优化translate

This commit is contained in:
zxjyes 2025-03-31 10:07:03 +08:00
parent 426b755c33
commit c62b5990f5
3 changed files with 84 additions and 17 deletions

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@ -13,6 +13,16 @@ import re
from langchain.prompts import ChatPromptTemplate
from langchain.schema import SystemMessage, HumanMessage
from langchain_openai import ChatOpenAI
import logging
from typing import Optional
import time
# 配置日志
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
logger = logging.getLogger('translation_service')
def preprocess_eng(text):
'''
@ -69,7 +79,7 @@ def get_noun_zh(text):
noun = ' '.join(nouns)
return noun
def has_no_chinese(text):
def all_chinese(text):
"""
判断一个文本是否不包含中文字符
@ -85,28 +95,45 @@ def has_no_chinese(text):
'\u2f00' <= char <= '\u2fdf' or \
'\u3100' <= char <= '\u312f' or \
'\u31a0' <= char <= '\u31bf':
flag = 1
else:
return False
return True
def extract_List(text):
pattern = r'\[(.*?)\]'
matches = re.findall(pattern,text)
try:
return matches[-1]
except Exception as e:
print("字符串处理异常!",e)
def extract_list(text: str) -> Optional[str]:
"""从文本中提取方括号内的内容"""
if not isinstance(text, str):
return None
try:
pattern = r'\[(.*?)\]'
matches = re.findall(pattern, text)
if not matches:
return None
return matches[-1]
except Exception as e:
logger.error(f"字符串处理异常: {e}")
return None
def translate(query: str) -> Optional[str]:
"""
将查询中的英文翻译为中文
如果提取列表为空最多重试三次
"""
if not query or not isinstance(query, str):
return None
def translate(query):
sys_template = '''
你是一个专注于化工环境学科领域的翻译专家
用户将提供一个生命周期评价领域数据库的查询查询可能包含中英文字符你的任务是
1. 将查询中的所有英文表述转化为对应的中文表述
2. 确保转化后的查询中不含任何非中文语言
3. 将完整的中文查询以[]格式返回
4. 不返回除[]格式外的任何其他内容
3. 将完整的中文查询以"[]"格式返回
4. 不返回除"[]"格式外的任何其他内容
请严格按照上述要求执行
'''
human_template = "查询内容为:{context}"
@ -117,18 +144,58 @@ def translate(query):
])
messages = chat_prompt.format_messages(context=query)
# print(messages)
llm = ChatOpenAI(
model = "deepseek-chat",
model="deepseek-chat",
base_url="https://api.deepseek.com",
api_key="sk-3e42e538bc39411ab80761106d83dda9",
temperature=0,
)
response = llm.invoke(messages)
content = response.content
result = extract_List(content)
return result
if __name__ == '__main__':
res = translate("HCOOH的定义是什么")
print(res)
# 最多尝试三次
max_attempts = 3
for attempt in range(1, max_attempts + 1):
logger.info(f"翻译尝试 {attempt}/{max_attempts}{query[:50]}{'...' if len(query) > 50 else ''}")
try:
# 调用API获取翻译结果
response = llm.invoke(messages)
content = response.content
# 尝试提取结果
result = extract_list(content)
# 如果成功提取到结果,直接返回
if result is not None:
logger.info(f"成功提取翻译结果 (尝试 {attempt}/{max_attempts})")
return result
# 提取失败,记录信息
logger.warning(f"未能提取翻译结果 (尝试 {attempt}/{max_attempts}): {content[:100]}")
# 如果已经是最后一次尝试则返回None
if attempt == max_attempts:
logger.error("所有尝试均失败,无法获取有效翻译结果")
return None
# 短暂等待后继续下一次尝试
time.sleep(1)
except Exception as e:
logger.error(f"翻译过程中发生异常 (尝试 {attempt}/{max_attempts}): {e}")
if attempt == max_attempts:
return None
return None
# 使用示例
if __name__ == "__main__":
query = "HCOOH"
result = translate(query)
if result:
print(f"翻译结果: {result}")
else:
print("翻译失败")