Files
2026-07-13 13:25:10 +08:00

558 lines
20 KiB
Python

# -*- encoding: utf-8 -*-
import os
import time
import websockets, ssl
import asyncio
import argparse
import json
import traceback
from multiprocessing import Process
import logging
logging.basicConfig(level=logging.ERROR)
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="音频输入路径;不传则使用麦克风(需安装 PyAudio)",
)
parser.add_argument("--audio_fs", type=int, default=16000, help="audio_fs")
# ✅ 修复语义:默认 False;传入参数则不 sleep(用于压测)
parser.add_argument(
"--send_without_sleep",
action="store_true",
default=False,
help="若设置:发送音频不按实时节奏 sleep(用于压测)",
)
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")
# ✅ 验收日志输出目录(每个 meeting 单独写,避免多进程抢文件)
parser.add_argument("--log_dir", type=str, default="./asr_logs", help="验收日志输出目录")
parser.add_argument("--log_flush_every", type=int, default=1, help="events.jsonl 每写N行flush一次(默认1更安全)")
args = parser.parse_args()
args.chunk_size = [int(x) for x in args.chunk_size.split(",")]
print(args)
from queue import Queue
from datetime import datetime
voices = Queue()
offline_msg_done = False
# === 延迟统计相关:对每个 wav_name 记录首包/末包发送时间 & 是否已经打印过延迟 ===
latency_first_audio_time = {} # {wav_name: t_first_chunk_send}
latency_last_audio_time = {} # {wav_name: t_last_chunk_send}
latency_first_text_printed = {} # {wav_name: bool}
def _iso(ts: float) -> str:
return datetime.fromtimestamp(ts).strftime("%Y-%m-%d %H:%M:%S.%f")[:-3]
class MeetingWriter:
"""
每个进程/meeting 单独写:
- events.jsonl:收到的每条服务端消息(在线/离线/2pass)
- meta.json:本次运行参数(方便复现)
"""
def __init__(self, log_dir: str, meeting_id: str, flush_every: int = 1):
self.meeting_id = str(meeting_id)
self.base = os.path.join(log_dir, f"meeting_{self.meeting_id}")
os.makedirs(self.base, exist_ok=True)
self.fp_events = open(os.path.join(self.base, "events.jsonl"), "a", encoding="utf-8")
self.flush_every = max(1, int(flush_every))
self._cnt = 0
meta_path = os.path.join(self.base, "meta.json")
if not os.path.exists(meta_path):
with open(meta_path, "w", encoding="utf-8") as f:
meta = {
"created_at": _iso(time.time()),
"meeting_id": self.meeting_id,
"args": vars(args),
}
f.write(json.dumps(meta, ensure_ascii=False, indent=2))
def write_event(self, obj: dict):
self.fp_events.write(json.dumps(obj, ensure_ascii=False) + "\n")
self._cnt += 1
if self._cnt % self.flush_every == 0:
self.fp_events.flush()
def close(self):
try:
self.fp_events.flush()
self.fp_events.close()
except Exception:
pass
if args.output_dir is not None:
if not os.path.exists(args.output_dir):
os.makedirs(args.output_dir)
async def record_microphone():
"""从麦克风实时录音发送到服务端(一般单路测试使用)"""
try:
import pyaudio
except ImportError as e:
raise ImportError(
"缺少 PyAudio,麦克风推流前请先运行 `pip install pyaudio`"
) from e
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, encoding="utf-8")
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, ensure_ascii=False)
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,
},
ensure_ascii=False,
)
await websocket.send(message)
while True:
data = stream.read(CHUNK)
await websocket.send(data)
await asyncio.sleep(0.01)
async def record_from_scp(chunk_begin, chunk_size):
"""从 wav/scp 文件读取音频分片发送,用于压测和延迟测试"""
global voices, latency_first_audio_time, latency_last_audio_time
if args.audio_in.endswith(".scp"):
f_scp = open(args.audio_in)
wavs = f_scp.readlines()
else:
wavs = [args.audio_in]
# hotwords
hotword_msg = ""
if args.hotword.strip() != "":
if os.path.exists(args.hotword):
with open(args.hotword, encoding="utf-8") as f_scp:
hot_lines = f_scp.readlines()
hot_list = []
for line in hot_lines:
words = line.strip().split()
if not words:
continue
# Python AutoModel: 用逗号分隔多个热词
hot_list.append(words[0])
hotword_msg = ",".join(hot_list)
else:
hotword_msg = args.hotword
print("hotword", 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:
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
# send first control message
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,
},
ensure_ascii=False,
)
await websocket.send(message)
is_speaking = True
# 初始化该 wav 的统计状态
latency_first_audio_time[wav_name] = None
latency_last_audio_time[wav_name] = None
latency_first_text_printed[wav_name] = False
for i in range(chunk_num):
beg = i * stride
data = audio_bytes[beg: beg + stride]
now_ts = time.time()
if latency_first_audio_time[wav_name] is None:
latency_first_audio_time[wav_name] = now_ts
latency_last_audio_time[wav_name] = now_ts
await websocket.send(data)
if i == chunk_num - 1:
is_speaking = False
await websocket.send(json.dumps({"is_speaking": is_speaking}, ensure_ascii=False))
# ✅ sleep策略:默认按实时节奏;若开启 send_without_sleep 则几乎不 sleep(压测)
if args.send_without_sleep:
sleep_duration = 0.001
else:
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)
if args.mode == "offline":
global offline_msg_done
while not offline_msg_done:
await asyncio.sleep(1)
