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xiaozhi-esp32-server/main/xiaozhi-server/core/providers/asr/doubao.py
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2025-05-30 15:47:32 +08:00

535 lines
23 KiB
Python

import json
import gzip
import uuid
import asyncio
import websockets
import opuslib_next
from core.providers.asr.base import ASRProviderBase
from config.logger import setup_logging
from core.providers.asr.dto.dto import InterfaceType
import threading
TAG = __name__
logger = setup_logging()
CLIENT_FULL_REQUEST = 0b0001
CLIENT_AUDIO_ONLY_REQUEST = 0b0010
SERVER_FULL_RESPONSE = 0b1001
SERVER_ACK = 0b1011
SERVER_ERROR_RESPONSE = 0b1111
NO_SEQUENCE = 0b0000
NEG_SEQUENCE = 0b0010
JSON_SERIALIZATION = 0b0001
GZIP_COMPRESSION = 0b0001
PROTOCOL_VERSION = 0b0001
class ASRProvider(ASRProviderBase):
def __init__(self, config, delete_audio_file):
super().__init__()
self.interface_type = InterfaceType.STREAM
self.config = config
self.text = ""
self.max_retries = 3
self.retry_delay = 2 # 重试延迟秒数
self.recv_lock = asyncio.Lock() # 添加接收锁
self.reconnect_lock = asyncio.Lock() # 添加重连锁
self.last_reconnect_time = 0 # 上次重连时间
self.reconnect_cooldown = 1 # 增加重连冷却时间到10秒
self.reconnect_count = 0 # 当前重连次数
self.max_reconnect_count = 3 # 减少最大重连次数到3次
self.asr_thread = None # ASR监听线程
self.thread_lock = threading.Lock() # 线程管理锁
self.is_reconnecting = False # 添加重连状态标志
# 添加会话管理相关属性
self._session_lock = asyncio.Lock() # 会话操作的并发锁
self._current_session_id = None # 当前会话ID
self._session_started = False # 会话是否已开始
self._session_finished = False # 会话是否已结束
self._session_close_event = asyncio.Event() # 添加会话关闭事件
self.appid = str(config.get("appid"))
self.cluster = config.get("cluster")
self.access_token = config.get("access_token")
self.boosting_table_name = config.get("boosting_table_name", "")
self.correct_table_name = config.get("correct_table_name", "")
self.output_dir = config.get("output_dir", "temp/")
self.delete_audio_file = delete_audio_file
self.ws_url = "wss://openspeech.bytedance.com/api/v2/asr"
self.uid = config.get("uid", "streaming_asr_service")
self.workflow = config.get(
"workflow", "audio_in,resample,partition,vad,fe,decode,itn,nlu_punctuate"
)
self.result_type = config.get("result_type", "single")
self.format = config.get("format", "raw")
self.codec = config.get("codec", "pcm")
self.rate = config.get("sample_rate", 16000)
self.language = config.get("language", "zh-CN")
self.bits = config.get("bits", 16)
self.channel = config.get("channel", 1)
self.auth_method = config.get("auth_method", "token")
self.secret = config.get("secret", "access_secret")
self.decoder = opuslib_next.Decoder(16000, 1)
self.asr_ws = None
self.forward_task = None
self.conn = None
###################################################################################
# 豆包流式ASR重写父类的方法--开始
###################################################################################
async def open_audio_channels(self, conn):
await super().open_audio_channels(conn)
async with self._session_lock:
# 如果正在重连,等待重连完成
if self.is_reconnecting:
logger.bind(tag=TAG).info("等待当前重连完成...")
await self._session_close_event.wait()
self._session_close_event.clear()
# 如果已有会话未结束,先关闭它
if self._session_started and not self._session_finished:
logger.bind(tag=TAG).warning(
f"发现未关闭的会话 {self._current_session_id},正在关闭..."
