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Update multi-engine ASR: Tencent + Baidu
1 parent 52c8e09 commit 2ac229e

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Lines changed: 122 additions & 1 deletion

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server/main.py

Lines changed: 122 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -21,12 +21,16 @@
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import os
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import re
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import hashlib
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import json
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import random
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import tempfile
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import time
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import asyncio
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from contextlib import suppress
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from typing import List, Optional
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import requests
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from fastapi import FastAPI, File, UploadFile
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from fastapi import FastAPI, File, UploadFile, WebSocket, WebSocketDisconnect
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from fastapi.middleware.cors import CORSMiddleware
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from pydantic import BaseModel
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@@ -183,3 +187,120 @@ def api_transcribe(file: UploadFile = File(...), authorization: Optional[str] =
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segments, info = model.transcribe(tmp.name, beam_size=5)
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text = "".join(seg.text for seg in segments).strip()
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return {"text": text, "language": getattr(info, "language", None)}
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# ---------------- 流式 Whisper(WebSocket,边录边出字,类似 WhisperLiveKit) ----------------
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#
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# 协议:
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# App 连接 ws://<host>:8000/ws/transcribe?lang=zh|en|yue(lang 可省略 → 自动检测)
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# 客户端 → 服务端:二进制帧 = 16kHz/16bit/单声道 PCM 原始字节
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# 客户端 → 服务端:文本帧 "flush" = 停止并返回最终转写;"close" = 直接断开
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# 服务端 → 客户端:JSON 文本帧
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# {"type":"interim","text":"..."} 滚动中间结果(每积累约 3s 新音频)
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# {"type":"final","text":"...","language":"en"} 最终完整转写
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# {"type":"error","message":"..."}
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STREAM_INTERVAL_SEC = 3.0 # 每隔这么多秒的"新音频"做一次中间转写
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STREAM_WINDOW_SEC = 15.0 # 中间转写只看最近这么多秒(滚动窗口)
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STREAM_MAX_SEC = 300.0 # 缓冲上限(5 分钟),防止长录音内存无限增长
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_STREAM_BYTES_PER_SEC = 32000 # 16kHz × 16bit / 8 = 32000 B/s
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def _pcm_to_float(raw_pcm: bytes):
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import numpy as np
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return np.frombuffer(raw_pcm, dtype=np.int16).astype(np.float32) / 32768.0
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def _transcribe_audio(model, raw_pcm: bytes, lang: str = ""):
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"""把 PCM 字节交给 Whisper 转写,返回 (text, language)。"""
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audio = _pcm_to_float(raw_pcm)
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if audio.size == 0:
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return "", None
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language = lang or None
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segments, info = model.transcribe(
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audio, language=language, beam_size=1, vad_filter=True,
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condition_on_previous_text=False,
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)
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text = "".join(seg.text for seg in segments).strip()
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return text, (info.language if language is None else language)
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@app.websocket("/ws/transcribe")
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async def ws_transcribe(websocket: WebSocket, lang: str = ""):
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await websocket.accept()
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auth = websocket.headers.get("authorization", "")
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if AUTH_TOKEN and auth != f"Bearer {AUTH_TOKEN}":
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await websocket.send_text(json.dumps({"type": "error", "message": "AUTH_TOKEN 不匹配"}))
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await websocket.close(code=4001)
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return
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try:
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model = await asyncio.to_thread(_get_whisper_model)
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except Exception as e:
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await websocket.send_text(json.dumps({"type": "error", "message": f"faster-whisper 未安装或加载失败: {e}"}))
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await websocket.close(code=4002)
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return
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buffer = bytearray()
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lock = asyncio.Lock()
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last_len = 0
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async def stream_loop():
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nonlocal last_len
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last_run = time.monotonic()
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try:
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while True:
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await asyncio.sleep(0.5)
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last_len = min(last_len, len(buffer))
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now = time.monotonic()
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if now - last_run >= STREAM_INTERVAL_SEC and len(buffer) > last_len:
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last_len = len(buffer)
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last_run = now
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window = bytes(buffer[-int(STREAM_WINDOW_SEC * _STREAM_BYTES_PER_SEC):])
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try:
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async with lock:
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text, _ = await asyncio.to_thread(_transcribe_audio, model, window, lang)
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except Exception as e:
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text = ""
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if text:
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try:
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await websocket.send_text(json.dumps({"type": "interim", "text": text}))
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except Exception:
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return
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except asyncio.CancelledError:
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raise
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except Exception:
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pass
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loop_task = asyncio.create_task(stream_loop())
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try:
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while True:
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msg = await websocket.receive()
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if msg["type"] == "websocket.receive_bytes":
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buffer.extend(msg["bytes"])
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max_bytes = int(STREAM_MAX_SEC * _STREAM_BYTES_PER_SEC)
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if len(buffer) > max_bytes + int(STREAM_WINDOW_SEC * _STREAM_BYTES_PER_SEC):
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del buffer[: len(buffer) - max_bytes]
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elif msg["type"] == "websocket.receive_text":
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txt = msg.get("text", "").strip()
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if txt == "flush":
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loop_task.cancel()
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with suppress(asyncio.CancelledError):
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await loop_task
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async with lock:
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final_text, language = await asyncio.to_thread(
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_transcribe_audio, model, bytes(buffer), lang
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)
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try:
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await websocket.send_text(json.dumps({
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"type": "final", "text": final_text, "language": language,
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}))
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except Exception:
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pass
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break
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elif txt == "close":
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break
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except WebSocketDisconnect:
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pass
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finally:
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loop_task.cancel()
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with suppress(asyncio.CancelledError):
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await loop_task
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with suppress(Exception):
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await websocket.close()

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