @@ 01D31F71216BAFD90055FD45 /* RecognizerService.swift in Sources */, 5967108E21F7AE6B00CBFC88 /* AppleSpeechRecognizer.swift in Sources */, 5936594C2209EA1800C0365F /* WakewordRecognizerService.swift in Sources */, + 59FB0C8B22AEE4F100FB9662 /* Data+Extensions.swift in Sources */, + 59FB0C9322B17A9A00FB9662 /* WakeWordFilter.mlmodel in Sources */, 59A45E4F2243ED530089D023 /* PipelineDelegate.swift in Sources */, 01D31F82216BB0000055FD45 /* RecognizerConfiguration.swift in Sources */, 01D31F62216BAFA40055FD45 /* AudioController.swift in Sources */, 5936594E220A1A7A00C0365F /* WakewordService.swift in Sources */, 01D31F8A216BB0220055FD45 /* Results.swift in Sources */, 5936594A2209DDBA00C0365F /* WakewordRecognizer.swift in Sources */, + 59FB0C9522B17AA300FB9662 /* WakeWordDetect.mlmodel in Sources */, 59FB0C8522A5C48B00FB9662 /* WITVad.m in Sources */, 01D31F79216BAFEF0055FD45 /* AudioControllerDelegate.swift in Sources */, 59FB0C8322A5C48400FB9662 /* WITCvad.m in Sources */, + 59FB0C8F22B0682900FB9662 /* FFT.swift in Sources */, 01D31F5E216BAF950055FD45 /* StandardRecognizerConfiguration.swift in Sources */, ); runOnlyForDeploymentPostprocessing = 0; diff --git a/SpokeStack/AppleWakewordRecognizer.swift b/SpokeStack/AppleWakewordRecognizer.swift index 5e276147..5635f002 100644 --- a/SpokeStack/AppleWakewordRecognizer.swift +++ b/SpokeStack/AppleWakewordRecognizer.swift @@ -41,15 +41,15 @@ public class AppleWakewordRecognizer: NSObject, WakewordRecognizerService { public override init() { super.init() - self.vad.delegate = self - AudioController.shared.delegate = self print("AppleWakewordRecognizer init") + self.vad.delegate = self } // MARK: SpeechRecognizerService implementation func startStreaming(context: SpeechContext) { print("AppleWakewordRecognizer startStreaming") + AudioController.shared.delegate = self phrases = configuration!.wakePhrases.components(separatedBy: ",") self.context = context self.prepareAudioEngine() @@ -58,6 +58,7 @@ public class AppleWakewordRecognizer: NSObject, WakewordRecognizerService { func stopStreaming(context: SpeechContext) { print("AppleWakewordRecognizer stopStreaming") + AudioController.shared.delegate = nil self.context = context self.stopRecognition() self.dispatchWorker?.cancel() diff --git a/SpokeStack/CoreMLWakewordRecognizer.swift b/SpokeStack/CoreMLWakewordRecognizer.swift new file mode 100644 index 00000000..4660ee32 --- /dev/null +++ b/SpokeStack/CoreMLWakewordRecognizer.swift @@ -0,0 +1,584 @@ +// +// CoreMLWakewordRecognizer.swift +// SpokeStack +// +// Created by Noel Weichbrodt on 6/6/19. +// Copyright © 2019 Pylon AI, Inc. All rights reserved. +// + +import Foundation +import AVFoundation +import CoreML +import Speech + +public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { + + // MARK: Public (properties) + + static let sharedInstance: CoreMLWakewordRecognizer = CoreMLWakewordRecognizer() + + public var configuration: WakewordConfiguration? = WakewordConfiguration() { + didSet { + if configuration != nil { + self.parseConfiguration() + self.setConfiguration() + self.validateConfiguration() + } + } + } + + public weak var delegate: WakewordRecognizer? + + // MARK: Private (properties) + + enum FFTWindowType: String { + case hann + } + + private var vad: WITVad = WITVad() + private var context: SpeechContext = SpeechContext() + + private var isSpeech: Bool = false + + lazy private var wwfilter: WakeWordFilter = { + return WakeWordFilter() + }() + + lazy private var wwdetect: WakeWordDetect = { + return WakeWordDetect() + }() + + /// Keyword & phrase preallocated buffers + + private var words: Array = [] + private var phrases: Array> = [[Int]]() + private var phraseSum: Array = [] + private var phraseArg: Array = [] + private var phraseMax: Array = [] + + /// Audio Signal Normalization + + private var rmsTarget: Float = 0.0 + private var rmsAlpha: Float = 0.0 + private var rmsValue: Float = 0.0 + private var preEmphasis: Float = 0.0 + private var prevSample: Float = 0.0 + + /// STFL / MEL Filterbank + + private var fft: FFT! + private var fftWindow: Array = [] + private var fftFrame: Array = [] + private var hopLength: Int = 0 + private var melWidth: Int = 0 + + /// Sliding Window Buffers + + private var sampleWindow: RingBuffer! + private var frameWindow: RingBuffer! + private var smoothWindow: RingBuffer! + private var phraseWindow: RingBuffer! + + /// Wakeword Activation Management + + private var minActive: Int = 0 + private var maxActive: Int = 0 + private var activeLength: Int = 0 + + // MARK: NSObject methods + + deinit { + print("CoreMLWakewordRecognizer deinit") + vad.delegate = nil + } + + public override init() { + super.init() + print("CoreMLWakewordRecognizer init") + self.vad.delegate = self + } + + // MARK: SpeechRecognizerService implementation + + func startStreaming(context: SpeechContext) -> Void { + print("CoreMLWakewordRecognizer startStreaming") + AudioController.shared.delegate = self + self.context = context + } + + func stopStreaming(context: SpeechContext) -> Void { + print("CoreMLWakewordRecognizer stopStreaming") + AudioController.shared.delegate = nil + self.context = context + } + + // MARK: Private functions + + /// MARK: Configuration processing + + private func parseConfiguration() -> Void { + if let c = self.configuration { + + /// Parse the list of keywords. + /// Reserve the 0th index in words for the non-keyword class. + let wakeWords: Array = c.wakeWords.components(separatedBy: ",") + self.words = Array(repeating: "", count: wakeWords.count + 1) + for (index, _) in self.words.enumerated() { + let indexOffset: Int = index + 1 + if indexOffset < self.words.count { + self.words[indexOffset] = wakeWords[indexOffset - 1] + } + } + + /// Parse the keyword phrases + let wakePhrases: Array = c.wakePhrases.components(separatedBy: ",") + self.phrases = Array>.init(repeating: [0], count: wakePhrases.count) + for (i, phrase) in wakePhrases.enumerated() { + let wakePhraseArray: Array = phrase.components(separatedBy: " ") + print("CoreMLWakewordRecognizer parseConfiguration wakePhraseArray \(wakePhraseArray)") + /// Allocate an additional (null) slot at the end of each phrase, + /// which forces the phraser to continue detection until the end + /// of the final keyword in each phrase + self.phrases[i] = Array.init(repeating: 0, count: wakePhrases.count + 1) + for (j, keyword) in wakePhraseArray.enumerated() { + // verify that each keyword in the phrase is a known keyword + guard let k: Int = wakeWords.index(of: keyword) else { + assertionFailure("CoreMLWakewordRecognizer parseConfiguration wakeWords did not contain wakePhraseArray value \(keyword)") + return + } + // TODO: verify this check is not necessary because the wakePhraseArray.count == phrases.count + if j < self.phrases[i].count { + self.phrases[i][j] = k + 1 + } + } + } + } + } + + private func setConfiguration() -> Void { + + if let c = self.configuration { + let buffer: TimeInterval = TimeInterval((c.sampleRate / 1000) * c.frameWidth) + AudioController.shared.sampleRate = c.sampleRate + AudioController.shared.bufferDuration = buffer + + /// Signal normalization + + self.rmsTarget = c.rmsTarget + self.rmsValue = self.rmsTarget + self.rmsAlpha = c.rmsAlpha + self.preEmphasis = c.preEmphasis + + /// Calculate stft/mel spectrogram configuration + + let sampleRate: Int = c.sampleRate + self.hopLength = c.fftHopLength * sampleRate / 1000 + let melLength: Int = c.melFrameLength * sampleRate / 1000 / self.hopLength + self.melWidth = c.melFrameWidth + + /// Allocate the stft window and FFT/frame buffer + + self.fftWindow = self.hannWindow(c.fftWindowSize) + self.fft = FFT(c.fftWindowSize) + self.fftFrame = Array(repeating: 0.0, count: c.fftWindowSize) + + /// Calculate smoothing & phrasing window lengths + + let smoothLength: Int = c.wakeSmoothLength * sampleRate / 1000 / self.hopLength + let phraseLength: Int = c.wakePhraseLength * sampleRate / 1000 / self.hopLength + + /// Allocate the buffers used for posterior smoothing + /// and argmax used for phrasing, so that we don't do + /// any allocation within the frame loop + + self.phraseSum = Array(repeating: 0.0, count: self.words.count) + self.phraseMax = Array(repeating: 0.0, count: self.words.count) + self.phraseArg = Array(repeating: 0, count: phraseLength) + + /// Allocate sliding window buffers + + self.sampleWindow = RingBuffer(c.fftWindowSize) + self.frameWindow = RingBuffer(melLength * self.melWidth) + self.smoothWindow = RingBuffer(smoothLength * self.words.count) + self.phraseWindow = RingBuffer(phraseLength * self.words.count) + + /// Fill buffers (except samples) with zero to + /// minimize detection delay caused by buffering + + self.frameWindow.fill(0) + self.smoothWindow.fill(0) + self.phraseWindow.fill(0) + + /// Calculate the wakeword activation lengths + + let frameWidth: Int = c.frameWidth + self.minActive = c.wakeActiveMin / frameWidth + self.maxActive = c.wakeActiveMax / frameWidth + } + } + + private func validateConfiguration() -> Void { + if let c = self.configuration { + /// Validate stft/mel spectrogram configuration + let windowSize: Int = c.fftWindowSize + if windowSize % 2 != 0 { + assertionFailure("CoreMLWakewordRecognizer validateConfiguration invalid fft-window-size") + return + } + let windowType: String = c.fftWindowType + guard windowType == FFTWindowType.hann.rawValue else { + assertionFailure("CoreMLWakewordRecognizer validateConfiguration invalid fft-window-type") + return + } + + /// Smoothing window capacity + print("CoreMLWakewordRecognizer validateConfiguration smoothWindow capacity inital \(self.smoothWindow.capacity)") + } + } + + /// MARK: Audio processing + + private func process(_ data: Data) -> Void { + let vadFall: Bool = self.isSpeech && !self.context.isSpeech + if !self.context.isActive { + /// Run the current frame through the detector pipeline. + /// Activate the pipeline if a keyword phrase was detected. + self.sample(data) + } else { + /// Continue this wakeword (or external) activation + /// for at least the minimum, until a vad deactivation or timeout + self.activeLength += 1 + if (self.activeLength > self.minActive) && (vadFall || (self.activeLength > self.maxActive)) { + self.deactivatePipeline() + } + } + + /// Always clear detector state on a vad deactivation + /// this prevents detection + if vadFall { + self.reset() + } + } + + private func sample(_ data: Data) -> Void { + /// Preallocate an array of data elements in the frame for use in RMS and sampling + let dataElements: Array = data.elements() + + /// Update the rms normalization factors + /// Maintain an ewma of the rms signal energy for speech samples + if (self.context.isSpeech && self.rmsAlpha > 0) { + self.rmsValue = self.rmsAlpha * self.rms(data, dataElements) + (1 - self.rmsAlpha) * self.rmsValue + } + + /// Process all samples in the frame + for d in dataElements { + + /// Normalize and clip the 16-bit sample to the target rms energy + var sample: Float = Float(d) / Float(Int16.max) + sample = sample * (self.rmsTarget / self.rmsValue) + sample = max(-1.0, min(sample, 1.0)) + + /// Run a pre-emphasis filter to balance high frequencies + /// and eliminate any dc energy + let currentSample: Float = sample + sample -= self.preEmphasis * self.prevSample + self.prevSample = currentSample + + /// Process the sample + /// - write it to the sample sliding window + /// - run the remainder of the detection pipleline if speech + /// - advance the sample sliding window + do { + try self.sampleWindow.write(sample) + } catch SpeechPipelineError.illegalState(let message) { + fatalError("CoreMLWakewordRecognizer sample illegal state error \(message)") + } catch { + fatalError("CoreMLWakewordRecognizer sample unknown error occurred while processing \(#line)") + } + if self.sampleWindow.isFull { + if (self.context.isSpeech) { + self.analyze() + } + self.sampleWindow.rewind().seek(self.hopLength) + } + } + } + + private func analyze() -> Void { + /// The current sample window contains speech, so + /// apply the fft windowing function to it + for (index, _) in self.fftFrame.enumerated() { + do { + let sample: Float = try self.sampleWindow.read() + self.fftFrame[index] = sample * self.fftWindow[index] + } catch SpeechPipelineError.illegalState(let message) { + print("CoreMLWakewordRecognizer analyze illegal state error \(message)") + } catch { + fatalError("CoreMLWakewordRecognizer analyze unknown error occurred \(#line)") + } + } + + /// Compute the stft + self.fft.forward(&self.fftFrame) + + /// Decode the FFT outputs into the filter model's input + self.filter() + } + + private func reset() -> Void { + print("CoreMLWakewordRecognizer reset") + /// Empty the sample buffer, so that only contiguous + /// speech samples are written to it + self.sampleWindow.reset() + + /// Reset and fill the other buffers, + /// which prevents them from lagging the detection + self.frameWindow.reset().fill(0) + self.smoothWindow.reset().fill(0) + self.phraseWindow.reset().fill(0) + self.phraseMax = Array(repeating: 0.0, count: self.words.count) + } + + private func activatePipeline() -> Void { + if !self.context.isActive { + self.context.isActive = true + self.activeLength = 1 + // self.stopStreaming(context: self.speechContext) // TODO: necessary? + self.delegate?.activate() + } + } + + private func deactivatePipeline() -> Void { + if self.context.isActive { + self.context.isActive = false + // self.stopStreaming(context: self.speechContext) // TODO: necessary? + self.activeLength = 0 + self.delegate?.deactivate() + } + } +} + +// MARK: Root Mean Squared and Hann algorithms + +extension CoreMLWakewordRecognizer { + private func rms(_ data: Data, _ dataElements: Array) -> Float { + var sum: Float = 0 + + /// Process all samples in the frame + /// calculating the sum of the squares of the samples + for d in dataElements { + let sample: Float = Float(d) / Float(Int16.max) + sum += sample * sample + } + + /// calculate rms + return Float(sqrt(sum / Float(dataElements.count))) + } + + private func hannWindow(_ length: Int) -> Array { + /// https://en.wikipedia.org/wiki/Hann_function + var window: Array = Array(repeating: 0, count: length) + for (index, _) in window.enumerated() { + window[index] = Float(pow(sin((Float.pi * Float(index)) / Float((length - 1))), 2)) + } + return window + } +} + +// MARK: CoreML filter and detect model predictions +extension CoreMLWakewordRecognizer { + + private func filter() -> Void { + precondition(!self.fftFrame.isEmpty, "CoreMLWakewordRecognizer filter FFT Frame can't be empty") + + /// Cast the fftFrame single-dimension array of stft values into the model's required MLMultiArray data structure + /// TODO: no need to decode fft outputs for model input? + let frameCount: Int = (self.fftFrame.count / 2) + 1 + guard let multiArray = try? MLMultiArray(shape: [257,1,1], dataType: .float32) else { + fatalError("CoreMLWakewordRecognizer filter unexpected runtime error allocating a MLMultiArray") + } + for i in 0.. Void { + guard let multiArray = try? MLMultiArray(shape: [1,40,40], dataType: .float32) else { + fatalError("CoreMLWakewordRecognizer detect could not allocate a properly-shaped MLMultiArray") + } + + /// transfer the mel filterbank window to the detector model's inputs + self.frameWindow.rewind() + var frameWindowIndex: Int = 0 + while !self.frameWindow.isEmpty { + do { + multiArray[frameWindowIndex] = NSNumber(value: try self.frameWindow.read()) + } catch let readException { + fatalError("CoreMLWakewordRecognizer detect error reading the framewindow \(String(describing: self.frameWindow)) with exception\(readException)") + } + frameWindowIndex += 1 + } + + do { + // run the classifier tensorflow model + let options: MLPredictionOptions = MLPredictionOptions() + options.usesCPUOnly = true // TODO: use GPU? + let input: WakeWordDetectInput = WakeWordDetectInput(melspec_inputs__0: multiArray) + let predictions: WakeWordDetectOutput = try self.wwdetect.prediction(input: input, options: options) + + /// Transfer the classifier's outputs to the posterior smoothing window + self.smoothWindow.rewind().seek(self.words.count) + for index:Int in 0.. Void { + + /// Sum the per-class posteriors across the smoothing window + for (index, _) in self.words.enumerated() { + self.phraseSum[index] = 0 + } + while !self.smoothWindow.isEmpty { + for (index, _) in self.words.enumerated() { + do { + self.phraseSum[index] += try self.smoothWindow.read() + } catch SpeechPipelineError.illegalState(let message) { + fatalError("CoreMLWakewordRecognizer smooth couldn't read the smoothing window: \(message)") + } catch { + fatalError("CoreMLWakewordRecognizer smooth error \(#line)") + } + } + } + + /// Compute the posterior mean of each keyword class + /// Write the outputs to the phrasing window + let total: Int = self.smoothWindow.capacity / self.words.count + self.phraseWindow.rewind().seek(self.words.count) + for (index, _) in self.words.enumerated() { + do { + let