)
if self.asr_ws is not None:
try:
await self.asr_ws.close()
except Exception as e:
logger.bind(tag=TAG).warning(f"关闭旧连接时发生错误: {e}")
finally:
self.asr_ws = None
self._session_finished = True
self._session_close_event.set()
# 重置会话状态
self._current_session_id = str(uuid.uuid4())
self._session_started = True
self._session_finished = False
self.is_reconnecting = True
try:
retry_count = 0
while retry_count < self.max_retries:
try:
headers = (
self.token_auth() if self.auth_method == "token" else None
)
self.asr_ws = await websockets.connect(
self.ws_url,
additional_headers=headers,
max_size=1000000000,
ping_interval=None,
ping_timeout=None,
close_timeout=10,
)
# 发送初始化请求
request_params = self.construct_request(
self._current_session_id
)
try:
payload_bytes = str.encode(json.dumps(request_params))
payload_bytes = gzip.compress(payload_bytes)
full_client_request = self.generate_header()
full_client_request.extend(
(len(payload_bytes)).to_bytes(4, "big")
)
full_client_request.extend(payload_bytes)
await self.asr_ws.send(full_client_request)
except Exception as e:
logger.bind(tag=TAG).error(f"发送初始化请求失败: {e}")
raise e
# 等待初始化响应
try:
init_res = await self.asr_ws.recv()
self.parse_response(init_res)
except Exception as e:
logger.bind(tag=TAG).error(f"ASR服务初始化失败: {e}")
raise e
# 启动接收ASR结果的异步任务
with self.thread_lock:
if (
self.asr_thread is None
or not self.asr_thread.is_alive()
):
logger.bind(tag=TAG).info("创建新的ASR监听线程...")
self.asr_thread = threading.Thread(
target=self._start_monitor_asr_response_thread,
daemon=True,
)
self.asr_thread.start()
# 等待一小段时间确保线程启动
await asyncio.sleep(0.1)
if not self.asr_thread.is_alive():
logger.bind(tag=TAG).error("ASR监听线程启动失败")
raise Exception("ASR监听线程启动失败")
logger.bind(tag=TAG).info("ASR监听线程已启动")
return
except websockets.exceptions.WebSocketException as e:
retry_count += 1
if retry_count < self.max_retries:
logger.bind(tag=TAG).warning(
f"WebSocket连接失败,正在进行第{retry_count}次重试: {e}"
)
await asyncio.sleep(self.retry_delay)
else:
logger.bind(tag=TAG).warning(
f"WebSocket连接失败,已达到最大重试次数: {e}"
)
raise
except Exception as e:
logger.bind(tag=TAG).error(f"WebSocket连接发生未知错误: {e}")
raise
finally:
self.is_reconnecting = False
self._session_close_event.set()
async def receive_audio(self, audio, _):
if not isinstance(audio, bytes):
return
try:
# 解码opus得到PCM数据
pcm_frame = self.decoder.decode(audio, 960)
payload = gzip.compress(pcm_frame)
audio_request = bytearray(self.generate_audio_default_header())
audio_request.extend(len(payload).to_bytes(4, "big"))
audio_request.extend(payload)
if self.asr_ws:
await self.asr_ws.send(audio_request)
except Exception as e:
logger.bind(tag=TAG).debug(f"发送音频数据时发生错误: {e}")
###################################################################################
# 豆包流式ASR重写父类的方法--结束
###################################################################################
def construct_request(self, reqid):
req = {
"app": {
"appid": self.appid,
"cluster": self.cluster,
"token": self.access_token,
},
"user": {"uid": self.uid},
"request": {
"reqid": reqid,
"workflow": self.workflow,
"show_utterances": True,
"result_type": self.result_type,
"sequence": 1,
"boosting_table_name": self.boosting_table_name,
"correct_table_name": self.correct_table_name,
},
"audio": {
"format": self.format,
"codec": self.codec,
"rate": self.rate,
"language": self.language,
"bits": self.bits,
"channel": self.channel,
},
}
return req
def token_auth(self):
return {"Authorization": f"Bearer; {self.access_token}"}
