Add go-api-examples (#219)
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go-api-examples/real-time-speech-recognition-from-microphone/.gitignore
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go-api-examples/real-time-speech-recognition-from-microphone/.gitignore
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real-time-speech-recognition-from-microphone
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# Introduction
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This examples shows how to use the golang package of [sherpa-onnx][sherpa-onnx]
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for real-time speech recognition from microphone.
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It uses <https://github.com/gordonklaus/portaudio>
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to read the microphone and you have to install `portaudio` first.
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On macOS, you can use
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```
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brew install portaudio
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```
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and it will install `portaudio` into `/usr/local/Cellar/portaudio/19.7.0`.
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You need to set the following environment variable
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```
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export PKG_CONFIG_PATH=/usr/local/Cellar/portaudio/19.7.0
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```
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so that `pkg-config --cflags --libs portaudio-2.0` can run successfully.
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[sherpa-onnx]: https://github.com/k2-fsa/sherpa-onnx
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module real-time-speech-recognition-from-microphone
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go 1.20
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require (
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github.com/gordonklaus/portaudio v0.0.0-20230709114228-aafa478834f5
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github.com/k2-fsa/sherpa-onnx-go v1.5.3-alpha.8
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github.com/spf13/pflag v1.0.5
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)
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require (
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github.com/k2-fsa/sherpa-onnx-go-linux v1.5.3-alpha.6 // indirect
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github.com/k2-fsa/sherpa-onnx-go-macos v1.5.3-alpha.4 // indirect
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github.com/k2-fsa/sherpa-onnx-go-windows v1.5.3-alpha.5 // indirect
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)
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github.com/gordonklaus/portaudio v0.0.0-20230709114228-aafa478834f5 h1:5AlozfqaVjGYGhms2OsdUyfdJME76E6rx5MdGpjzZpc=
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github.com/gordonklaus/portaudio v0.0.0-20230709114228-aafa478834f5/go.mod h1:WY8R6YKlI2ZI3UyzFk7P6yGSuS+hFwNtEzrexRyD7Es=
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github.com/k2-fsa/sherpa-onnx-go v1.5.3-alpha.8 h1:BXc31pWwd7CJLM6m9HavxqiyYJdN3Jc9I26pd4x+JHE=
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github.com/k2-fsa/sherpa-onnx-go v1.5.3-alpha.8/go.mod h1:kszL/pwg9XTpRGi1AYW/aSwdhRBqb6LN0SjXR0jnsBo=
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github.com/k2-fsa/sherpa-onnx-go-linux v1.5.3-alpha.6 h1:o0+l4Wr3IWkWH+kdt8ZZP55L8mRSpW7h1KzvXcfx9FM=
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github.com/k2-fsa/sherpa-onnx-go-linux v1.5.3-alpha.6/go.mod h1:9kU02PSdDdzBApwIDBmE2jWS54WvZbRafOEvW/PVLxE=
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github.com/k2-fsa/sherpa-onnx-go-macos v1.5.3-alpha.4 h1:Xri23R3+tQFkNwO6zVxqZbjMRJP40z7JtoSqW6UP6sM=
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github.com/k2-fsa/sherpa-onnx-go-macos v1.5.3-alpha.4/go.mod h1:a+AJZKNQkFO+JyzGkHySysYfBzzdcoJI5ITFsnhVcmo=
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github.com/k2-fsa/sherpa-onnx-go-windows v1.5.3-alpha.5 h1:OR1LLoptR8W35j5u06KrYUblG35B83HHCPWrVK31uHY=
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github.com/k2-fsa/sherpa-onnx-go-windows v1.5.3-alpha.5/go.mod h1:ermMOETZUv0nM7MmnXWqeHREMR6zQXBhJpEP2fbHIZo=
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github.com/spf13/pflag v1.0.5 h1:iy+VFUOCP1a+8yFto/drg2CJ5u0yRoB7fZw3DKv/JXA=
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github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg=
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package main
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import (
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"github.com/gordonklaus/portaudio"
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sherpa "github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx"
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flag "github.com/spf13/pflag"
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"strings"
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"fmt"
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"log"
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)
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func main() {
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err := portaudio.Initialize()
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if err != nil {
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log.Fatalf("Unable to initialize portaudio: %v\n", err)
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}
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defer portaudio.Terminate()
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default_device, err := portaudio.DefaultInputDevice()
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if err != nil {
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log.Fatal("Failed to get default input device: %v\n", err)
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}
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fmt.Printf("Select default input device: %s\n", default_device.Name)
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param := portaudio.StreamParameters{}
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param.Input.Device = default_device
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param.Input.Channels = 1
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param.Input.Latency = default_device.DefaultLowInputLatency
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param.SampleRate = 16000
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param.FramesPerBuffer = 0
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param.Flags = portaudio.ClipOff
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config := sherpa.OnlineRecognizerConfig{}
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config.FeatConfig = sherpa.FeatureConfig{SampleRate: 16000, FeatureDim: 80}
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flag.StringVar(&config.ModelConfig.Encoder, "encoder", "", "Path to the encoder model")
