zcbot/core/asr_xfyun.py

298 lines
12 KiB
Python

"""讯飞语音听写(IAT,流式版)WebSocket 客户端 — 整段音频转写。
接口文档: https://www.xfyun.cn/doc/asr/voicedictation/API.html
- 鉴权: HMAC-SHA256 签名拼进 wss URL query(authorization/date/host)
- 音频: 仅收 16kHz/16bit/单声道 PCM(raw),单会话上限 60 秒
- 凭据: env XFYUN_APPID / XFYUN_API_KEY / XFYUN_API_SECRET(换正式 key 只改 .env)
两条使用路径:
- `XfyunStream`:流式会话(web /v1/asr/stream 代理用)—— 边录边喂 PCM 分片,开
dwa=wpgs 动态修正,**服务端**合并 sn/pgs/rg 增量,partial 全文经回调推给前端,
松手后只等最终帧,消掉"整段回放"的等待。
- `transcribe()`:整段 PCM → 最终文本(POST /v1/asr/transcribe,流式失败的兜底)。
"""
from __future__ import annotations
import asyncio
import base64
import hashlib
import hmac
import json
import os
import time
from contextlib import suppress
from urllib.parse import urlencode
from wsgiref.handlers import format_date_time
XFYUN_HOST = "iat-api.xfyun.cn"
XFYUN_PATH = "/v2/iat"
SAMPLE_RATE = 16000
BYTES_PER_SECOND = SAMPLE_RATE * 2 # 16bit mono
MAX_SECONDS = 60 # 讯飞单会话硬上限
MAX_PCM_BYTES = MAX_SECONDS * BYTES_PER_SECOND
# 每帧 9600B(=300ms 音频),base64 后 12800B < 讯飞单帧上限 13000B。
# 帧间隔:文档推荐 40ms 是给实时麦克风流的节奏;整段转写(transcribe 兜底路径)实测
# 2026-07-07(16.8s 音频):40ms→4.6s / 20ms→2.6s / 8ms→1.75s / 0ms→1.77s(识别文本
# 全一致,0ms 也不报错)—— 取 8ms:已到讯飞处理耗时地板,再压没有收益。
_FRAME_BYTES = 9600
_FRAME_INTERVAL = 0.008
_RECV_TIMEOUT = 30 # 单次等响应上限;讯飞 10s 无数据也会主动断
# 常见错误码 → 给用户/运维看的中文提示(全量见文档错误码页)
_ERR_HINTS = {
10105: "appid 不合法(检查 XFYUN_APPID)",
10107: "参数值非法",
10110: "无授权许可(服务未开通或已过期)",
10114: "会话超时(单次音频超 60 秒)",
10163: "业务参数校验失败",
10165: "会话句柄无效",
10313: "appid 不能为空或与 apikey 不匹配",
11200: "无权限或用量已用完(检查讯飞控制台服务量)",
11201: "当日流控超限",
}
class XfyunASRError(RuntimeError):
"""转写失败(讯飞返回错误码 / 连接异常),code 为讯飞错误码(连接类异常为 None)。"""
def __init__(self, message: str, code: int | None = None):
super().__init__(message)
self.code = code
class XfyunASRNotConfigured(XfyunASRError):
"""XFYUN_* env 未配置 — 上层应返回 501 而非 502。"""
def build_auth_url(api_key: str, api_secret: str) -> str:
"""按讯飞规范生成带签名的 wss URL(date 用 RFC1123 GMT)。"""
date = format_date_time(time.time())
signature_origin = f"host: {XFYUN_HOST}\ndate: {date}\nGET {XFYUN_PATH} HTTP/1.1"
signature = base64.b64encode(
hmac.new(api_secret.encode(), signature_origin.encode(), hashlib.sha256).digest()
).decode()
authorization_origin = (
f'api_key="{api_key}", algorithm="hmac-sha256", '
f'headers="host date request-line", signature="{signature}"'
)
authorization = base64.b64encode(authorization_origin.encode()).decode()
query = urlencode({"authorization": authorization, "date": date, "host": XFYUN_HOST})
return f"wss://{XFYUN_HOST}{XFYUN_PATH}?{query}"
def _load_credentials() -> tuple[str, str, str]:
appid = (os.getenv("XFYUN_APPID") or "").strip()
api_key = (os.getenv("XFYUN_API_KEY") or "").strip()
api_secret = (os.getenv("XFYUN_API_SECRET") or "").strip()
if not (appid and api_key and api_secret):
raise XfyunASRNotConfigured(