def generate_header(
self,
version=PROTOCOL_VERSION,
message_type=CLIENT_FULL_REQUEST,
message_type_specific_flags=NO_SEQUENCE,
serial_method=JSON_SERIALIZATION,
compression_type=GZIP_COMPRESSION,
reserved_data=0x00,
extension_header: bytes = b"",
):
"""
生成协议头:
- 第1字节:高4位:协议版本,低4位:头部大小(单位 4 字节)
- 第2字节:高4位:消息类型,低4位:消息类型特定标志
- 第3字节:高4位:序列化方式,低4位:压缩方式
- 第4字节:保留字段
- 后续:扩展头(如果有)
"""
header = bytearray()
header_size = int(len(extension_header) / 4) + 1
header.append((version << 4) | header_size)
header.append((message_type << 4) | message_type_specific_flags)
header.append((serial_method << 4) | compression_type)
header.append(reserved_data)
header.extend(extension_header)
return header
def generate_full_default_header(self):
# full client request 默认头
return self.generate_header(
version=PROTOCOL_VERSION,
message_type=CLIENT_FULL_REQUEST,
message_type_specific_flags=NO_SEQUENCE,
serial_method=JSON_SERIALIZATION,
compression_type=GZIP_COMPRESSION,
)
def generate_audio_default_header(self):
# 普通音频片段请求
return self.generate_header(
version=PROTOCOL_VERSION,
message_type=CLIENT_AUDIO_ONLY_REQUEST,
message_type_specific_flags=NO_SEQUENCE,
serial_method=JSON_SERIALIZATION,
compression_type=GZIP_COMPRESSION,
)
def generate_last_audio_default_header(self):
# 最后一个音频片段标志
return self.generate_header(
version=PROTOCOL_VERSION,
message_type=CLIENT_AUDIO_ONLY_REQUEST,
message_type_specific_flags=NEG_SEQUENCE, # 用 NEG_SEQUENCE 表示结束
serial_method=JSON_SERIALIZATION,
compression_type=GZIP_COMPRESSION,
)
def _start_monitor_asr_response_thread(self):
# 初始化链接
try:
with self.thread_lock:
if self.conn is None or self.conn.loop is None:
logger.bind(tag=TAG).error(
"无法启动ASR监听线程:conn或loop未初始化"
)
return
try:
logger.bind(tag=TAG).info("开始启动ASR监听...")
asyncio.run_coroutine_threadsafe(
self._forward_asr_results(), loop=self.conn.loop
)
logger.bind(tag=TAG).info("ASR监听已启动")
except Exception as e:
logger.bind(tag=TAG).error(f"启动ASR监听线程失败: {e}")
except Exception as e:
logger.bind(tag=TAG).error(f"ASR监听线程发生未预期的错误: {e}")
async def _forward_asr_results(self):
try:
while not self.conn.stop_event.is_set():
try:
if self.asr_ws is None:
# 检查是否需要重连
async with self.reconnect_lock:
current_time = asyncio.get_event_loop().time()
if (
current_time - self.last_reconnect_time
< self.reconnect_cooldown
):
await asyncio.sleep(1)
continue
if self.reconnect_count >= self.max_reconnect_count:
logger.bind(tag=TAG).error(
"达到最大重连次数限制,停止重连"
)
await asyncio.sleep(self.reconnect_cooldown)
self.reconnect_count = 0
continue
self.last_reconnect_time = current_time
self.reconnect_count += 1
logger.bind(tag=TAG).info(
f"尝试重新连接ASR服务... (第{self.reconnect_count}次)"
)
await self.open_audio_channels(self.conn)
continue
# 使用锁来确保同一时间只有一个协程在接收数据
async with self.recv_lock:
response = await self.asr_ws.recv()
result = self.parse_response(response)
# 检查是否需要重连
if result.get("need_reconnect", False):
logger.bind(tag=TAG).info(
"检测到需要重连的错误,准备重新连接..."
)
if self.asr_ws is not None:
try:
await self.asr_ws.close()
except Exception as e:
logger.bind(tag=TAG).warning(
f"关闭旧连接时发生错误: {e}"
)
finally:
self.asr_ws = None
continue
if "payload_msg" in result:
if "result" in result["payload_msg"]:
# 检查是否有utterances并且definite为True
utterances = result["payload_msg"]["result"][0].get(
"utterances", []
)
for utterance in utterances:
if utterance.get("definite", False):
self.text = utterance["text"]
await self.handle_voice_stop(None)
break
except websockets.ConnectionClosed:
logger.bind(tag=TAG).debug("ASR服务连接已关闭,准备重连...")