windowValue: Float = self.phraseSum[index] / Float(total) + try self.phraseWindow.write(windowValue) + } catch SpeechPipelineError.illegalState(let message) { + fatalError("CoreMLWakewordRecognizer smooth couldn't write to phrase window \(message)") + } catch { + fatalError("CoreMLWakewordRecognizer smooth error \(#line)") + } + } + + print("CoreMLWakewordRecognizer smooth phrase window \(self.phraseWindow.capacity)") + + /// Activate the pipeline if the phrase window argmaxes match + self.phrase() + } + + private func phrase() -> Void { + + /// Compute the argmax (winning class) of each smoothed output + /// in the current phrase window + var i: Int = 0 + while !self.phraseWindow.isEmpty { + var argmax: Float = -Float.greatestFiniteMagnitude + for (j, _) in self.words.enumerated() { + do { + let value: Float = try self.phraseWindow.read() + self.phraseMax[j] = max(value, self.phraseMax[j]) + if value > argmax { + self.phraseArg[i] = j + argmax = value + } + } catch SpeechPipelineError.illegalState(let message) { + fatalError("CoreMLWakewordRecognizer phrase couldn't read the phrase window \(message)") + } catch { + fatalError("CoreMLWakewordRecognizer phrase error \(#line)") + } + } + i += 1 + } + + /// Attempt to find a matching phrase amoung the argmaxes + for phrase in self.phrases { + /// Search for any occurrences of the phrase's keywords in order + /// across the whole phrase window + var match: Int = 0 + for word in self.phraseArg { + if word == phrase[match] { + match += 1 + if match == phrase.count { + break + } + } + } + /// If we reached the end of a phrase, we have a match, + /// so signal an activation + if match == phrase.count { + self.activatePipeline() + break + } + } + } +} + +extension CoreMLWakewordRecognizer: AudioControllerDelegate { + func processSampleData(_ data: Data) -> Void { + audioProcessingQueue.async {[weak self] in + guard let strongSelf = self else { return } + strongSelf.vad.vadSpeechFrame(data) + } + } +} + +extension CoreMLWakewordRecognizer: WITVadDelegate { + + public func activate(_ audioData: Data) { + print("CoreMLWakewordRecognizer activate") + self.context.isSpeech = true + self.process(audioData) + } + + public func deactivate() { + print("CoreMLWakewordRecognizer deactivate") + self.context.isSpeech = false + } +} diff --git a/SpokeStack/Extensions/Data+Extensions.swift b/SpokeStack/Extensions/Data+Extensions.swift new file mode 100644 index 00000000..e1a683d1 --- /dev/null +++ b/SpokeStack/Extensions/Data+Extensions.swift @@ -0,0 +1,20 @@ +// +// Data+Extensions.swift +// SpokeStack +// +// Created by Cory D. Wiles on 12/26/18. +// Copyright © 2018 Pylon AI, Inc. All rights reserved. +// + +import Foundation + +extension Data { + + // MARK: Internal (methods) + + func elements() -> [T] { + return withUnsafeBytes { + Array(UnsafeBufferPointer(start: $0, count: count/MemoryLayout.size)) + } + } +} diff --git a/SpokeStack/FFT.swift b/SpokeStack/FFT.swift new file mode 100644 index 00000000..2bf3ba54 --- /dev/null +++ b/SpokeStack/FFT.swift @@ -0,0 +1,67 @@ +// +// FFT.swift +// SpokeStack +// +// Created by Cory D. Wiles on 12/6/18. +// Copyright © 2018 Pylon AI, Inc. All rights reserved. +// + +import Foundation +import Accelerate + +final class FFT { + + // MARK: Private (properties) + + private(set) var size: Int + private var halfSize: Int + private var log2Size: Int + private var fftSetup: FFTSetup + private var complexBuffer: DSPSplitComplex! + + // MARK: Initializers + + deinit { + vDSP_destroy_fftsetup(fftSetup) + } + + required init(_ size: Int) { + let sizeFloat: Float = Float(size) + + /// Check if the size is a power of two + let lg2: Float = logbf(sizeFloat) + assert(remainderf(sizeFloat, powf(2.0, lg2)) == 0, "size must be a power of 2") + self.size = size + self.halfSize = size / 2 + + /// Create FFT setup + self.log2Size = Int(log2f(sizeFloat)) + self.fftSetup = vDSP_create_fftsetup(UInt(log2Size), FFTRadix(FFT_RADIX2))! + + /// Init the complexBuffer + var real: Array = [Float](repeating: 0.0, count: self.halfSize) + var imaginary: Array = [Float](repeating: 0.0, count: self.halfSize) + self.complexBuffer = DSPSplitComplex(realp: &real, imagp: &imaginary) + } + + // MARK: Public (methods) + + func forward(_ buffer: inout Array) -> Void { + /// Pack the sample values into the FFT complex buffer + for i in 0.. = [] + private var rpos: Int = 0 + private var wpos: Int = 0 + + // MARK: Initializers + + required init(_ capacity: Int) { + let reservedCapacity: Int = capacity + 1 + self.data = Array(repeating: 0.0, count: reservedCapacity) + } + + // MARK: Public (methods) + + @discardableResult + func rewind() -> RingBuffer { + self.rpos = self.pos(self.wpos + 1) + return self + } + + @discardableResult + func seek(_ elems: Int) -> RingBuffer { + self.rpos = self.pos(self.rpos + elems) + return self + } + + @discardableResult + func reset() -> RingBuffer { + self.rpos = self.wpos + return self + } + + func read() throws -> Float { + if self.isEmpty { + throw RingBufferStateError.illegalState(message: "ring buffer is empty") + } + let value: Float = self.data[self.rpos] + self.rpos = self.pos(self.rpos + 1) + return value + } + + func write(_ value: Float) throws -> Void { + if self.isFull { + throw RingBufferStateError.illegalState(message: "ring buffer is full") + } + self.data[self.wpos] = value + self.wpos = self.pos(self.wpos + 1) + } + + @discardableResult + func fill(_ value: Float) -> RingBuffer { + while !self.isFull { + try! self.write(value) + } + return self + } + + // MARK: Private (properties) + + private func pos(_ x: Int) -> Int { + return x - self.data.count * Int(floor(Double(x / self.data.count))) + } +} diff --git a/SpokeStack/SpeechContext.swift b/SpokeStack/SpeechContext.swift index 070ea388..5316806a 100644 --- a/SpokeStack/SpeechContext.swift +++ b/SpokeStack/SpeechContext.swift @@ -12,4 +12,5 @@ import Foundation @objc public var transcript: String = "" @objc public var confidence: Float = 0.0 @objc public var isActive: Bool = false + @objc public var isSpeech: Bool = false } diff --git a/SpokeStack/WakeWordDetect.mlmodel b/SpokeStack/WakeWordDetect.mlmodel new file mode 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"up dog" - public var wakeSmoothLength: Int = 300 + public var wakeSmoothLength: Int = 50 public var fftWindowType: String = "hann" public var rmsTarget: Float = 0.08 public var rmsAlpha: Float = 0.1 @@ -19,11 +19,12 @@ import Foundation public var fftHopLength: Int = 10 public var melFrameLength: Int = 400 public var melFrameWidth: Int = 40 - public var wakePhraseLength: Int = 500 - public var wakeActionMin: Int = 500 - public var wakeActionMax: Int = 5000 + public var wakePhraseLength: Int = 2000 + public var wakeActiveMin: Int = 600 + public var wakeActiveMax: Int = 5000 public var sampleRate = 16000 public var languageLocale = "en-US" - public var frameWidth: Int = 10 + public var frameWidth: Int = 20 public var wakewordRequestTimeout: Int = 50000 + public var preEmphasis: Float = 0.97 } diff --git a/SpokeStack/WakewordService.swift b/SpokeStack/WakewordService.swift index 735c4611..47c98c1d 100644 --- a/SpokeStack/WakewordService.swift +++ b/SpokeStack/WakewordService.swift @@ -10,6 +10,7 @@ import Foundation @objc public enum WakewordService: Int { case appleWakeword + case coremlWakeword } extension WakewordService { @@ -19,6 +20,8 @@ extension WakewordService { switch self { case .appleWakeword: return AppleWakewordRecognizer.sharedInstance + case .coremlWakeword: + return CoreMLWakewordRecognizer.sharedInstance } } } diff --git a/SpokeStackFrameworkExample/CoreMLViewController.swift b/SpokeStackFrameworkExample/CoreMLViewController.swift new file mode 100644 index 00000000..56fae583 --- /dev/null +++ b/SpokeStackFrameworkExample/CoreMLViewController.swift @@ -0,0 +1,9 @@ +// +// CoreMLViewController.swift +// SpokeStackFrameworkExample +// +// Created by Noel Weichbrodt on 6/13/19. +// Copyright © 2019 Pylon AI, Inc. All rights reserved. +// + +import Foundation From 05259d388f525bdfdc6df17bbb470e483dbef4a5 Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Fri, 14 Jun 2019 13:07:30 -0400 Subject: [PATCH 2/6] coreml wakeword example --- SpokeStack.xcodeproj/project.pbxproj | 4 + .../Base.lproj/Main.storyboard | 11 +- .../CoreMLViewController.swift | 135 +++++++++++++++++- .../ViewController.swift | 16 ++- 4 files changed, 161 insertions(+), 5 deletions(-) diff --git a/SpokeStack.xcodeproj/project.pbxproj b/SpokeStack.xcodeproj/project.pbxproj index d5372836..1c2694e3 100644 --- a/SpokeStack.xcodeproj/project.pbxproj +++ b/SpokeStack.xcodeproj/project.pbxproj @@ -60,6 +60,7 @@ 59FB0C8F22B0682900FB9662 /* FFT.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C8E22B0682900FB9662 /* FFT.swift */; }; 59FB0C9322B17A9A00FB9662 /* WakeWordFilter.mlmodel in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C9222B17A9A00FB9662 /* WakeWordFilter.mlmodel */; }; 59FB0C9522B17AA300FB9662 /* WakeWordDetect.mlmodel in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C9422B17AA300FB9662 /* WakeWordDetect.mlmodel */; }; + 59FB0C9722B2DBC100FB9662 /* CoreMLViewController.swift in Sources */ = {isa = PBXBuildFile; fileRef = 59FB0C9622B2DBC000FB9662 /* CoreMLViewController.swift */; }; /* End PBXBuildFile section */ /* Begin PBXContainerItemProxy section */ @@ -139,6 +140,7 @@ 59FB0C8E22B0682900FB9662 /* FFT.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = FFT.swift; sourceTree = ""; }; 59FB0C9222B17A9A00FB9662 /* WakeWordFilter.mlmodel */ = {isa = PBXFileReference; lastKnownFileType = file.mlmodel; path = WakeWordFilter.mlmodel; sourceTree = ""; }; 59FB0C9422B17AA300FB9662 /* WakeWordDetect.mlmodel */ = {isa = PBXFileReference; lastKnownFileType = file.mlmodel; path = WakeWordDetect.mlmodel; sourceTree = ""; }; + 59FB0C9622B2DBC000FB9662 /* CoreMLViewController.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = CoreMLViewController.swift; sourceTree = ""; }; /* End PBXFileReference section */ /* Begin PBXFrameworksBuildPhase section */ @@ -173,6 +175,7 @@ children = ( 59A0D5C32204E799003709C3 /* Assets.xcassets */, 59A0D5BD2204E786003709C3 /* AppleViewController.swift */, + 59FB0C9622B2DBC000FB9662 /* CoreMLViewController.swift */, 59A0D5BF2204E786003709C3 /* WakeWordViewController.swift */, 011C191F216BCA3200DB36FD /* AppDelegate.swift */, 011C1921216BCA3200DB36FD /* ViewController.swift */, @@ -526,6 +529,7 @@ 011C1920216BCA3200DB36FD /* AppDelegate.swift in Sources */, 59A0D5C02204E786003709C3 /* AppleViewController.swift in Sources */, 59A0D5C22204E786003709C3 /* WakeWordViewController.swift in Sources */, + 59FB0C9722B2DBC100FB9662 /* CoreMLViewController.swift in Sources */, ); runOnlyForDeploymentPostprocessing = 0; }; diff --git a/SpokeStackFrameworkExample/Base.lproj/Main.storyboard b/SpokeStackFrameworkExample/Base.lproj/Main.storyboard index ecc6d313..e3825db5 100644 --- a/SpokeStackFrameworkExample/Base.lproj/Main.storyboard +++ b/SpokeStackFrameworkExample/Base.lproj/Main.storyboard @@ -23,7 +23,7 @@ - + + + diff --git a/SpokeStackFrameworkExample/CoreMLViewController.swift b/SpokeStackFrameworkExample/CoreMLViewController.swift index 56fae583..28993457 100644 --- a/SpokeStackFrameworkExample/CoreMLViewController.swift +++ b/SpokeStackFrameworkExample/CoreMLViewController.swift @@ -6,4 +6,137 @@ // Copyright © 2019 Pylon AI, Inc. All rights reserved. // -import Foundation +import UIKit +import SpokeStack +import AVFoundation + +class CoreMLViewController: UIViewController { + + lazy var startRecordingButton: UIButton = { + + let button: UIButton = UIButton(frame: .zero) + + button.translatesAutoresizingMaskIntoConstraints = false + button.setTitle("Start Recording", for: .normal) + button.addTarget(self, + action: #selector(CoreMLViewController.startRecordingAction(_:)), + for: .touchUpInside) + button.setTitleColor(.purple, for: .normal) + + return button + }() + + var stopRecordingButton: UIButton = { + + let button: UIButton = UIButton(frame: .zero) + + button.translatesAutoresizingMaskIntoConstraints = false + button.setTitle("Stop Recording", for: .normal) + button.addTarget(self, + action: #selector(CoreMLViewController.stopRecordingAction(_:)), + for: .touchUpInside) + + button.setTitleColor(.purple, for: .normal) + + + return button + }() + + lazy private var pipeline: SpeechPipeline = { + + let appleConfig: RecognizerConfiguration = RecognizerConfiguration() + + return try! SpeechPipeline(.appleSpeech, + speechConfiguration: appleConfig, + speechDelegate: self, + wakewordService: .coremlWakeword, + wakewordConfiguration: WakewordConfiguration(), + wakewordDelegate: self, + pipelineDelegate: self) + }() + + override func loadView() { + + super.loadView() + self.view.backgroundColor = .white + self.title = "CoreML" + + let doneBarButtonItem: UIBarButtonItem = UIBarButtonItem(barButtonSystemItem: .done, + target: self, + action: #selector(CoreMLViewController.dismissViewController(_:))) + self.navigationItem.rightBarButtonItem = doneBarButtonItem + } + + override func viewDidLoad() { + super.viewDidLoad() + + self.view.addSubview(self.startRecordingButton) + self.view.addSubview(self.stopRecordingButton) + + self.startRecordingButton.centerYAnchor.constraint(equalTo: self.view.centerYAnchor).isActive = true + self.startRecordingButton.leftAnchor.constraint(equalTo: self.view.safeAreaLayoutGuide.leftAnchor).isActive = true + self.startRecordingButton.rightAnchor.constraint(equalTo: self.view.safeAreaLayoutGuide.rightAnchor).isActive = true + + self.stopRecordingButton.topAnchor.constraint(equalTo: self.startRecordingButton.bottomAnchor, constant: 50.0).isActive = true + self.stopRecordingButton.leftAnchor.constraint(equalTo: self.startRecordingButton.leftAnchor).isActive = true + self.stopRecordingButton.rightAnchor.constraint(equalTo: self.startRecordingButton.rightAnchor).isActive = true + } + + @objc func startRecordingAction(_ sender: Any) { + print("pipeline started") + self.pipeline.start() + } + + @objc func stopRecordingAction(_ sender: Any) { + print("pipeline finished") + self.pipeline.stop() + } + + @objc func dismissViewController(_ sender: Any?) -> Void { + self.dismiss(animated: true, completion: nil) + } +} + +extension CoreMLViewController: SpeechRecognizer, WakewordRecognizer, PipelineDelegate { + func setupFailed(_ error: String) { + print("setupFailed: " + error) + } + + func didInit() { + print("didInit") + } + + func didStop() { + print("didStop") + } + + func timeout() { + print("timeout") + } + + func activate() { + print("activate") + self.stopRecordingButton.isEnabled.toggle() + self.startRecordingButton.isEnabled.toggle() + } + + func deactivate() { + print("deactivate") + self.stopRecordingButton.isEnabled.toggle() + self.startRecordingButton.isEnabled.toggle() + } + + func didError(_ error: Error) { + print("didError \(String(describing: error))") + } + + func didRecognize(_ result: SpeechContext) { + print("didRecognize transcript \(result.transcript)") + } + + func didStart() { + print("didStart") + self.stopRecordingButton.isEnabled.toggle() + self.startRecordingButton.isEnabled.toggle() + } +} diff --git a/SpokeStackFrameworkExample/ViewController.swift b/SpokeStackFrameworkExample/ViewController.swift index 2245b1f2..eab3d820 100644 --- a/SpokeStackFrameworkExample/ViewController.swift +++ b/SpokeStackFrameworkExample/ViewController.swift @@ -16,6 +16,8 @@ class ViewController: UIViewController { @IBOutlet weak var appleButton: UIButton! @IBOutlet weak var wakeWordButton: UIButton! + + @IBOutlet weak var coreMLWakewordButton: UIButton! // MARK: View Life Cycle @@ -25,7 +27,7 @@ class ViewController: UIViewController { self.wakeWordButton.isEnabled = true } - @IBAction func appleAxction(_ sender: Any) { + @IBAction func appleAction(_ sender: Any) { let appleViewController: AppleViewController = AppleViewController() let navigationViewController: UINavigationController = UINavigationController(rootViewController: appleViewController) @@ -35,8 +37,16 @@ class ViewController: UIViewController { @IBAction func wakeWordAction(_ sender: Any) { - let wakeWordViewController: WakeWordViewController = WakeWordViewController() - let navigationViewController: UINavigationController = UINavigationController(rootViewController: wakeWordViewController) + let controller: WakeWordViewController = WakeWordViewController() + let navigationViewController: UINavigationController = UINavigationController(rootViewController: controller) + + self.present(navigationViewController, animated: true, completion: nil) + } + + @IBAction func coreMLWakewordAction(_ sender: Any) { + + let controller: CoreMLViewController = CoreMLViewController() + let navigationViewController: UINavigationController = UINavigationController(rootViewController: controller) self.present(navigationViewController, animated: true, completion: nil) } From c054f3cd3e6245b1ba652de5c64f984eb56c0034 Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Mon, 