douyin/tool/funasr_wss_client.py

# -*- encoding: utf-8 -*-
import os
import time
import websockets, ssl
import asyncio
# import threading
import argparse
import json
import traceback
from multiprocessing import Process
# from funasr.fileio.datadir_writer import DatadirWriter

import logging

logging.basicConfig(level=logging.ERROR)
logger = logging.getLogger("funasr")
logger.setLevel(logging.INFO)

parser = argparse.ArgumentParser()
parser.add_argument("--host",
                    type=str,
                    default="localhost",
                    required=False,
                    help="host ip, localhost, 0.0.0.0")
parser.add_argument("--port",
                    type=int,
                    default=10095,
                    required=False,
                    help="grpc server port")
parser.add_argument("--chunk_size",
                    type=str,
                    default="5, 10, 5",
                    help="chunk")
parser.add_argument("--encoder_chunk_look_back",
                    type=int,
                    default=4,
                    help="chunk")
parser.add_argument("--decoder_chunk_look_back",
                    type=int,
                    default=0,
                    help="chunk")
parser.add_argument("--chunk_interval",
                    type=int,
                    default=10,
                    help="chunk")
parser.add_argument("--hotword",
                    type=str,
                    default="",
                    help="hotword file path, one hotword perline (e.g.:阿里巴巴 20)")
parser.add_argument("--audio_in",
                    type=str,
                    default=None,
                    help="audio_in")
parser.add_argument("--audio_fs",
                    type=int,
                    default=16000,
                    help="audio_fs")
parser.add_argument("--send_without_sleep",
                    action="store_true",
                    default=True,
                    help="if audio_in is set, send_without_sleep")
parser.add_argument("--thread_num",
                    type=int,
                    default=1,
                    help="thread_num")
parser.add_argument("--words_max_print",
                    type=int,
                    default=10000,
                    help="chunk")
parser.add_argument("--output_dir",
                    type=str,
                    default=None,
                    help="output_dir")
parser.add_argument("--output_json",
                    type=str,
                    default=None,
                    help="output json result")
parser.add_argument("--ssl",
                    type=int,
                    default=1,
                    help="1 for ssl connect, 0 for no ssl")
parser.add_argument("--use_itn",
                    type=int,
                    default=1,
                    help="1 for using itn, 0 for not itn")
parser.add_argument("--mode",
                    type=str,
                    default="2pass",
                    help="offline, online, 2pass")

# args = parser.parse_args()
args, unparsed = parser.parse_known_args() 
args.chunk_size = [int(x) for x in args.chunk_size.split(",")]
logger.debug(f"args: {args}")
# voices = asyncio.Queue()
from queue import Queue

voices = Queue()
offline_msg_done=False

if args.output_dir is not None:
    # if os.path.exists(args.output_dir):
    #     os.remove(args.output_dir)
        
    if not os.path.exists(args.output_dir):
        os.makedirs(args.output_dir)


async def record_microphone():
    is_finished = False
    import pyaudio
    # print("2")
    global voices
    FORMAT = pyaudio.paInt16
    CHANNELS = 1
    RATE = 16000
    chunk_size = 60 * args.chunk_size[1] / args.chunk_interval
    CHUNK = int(RATE / 1000 * chunk_size)

    p = pyaudio.PyAudio()

    stream = p.open(format=FORMAT,
                    channels=CHANNELS,
                    rate=RATE,
                    input=True,
                    frames_per_buffer=CHUNK)
    # hotwords
    fst_dict = {}
    hotword_msg = ""
    if args.hotword.strip() != "":
        if os.path.exists(args.hotword):
            f_scp = open(args.hotword)
            hot_lines = f_scp.readlines()
            for line in hot_lines:
                words = line.strip().split(" ")
                if len(words) < 2:
                    print("Please checkout format of hotwords")
                    continue
                try:
                    fst_dict[" ".join(words[:-1])] = int(words[-1])
                except ValueError:
                    print("Please checkout format of hotwords")
            hotword_msg = json.dumps(fst_dict)
        else:
            hotword_msg = args.hotword

