Swift API for speaker diarization (#1404)
This commit is contained in:
56
swift-api-examples/speaker-diarization.swift
Normal file
56
swift-api-examples/speaker-diarization.swift
Normal file
@@ -0,0 +1,56 @@
|
||||
import AVFoundation
|
||||
|
||||
extension AudioBuffer {
|
||||
func array() -> [Float] {
|
||||
return Array(UnsafeBufferPointer(self))
|
||||
}
|
||||
}
|
||||
|
||||
extension AVAudioPCMBuffer {
|
||||
func array() -> [Float] {
|
||||
return self.audioBufferList.pointee.mBuffers.array()
|
||||
}
|
||||
}
|
||||
|
||||
func run() {
|
||||
let segmentationModel = "./sherpa-onnx-pyannote-segmentation-3-0/model.onnx"
|
||||
let embeddingExtractorModel = "./3dspeaker_speech_eres2net_base_sv_zh-cn_3dspeaker_16k.onnx"
|
||||
let waveFilename = "./0-four-speakers-zh.wav"
|
||||
|
||||
// There are 4 speakers in ./0-four-speakers-zh.wav, so we use 4 here
|
||||
let numSpeakers = 4
|
||||
var config = sherpaOnnxOfflineSpeakerDiarizationConfig(
|
||||
segmentation: sherpaOnnxOfflineSpeakerSegmentationModelConfig(
|
||||
pyannote: sherpaOnnxOfflineSpeakerSegmentationPyannoteModelConfig(model: segmentationModel)),
|
||||
embedding: sherpaOnnxSpeakerEmbeddingExtractorConfig(model: embeddingExtractorModel),
|
||||
clustering: sherpaOnnxFastClusteringConfig(numClusters: numSpeakers)
|
||||
)
|
||||
|
||||
let sd = SherpaOnnxOfflineSpeakerDiarizationWrapper(config: &config)
|
||||
|
||||
let fileURL: NSURL = NSURL(fileURLWithPath: waveFilename)
|
||||
let audioFile = try! AVAudioFile(forReading: fileURL as URL)
|
||||
|
||||
let audioFormat = audioFile.processingFormat
|
||||
assert(Int(audioFormat.sampleRate) == sd.sampleRate)
|
||||
assert(audioFormat.channelCount == 1)
|
||||
assert(audioFormat.commonFormat == AVAudioCommonFormat.pcmFormatFloat32)
|
||||
|
||||
let audioFrameCount = UInt32(audioFile.length)
|
||||
let audioFileBuffer = AVAudioPCMBuffer(pcmFormat: audioFormat, frameCapacity: audioFrameCount)
|
||||
|
||||
try! audioFile.read(into: audioFileBuffer!)
|
||||
let array: [Float]! = audioFileBuffer?.array()
|
||||
print("Started!")
|
||||
let segments = sd.process(samples: array)
|
||||
for i in 0..<segments.count {
|
||||
print("\(segments[i].start) -- \(segments[i].end) speaker_\(segments[i].speaker)")
|
||||
}
|
||||
}
|
||||
|
||||
@main
|
||||
struct App {
|
||||
static func main() {
|
||||
run()
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user