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- # -*- 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("main")
- 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("--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}")
- 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)
- print("send message")
- await websocket.send(message)
- is_speaking = True
- for i in range(chunk_num):
- beg = i * stride
- data = audio_bytes[beg:beg + stride]
- message = data
- #voices.put(message)
- 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()
-
- 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 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)
-
- 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
- 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')
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