legco_ai_assistant/backend/app/services/asr_providers.py

191 lines
6.1 KiB
Python

import asyncio
import base64
import logging
from abc import ABC, abstractmethod
import httpx
import zhconv
from openai import OpenAI
from tenacity import (
retry,
retry_if_exception_type,
stop_after_attempt,
wait_random_exponential,
)
logger = logging.getLogger(__name__)
def _to_traditional(text: str) -> str:
if not text:
return text
return zhconv.convert(text, "zh-hant")
class ASRError(Exception):
pass
class ASRProvider(ABC):
@abstractmethod
async def transcribe(self, audio_bytes: bytes, language: str) -> str:
...
class DashScopeASRProvider(ASRProvider):
def __init__(self, api_key: str, model: str):
self._api_key = api_key
self._model = model
async def transcribe(self, audio_bytes: bytes, language: str) -> str:
loop = asyncio.get_running_loop()
logger.info(
"asr-transcribe-start provider=dashscope model=%s audio_bytes=%d language=%s",
self._model, len(audio_bytes), language,
)
return await loop.run_in_executor(
None, self._transcribe_sync, audio_bytes, language
)
def _transcribe_sync(self, audio_bytes: bytes, language: str) -> str:
audio_b64 = base64.b64encode(audio_bytes).decode()
data_url = f"data:audio/wav;base64,{audio_b64}"
client = OpenAI(
api_key=self._api_key,
base_url="https://dashscope-intl.aliyuncs.com/compatible-mode/v1",
)
asr_options: dict = {}
if language != "auto":
asr_options["language"] = language
resp = client.chat.completions.create(
model=self._model,
messages=[{ # type: ignore[list-item]
"role": "user",
"content": [{
"type": "input_audio",
"input_audio": {"data": data_url},
}],
}],
extra_body={"asr_options": asr_options} if asr_options else None,
)
result = resp.choices[0].message.content or ""
return _to_traditional(result)
class OpenRouterASRProvider(ASRProvider):
def __init__(self, api_key: str, base_url: str, model: str):
self._api_key = api_key
self._stt_url = f"{base_url.rstrip('/')}/audio/transcriptions"
self._model = model
self._client: httpx.AsyncClient | None = None
async def _get_client(self) -> httpx.AsyncClient:
if self._client is None:
self._client = httpx.AsyncClient(
timeout=httpx.Timeout(120.0),
headers={
"Authorization": f"Bearer {self._api_key}",
"Content-Type": "application/json",
},
)
return self._client
async def transcribe(self, audio_bytes: bytes, language: str) -> str:
audio_b64 = base64.b64encode(audio_bytes).decode("ascii")
logger.info(
"asr-transcribe-start provider=openrouter model=%s url=%s audio_bytes=%d language=%s",
self._model, self._stt_url, len(audio_bytes), language,
)
payload: dict = {
"model": self._model,
"input_audio": {
"data": audio_b64,
"format": "wav",
},
}
# OpenRouter STT expects ISO-639-1 (2-letter) codes.
# DashScope languages like "yue" (Cantonese, ISO-639-3) are not valid here.
# Omit to let auto-detection handle it.
if language and language not in ("auto", "yue"):
payload["language"] = language
try:
result = await self._call_stt_api(payload)
except (httpx.TransportError, httpx.HTTPStatusError) as e:
raise ASRError(f"OpenRouter STT request failed: {e}") from e
text = result.get("text", "")
if not text:
raise ASRError("OpenRouter STT returned empty transcription")
logger.info(
"asr-transcribe-complete provider=openrouter text_len=%d",
len(text),
)
return _to_traditional(text)
@retry(
reraise=True,
stop=stop_after_attempt(4),
wait=wait_random_exponential(multiplier=0.2, max=3.0),
retry=retry_if_exception_type((httpx.TransportError, httpx.HTTPStatusError)),
)
async def _call_stt_api(self, payload: dict) -> dict:
client = await self._get_client()
response = await client.post(self._stt_url, json=payload)
if response.status_code >= 400:
logger.error(
"openrouter-stt-error status=%d body=%s",
response.status_code,
response.text[:500],
)
response.raise_for_status()
return response.json()
async def close(self) -> None:
if self._client is not None:
await self._client.aclose()
self._client = None
def create_asr_provider(settings) -> ASRProvider:
provider_name = settings.asr_provider
logger.info(
"asr-provider-selected provider=%s dashscope_key=%s openrouter_key=%s llm_base_url=%s",
provider_name,
"set" if settings.dashscope_api_key else "empty",
"set" if settings.openrouter_api_key else "empty",
settings.llm_base_url,
)
if provider_name == "dashscope":
logger.info("asr-provider-init provider=dashscope model=%s", settings.asr_model_name)
return DashScopeASRProvider(
api_key=settings.dashscope_api_key,
model=settings.asr_model_name,
)
if provider_name == "openrouter":
if not settings.openrouter_api_key:
raise ASRError(
"OPENROUTER_API_KEY is not configured. "
"Set it in .env to use OpenRouter ASR."
)
logger.info(
"asr-provider-init provider=openrouter model=%s url=%s",
settings.asr_openrouter_model,
f"{settings.llm_base_url.rstrip('/')}/audio/transcriptions",
)
return OpenRouterASRProvider(
api_key=settings.openrouter_api_key,
base_url=settings.llm_base_url,
model=settings.asr_openrouter_model,
)
raise ValueError(f"Unknown ASR provider: {provider_name}")