    use_itn = True
    if args.use_itn == 0:
        use_itn=False
    
    message = json.dumps({"mode": args.mode,
                          "chunk_size": args.chunk_size,
                          "chunk_interval": args.chunk_interval,
                          "encoder_chunk_look_back": args.encoder_chunk_look_back,
                          "decoder_chunk_look_back": args.decoder_chunk_look_back,
                          "wav_name": "microphone",
                          "is_speaking": True,
                          "hotwords": hotword_msg,
                          "itn": use_itn,
                          })
    #voices.put(message)
    await websocket.send(message)
    while True:
        data = stream.read(CHUNK)
        message = data
        #voices.put(message)
        await websocket.send(message)
        await asyncio.sleep(0.005)

async def record_from_scp(chunk_begin, chunk_size):
    global voices
    is_finished = False
    print(f"args: {args}")
    print(f"chunk_begin: {chunk_begin}")
    print(f"chunk_size: {chunk_size}")
    if args.audio_in.endswith(".scp"):
        f_scp = open(args.audio_in)
        wavs = f_scp.readlines()
    else:
        wavs = [args.audio_in]

    # hotwords
    fst_dict = {}
    hotword_msg = ""
    if args.hotword.strip() != "":
        if os.path.exists(args.hotword):
            f_scp = open(args.hotword)
            hot_lines = f_scp.readlines()
            for line in hot_lines:
                words = line.strip().split(" ")
                if len(words) < 2:
                    print("Please checkout format of hotwords")
                    continue
                try:
                    fst_dict[" ".join(words[:-1])] = int(words[-1])
                except ValueError:
                    print("Please checkout format of hotwords")
            hotword_msg = json.dumps(fst_dict)
        else:
            hotword_msg = args.hotword
        print ("hotword_msg: ", hotword_msg)

    sample_rate = args.audio_fs
    wav_format = "pcm"
    use_itn=True
    if args.use_itn == 0:
        use_itn=False
     
    if chunk_size > 0:
        wavs = wavs[chunk_begin:chunk_begin + chunk_size]
    for wav in wavs:
        wav_splits = wav.strip().split()
 
        wav_name = wav_splits[0] if len(wav_splits) > 1 else "demo"
        wav_path = wav_splits[1] if len(wav_splits) > 1 else wav_splits[0]
        if not len(wav_path.strip())>0:
           continue
        if wav_path.endswith(".pcm"):
            with open(wav_path, "rb") as f:
                audio_bytes = f.read()
        elif wav_path.endswith(".wav"):
            import wave
            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)        
        else:
            wav_format = "others"
            with open(wav_path, "rb") as f:
                audio_bytes = f.read()

        stride = int(60 * args.chunk_size[1] / args.chunk_interval / 1000 * sample_rate * 2)
        chunk_num = (len(audio_bytes) - 1) // stride + 1
        # print(stride)

        # send first time
        message = json.dumps({"mode": args.mode,
                              "chunk_size": args.chunk_size,
                              "chunk_interval": args.chunk_interval,
                              "encoder_chunk_look_back": args.encoder_chunk_look_back,
                              "decoder_chunk_look_back": args.decoder_chunk_look_back,
                              "audio_fs":sample_rate,
                              "wav_name": wav_name,
                              "wav_format": wav_format,
                              "is_speaking": True,
                              "hotwords": hotword_msg,
                              "itn": use_itn})

        #voices.put(message)
        await websocket.send(message)
        is_speaking = True
        # 在一次测试中 chunk_num=218 ，则 i 从 0 到 218 不停地对服务器发送数据 message
        for i in range(chunk_num):
            beg = i * stride
            data = audio_bytes[beg:beg + stride]
            message = data
            #voices.put(message)
            # message 是二进制音频数据
            await websocket.send(message)
            if i == chunk_num - 1:
                is_speaking = False
                message = json.dumps({"is_speaking": is_speaking})
                #voices.put(message)
                await websocket.send(message)
 
            sleep_duration = 0.001 if args.mode == "offline" else 60 * args.chunk_size[1] / args.chunk_interval / 1000
            
            await asyncio.sleep(sleep_duration)
    
    if not args.mode=="offline":
        await asyncio.sleep(2)
    # offline model need to wait for message recved
    
    if args.mode=="offline":
      global offline_msg_done
      while  not  offline_msg_done:
         await asyncio.sleep(1)
    
    await websocket.close()