17 Jun 2019 18:31:47 -0400 Subject: [PATCH 3/6] update UI in main thread from callbacks --- .../CoreMLViewController.swift | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/SpokeStackFrameworkExample/CoreMLViewController.swift b/SpokeStackFrameworkExample/CoreMLViewController.swift index 28993457..84ce5743 100644 --- a/SpokeStackFrameworkExample/CoreMLViewController.swift +++ b/SpokeStackFrameworkExample/CoreMLViewController.swift @@ -95,6 +95,13 @@ class CoreMLViewController: UIViewController { @objc func dismissViewController(_ sender: Any?) -> Void { self.dismiss(animated: true, completion: nil) } + + func toggleStartStop() { + DispatchQueue.main.async { + self.stopRecordingButton.isEnabled.toggle() + self.startRecordingButton.isEnabled.toggle() + } + } } extension CoreMLViewController: SpeechRecognizer, WakewordRecognizer, PipelineDelegate { @@ -116,14 +123,14 @@ extension CoreMLViewController: SpeechRecognizer, WakewordRecognizer, PipelineDe func activate() { print("activate") - self.stopRecordingButton.isEnabled.toggle() - self.startRecordingButton.isEnabled.toggle() + self.toggleStartStop() + self.pipeline.activate() } func deactivate() { print("deactivate") - self.stopRecordingButton.isEnabled.toggle() - self.startRecordingButton.isEnabled.toggle() + self.toggleStartStop() + self.pipeline.deactivate() } func didError(_ error: Error) { @@ -136,7 +143,6 @@ extension CoreMLViewController: SpeechRecognizer, WakewordRecognizer, PipelineDe func didStart() { print("didStart") - self.stopRecordingButton.isEnabled.toggle() - self.startRecordingButton.isEnabled.toggle() + self.toggleStartStop() } } From 1d751e1b6b20d94105bd15510e8d2775c667d3d4 Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Mon, 17 Jun 2019 18:41:12 -0400 Subject: [PATCH 4/6] Multiplex audio frames to both VAD and model pipeline; other bug fixes --- SpokeStack/CoreMLWakewordRecognizer.swift | 74 +++++++++++++++++++---- 1 file changed, 62 insertions(+), 12 deletions(-) diff --git a/SpokeStack/CoreMLWakewordRecognizer.swift b/SpokeStack/CoreMLWakewordRecognizer.swift index 4660ee32..423ec8d5 100644 --- a/SpokeStack/CoreMLWakewordRecognizer.swift +++ b/SpokeStack/CoreMLWakewordRecognizer.swift @@ -38,8 +38,6 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { private var vad: WITVad = WITVad() private var context: SpeechContext = SpeechContext() - private var isSpeech: Bool = false - lazy private var wwfilter: WakeWordFilter = { return WakeWordFilter() }() @@ -85,6 +83,13 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { private var maxActive: Int = 0 private var activeLength: Int = 0 + /// Debugging collectors + + private var sampleCollector: Array = [] + private var fftFrameCollector: String = "" + private var filterCollector: Array = [] + private var detectCollector: String = "" + // MARK: NSObject methods deinit { @@ -143,7 +148,7 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { for (j, keyword) in wakePhraseArray.enumerated() { // verify that each keyword in the phrase is a known keyword guard let k: Int = wakeWords.index(of: keyword) else { - assertionFailure("CoreMLWakewordRecognizer parseConfiguration wakeWords did not contain wakePhraseArray value \(keyword)") + assertionFailure("CoreMLWakewordRecognizer parseConfiguration wakeWords did not contain \(keyword)") return } // TODO: verify this check is not necessary because the wakePhraseArray.count == phrases.count @@ -239,7 +244,6 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { /// MARK: Audio processing private func process(_ data: Data) -> Void { - let vadFall: Bool = self.isSpeech && !self.context.isSpeech if !self.context.isActive { /// Run the current frame through the detector pipeline. /// Activate the pipeline if a keyword phrase was detected. @@ -248,14 +252,14 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { /// Continue this wakeword (or external) activation /// for at least the minimum, until a vad deactivation or timeout self.activeLength += 1 - if (self.activeLength > self.minActive) && (vadFall || (self.activeLength > self.maxActive)) { + if (self.activeLength > self.minActive) && (!self.context.isSpeech || (self.activeLength > self.maxActive)) { self.deactivatePipeline() } } /// Always clear detector state on a vad deactivation /// this prevents detection - if vadFall { + if !self.context.isSpeech { self.reset() } } @@ -284,6 +288,8 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { sample -= self.preEmphasis * self.prevSample self.prevSample = currentSample + sampleCollector.append(sample) + /// Process the sample /// - write it to the sample sliding window /// - run the remainder of the detection pipleline if speech @@ -321,6 +327,8 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { /// Compute the stft self.fft.forward(&self.fftFrame) + self.fftFrameCollector += "\(self.fftFrame)\n" + /// Decode the FFT outputs into the filter model's input self.filter() } @@ -399,7 +407,8 @@ extension CoreMLWakewordRecognizer { } for i in 0.. Void { + /// multiplex the audio frame data to both the vad and, if activated, the model pipelines audioProcessingQueue.async {[weak self] in guard let strongSelf = self else { return } strongSelf.vad.vadSpeechFrame(data) } + if self.context.isSpeech { + audioProcessingQueue.async {[weak self] in + guard let strongSelf = self else { return } + strongSelf.process(data) + } + } } } extension CoreMLWakewordRecognizer: WITVadDelegate { public func activate(_ audioData: Data) { + /// activate the speech context print("CoreMLWakewordRecognizer activate") self.context.isSpeech = true + /// process the first frames of speech data from the vad