Go_ws_client客户端V1 (#2011)

提供了一个Golang语言版本的FunASR Client,与run_server.sh对接
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module gowsclient
go 1.18
require (
github.com/gorilla/websocket v1.5.3
)

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github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
github.com/go-audio/riff v1.0.0 h1:d8iCGbDvox9BfLagY94fBynxSPHO80LmZCaOsmKxokA=
github.com/go-audio/riff v1.0.0/go.mod h1:l3cQwc85y79NQFCRB7TiPoNiaijp6q8Z0Uv38rVG498=
github.com/go-audio/wav v1.1.0 h1:jQgLtbqBzY7G+BM8fXF7AHUk1uHUviWS4X39d5rsL2g=
github.com/go-audio/wav v1.1.0/go.mod h1:mpe9qfwbScEbkd8uybLuIpTgHyrISw/OTuvjUW2iGtE=
github.com/google/go-cmp v0.5.6/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE=
github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
github.com/pkg/errors v0.9.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/testify v1.6.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/youpy/go-riff v0.1.0 h1:vZO/37nI4tIET8tQI0Qn0Y79qQh99aEpponTPiPut7k=
github.com/youpy/go-riff v0.1.0/go.mod h1:83nxdDV4Z9RzrTut9losK7ve4hUnxUR8ASSz4BsKXwQ=
github.com/youpy/go-wav v0.3.2 h1:NLM8L/7yZ0Bntadw/0h95OyUsen+DQIVf9gay+SUsMU=
github.com/youpy/go-wav v0.3.2/go.mod h1:0FCieAXAeSdcxFfwLpRuEo0PFmAoc+8NU34h7TUvk50=
github.com/zaf/g711 v0.0.0-20190814101024-76a4a538f52b h1:QqixIpc5WFIqTLxB3Hq8qs0qImAgBdq0p6rq2Qdl634=
github.com/zaf/g711 v0.0.0-20190814101024-76a4a538f52b/go.mod h1:T2h1zV50R/q0CVYnsQOQ6L7P4a2ZxH47ixWcMXFGyx8=
golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gotest.tools v2.2.0+incompatible/go.mod h1:DsYFclhRJ6vuDpmuTbkuFWG+y2sxOXAzmJt81HFBacw=

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package main
import (
"bufio"
"bytes"
"encoding/base64"
"encoding/json"
"fmt"
"log"
"net/url"
"os"
"os/exec"
"strconv"
"strings"
"sync"
"time"
"github.com/gorilla/websocket"
)
var args struct {
audio_in string
thread_num int
host string
port string
output_dir string
hotword string
audio_fs int
use_itn int
mode string
chunk_size []int
chunk_interval int
}
var websocketConn *websocket.Conn
var offline_msg_done = false
type Message struct {
WavName string `json:"wav_name"`
Text string `json:"text"`
TimeStamp string `json:"timestamp"`
Mode string `json:"mode"`
}
type AudioData struct {
SampleRate int `json:"sample_rate"`
Stride int `json:"stride"`
ChunkNum int `json:"chunk_num"`
AudioBytes string `json:"audio_bytes"`
}
func IntSlicetoString(nums []int) string {
strNums := make([]string, len(nums))
for i, num := range nums {
strNums[i] = strconv.Itoa(num)
}
result := strings.Join(strNums, ",")
return result
}
func recordFromScp(chunk_begin, chunk_size int) {
wavs := []string{args.audio_in}
sample_rate := args.audio_fs
wav_format := "pcm"
use_itn := true
wav_name := "demo"
wav_path := wavs[0]
var audio_bytes []byte
var stride, chunk_num int
fst_dict := make(map[string]int)
hotword_msg := ""
if args.hotword != "" {
file, err := os.Open(args.hotword)
if err != nil {
log.Fatalf("failed to open file: %v", err)
}
defer file.Close()
scanner := bufio.NewScanner(file)
for scanner.Scan() {
words := strings.Fields(scanner.Text())
if len(words) < 2 {
fmt.Println("Please checkout format of hotwords")
continue
}
weight, err := strconv.Atoi(words[1])
if err != nil {
fmt.Println("The weight of hotwords must be Int!")
