mirror of
https://github.com/open-webui/open-webui.git
synced 2025-12-13 12:55:19 +00:00
617 lines
20 KiB
Python
617 lines
20 KiB
Python
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"""
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计费核心逻辑
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提供费用计算、余额扣除、预扣费、结算等核心功能
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金额单位说明:
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- 存储单位:毫(整数),1元 = 10000毫
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- 定价单位:毫/百万tokens
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"""
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import time
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import uuid
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import logging
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from typing import Tuple, Optional
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from fastapi import HTTPException
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from sqlalchemy.orm import Session
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from open_webui.models.users import User
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from open_webui.models.billing import BillingLog, ModelPricings, RechargeLog
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from open_webui.internal.db import get_db
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log = logging.getLogger(__name__)
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def estimate_prompt_tokens(messages: list, model_id: str) -> int:
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"""
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使用tiktoken预估prompt tokens
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Args:
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messages: OpenAI格式消息 [{"role": "user", "content": "..."}]
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model_id: 模型ID
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Returns:
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int: 预估的prompt tokens数量
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"""
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try:
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import tiktoken
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# 选择encoding(GPT-4/3.5/Claude都用cl100k_base)
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encoding = tiktoken.get_encoding("cl100k_base")
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total_tokens = 0
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for message in messages:
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# 每条消息有4 tokens开销(role + content结构)
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total_tokens += 4
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for key, value in message.items():
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if isinstance(value, str):
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total_tokens += len(encoding.encode(value))
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elif isinstance(value, list):
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# 处理多模态消息(如图片)
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for item in value:
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if isinstance(item, dict) and item.get("type") == "text":
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total_tokens += len(encoding.encode(item.get("text", "")))
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# 额外的系统开销
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total_tokens += 2
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return total_tokens
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except Exception as e:
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# tiktoken失败时降级为字符估算
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log.warning(f"tiktoken预估失败,降级为字符估算: {e}")
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char_count = 0
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for message in messages:
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content = message.get("content", "")
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if isinstance(content, str):
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char_count += len(content)
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elif isinstance(content, list):
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for item in content:
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if isinstance(item, dict) and item.get("type") == "text":
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char_count += len(item.get("text", ""))
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return max(char_count // 4, 10) # 1 token ≈ 4字符
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# 默认定价配置(毫/百万tokens)
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# 说明:1元 = 10000毫,精度为 0.0001元
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# 原价格(元/百万tokens)* 10000(元转毫)= 毫/百万tokens
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DEFAULT_PRICING = {
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"gpt-4o": {"input": 25000, "output": 100000}, # 2.5元/M -> 25000毫/M
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"gpt-4o-mini": {"input": 1500, "output": 6000}, # 0.15元/M -> 1500毫/M
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"gpt-4-turbo": {"input": 100000, "output": 300000}, # 10元/M -> 100000毫/M
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"gpt-3.5-turbo": {"input": 5000, "output": 15000}, # 0.5元/M -> 5000毫/M
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"claude-3.5-sonnet": {"input": 30000, "output": 150000}, # 3元/M -> 30000毫/M
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"claude-3-opus": {"input": 150000, "output": 750000}, # 15元/M -> 150000毫/M
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"claude-3-sonnet": {"input": 30000, "output": 150000}, # 3元/M -> 30000毫/M
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"claude-3-haiku": {"input": 2500, "output": 12500}, # 0.25元/M -> 2500毫/M
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"gemini-1.5-pro": {"input": 35000, "output": 105000}, # 3.5元/M -> 35000毫/M
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"gemini-1.5-flash": {"input": 750, "output": 3000}, # 0.075元/M -> 750毫/M
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"default": {"input": 10000, "output": 20000}, # 1元/M -> 10000毫/M
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}
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def calculate_cost(
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model_id: str, prompt_tokens: int, completion_tokens: int
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) -> int:
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"""
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计算费用
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公式: (prompt_tokens / 1,000,000 × input_price) + (completion_tokens / 1,000,000 × output_price)
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Args:
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model_id: 模型标识
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prompt_tokens: 输入token数
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completion_tokens: 输出token数
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Returns:
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int: 费用(毫),1元 = 10000毫,精度为 0.0001元
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"""
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# 1. 从数据库获取定价
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pricing = ModelPricings.get_by_model_id(model_id)
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if pricing:
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input_price = pricing.input_price # 毫/百万tokens
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output_price = pricing.output_price
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else:
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# 使用默认价格
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default = DEFAULT_PRICING.get(model_id, DEFAULT_PRICING["default"])
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input_price = default["input"] # 毫/百万tokens
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output_price = default["output"]
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# 2. 计算费用(毫)
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# 公式: (tokens * price_per_million) / 1000000
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input_cost = (prompt_tokens * input_price) // 1000000
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output_cost = (completion_tokens * output_price) // 1000000
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total_cost = input_cost + output_cost
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return int(total_cost)
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def deduct_balance(
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user_id: str,
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model_id: str,
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prompt_tokens: int,
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completion_tokens: int,
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log_type: str = "deduct",
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) -> Tuple[int, int]:
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"""