self.process(audioData) } public func deactivate() { print("CoreMLWakewordRecognizer deactivate") self.context.isSpeech = false + //self.spit(data: sampleCollector.withUnsafeBufferPointer {Data(buffer: $0)}, fileName: "samples.txt") + //self.spit(data: fftFrameCollector.data(using: .utf8)!, fileName: "fftFrame.txt") + //self.spit(data: filterCollector.withUnsafeBufferPointer {Data(buffer: $0)}, fileName: "filterPredictions.txt") + //self.spit(data: detectCollector.data(using: .utf8)!, fileName: "detectPredictions.txt") + } + + private func spit(data: Data, fileName: String) { + let filemgr = FileManager.default + if let path = filemgr.urls(for: FileManager.SearchPathDirectory.documentDirectory, in: FileManager.SearchPathDomainMask.userDomainMask).last?.appendingPathComponent(fileName) { + if !filemgr.fileExists(atPath: path.path) { + filemgr.createFile(atPath: path.path, contents: data, attributes: nil) + print("CoreMLWakewordRecognizer spit created \(data.count) fileURL: \(path.path)") + do { + let handle = try FileHandle(forWritingTo: path) + handle.write(data) + handle.synchronizeFile() + } catch let error { + print("CoreMLWakewordRecognizer spit failed to open a handle to \(path.path) because \(error)") + } + } else { + do { + let handle = try FileHandle(forWritingTo: path) + handle.seekToEndOfFile() + handle.write(data) + handle.synchronizeFile() + print("CoreMLWakewordRecognizer spit appended \(data.count) to: \(path.path)") + } catch let error { + print("CoreMLWakewordRecognizer spit failed to open a handle to \(path.path) because \(error)") + } + } + } else { + print("CoreMLWakewordRecognizer spit failed to get a URL for \(fileName)") + } } } From 9c47d26056100b0258393d65d6592f3cf2f43e1f Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Wed, 19 Jun 2019 17:57:57 -0400 Subject: [PATCH 5/6] pipeline activation stops wakeword listening and resets vad activation status --- SpokeStack/CoreMLWakewordRecognizer.swift | 7 ++++--- SpokeStackFrameworkExample/CoreMLViewController.swift | 6 ++---- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/SpokeStack/CoreMLWakewordRecognizer.swift b/SpokeStack/CoreMLWakewordRecognizer.swift index 423ec8d5..efd98ff2 100644 --- a/SpokeStack/CoreMLWakewordRecognizer.swift +++ b/SpokeStack/CoreMLWakewordRecognizer.swift @@ -351,15 +351,16 @@ public class CoreMLWakewordRecognizer: NSObject, WakewordRecognizerService { if !self.context.isActive { self.context.isActive = true self.activeLength = 1 - // self.stopStreaming(context: self.speechContext) // TODO: necessary? - self.delegate?.activate() + self.deactivate() + self.stopStreaming(context: self.context) + self.delegate?.activate() } } private func deactivatePipeline() -> Void { if self.context.isActive { self.context.isActive = false - // self.stopStreaming(context: self.speechContext) // TODO: necessary? + self.stopStreaming(context: self.context) self.activeLength = 0 self.delegate?.deactivate() } diff --git a/SpokeStackFrameworkExample/CoreMLViewController.swift b/SpokeStackFrameworkExample/CoreMLViewController.swift index 84ce5743..d239c758 100644 --- a/SpokeStackFrameworkExample/CoreMLViewController.swift +++ b/SpokeStackFrameworkExample/CoreMLViewController.swift @@ -43,11 +43,9 @@ class CoreMLViewController: UIViewController { }() lazy private var pipeline: SpeechPipeline = { - - let appleConfig: RecognizerConfiguration = RecognizerConfiguration() - + return try! SpeechPipeline(.appleSpeech, - speechConfiguration: appleConfig, + speechConfiguration: RecognizerConfiguration(), speechDelegate: self, wakewordService: .coremlWakeword, wakewordConfiguration: WakewordConfiguration(), From bc06d04b47e7cd58d60a0fd3c4c5f3cde2379863 Mon Sep 17 00:00:00 2001 From: Noel Weichbrodt Date: Mon, 24 Jun 2019 16:13:49 -0400 Subject: [PATCH 6/6] fix dealloc memory bug in FFT complexBuffer --- SpokeStack/FFT.swift | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/SpokeStack/FFT.swift b/SpokeStack/FFT.swift index 2bf3ba54..16af78d6 100644 --- a/SpokeStack/FFT.swift +++ b/SpokeStack/FFT.swift @@ -17,8 +17,10 @@ final class FFT { private var halfSize: Int private var log2Size: Int private var fftSetup: FFTSetup - private var complexBuffer: DSPSplitComplex! - + private var real_part: Array + private var imaginary_part: Array + private var complexBuffer: DSPSplitComplex + // MARK: Initializers deinit { @@ -39,9 +41,9 @@ final class FFT { self.fftSetup = vDSP_create_fftsetup(UInt(log2Size), FFTRadix(FFT_RADIX2))! /// Init the complexBuffer - var real: Array = [Float](repeating: 0.0, count: self.halfSize) - var imaginary: Array = [Float](repeating: 0.0, count: self.halfSize) - self.complexBuffer = DSPSplitComplex(realp: &real, imagp: &imaginary) + self.real_part = [Float](repeating: 0.0, count: self.halfSize) + self.imaginary_part = [Float](repeating: 0.0, count: self.halfSize) + self.complexBuffer = DSPSplitComplex(realp: &real_part, imagp: &imaginary_part) } // MARK: Public (methods) @@ -54,10 +56,10 @@ final class FFT { } /// Perform a forward FFT - vDSP_fft_zrip(self.fftSetup, &(self.complexBuffer!), 1, UInt(self.log2Size), Int32(FFT_FORWARD)) + vDSP_fft_zrip(self.fftSetup, &(self.complexBuffer), 1, UInt(self.log2Size), Int32(FFT_FORWARD)) /// Store and square (for better visualization & conversion to db) the magnitudes - vDSP_zvmags(&(self.complexBuffer!), 1, &buffer, 1, UInt(self.halfSize)) + vDSP_zvmags(&(self.complexBuffer), 1, &buffer, 1, UInt(self.halfSize)) buffer[0] = self.complexBuffer.realp[0] * self.complexBuffer.realp[0] buffer[self.halfSize] = self.complexBuffer.imagp[0] * self.complexBuffer.imagp[0] for i in 0..

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