# 确保关闭旧连接
if self.asr_ws is not None:
try:
await self.asr_ws.close()
except Exception as e:
logger.bind(tag=TAG).warning(f"关闭旧连接时发生错误: {e}")
finally:
self.asr_ws = None
# 等待冷却时间
await asyncio.sleep(self.reconnect_cooldown)
continue
except Exception as e:
if not self.conn.stop_event.is_set():
logger.bind(tag=TAG).error(f"ASR监听发生错误: {e}")
await asyncio.sleep(self.retry_delay)
continue
except Exception as e:
logger.bind(tag=TAG).error(f"ASR监听线程发生错误: {e}")
# 确保在发生严重错误时也能继续尝试重连
if not self.conn.stop_event.is_set():
await asyncio.sleep(self.retry_delay)
await self._forward_asr_results() # 递归重试
async def speech_to_text(self, opus_data, session_id):
result = self.text
self.text = "" # 清空text
return result, None
def parse_response(self, res: bytes) -> dict:
"""
解析 ASR 服务返回的二进制响应。
根据协议格式解析头部和 payload,若采用 GZIP 压缩则先解压,再根据 JSON 反序列化。
"""
protocol_version = res[0] >> 4
header_size = res[0] & 0x0F
message_type = res[1] >> 4
serialization_method = res[2] >> 4
message_compression = res[2] & 0x0F
payload = res[header_size * 4 :]
result = {}
payload_msg = None
payload_size = 0
if message_type == SERVER_FULL_RESPONSE:
payload_size = int.from_bytes(payload[:4], "big", signed=True)
payload_msg = payload[4:]
elif message_type == SERVER_ACK:
seq = int.from_bytes(payload[:4], "big", signed=True)
result["seq"] = seq
if len(payload) >= 8:
payload_size = int.from_bytes(payload[4:8], "big", signed=False)
payload_msg = payload[8:]
elif message_type == SERVER_ERROR_RESPONSE:
code = int.from_bytes(payload[:4], "big", signed=False)
result["code"] = code
payload_size = int.from_bytes(payload[4:8], "big", signed=False)
payload_msg = payload[8:]
if payload_msg is None:
return result
if message_compression == GZIP_COMPRESSION:
payload_msg = gzip.decompress(payload_msg)
if serialization_method == JSON_SERIALIZATION:
payload_msg = json.loads(payload_msg.decode("utf-8"))
else:
payload_msg = payload_msg.decode("utf-8")
result["payload_msg"] = payload_msg
result["payload_size"] = payload_size
# 错误码处理
if "code" in result:
error_code = result["code"]
error_message = ""
if error_code == 1000:
error_message = "成功"
elif error_code == 1001:
error_message = "请求参数无效:请求参数缺失必需字段/字段值无效/重复请求"
elif error_code == 1002:
error_message = "无访问权限:token无效/过期/无权访问指定服务"
elif error_code == 1003:
error_message = "访问超频:当前appid访问QPS超出设定阈值"
elif error_code == 1004:
error_message = "访问超额:当前appid访问次数超出限制"
elif error_code == 1005:
error_message = "服务器繁忙:服务过载,无法处理当前请求"
elif error_code == 1010:
error_message = "音频过长:音频数据时长超出阈值"
elif error_code == 1011:
error_message = "音频过大:音频数据大小超出阈值"
elif error_code == 1012:
error_message = "音频格式无效:音频header有误/无法进行音频解码"
elif error_code == 1013:
error_message = "音频静音:音频未识别出任何文本结果"
elif error_code >= 1020 and error_code <= 1022:
error_message = "识别相关错误:需要重连"
if error_code == 1020:
error_message = "识别等待超时:等待下一包就绪超时"
elif error_code == 1021:
error_message = "识别处理超时:识别处理过程超时"
elif error_code == 1022:
error_message = "识别错误:识别过程中发生错误"
else:
error_message = "未知错误:未归类错误"
logger.bind(tag=TAG).debug(
f"ASR错误: {error_message} (错误码: {error_code})"
)
# 如果是识别相关错误,标记需要重连
if error_code >= 1020 or error_code == 1001:
result["need_reconnect"] = True
return result
async def close_session(self):
"""关闭当前会话"""
async with self._session_lock:
if not self._session_started:
logger.bind(tag=TAG).warning("尝试关闭未开始的会话")
return
if self._session_finished:
logger.bind(tag=TAG).warning(
f"会话 {self._current_session_id} 已经关闭"
)
return
try:
if self.asr_ws is not None:
await self.asr_ws.close()
except Exception as e:
logger.bind(tag=TAG).warning(f"关闭WebSocket连接时发生错误: {e}")
finally:
self.asr_ws = None
self._session_finished = True
self._session_started = False
self._current_session_id = None
# 重置重连计数
self.reconnect_count = 0
async def close(self):
"""资源清理方法"""
await self.close_session()