}
fst_dict[words[0]] = weight
}
if err := scanner.Err(); err != nil {
log.Fatalf("error reading file: %v", err)
}
bytes, _ := json.Marshal(fst_dict)
hotword_msg = string(bytes)
fmt.Println("HotWord: ", hotword_msg)
}
if args.use_itn == 0 {
use_itn = false
}
if chunk_size > 0 {
wavs = wavs[chunk_begin : chunk_begin+chunk_size]
}
if strings.HasSuffix(wav_path, ".wav") {
cmd := exec.Command("python", "wavhandler.py", wav_path, IntSlicetoString(args.chunk_size), strconv.Itoa(args.chunk_interval))
var out bytes.Buffer
cmd.Stdout = &out
err := cmd.Run()
if err != nil {
fmt.Println("Error running Python script:", err)
return
}
var audioData AudioData
err = json.Unmarshal(out.Bytes(), &audioData)
if err != nil {
fmt.Println("Error parsing JSON:", err)
return
}
stride = audioData.Stride
chunk_num = audioData.ChunkNum
sample_rate = audioData.SampleRate
audio_bytes, err = base64.StdEncoding.DecodeString(audioData.AudioBytes)
if err != nil {
fmt.Println("Error decoding Base64:", err)
return
}
} else {
fmt.Println("Currently, only the WAV format is supported")
return
}
first_message := make(map[string]interface{})
first_message["mode"] = args.mode
first_message["chunk_size"] = args.chunk_size
first_message["chunk_interval"] = args.chunk_interval
first_message["audio_fs"] = sample_rate
first_message["wav_name"] = wav_name
first_message["wav_format"] = wav_format
first_message["is_speaking"] = true
first_message["hotwords"] = hotword_msg
first_message["itn"] = use_itn
bytes, _ := json.Marshal(first_message)
message := string(bytes)
// fmt.Println(audio_bytes)
// fmt.Println(stride)
// fmt.Println(chunk_num)
// fmt.Println(message)
err := websocketConn.WriteMessage(websocket.TextMessage, []byte(message))
if err != nil {
log.Println("Failed to send the message:", err)
return
}
is_speaking := true
for i := 0; i < chunk_num; i++ {
beg := i * stride
var data []byte
if i == chunk_num-1 {
data = audio_bytes[beg:]
} else {
data = audio_bytes[beg : beg+stride]
}
err = websocketConn.WriteMessage(websocket.BinaryMessage, data)
if err != nil {
fmt.Println("Failed to send audio data:", err)
return
}
if i == chunk_num-1 {
is_speaking = false
endMsg := map[string]bool{"is_speaking": is_speaking}
endMsgBytes, err := json.Marshal(endMsg)
if err != nil {
fmt.Println("JSON serialization failed:", err)
return
}
err = websocketConn.WriteMessage(websocket.TextMessage, endMsgBytes)
if err != nil {
fmt.Println("Failed to send the termination message:", err)
return
}
}
var sleepDuration time.Duration
if args.mode == "offline" {
sleepDuration = time.Millisecond
} else {
fmt.Println("timesleep: Currently, only offline mode is supported.")
// sleepDuration = time.Duration(60*float64(args.chunk_size[1])/float64(args.chunk_interval)) * time.Millisecond
return
}
time.Sleep(sleepDuration)
}
if args.mode != "offline" {
fmt.Println("Currently, only offline mode is supported.")
return
}
if args.mode == "offline" {
for !offline_msg_done {
time.Sleep(1 * time.Second)
}
}
websocketConn.Close()
}
func message(id string) {
text_print := ""
var ibestWriter *os.File
var err error
if args.output_dir != "" {
filePath := fmt.Sprintf("%s/text.%d", args.output_dir, id)
ibestWriter, err = os.OpenFile(filePath, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)
if err != nil {
log.Fatalf("failed to open file: %v", err)
}
} else {
ibestWriter = nil
}
for {
_, message, err := websocketConn.ReadMessage()
if err != nil {
log.Println("read:", err)
break
}
var meg Message
var wav_name string
timestamp := ""
err = json.Unmarshal(message, &meg)
if err != nil {
log.Println("unmarshal:", err)
continue
}
if meg.WavName != "" {
wav_name = meg.WavName
} else {
wav_name = "demo"
}
text := meg.Text
if meg.TimeStamp != "" {
timestamp = meg.TimeStamp
}
if ibestWriter != nil {
var text_write_line string
if timestamp != "" {
text_write_line = fmt.Sprintf("%s\t%s\t%s\n", wav_name, text, timestamp)
} else {
text_write_line = fmt.Sprintf("%s\t%s\n", wav_name, text)
}
_, err = ibestWriter.WriteString(text_write_line)
if err != nil {
log.Fatalf("Failed to write to file: %v", err)
}
}
if meg.Mode != "offline" {
fmt.Println("Currently, only offline mode is supported.")
