5e4dc8e4
tangwang
翻译架构按“一个翻译服务 +
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"""Qwen-MT translation backend with cache support."""
from __future__ import annotations
import hashlib
import logging
import os
import re
import time
from typing import List, Optional, Sequence, Union
import redis
from openai import OpenAI
from config.env_config import DASHSCOPE_API_KEY, REDIS_CONFIG
from config.services_config import get_translation_cache_config
from config.tenant_config_loader import SOURCE_LANG_CODE_MAP
logger = logging.getLogger(__name__)
class QwenMTTranslationBackend:
QWEN_DEFAULT_BASE_URL = "https://dashscope-us.aliyuncs.com/compatible-mode/v1"
QWEN_MODEL = "qwen-mt-flash"
SOURCE_LANG_CODE_MAP = SOURCE_LANG_CODE_MAP
def __init__(
self,
model: str = "qwen",
api_key: Optional[str] = None,
use_cache: bool = True,
timeout: int = 10,
glossary_id: Optional[str] = None,
translation_context: Optional[str] = None,
):
self.model = self._normalize_model(model)
self.timeout = int(timeout)
self.use_cache = bool(use_cache)
self.glossary_id = glossary_id
self.translation_context = translation_context or "e-commerce product search"
cache_cfg = get_translation_cache_config()
self.cache_prefix = str(cache_cfg.get("key_prefix", "trans:v2"))
self.expire_seconds = int(cache_cfg.get("ttl_seconds", 360 * 24 * 3600))
self.cache_sliding_expiration = bool(cache_cfg.get("sliding_expiration", True))
self.cache_include_context = bool(cache_cfg.get("key_include_context", True))
self.cache_include_prompt = bool(cache_cfg.get("key_include_prompt", True))
self.cache_include_source_lang = bool(cache_cfg.get("key_include_source_lang", True))
self.qwen_model_name = self._resolve_qwen_model_name(model)
self._api_key = api_key or self._default_api_key(self.model)
self._qwen_client: Optional[OpenAI] = None
base_url = os.getenv("DASHSCOPE_BASE_URL") or self.QWEN_DEFAULT_BASE_URL
if self._api_key:
try:
self._qwen_client = OpenAI(api_key=self._api_key, base_url=base_url)
except Exception as exc:
logger.warning("Failed to initialize qwen-mt client: %s", exc, exc_info=True)
else:
logger.warning("DASHSCOPE_API_KEY not set; qwen-mt translation unavailable")
self.redis_client = None
if self.use_cache and bool(cache_cfg.get("enabled", True)):
self.redis_client = self._init_redis_client()
@property
def supports_batch(self) -> bool:
return True
@staticmethod
def _normalize_model(model: str) -> str:
m = (model or "qwen").strip().lower()
if m.startswith("qwen"):
return "qwen-mt"
raise ValueError(f"Unsupported model: {model}. Supported models: 'qwen', 'qwen-mt', 'qwen-mt-flash'")
@staticmethod
def _resolve_qwen_model_name(model: str) -> str:
m = (model or "qwen").strip().lower()
if m in {"qwen", "qwen-mt"}:
return "qwen-mt-flash"
return m
@staticmethod
def _default_api_key(model: str) -> Optional[str]:
del model
return DASHSCOPE_API_KEY or os.getenv("DASHSCOPE_API_KEY")
def _init_redis_client(self):
try:
client = redis.Redis(
host=REDIS_CONFIG.get("host", "localhost"),
port=REDIS_CONFIG.get("port", 6479),
password=REDIS_CONFIG.get("password"),
decode_responses=True,
socket_timeout=REDIS_CONFIG.get("socket_timeout", 1),
socket_connect_timeout=REDIS_CONFIG.get("socket_connect_timeout", 1),
retry_on_timeout=REDIS_CONFIG.get("retry_on_timeout", False),
health_check_interval=10,
)
client.ping()
return client
except Exception as exc:
logger.warning("Failed to initialize translation redis cache: %s", exc)
return None
def _build_cache_key(
self,
text: str,
target_lang: str,
source_lang: Optional[str],
context: Optional[str],
prompt: Optional[str],
) -> str:
src = (source_lang or "auto").strip().lower() if self.cache_include_source_lang else "-"
tgt = (target_lang or "").strip().lower()
ctx = (context or "").strip() if self.cache_include_context else ""
prm = (prompt or "").strip() if self.cache_include_prompt else ""
payload = f"model={self.model}\nsrc={src}\ntgt={tgt}\nctx={ctx}\nprm={prm}\ntext={text}"
digest = hashlib.sha256(payload.encode("utf-8")).hexdigest()