await asyncio.sleep(10)
await websocket.close()
async def message(id, writer: MeetingWriter):
"""接收服务端识别结果 + 打印实时文本 + 打印延迟 + 写验收日志(events.jsonl)"""
import websockets
global websocket, voices, offline_msg_done
global latency_first_audio_time, latency_last_audio_time, latency_first_text_printed
multi_mode = args.thread_num > 1 # 多路并发时,打印风格更简洁
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.get("text", "")
mode = meg.get("mode", "")
spk_name = meg.get("spk_name", "")
spk_score = meg.get("spk_score", None)
now_ts = time.time()
# === 延迟统计:仅在首条 online/2pass-online 文本时计算并打印一次 ===
latency_last_ms = None
latency_first_ms = None
if text and mode in ("online", "2pass-online"):
if not latency_first_text_printed.get(wav_name, False):
t_last = latency_last_audio_time.get(wav_name, None)
t_first = latency_first_audio_time.get(wav_name, None)
latency_last_ms = (now_ts - t_last) * 1000.0 if t_last is not None else None
latency_first_ms = (now_ts - t_first) * 1000.0 if t_first is not None else None
latency_first_text_printed[wav_name] = True
if multi_mode:
parts = [f"[MEETING {id}][LATENCY] wav={wav_name}, mode={mode}"]
if latency_last_ms is not None:
parts.append(f"from_last_chunk={latency_last_ms:.1f} ms")
if latency_first_ms is not None:
parts.append(f"from_first_chunk={latency_first_ms:.1f} ms")
print(" ".join(parts))
else:
print(
f"[LATENCY] wav={wav_name}, mode={mode}, "
f"from_last_chunk={(latency_last_ms or 0):.1f} ms, "
f"from_first_chunk={(latency_first_ms or 0):.1f} ms"
)
timestamp = meg.get("timestamp", "")
offline_msg_done = meg.get("is_final", False)
# ✅ 验收友好:每条消息落 events.jsonl(便于后处理)
event = {
"ts": _iso(now_ts),
"recv_ts": now_ts,
"meeting_id": str(id),
"wav_name": wav_name,
"mode": mode,
"is_final": bool(meg.get("is_final", False)),
"text": text,
"spk_name": spk_name,
"spk_score": spk_score,
"latency_first_ms": latency_first_ms,
"latency_last_ms": latency_last_ms,
"server_timestamp": meg.get("timestamp", None),
"sentence_info": meg.get("sentence_info", None),
"punc_array": meg.get("punc_array", None),
}
if writer is not None:
writer.write_event(event)
# 保存到 output_dir(保留你原来的逻辑)
if ibest_writer is not None and text:
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
# ===== 多路并发输出风格:只打印精简行 =====
if multi_mode:
if mode in ("offline", "2pass-offline") and text:
spk_name2 = meg.get("spk_name", "unknown")
spk_score2 = meg.get("spk_score", 0.0)
print(
f"[MEETING {id}][FINAL][{wav_name}] "
f"spk={spk_name2}({float(spk_score2):.3f}) text=\"{text}\""
)
if timestamp:
print(f"[MEETING {id}][TIMESTAMP][{wav_name}] {timestamp}")
continue
# ===== 单路模式输出:保留原滚动体验 =====
if meg["mode"] == "online":
text_print += "{}".format(text)
text_print = text_print[-args.words_max_print:]
print("pid" + str(id) + ": " + text_print)
elif meg["mode"] == "offline":
if timestamp != "":
text_print += "{} timestamp: {}".format(text, timestamp)
else:
text_print += "{}".format(text)
spk_info = ""
if spk_name:
if spk_score is not None:
spk_info = f" [spk={spk_name} score={float(spk_score):.3f}]"
else:
spk_info = f" [spk={spk_name}]"
print("pid" + str(id) + ": " + wav_name + ": " + text_print + spk_info)
offline_msg_done = True
else:
# 2pass 模式
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)
if spk_name:
if spk_score is not None:
text_print += f" [spk={spk_name} score={float(spk_score):.3f}]"
else:
text_print += f" [spk={spk_name}]"
text_print = text_print[-args.words_max_print:]
print("pid" + str(id) + ": " + text_print)
except websockets.exceptions.ConnectionClosedOK:
print(f"[MEETING {id}] connection closed normally")
except Exception as e:
print(f"[MEETING {id}] Exception:", e)
finally:
try:
if ibest_writer is not None:
ibest_writer.flush()
ibest_writer.close()
except Exception:
pass
async def ws_client(id, chunk_begin, chunk_size):
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.PROTOCOL_TLS_CLIENT)
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:
meeting_tag = f"{id}_{i}"
writer = MeetingWriter(args.log_dir, meeting_id=meeting_tag, flush_every=args.log_flush_every)
try:
if args.audio_in is not None:
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), writer)) # processid+fileid
await asyncio.gather(task, task3)
finally:
writer.close()
return
def one_thread(id, chunk_begin, chunk_size):
# ✅ 子进程里用 asyncio.run 更稳
asyncio.run(ws_client(id, chunk_begin, chunk_size))
if __name__ == "__main__":
# for microphone
if 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 process
if args.audio_in.endswith(".scp"):
f_scp = open(args.audio_in)
wavs = f_scp.readlines()
else:
wavs = [args.audio_in]
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
p = Process(target=one_thread, args=(i, chunk_begin, now_chunk_size))
chunk_begin = chunk_begin + now_chunk_size
p.start()
process_list.append(p)
for p in process_list:
p.join()
print("end")