return
}
if meg.Mode == "offline" {
if timestamp != "" {
text_print += fmt.Sprintf("%s timestamp: %s", text, timestamp)
} else {
text_print += fmt.Sprintf("%s ", text)
}
fmt.Println("\rpid" + id + ": " + wav_name + ": " + text_print)
offline_msg_done = true
}
}
}
func wsClient(id, chunk_begin, chunk_size int, done chan bool) {
for i := chunk_begin; i < chunk_begin+chunk_size; i++ {
offline_msg_done = false
u := url.URL{Scheme: "ws", Host: fmt.Sprintf("%s:%s", args.host, args.port), Path: "/"}
fmt.Printf("Thread %d: Connecting to %s\n", id, u.String())
var err error
websocketConn, _, err = websocket.DefaultDialer.Dial(u.String(), nil)
if err != nil {
log.Fatal("dial:", err)
}
defer websocketConn.Close()
var wg sync.WaitGroup
wg.Add(2)
go func() {
defer wg.Done()
recordFromScp(i, 1)
}()
go func() {
defer wg.Done()
id_str := strconv.Itoa(id)
i_str := strconv.Itoa(i)
message(id_str + "_" + i_str)
}()
wg.Wait()
}
done <- true
}
func oneThread(id, chunk_begin, chunk_size int, wg *sync.WaitGroup) {
defer wg.Done()
done := make(chan bool)
go wsClient(id, chunk_begin, chunk_size, done)
select {
case <-done:
fmt.Printf("Thread %d: Task completed\n", id)
}
}
func main() {
args.audio_in = "../audio/asr_example.wav"
args.thread_num = 1
args.host = "127.0.0.1"
args.port = "10095"
args.output_dir = "/workspace/models/Outputs"
args.hotword = "/workspace/models/hotword.txt"
args.chunk_size = []int{5, 10, 5}
args.chunk_interval = 10
args.mode = "offline"
args.audio_fs = 16000
args.use_itn = 1
var chunk_size, remain_wavs int
wavs := []string{args.audio_in}
total_len := len(wavs)
if total_len >= args.thread_num {
chunk_size = total_len / args.thread_num
remain_wavs = total_len - chunk_size*args.thread_num
} else {
chunk_size = 1
remain_wavs = 0
}
var wg sync.WaitGroup
chunk_begin := 0
for i := 0; i < args.thread_num; i++ {
wg.Add(1)
now_chunk_size := chunk_size
if remain_wavs > 0 {
now_chunk_size = chunk_size + 1
remain_wavs = remain_wavs - 1
}
go oneThread(i, chunk_begin, now_chunk_size, &wg)
chunk_begin = chunk_begin + now_chunk_size
}
wg.Wait()
}

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# Golang版本的Websocket客户端-V1.0
本客户端基于Golang编程实现对接cpp websocket后端(run_server.sh)。为Golang开发者使用FunASR服务提供一点参考。
本客户端开发项目当前仅支持wav格式音频文件的离线模式对接run_server.sh(关闭ssl)。
## 一 启动命令
### 1.1 服务端启动
run_server.sh的启动命令
```sh
bash run_server.sh --certfile 0
```
其他参数采取run_server.sh脚本中的默认值。
run_server.sh脚本的详细内容见[官方github](https://github.com/modelscope/FunASR/blob/main/runtime/run_server.sh),或本文的[附录]()部分。
### 1.2 客户端启动
```go
go run go_ws_client.go
```
命令参数目前是直接赋值给了代码中的变量在客户端启动时会在main函数读取。
后续可以考虑改为配置文件或命令启动中的参数。
```go
func main() {
args.audio_in = "../audio/asr_example.wav"
args.thread_num = 1
args.host = "127.0.0.1"
args.port = "10095"
args.output_dir = "/workspace/models/Outputs"
args.hotword = "/workspace/models/hotword.txt"
args.chunk_size = []int{5, 10, 5}
args.chunk_interval = 10
args.mode = "offline"
args.audio_fs = 16000
args.use_itn = 1
/*
more code
*/
}
```
## 二 实现效果
### 2.1 服务端接收情况
![image-20240814152105574](readme.assets/image-20240814152105574.png)