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flag.StringVar(&config.ModelConfig.Decoder, "decoder", "", "Path to the decoder model")
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flag.StringVar(&config.ModelConfig.Joiner, "joiner", "", "Path to the joiner model")
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flag.StringVar(&config.ModelConfig.Tokens, "tokens", "", "Path to the tokens file")
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flag.IntVar(&config.ModelConfig.NumThreads, "num-threads", 1, "Number of threads for computing")
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flag.IntVar(&config.ModelConfig.Debug, "debug", 0, "Whether to show debug message")
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flag.StringVar(&config.ModelConfig.ModelType, "model-type", "", "Optional. Used for loading the model in a faster way")
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flag.StringVar(&config.ModelConfig.Provider, "provider", "cpu", "Provider to use")
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flag.StringVar(&config.DecodingMethod, "decoding-method", "greedy_search", "Decoding method. Possible values: greedy_search, modified_beam_search")
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flag.IntVar(&config.MaxActivePaths, "max-active-paths", 4, "Used only when --decoding-method is modified_beam_search")
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flag.IntVar(&config.EnableEndpoint, "enable-endpoint", 1, "Whether to enable endpoint")
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flag.Float32Var(&config.Rule1MinTrailingSilence, "rule1-min-trailing-silence", 2.4, "Threshold for rule1")
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flag.Float32Var(&config.Rule2MinTrailingSilence, "rule2-min-trailing-silence", 1.2, "Threshold for rule2")
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flag.Float32Var(&config.Rule3MinUtteranceLength, "rule3-min-utterance-length", 20, "Threshold for rule3")
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flag.Parse()
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log.Println("Initializing recognizer (may take several seconds)")
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recognizer := sherpa.NewOnlineRecognizer(&config)
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log.Println("Recognizer created!")
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defer sherpa.DeleteOnlineRecognizer(recognizer)
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stream := sherpa.NewOnlineStream(recognizer)
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// you can choose another value for 0.1 if you want
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samplesPerCall := int32(param.SampleRate * 0.1) // 0.1 second
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samples := make([]float32, samplesPerCall)
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s, err := portaudio.OpenStream(param, samples)
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if err != nil {
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log.Fatalf("Failed to open the stream")
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}
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defer s.Close()
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chk(s.Start())
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var last_text string
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segment_idx := 0
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fmt.Println("Started! Please speak")
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for {
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chk(s.Read())
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stream.AcceptWaveform(int(param.SampleRate), samples)
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for recognizer.IsReady(stream) {
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recognizer.Decode(stream)
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}
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text := recognizer.GetResult(stream).Text
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if len(text) != 0 && last_text != text {
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last_text = strings.ToLower(text)
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fmt.Printf("\r%d: %s", segment_idx, last_text)
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}
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if recognizer.IsEndpoint(stream) {
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if len(text) != 0 {
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segment_idx++
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fmt.Println()
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}
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recognizer.Reset(stream)
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}
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}
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chk(s.Stop())
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return
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}
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func chk(err error) {
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if err != nil {
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panic(err)
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}
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}
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15
go-api-examples/real-time-speech-recognition-from-microphone/run.sh
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15
go-api-examples/real-time-speech-recognition-from-microphone/run.sh
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#!/usr/bin/env bash
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# Please refer to
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# https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#pkufool-icefall-asr-zipformer-streaming-wenetspeech-20230615-chinese
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# to download the model
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# before you run this script.
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#
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# You can switch to different online models if you need
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./real-time-speech-recognition-from-microphone \
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--encoder ./icefall-asr-zipformer-streaming-wenetspeech-20230615/exp/encoder-epoch-12-avg-4-chunk-16-left-128.onnx \
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--decoder ./icefall-asr-zipformer-streaming-wenetspeech-20230615/exp/decoder-epoch-12-avg-4-chunk-16-left-128.onnx \
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--joiner ./icefall-asr-zipformer-streaming-wenetspeech-20230615/exp/joiner-epoch-12-avg-4-chunk-16-left-128.onnx \
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--tokens ./icefall-asr-zipformer-streaming-wenetspeech-20230615/data/lang_char/tokens.txt \
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--model-type zipformer2
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