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Golang 基于chrome浏览器语音识别web演示系统WebHTK开发之 HTML5

发布时间:2020-12-16 18:55:48 所属栏目:大数据 来源:网络整理
导读:学院与科大讯飞合作“厦门大学-科大讯飞闽南语语音与语言联合实验室”,第一阶段的语音识别演示系统,可能只是简单的闽南语孤立词识别。现成的演示系统有去年写的android演示程序。打算再写个PC端的演示系统,基本的引擎已经搭建好,后续界面和数据库方面再

学院与科大讯飞合作“厦门大学-科大讯飞闽南语语音与语言联合实验室”,第一阶段的语音识别演示系统,可能只是简单的闽南语孤立词识别。现成的演示系统有去年写的android演示程序。打算再写个PC端的演示系统,基本的引擎已经搭建好,后续界面和数据库方面再调整优化。再来,最近学习Golang,怎么可以不用上呢?web版演示系统,golang(Beego框架)(后端) + HTML5(前端) + MongoDB(数据库)。

本节,主要讲解web前端的录音工作,以及通过HTML5 websocket传输音频流数据到后端并保存。

来看下代码:

record.html:

<!DOCTYPE HTML>
<html lang="en">
    <head>
        <meta charset = "utf-8"/>
        <title>PONPON Chat by WebSockets</title>
        <script type="text/javascript" src="/static/lib/recorder.js"> </script>
        <script type="text/javascript" src="/static/lib/jquery-1.10.1.min.js"> </script>
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
        <style type='text/css'>
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
        </style>
    </head>
    <body>
        <audio controls autoplay></audio>
      <form>
       <input type="button" id="record" value="录音">
       <input type="button" id="export" value="发送">
       </form>
       <div id="message"></div>
    </body>
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
    <script type='text/javascript'>
            //回调函数
            var onFail = function(e) {
                console.log('Rejected!',e);
            };                                                                                                                                                                                                                //回调函数                                        
            var onSuccess = function(s) {
                var context = new webkitAudioContext();
                var mediaStreamSource = context.createMediaStreamSource(s);
                rec = new Recorder(mediaStreamSource);
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
            }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
            //window.URL = URL || window.URL || window.webkitURL;
            navigator.getUserMedia  = navigator.getUserMedia ||
navigator.webkitGetUserMedia || navigator.mozGetUserMedia ||
navigator.msGetUserMedia;
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
            var rec;
            var audio = document.querySelector('#audio');
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
            function startRecording() {
                if (navigator.getUserMedia) {
        //onSuccess,onFail分别为getUserMedia成功或失败的回调函数
                    navigator.getUserMedia({audio: true},onSuccess,onFail);
                } else {
                    console.log('navigator.getUserMedia not present');
                }
            }
            startRecording();
            //--------------------
            $('#record').click(function() {
                rec.record();
               var dd = ws.send("start");
                $("#message").text("Click export to stop recording");
                                                                                                                                                                                                                                                        
                /*
                  setInterval函数,看到后面3000没?意思是周期为3000毫
                  秒,每过3000毫秒,执行一次前面的function,在此处就是
                  执行function内的rec.clear()和ws.send(blob),直到
                  clearInterval(intervalKey)函数出现则停止
                 */
                intervalKey = setInterval(function() {
                    rec.exportWAV(function(blob) {           
                        rec.clear();
                        ws.send(blob);
                        //audio.src = URL.createObjectURL(blob);
                    });
                },3000);
            });
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
            $('#export').click(function() {
                // first send the stop command
                rec.stop();
                ws.send("stop");
                clearInterval(intervalKey);
                $("#message").text("已发送到服务器!");
            });
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
            var ws = new WebSocket('ws://' + window.location.host + '/record/join');
            ws.onopen = function () {
                console.log("Openened connection to websocket");
            };
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
            ws.onclose = function (){
                 console.log("Close connection to websocket");
            }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
            ws.onerror = function (){
                console.log("Cannot connection to websocket");
            }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
            ws.onmessage = function(e) {
                audio.src = URL.createObjectURL(e.data);
            }
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    
        </script>
</html>

这段代码关键在于navigator.getUserMedia来获得客户端的媒体资源。进入该页面,将向chrome浏览器客户端请求媒体资源。请求成功后:

//创建webkitAudio资源
var context = new webkitAudioContext();
                                                                                                                                                                                                                                                                                                                                                                                                                                                      
//创建媒体流
 var mediaStreamSource = context.createMediaStreamSource(s);
                                                                                                                                                                                                                                                                                                                                                                                                                                                      
//录音实例
rec = new Recorder(mediaStreamSource);


开始录音,执行rec.record(),看下recorder.js:

(function(window) {
    var WORKER_PATH = '/static/lib/recorderWorker.js';
                                                                                                                                                                                                                                                                                                                                                                                                                                         
    var Recorder = function(source,cfg) {
        var config = cfg || {};
        var bufferLen = config.bufferLen || 4096*2;
        this.context = source.context;
        /*
         下面 createJavaScriptNode()中后两个参数分别为
         输入、输出声道数。1指单声道,2指多声道
        */
        this.node = this.context.createJavaScriptNode(bufferLen,2,2);
        var worker = new Worker(config.workerPath || WORKER_PATH);
        worker.postMessage({
            command: 'init',config: {
                sampleRate: this.context.sampleRate
            }
        });
        var recording = false,currCallback;
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.node.onaudioprocess = function(e) {
            if (!recording) return;
            worker.postMessage({
                command: 'record',buffer: [
                    //获得左声道数据
                    e.inputBuffer.getChannelData(0),//获得右声道数据
                    e.inputBuffer.getChannelData(1)
                ]
            });
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.configure = function(cfg) {
            for (var prop in cfg) {
                if (cfg.hasOwnProperty(prop)) {
                    config[prop] = cfg[prop];
                }
            }
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.record = function() {
            recording = true;
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.stop = function() {
            recording = false;
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.clear = function() {
                                                                                                                                                                                                                                                                                                                                                                                                                                         
            worker.postMessage({
                command: 'clear'
            });
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.getBuffer = function(cb) {
            currCallback = cb || config.callback;
            worker.postMessage({
                command: 'getBuffer'
            })
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        this.exportWAV = function(cb,type) {
            currCallback = cb || config.callback;
            type = type || config.type || 'audio/wav';
            if (!currCallback) throw new Error('Callback not set');
            worker.postMessage({
                command: 'exportWAV',type: type
            });
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        worker.onmessage = function(e) {
            var blob = e.data;
            currCallback(blob);
        }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
        source.connect(this.node);
        this.node.connect(this.context.destination); //this should not be necessary
    };
                                                                                                                                                                                                                                                                                                                                                                                                                                         
    Recorder.forceDownload = function(blob,filename) {
        var url = (window.URL || window.webkitURL).createObjectURL(blob);
        alert(url);
        var link = window.document.createElement('a');
        link.href = url;
        link.download = filename || 'output.wav';
        var click = document.createEvent("Event");
        click.initEvent("click",true,true);
        link.dispatchEvent(click);
    }
                                                                                                                                                                                                                                                                                                                                                                                                                                         
    window.Recorder = Recorder;
                                                                                                                                                                                                                                                                                                                                                                                                                                         
})(window);

开始录音后,执行this.node.onaudioprocess,从录音缓冲去录音samples数据,注意:

worker.postMessage({
                command: 'record',buffer: [
                    e.inputBuffer.getChannelData(0),e.inputBuffer.getChannelData(1)
                ]
            });


buffer将从录音设备获取两个声道的数据。


recorderWorker.js

var recLength = 0,recBuffersL = [],recBuffersR = [],sampleRate;
                                                                                                                                                                                                                                                                                                                                                                                                  
this.onmessage = function(e) {
    switch (e.data.command) {
        case 'init':
            init(e.data.config);
            break;
        case 'record':
            record(e.data.buffer);
            break;
        case 'exportWAV':
            exportWAV(e.data.type);
            break;
        case 'getBuffer':
            getBuffer();
            break;
        case 'clear':
            clear();
            break;
    }
};
                                                                                                                                                                                                                                                                                                                                                                                                   