### 2.2 客户端返回结果
![image-20240814151836940](readme.assets/image-20240814151836940.png)
## 三 未来展望
Golang语言由于自身优秀的并发支持能力在处理高并发和大规模数据时表现优异常用于高性能的后端服务和网络应用程序开发适用于并发和并行处理需求较高的系统。
官方提供的cpp后端支持模型处理的多线程。
因此若有高并发的语音文件识别系统开发需求需要使用FunASR的run_server服务可以考虑将Golang作为开发语言开发客户端与run_server之间的服务中台系统。
![image-20240814155214256](readme.assets/image-20240814155214256.png)
## 附录
本Demo中的run_server.sh脚本
```sh
download_model_dir="/workspace/models"
model_dir="damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx"
vad_dir="damo/speech_fsmn_vad_zh-cn-16k-common-onnx"
punc_dir="damo/punc_ct-transformer_cn-en-common-vocab471067-large-onnx"
itn_dir="thuduj12/fst_itn_zh"
lm_dir="damo/speech_ngram_lm_zh-cn-ai-wesp-fst"
port=10095
certfile="$(pwd)/ssl_key/server.crt"
keyfile="$(pwd)/ssl_key/server.key"
hotword="$(pwd)/websocket/hotwords.txt"
# set decoder_thread_num
decoder_thread_num=$(cat /proc/cpuinfo | grep "processor"|wc -l) || { echo "Get cpuinfo failed. Set decoder_thread_num = 32"; decoder_thread_num=32; }
multiple_io=16
io_thread_num=$(( (decoder_thread_num + multiple_io - 1) / multiple_io ))
model_thread_num=1
cmd_path=/workspace/FunASR/runtime/websocket/build/bin
cmd=funasr-wss-server
. ./tools/utils/parse_options.sh || exit 1;
if [ -z "$certfile" ] || [ "$certfile" = "0" ]; then
certfile=""
keyfile=""
fi
cd $cmd_path
$cmd_path/${cmd} \
--download-model-dir "${download_model_dir}" \
--model-dir "${model_dir}" \
--vad-dir "${vad_dir}" \
--punc-dir "${punc_dir}" \
--itn-dir "${itn_dir}" \
--lm-dir "${lm_dir}" \
--decoder-thread-num ${decoder_thread_num} \
--model-thread-num ${model_thread_num} \
--io-thread-num ${io_thread_num} \
--port ${port} \
--certfile "${certfile}" \
--keyfile "${keyfile}" \
--hotword "${hotword}" &
server_cmd="{\"server\":[{\"exec\":\"${cmd_path}/${cmd}\",\"--download-model-dir\":\"${download_model_dir}\",\"--model-dir\":\"${model_dir}\",\"--vad-dir\":\"${vad_dir}\",\"--punc-dir\":\"${punc_dir}\",\"--itn-dir\":\"${itn_dir}\",\"--lm-dir\":\"${lm_dir}\",\"--decoder-thread-num\":\"${decoder_thread_num}\",\"--model-thread-num\":\"${model_thread_num}\",\"--io-thread-num\":\"${io_thread_num}\",\"--port\":\"${port}\",\"--certfile\":\"${certfile}\",\"--keyfile\":\"${keyfile}\",\"--hotword\":\"${hotword}\"}]}"
mkdir -p /workspace/.config
echo $server_cmd > /workspace/.config/server_config
```

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import sys
import wave
import json
import base64
if __name__ == "__main__":
wav_path = sys.argv[1]
chunk_size = [int(x) for x in sys.argv[2].split(",")]
chunk_interval = int(sys.argv[3])
with wave.open(wav_path, "rb") as wav_file:
params = wav_file.getparams()
sample_rate = wav_file.getframerate()
frames = wav_file.readframes(wav_file.getnframes())
audio_bytes = bytes(frames)
stride = int(60 * chunk_size[1] / chunk_interval / 1000 * sample_rate * 2)
chunk_num = (len(audio_bytes) - 1) // stride + 1
result = {
"sample_rate": sample_rate,
"stride": stride,
"chunk_num": chunk_num,
"audio_bytes": base64.b64encode(audio_bytes).decode('utf-8')
}
print(json.dumps(result))