return f"{self.cache_prefix}:{self.model}:{src}:{tgt}:{digest}"
def translate(
self,
text: Union[str, Sequence[str]],
target_lang: str,
source_lang: Optional[str] = None,
context: Optional[str] = None,
prompt: Optional[str] = None,
) -> Union[Optional[str], List[Optional[str]]]:
if isinstance(text, (list, tuple)):
results: List[Optional[str]] = []
for item in text:
if item is None or not str(item).strip():
results.append(item) # type: ignore[arg-type]
continue
out = self.translate(
text=str(item),
target_lang=target_lang,
source_lang=source_lang,
context=context,
prompt=prompt,
)
results.append(out)
return results
if not text or not str(text).strip():
return text # type: ignore[return-value]
tgt = (target_lang or "").strip().lower()
src = (source_lang or "").strip().lower() or None
if tgt == "en" and self._is_english_text(text):
return text
if tgt == "zh" and (self._contains_chinese(text) or self._is_pure_number(text)):
return text
translation_context = context or self.translation_context
cached = self._get_cached_translation_redis(text, tgt, src, translation_context, prompt)
if cached is not None:
return cached
result = self._translate_qwen(text, tgt, src)
if result is not None:
self._set_cached_translation_redis(text, tgt, result, src, translation_context, prompt)
return result
def _translate_qwen(
self,
text: str,
target_lang: str,
source_lang: Optional[str],
) -> Optional[str]:
if not self._qwen_client:
return None
tgt_norm = (target_lang or "").strip().lower()
src_norm = (source_lang or "").strip().lower()
tgt_qwen = self.SOURCE_LANG_CODE_MAP.get(tgt_norm, tgt_norm.capitalize())
src_qwen = "auto" if not src_norm or src_norm == "auto" else self.SOURCE_LANG_CODE_MAP.get(src_norm, src_norm.capitalize())
start = time.time()
try:
completion = self._qwen_client.chat.completions.create(
model=self.qwen_model_name,
messages=[{"role": "user", "content": text}],
extra_body={
"translation_options": {
"source_lang": src_qwen,
"target_lang": tgt_qwen,
}
},
timeout=self.timeout,
)
content = (completion.choices[0].message.content or "").strip()
if not content:
return None
logger.info("[qwen-mt] Success | src=%s tgt=%s latency=%.1fms", src_qwen, tgt_qwen, (time.time() - start) * 1000)
return content
except Exception as exc:
logger.warning(
"[qwen-mt] Failed | src=%s tgt=%s latency=%.1fms error=%s",
src_qwen,
tgt_qwen,
(time.time() - start) * 1000,
exc,
exc_info=True,
)
return None
def _get_cached_translation_redis(
self,
text: str,
target_lang: str,
source_lang: Optional[str] = None,
context: Optional[str] = None,
prompt: Optional[str] = None,
) -> Optional[str]:
if not self.redis_client:
return None
key = self._build_cache_key(text, target_lang, source_lang, context, prompt)
try:
value = self.redis_client.get(key)
if value and self.cache_sliding_expiration:
self.redis_client.expire(key, self.expire_seconds)
return value
except Exception as exc:
logger.warning("Redis get translation cache failed: %s", exc)
return None
def _set_cached_translation_redis(
self,
text: str,
target_lang: str,
translation: str,
source_lang: Optional[str] = None,
context: Optional[str] = None,
prompt: Optional[str] = None,
) -> None:
if not self.redis_client:
return
key = self._build_cache_key(text, target_lang, source_lang, context, prompt)
try:
self.redis_client.setex(key, self.expire_seconds, translation)
except Exception as exc:
logger.warning("Redis set translation cache failed: %s", exc)
@staticmethod
def _contains_chinese(text: str) -> bool:
return bool(re.search(r"[\u4e00-\u9fff]", text or ""))
@staticmethod
def _is_english_text(text: str) -> bool:
stripped = (text or "").strip()
return bool(stripped) and bool(re.fullmatch(r"[A-Za-z0-9\s\W]+", stripped)) and not QwenMTTranslationBackend._contains_chinese(stripped)
@staticmethod
def _is_pure_number(text: str) -> bool:
return bool(re.fullmatch(r"[\d.\-+%/,: ]+", (text or "").strip()))
Translator = QwenMTTranslationBackend
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