package main import ( "bytes" "encoding/binary" sherpa "github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx" flag "github.com/spf13/pflag" "github.com/youpy/go-wav" "log" "os" "strings" ) func main() { log.SetFlags(log.LstdFlags | log.Lmicroseconds) config := sherpa.OnlineRecognizerConfig{} config.FeatConfig = sherpa.FeatureConfig{SampleRate: 16000, FeatureDim: 80} flag.StringVar(&config.ModelConfig.Transducer.Encoder, "encoder", "", "Path to the transducer encoder model") flag.StringVar(&config.ModelConfig.Transducer.Decoder, "decoder", "", "Path to the transducer decoder model") flag.StringVar(&config.ModelConfig.Transducer.Joiner, "joiner", "", "Path to the transducer joiner model") flag.StringVar(&config.ModelConfig.Paraformer.Encoder, "paraformer-encoder", "", "Path to the paraformer encoder model") flag.StringVar(&config.ModelConfig.Paraformer.Decoder, "paraformer-decoder", "", "Path to the paraformer decoder model") flag.StringVar(&config.ModelConfig.Zipformer2Ctc.Model, "zipformer2-ctc", "", "Path to the zipformer2 CTC model") flag.StringVar(&config.ModelConfig.Tokens, "tokens", "", "Path to the tokens file") flag.IntVar(&config.ModelConfig.NumThreads, "num-threads", 1, "Number of threads for computing") flag.IntVar(&config.ModelConfig.Debug, "debug", 0, "Whether to show debug message") flag.StringVar(&config.ModelConfig.ModelType, "model-type", "", "Optional. Used for loading the model in a faster way") flag.StringVar(&config.ModelConfig.Provider, "provider", "cpu", "Provider to use") flag.StringVar(&config.DecodingMethod, "decoding-method", "greedy_search", "Decoding method. Possible values: greedy_search, modified_beam_search") flag.IntVar(&config.MaxActivePaths, "max-active-paths", 4, "Used only when --decoding-method is modified_beam_search") flag.Parse() if len(flag.Args()) != 1 { log.Fatalf("Please provide one wave file") } log.Println("Reading", flag.Arg(0)) samples, sampleRate := readWave(flag.Arg(0)) log.Println("Initializing recognizer (may take several seconds)") recognizer := sherpa.NewOnlineRecognizer(&config) log.Println("Recognizer created!") defer sherpa.DeleteOnlineRecognizer(recognizer) log.Println("Start decoding!") stream := sherpa.NewOnlineStream(recognizer) defer sherpa.DeleteOnlineStream(stream) stream.AcceptWaveform(sampleRate, samples) tailPadding := make([]float32, int(float32(sampleRate)*0.3)) stream.AcceptWaveform(sampleRate, tailPadding) for recognizer.IsReady(stream) { recognizer.Decode(stream) } log.Println("Decoding done!") result := recognizer.GetResult(stream) log.Println(strings.ToLower(result.Text)) log.Printf("Wave duration: %v seconds", float32(len(samples))/float32(sampleRate)) } func readWave(filename string) (samples []float32, sampleRate int) { file, _ := os.Open(filename) defer file.Close() reader := wav.NewReader(file) format, err := reader.Format() if err != nil { log.Fatalf("Failed to read wave format") } if format.AudioFormat != 1 { log.Fatalf("Support only PCM format. Given: %v\n", format.AudioFormat) } if format.NumChannels != 1 { log.Fatalf("Support only 1 channel wave file. Given: %v\n", format.NumChannels) } if format.BitsPerSample != 16 { log.Fatalf("Support only 16-bit per sample. Given: %v\n", format.BitsPerSample) } reader.Duration() // so that it initializes reader.Size buf := make([]byte, reader.Size) n, err := reader.Read(buf) if n != int(reader.Size) { log.Fatalf("Failed to read %v bytes. Returned %v bytes\n", reader.Size, n) } samples = samplesInt16ToFloat(buf) sampleRate = int(format.SampleRate) return } func samplesInt16ToFloat(inSamples []byte) []float32 { numSamples := len(inSamples) / 2 outSamples := make([]float32, numSamples) for i := 0; i != numSamples; i++ { s := inSamples[i*2 : (i+1)*2] var s16 int16 buf := bytes.NewReader(s) err := binary.Read(buf, binary.LittleEndian, &s16) if err != nil { log.Fatal("Failed to parse 16-bit sample") } outSamples[i] = float32(s16) / 32768 } return outSamples }