{
    "is_final":False,
    "mode":"offline",
    "stamp_sents":
        [{"end":2270,"punc":"，","start":430,"text_seg":"正 是 因 为 存 在 绝 对 正 义",
            "ts_list":[[430,670],[670,810],[810,1030],[1030,1130],[1130,1330],[1330,1510],[1510,1670],[1670,1810],[1810,1970],[1970,2270]]},
        {"end":4505,"punc":"。","start":2270,"text_seg":"所 以 我 们 接 受 现 实 的 相 对 正 义",
        "ts_list":[[2270,2389],[2389,2490],[2490,2570],[2570,2709],[2709,2969],[2969,3310],[3310,3570],[3570,3730],[3730,3830],[3830,3969],[3969,4150],[4150,4270],[4270,4505]]},
        {"end":7490,"punc":"，","start":5310,"text_seg":"但 是 不 要 因 为 现 实 的 相 对 正 义",
        "ts_list":[[5310,5470],[5470,5610],[5610,5710],[5710,5910],[5910,6069],[6069,6210],[6210,6470],[6470,6650],[6650,6750],[6750,6950],[6950,7130],[7130,7250],[7250,7490]]},
        {"end":9965,"punc":"。","start":7490,"text_seg":"我 们 就 认 为 这 个 世 界 没 有 正 义",
        "ts_list":[[7490,7590],[7590,7710],[7710,7910],[7910,8069],[8069,8290],[8290,8430],[8430,8550],[8550,8710],[8710,9050],[9050,9370],[9370,9550],[9550,9790],[9790,9965]]},
        {"end":12915,"punc":"。","start":10600,"text_seg":"因 为 如 果 当 你 认 为 这 个 世 界 没 有 正 义",
        "ts_list":[[10600,10760],[10760,10900],[10900,11120],[11120,11300],[11300,11400],[11400,11580],[11580,11700],[11700,11800],[11800,11920],[11920,12020],[12020,12160],[12160,12320],[12320,12440],[12440,12560],[12560,12740],[12740,12915]]
        }],
    "text":"正是因为存在绝对正义，所以我们接受现实的相对正义。但是不要因为现实的相对正义，我们就认为这个世界没有正义。因为如果当你认为这个世界没有正义。",
    "timestamp":"[[430,670],[670,810],[810,1030],[1030,1130],[1130,1330],[1330,1510],[1510,1670],[1670,1810],[1810,1970],[1970,2270],[2270,2389],[2389,2490],[2490,2570],[2570,2709],[2709,2969],[2969,3310],[3310,3570],[3570,3730],[3730,3830],[3830,3969],[3969,4150],[4150,4270],[4270,4505],[5310,5470],[5470,5610],[5610,5710],[5710,5910],[5910,6069],[6069,6210],[6210,6470],[6470,6650],[6650,6750],[6750,6950],[6950,7130],[7130,7250],[7250,7490],[7490,7590],[7590,7710],[7710,7910],[7910,8069],[8069,8290],[8290,8430],[8430,8550],[8550,8710],[8710,9050],[9050,9370],[9370,9550],[9550,9790],[9790,9965],[10600,10760],[10760,10900],[10900,11120],[11120,11300],[11300,11400],[11400,11580],[11580,11700],[11700,11800],[11800,11920],[11920,12020],[12020,12160],[12160,12320],[12320,12440],[12440,12560],[12560,12740],[12740,12915]]","wav_name":"demo"}
          
async def message(id):
    global websocket,voices,offline_msg_done
    text_print = ""
    text_print_2pass_online = ""
    text_print_2pass_offline = ""
    if args.output_dir is not None:
        ibest_writer = open(os.path.join(args.output_dir, "text.{}".format(id)), "a", encoding="utf-8")
    else:
        ibest_writer = None
    try:
       while True:
        
            meg = await websocket.recv()
            meg = json.loads(meg)
            wav_name = meg.get("wav_name", "demo")
            text = meg["text"]
            timestamp=""
            offline_msg_done = meg.get("is_final", False)
            if "timestamp" in meg:
                timestamp = meg["timestamp"]

            if ibest_writer is not None:
                if timestamp !="":
                    text_write_line = "{}\t{}\t{}\n".format(wav_name, text, timestamp)
                else:
                    text_write_line = "{}\t{}\n".format(wav_name, text)
                ibest_writer.write(text_write_line)

            if 'mode' not in meg:
                continue
            if args.output_json:
                json.dump(meg, open(args.output_json, 'w'))
            if meg["mode"] == "online":
                text_print += "{}".format(text)
                text_print = text_print[-args.words_max_print:]
                os.system('clear')
                print("\rpid" + str(id) + ": " + text_print)
            elif meg["mode"] == "offline":
                if timestamp !="":
                    text_print += "{} timestamp: {}".format(text, timestamp)
                else:
                    text_print += "{}".format(text)