function init(config) {
    sampleRate = config.sampleRate ;
}
                                                                                                                                                                                                                                                                                                                                                                                                   
//从录音设备获得两个声道的数据
function record(inputBuffer) {
    recBuffersL.push(inputBuffer[0]);
    recBuffersR.push(inputBuffer[1]);
    recLength += inputBuffer[0].length;
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//发送处理好的dataview数据
function exportWAV(type) {
    var bufferL = mergeBuffers(recBuffersL,recLength);
    var bufferR = mergeBuffers(recBuffersR,recLength);
    var interleaved = interleave(bufferL,bufferR);
    var dataview = encodeWAV(interleaved);
    var audioBlob = new Blob([dataview],{
        type: type
    });
    this.postMessage(audioBlob);
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//从录音缓冲读取数据存入发送缓冲
function getBuffer() {
    var buffers = [];
    buffers.push(mergeBuffers(recBuffersL,recLength));
    buffers.push( mergeBuffers(recBuffersR,recLength) );
    this.postMessage(buffers);
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//清除录音缓冲数据
function clear(inputBuffer) {
    recLength = 0;
    recBuffersL = [];
    recBuffersR = [];
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//合并数据
function mergeBuffers(recBuffers,recLength) {
    var result = new Float32Array(recLength);
    var offset = 0;
    for (var i = 0; i < recBuffers.length; i++) {
        result.set(recBuffers[i],offset);
        offset += recBuffers[i].length;
    }
    return result;
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//合并交错左右声道数据
function interleave(inputL,inputR){
// function interleave(inputL) {
    var length = inputL.length + inputR.length ;
    var result = new Float32Array(length);
                                                                                                                                                                                                                                                                                                                                                                                                  
    var index = 0,inputIndex = 0;
                                                                                                                                                                                                                                                                                                                                                                                                  
    while (index < length) {
        result[index++] = inputL[inputIndex];
        result[index++] = inputR[inputIndex];
        inputIndex++;
    }
    return result;
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//数据转码16bit
function floatTo16BitPCM(output,offset,input) {
    for (var i = 0; i < input.length; i++,offset += 2) {
        var s = Math.max(-1,Math.min(1,input[i]));
        output.setInt16(offset,s < 0 ? s * 0x8000 : s * 0x7FFF,true);
    }
}
                                                                                                                                                                                                                                                                                                                                                                                                  
function writeString(view,string) {
    for (var i = 0; i < string.length; i++) {
        view.setUint8(offset + i,string.charCodeAt(i));
    }
}
                                                                                                                                                                                                                                                                                                                                                                                                  
//写入44位 wav数据头
function encodeWAV(samples) {
                                                                                                                                                                                                                                                                                                                                                                                                    
    var buffer = new ArrayBuffer(44 + samples.length * 2);
    var view = new DataView(buffer);
                                                                                                                                                                                                                                                                                                                                                                                                  
    /* RIFF identifier */
    writeString(view,'RIFF');
    /* file length */
    view.setUint32(4,32 + samples.length * 2,true);
    /* RIFF type */
    writeString(view,8,'WAVE');
    /* format chunk identifier */
    writeString(view,12,'fmt ');
    /* format chunk length */
    view.setUint32(16,16,true);
    /* sample format (raw) */
    view.setUint16(20,1,true);
    /* channel count */
    view.setUint16(22,true);
    /* sample rate */
    view.setUint32(24,sampleRate,true);
    /* byte rate (sample rate * block align) */
    view.setUint32(28,sampleRate * 4,true);
    /* block align (channel count * bytes per sample) */
    view.setUint16(32,4,true);
    /* bits per sample */
    view.setUint16(34,true);
    /* data chunk identifier */
    writeString(view,36,'data');
    /* data chunk length */
    view.setUint32(40,samples.length * 2,true);
    floatTo16BitPCM(view,44,samples);
    return view;
}

目前,只能录制48000Hz 16Bit 数据。我调整了录制参数,所需目标格式为8000Hz 16Bit Mono语音数据,但是失败了,录制出的数据仍然是48000Hz 16Bit。由于对前端javascript代码完全不了解,后续再来研究怎么解决这个录音格式的问题。

补:录制单声道的话,在recorder.js中修改this.context.createJavaScriptNode(bufferLen,1),在recorderWorker.js中把右声道的数据都砍掉就ok了。


再回头看record.html中:

//进入页面服务器发送websocket握手请求
var ws = new WebSocket('ws://' + window.location.host + '/record/join');
                                                                                                                                                                                                                                                                                                  
  //握手成功
   ws.onopen = function () {
         console.log("Openened connection to websocket");
   };
  //断开连接
   ws.onclose = function (){
         console.log("Close connection to websocket");
   }
  //握手失败
   ws.onerror = function (){
         console.log("Cannot connection to websocket");
   }


每次刷新登入该页面,客户端就会向服务器发送websocket握手请求,握手成功后,js代码中录好音之后 将ws.send(数据)对应到button上,点击按钮就可发送数据了。

golang beego框架后端怎么来处理数据呢?在页面对应的controllers上的代码上定义controller的join方法,代码较为简陋,初步实现功能,后续加上channel等来完善:

package controllers
                                                                                                                                                                                                                                                   
import (
    "bufio"
    "github.com/astaxie/beego"
    "github.com/garyburd/go-websocket/websocket"
    "net/http"
    "os"
    "path"
    "strings"
)
                                                                                                                                                                                                                                                   
type RecordController struct {
    beego.Controller
}
                                                                                                                                                                                                                                                   
func (this *RecordController) Join() {
    //获取请求端的IP地址
    remoteAddr := strings.Split(this.Ctx.Request.RemoteAddr,":")[0]
    mlogger.i("Reciving Record Data From Host: " + remoteAddr)
                                                                                                                                                                                                                                              
    //获取websocket的连接实例
    ws,err := websocket.Upgrade(this.Ctx.ResponseWriter,this.Ctx.Request.Header,nil,1024,1024)
    if _,ok := err.(websocket.HandshakeError); ok {
    http.Error(this.Ctx.ResponseWriter,"Not a websocket handshake",400)
        return
    } else if err != nil {
    beego.Error("Cannot setup WebSocket connection:",err)
    return
    }
                                                                                                                                                                                                                                                    
    //以IP地址作为保存wav文件的文件名
    wavName := "record/" + remoteAddr + ".wav"
                                                                                                                                                                                                                                                    
    os.MkdirAll(path.Dir(wavName),os.ModePerm)
    _,e := os.Stat(wavName)
    if e == nil {
        //删除已有wav文件
        os.Remove(wavName)
    }
                                                                                                                                                                                                                                                   
    f,err := os.Create(wavName)
    mlogger.i("Host:  " + remoteAddr + "  creating file handler  ...")
    defer f.Close()
    if err != nil {
        mlogger.e(err)
            return
    }
                                                                                                                                                                                                                                                   
    w := bufio.NewWriter(f)
                                                                                                                                                                                                                                                   
    for {
    //从websocket上读取数据流
    _,p,err := ws.ReadMessage()
    if err != nil {
        mlogger.i("Host:  " + remoteAddr + "  disconnected ...")
        break
    }
                                                                                                                                                                                                                                                   
    length := len(p)
                                                                                                                                                                                                                                                   
    if  length == 4 || length == 5 {
    //length == 4,说明在web上发送ws.send('stop')
    //length == 5,说明在web上发送ws.send('start')
                                                                                                                                                                                                                                      
        action := string(p)
        mlogger.i("Client's action: " + action + " recording !")
                                                                                                                                                                                                                                                              
            if action == "stop" {
        goto SAVE
        } else {
        goto RESTART
        }
    }
                                                                                                                                                                                                                                                   
    w.Write(p)
    continue
                                                                                                                                                                                                                                                   
SAVE:
    mlogger.i("Host:  " + remoteAddr + "  saving wav file wav ...")
    w.Flush()
    mlogger.i("Host:  " + remoteAddr + "  flushing writer ...")
    f.Close()
    mlogger.i("Host:  " + remoteAddr + "  closing the file handler ...")
    continue
                                                                                                                                                                                                                                                    
RESTART:
    os.Remove(wavName)
                                                                                                                                                                                                                                                   
    f,err = os.Create(wavName)
    mlogger.i("Host:  " + remoteAddr + "  creating file handler  ...")
    // defer f.Close()
    if err != nil {
        mlogger.e(err)
        return
    }
                                                                                                                                                                                                                                                    
    w = bufio.NewWriter(f)
    }
    return
}

在路由设置上:

beego.Router("/record",&controllers.RecordController{})
beego.Router("/record/join",&controllers.RecordController{},"get:Join")