"语音识别未配置:需在 .env 设 XFYUN_APPID / XFYUN_API_KEY / XFYUN_API_SECRET"
)
return appid, api_key, api_secret
class XfyunStream:
"""流式会话:实时喂 PCM 分片,partial 全文经 on_text 异步回调推出(wpgs 已合并)。
用法(web /v1/asr/stream 代理):
st = XfyunStream(on_text=cb) # await cb(text, final) 从内部 recv task 调
await st.start()
await st.feed(chunk); ... # 16k/16bit/mono PCM,任意大小(内部按帧上限分片)
text = await st.finish() # 发 status=2,等最终文本
await st.close() # 幂等清理(finally 里调)
引擎可能先于 finish 收尾(静音超 vad_eos / 60s 上限)→ on_text(text, True) 已推,
此后 feed 静默丢弃,finish 直接返缓存结果。
"""
def __init__(self, on_text, *, language: str = "zh_cn"):
self._on_text = on_text
self._language = language
self._ws = None
self._recv_task: asyncio.Task | None = None
self._segs: dict[int, str] = {} # sn → 该段文本;pgs=rpl 按 rg 区间删旧段
self._done = asyncio.Event()
self._error: XfyunASRError | None = None
self._final_text: str | None = None
self._first = True
self._appid = ""
async def start(self) -> None:
self._appid, api_key, api_secret = _load_credentials()
import websockets
try:
self._ws = await websockets.connect(
build_auth_url(api_key, api_secret), open_timeout=10
)
except Exception as e:
raise XfyunASRError(f"讯飞连接失败:{type(e).__name__}: {e}")
self._recv_task = asyncio.create_task(self._recv_loop())
def _assemble(self, result: dict) -> str:
"""合并一帧 wpgs 结果,返回当前完整文本。"""
sn = result.get("sn") or 0
if result.get("pgs") == "rpl":
a, b = (result.get("rg") or [sn, sn])[:2]
for k in [k for k in self._segs if a <= k <= b]:
del self._segs[k]
self._segs[sn] = "".join(
cw.get("w", "")
for w in (result.get("ws") or [])
for cw in (w.get("cw") or [])
)
return "".join(self._segs[k] for k in sorted(self._segs)).strip()
async def _recv_loop(self) -> None:
try:
while True:
msg = json.loads(await self._ws.recv())
code = msg.get("code")
if code:
hint = _ERR_HINTS.get(code, msg.get("message") or "未知错误")
raise XfyunASRError(f"讯飞识别失败({code}):{hint}", code=code)
data = msg.get("data") or {}
text = self._assemble(data.get("result") or {})
final = data.get("status") == 2
if final:
self._final_text = text
await self._on_text(text, final)
if final:
return
except XfyunASRError as e:
self._error = e
except asyncio.CancelledError:
raise
except Exception as e: # 连接中断 / 回调方(客户端 ws)挂了
self._error = XfyunASRError(f"讯飞连接中断:{type(e).__name__}: {e}")
finally:
self._done.set()
def _frame(self, chunk: bytes) -> str:
frame: dict = {"data": {
"status": 0 if self._first else 1,
"format": f"audio/L16;rate={SAMPLE_RATE}",
"encoding": "raw",
"audio": base64.b64encode(chunk).decode(),
}}
if self._first:
frame["common"] = {"app_id": self._appid}
frame["business"] = {
"language": self._language,
"domain": "iat",
"accent": "mandarin",
"vad_eos": 10000,
"ptt": 1,
"dwa": "wpgs", # 动态修正:边说边出字,回改在服务端 _assemble 消化
}
self._first = False
return json.dumps(frame)
async def feed(self, chunk: bytes) -> None:
if self._done.is_set() or not chunk:
return # 引擎已收尾(提前结束/出错)→ 静默丢弃