                # text_print = text_print[-args.words_max_print:]
                # os.system('clear')
                print("\rpid" + str(id) + ": " + wav_name + ": " + text_print)
                offline_msg_done = True
            else:
                if meg["mode"] == "2pass-online":
                    text_print_2pass_online += "{}".format(text)
                    text_print = text_print_2pass_offline + text_print_2pass_online
                else:
                    text_print_2pass_online = ""
                    text_print = text_print_2pass_offline + "{}".format(text)
                    text_print_2pass_offline += "{}".format(text)
                text_print = text_print[-args.words_max_print:]
                os.system('clear')
                print("\rpid" + str(id) + ": " + text_print)
                # offline_msg_done=True
                
    except Exception as e:
            print("Exception:", e)
            #traceback.print_exc()
            #await websocket.close()
 

import builtins

async def ws_client(id, chunk_begin, chunk_size, proc_args=None):
    global args
    args = proc_args
    logger.info(f"sub process: {args}")
    if args.audio_in is None:
        chunk_begin=0
        chunk_size=1
    global websocket,voices,offline_msg_done
    
    for i in range(chunk_begin,chunk_begin+chunk_size):
        offline_msg_done=False
        voices = Queue()
        if args.ssl == 1:
            ssl_context = ssl.SSLContext()
            ssl_context.check_hostname = False
            ssl_context.verify_mode = ssl.CERT_NONE
            uri = "wss://{}:{}".format(args.host, args.port)
        else:
            uri = "ws://{}:{}".format(args.host, args.port)
            ssl_context = None
        print("connect to", uri)
        async with websockets.connect(uri, subprotocols=["binary"], ping_interval=None, ssl=ssl_context) as websocket:
            if args.audio_in is not None:
                print(f"i = {i}")
                task = asyncio.create_task(record_from_scp(i, 1))
            else:
                task = asyncio.create_task(record_microphone())
            task3 = asyncio.create_task(message(str(id)+"_"+str(i))) #processid+fileid
            await asyncio.gather(task, task3)
    os._exit(0)
    # builtins.exit(0)
    
# python mtest/funasr_wss_client.py --host "10.0.0.32" --port 10095 --mode offline --output_dir "./results" --ssl 0 --audio_in "/home/user/program/modelscope-whisper/funasr-runtime-resources/models/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn/example/asr_example.wav"
def one_thread(id, chunk_begin, chunk_size, args):
    asyncio.get_event_loop().run_until_complete(ws_client(id, chunk_begin, chunk_size,args))
    asyncio.get_event_loop().run_forever()

if __name__ == '__main__':
    import multiprocessing
    multiprocessing.freeze_support()
    # for microphone
    if args.audio_in is None:
        logger.info(f"args.audio_in is None")
        p = Process(target=one_thread, args=(0, 0, 0))
        p.start()
        p.join()
        print('end')
    else:
        # calculate the number of wavs for each preocess
        if args.audio_in.endswith(".scp"):
            f_scp = open(args.audio_in)
            wavs = f_scp.readlines()
        else:
            wavs = [args.audio_in]
        for wav in wavs:
            wav_splits = wav.strip().split()
            wav_name = wav_splits[0] if len(wav_splits) > 1 else "demo"
            wav_path = wav_splits[1] if len(wav_splits) > 1 else wav_splits[0]
            audio_type = os.path.splitext(wav_path)[-1].lower()

        logger.debug(f"wavs: {wavs}")
        total_len = len(wavs)
        if total_len >= args.thread_num:
            chunk_size = int(total_len / args.thread_num)
            remain_wavs = total_len - chunk_size * args.thread_num
        else:
            chunk_size = 1
            remain_wavs = 0

        process_list = []
        chunk_begin = 0
        for i in range(args.thread_num):
            now_chunk_size = chunk_size
            if remain_wavs > 0:
                now_chunk_size = chunk_size + 1
                remain_wavs = remain_wavs - 1
            # process i handle wavs at chunk_begin and size of now_chunk_size
            print("start:", i, chunk_begin, now_chunk_size, args)
            p = Process(target=one_thread, args=(i, chunk_begin, now_chunk_size, args))
            chunk_begin = chunk_begin + now_chunk_size
            p.start()
            process_list.append(p)

        for i in process_list:
            p.join()

        print('end')