补:

注意到在record.html中:

intervalKey = setInterval(function() {
rec.exportWAV(function(blob) {              
rec.clear();
ws.send(blob);  
});
},3000);

setInterval函数中function里ws.send(blob)每过3秒就往服务器发送blob数据,在 recorderWorker.js中的encordWAV函数中,往裸语音数据数据加44位wav头数据,而数据的长度一直是本周期内所录语音数据的长度,这就会出现,最后在服务器保存了3秒以上的数据,但是读到的wav头中关于数据长度的值则只有3秒或3秒以内。并且,每次都往数据wav头也是不对的,44位wav并不是有效的语音数据。所以在recorderWorker.js中应修改encordWAV代码:

function encodeWAV(samples) {
    var buffer = new ArrayBuffer(samples.length * 2);
    var view = new DataView(buffer);
    floatTo16BitPCM(view,samples);
    return view;
}


这样就直接往服务器传输裸语音数据流,在record.html上点击发送按钮的事件函数里,添加

$('#export').click(function() {
               rec.stop();
               if (intervalKey==null) {
               $("#message").text("请先录音再发送!");
                   return
               };
                ws.send(sampleRate);
                    ws.send(channels);
                     console.log('sampleRate:'+sampleRate+',channels:'+channels);
               ws.send("stop");
                 rec.clear();
               clearInterval(intervalKey);
               $("#message").text("已发送到服务器!");
           });


服务器就能收到收到数据的samplerate采样率,channels声道数。相应的在golang服务器代码join方法中,添加写44位wav头的代码,把这数据头写在裸语音数据缓存的最前端并保存wav文件即可:

type wavHeader []byte
                                   
//wav 44位文件头
func SetHeader(sampleRate int,channel int,length uint32) (header wavHeader) {
    header = make([]byte,44)
                                   
    chunkSize := length + 36
    header[0] = 'R'
    header[1] = 'I'
    header[2] = 'F'
    header[3] = 'F'
    header[4] = byte(chunkSize & 0xff)
    header[5] = byte((chunkSize >> 8) & 0xff)
    header[6] = byte((chunkSize >> 16) & 0xff)
    header[7] = byte((chunkSize >> 24) & 0xff)
    header[8] = 'W'
    header[9] = 'A'
    header[10] = 'V'
    header[11] = 'E'
    header[12] = 'f'
    header[13] = 'm'
    header[14] = 't'
    header[15] = ' '
    header[16] = 16
    header[17] = 0
    header[18] = 0
    header[19] = 0
    header[20] = 1
    header[21] = 0
    header[22] = byte(channel & 0xff) //1 or 2
    header[23] = 0
    header[24] = byte(sampleRate & 0xff)   //64 8000
    header[25] = byte((sampleRate >> 8) & 0xff)  //31 8000
    header[26] = byte((sampleRate >> 16) & 0xff)   //0
    header[27] = byte((sampleRate >> 24) & 0xff)   //0
    header[28] = byte((sampleRate * 2 * channel) & 0xff) //128 800
    header[29] = byte((sampleRate * 2 * channel) >> 8 & 0xff) //62
    header[30] = byte((sampleRate * 2 * channel) >> 16 & 0xff) //0
    header[31] = byte((sampleRate * 2 * channel) >> 24 & 0xff) //0
    header[32] = byte((channel * 2) & 0xff)       //2 or 4
    header[33] = 0
    header[34] = 16
    header[35] = 0
    header[36] = 'd'
    header[37] = 'a'
    header[38] = 't'
    header[39] = 'a'
    header[40] = byte(length & 0xff)
    header[41] = byte((length >> 8) & 0xff)
    header[42] = byte((length >> 16) & 0xff)
    header[43] = byte((length >> 24) & 0xff)
                                   
    return
                                   
}


如果需要去除语音的静音部分,参考我的github:github.com/liuxp0827/waveIO。最新的waveIO包没来得及上传,对delSilence函数做下修改即可。

完整代码,请浏览附件:http://down.51cto.com/data/1092540。

这样,从前端录音,到websocket传输数据,再到beego后端读写数据到服务器本地就可实现了

(编辑:李大同)

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