try:
for off in range(0, len(chunk), _FRAME_BYTES):
await self._ws.send(self._frame(chunk[off : off + _FRAME_BYTES]))
except Exception:
pass # 发送失败由 recv loop 报连接错误,这里不重复抛
async def finish(self, timeout: float = 15) -> str:
if not self._done.is_set():
try:
if self._first:
await self._ws.send(self._frame(b"")) # 一帧音频都没喂过:先补参数帧
await self._ws.send(json.dumps({"data": {
"status": 2,
"format": f"audio/L16;rate={SAMPLE_RATE}",
"encoding": "raw",
"audio": "",
}}))
except Exception:
pass
try:
await asyncio.wait_for(self._done.wait(), timeout=timeout)
except asyncio.TimeoutError:
raise XfyunASRError("讯飞识别超时(结束后无最终结果)")
if self._error:
raise self._error
return self._final_text or ""
async def close(self) -> None:
if self._recv_task and not self._recv_task.done():
self._recv_task.cancel()
with suppress(asyncio.CancelledError):
await self._recv_task
if self._ws:
with suppress(Exception):
await self._ws.close()
async def transcribe(pcm: bytes, *, language: str = "zh_cn") -> str:
"""整段 PCM(16k/16bit/mono, 小端)→ 识别文本。空音频/纯静音返回 """""
appid, api_key, api_secret = _load_credentials()
if not pcm:
return ""
if len(pcm) > MAX_PCM_BYTES:
raise XfyunASRError(f"音频超长:最多 {MAX_SECONDS}")
import websockets # uvicorn[standard] 附带;requirements 亦显式声明
audio_meta = {"format": f"audio/L16;rate={SAMPLE_RATE}", "encoding": "raw"}
async def _send_frames(ws) -> None:
first = True
for off in range(0, len(pcm), _FRAME_BYTES):
chunk = base64.b64encode(pcm[off : off + _FRAME_BYTES]).decode()
frame: dict = {"data": {"status": 1 if not first else 0, **audio_meta, "audio": chunk}}
if first:
frame["common"] = {"app_id": appid}
# vad_eos 拉到上限 10s:整段转写不希望句间停顿被判"说完了"截尾
frame["business"] = {
"language": language,
"domain": "iat",
"accent": "mandarin",
"vad_eos": 10000,
"ptt": 1,
}
first = False
await ws.send(json.dumps(frame))
await asyncio.sleep(_FRAME_INTERVAL)
await ws.send(json.dumps({"data": {"status": 2, **audio_meta, "audio": ""}}))
pieces: list[str] = []
try:
async with websockets.connect(build_auth_url(api_key, api_secret), open_timeout=10) as ws:
send_task = asyncio.create_task(_send_frames(ws))
try:
while True:
raw = await asyncio.wait_for(ws.recv(), timeout=_RECV_TIMEOUT)
msg = json.loads(raw)
code = msg.get("code")
if code:
hint = _ERR_HINTS.get(code, msg.get("message") or "未知错误")
raise XfyunASRError(f"讯飞识别失败({code}):{hint}", code=code)
data = msg.get("data") or {}
result = data.get("result") or {}
pieces.append(
"".join(
cw.get("w", "")
for w in (result.get("ws") or [])
for cw in (w.get("cw") or [])
)
)
if data.get("status") == 2:
break
finally:
send_task.cancel()
with suppress(asyncio.CancelledError):
await send_task
except XfyunASRError:
raise
except asyncio.TimeoutError:
raise XfyunASRError("讯飞识别超时(30s 无响应)")
except Exception as e: # 握手 401/连接断开等
raise XfyunASRError(f"讯飞连接失败:{type(e).__name__}: {e}")
return "".join(pieces).strip()