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扣除用户余额(带行锁,防止并发超扣)
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Args:
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user_id: 用户ID
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model_id: 模型标识
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prompt_tokens: 输入token数
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completion_tokens: 输出token数
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log_type: 日志类型(deduct/refund/precharge)
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Returns:
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Tuple[int, int]: (本次费用(毫), 扣费后余额(毫))
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Raises:
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HTTPException: 用户不存在、账户冻结、余额不足
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"""
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with get_db() as db:
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# 1. 行锁获取用户(防止并发)
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user = db.query(User).filter_by(id=user_id).with_for_update().first()
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if not user:
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raise HTTPException(status_code=404, detail="用户不存在")
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# 2. 检查账户状态
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if user.billing_status == "frozen":
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raise HTTPException(status_code=403, detail="账户已冻结,请联系管理员充值")
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# 3. 计算费用(毫)
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cost = calculate_cost(model_id, prompt_tokens, completion_tokens)
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# 4. 检查余额
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balance_before = user.balance or 0
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if balance_before < cost:
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raise HTTPException(
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status_code=402,
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detail=f"余额不足:当前 {balance_before / 10000:.4f} 元,需要 {cost / 10000:.4f} 元",
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)
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# 5. 扣费
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user.balance = balance_before - cost
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user.total_consumed = (user.total_consumed or 0) + cost
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# 6. 余额不足时冻结账户(< 0.01元 = 100毫)
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if user.balance < 100:
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user.billing_status = "frozen"
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log.warning(f"用户 {user_id} 余额不足,账户已冻结")
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# 7. 记录日志
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billing_log = BillingLog(
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id=str(uuid.uuid4()),
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user_id=user_id,
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model_id=model_id,
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prompt_tokens=prompt_tokens,
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completion_tokens=completion_tokens,
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total_cost=cost,
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balance_after=user.balance,
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log_type=log_type,
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created_at=int(time.time() * 1000000000), # 纳秒级时间戳
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)
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db.add(billing_log)
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# 8. 提交事务
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db.commit()
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log.info(
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f"用户 {user_id} 使用模型 {model_id} 扣费 {cost / 10000:.4f} 元,"
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f"余额 {balance_before / 10000:.4f} -> {user.balance / 10000:.4f}"
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)
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return cost, user.balance
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def recharge_user(
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user_id: str, amount: int, operator_id: str, remark: str = ""
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) -> int:
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"""
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用户充值/扣费
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Args:
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user_id: 用户ID
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amount: 充值金额(毫),正数充值,负数扣费,1元 = 10000毫
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operator_id: 操作员ID
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remark: 备注
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Returns:
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int: 充值/扣费后余额(毫)
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Raises:
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HTTPException: 用户不存在、金额无效或余额不足
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"""
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if amount == 0:
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raise HTTPException(status_code=400, detail="金额不能为0")
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with get_db() as db:
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# 1. 行锁获取用户
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user = db.query(User).filter_by(id=user_id).with_for_update().first()
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if not user:
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raise HTTPException(status_code=404, detail="用户不存在")
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# 2. 扣费时检查余额是否足够
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balance_before = user.balance or 0
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if amount < 0:
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if balance_before + amount < 0:
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raise HTTPException(
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status_code=400,
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detail=f"余额不足,当前余额 {balance_before / 10000:.2f} 元"
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)
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# 3. 充值/扣费
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user.balance = balance_before + amount
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# 4. 账户状态自动管理(< 0.01元 = 100毫)
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if user.balance < 100:
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user.billing_status = "frozen"
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elif user.balance >= 100:
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user.billing_status = "active"
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# 5. 记录充值日志
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recharge_log = RechargeLog(
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id=str(uuid.uuid4()),
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user_id=user_id,
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amount=amount,
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operator_id=operator_id,
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remark=remark,
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created_at=int(time.time() * 1000000000), # 纳秒级时间戳
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)
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db.add(recharge_log)
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# 6. 提交事务
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db.commit()
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operation_text = "充值" if amount > 0 else "扣费"
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log.info(
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f"用户 {user_id} {operation_text} {abs(amount) / 10000:.2f} 元,"
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f"余额 {balance_before / 10000:.4f} -> {user.balance / 10000:.4f},"
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f"操作员 {operator_id}"
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)
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return user.balance
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def get_user_balance(user_id: str) -> Optional[Tuple[int, int, str]]:
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"""
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获取用户余额信息
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Args:
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user_id: 用户ID
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Returns:
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Optional[Tuple[int, int, str]]: (余额(毫), 累计消费(毫), 账户状态) 或 None
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"""
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try:
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with get_db() as db:
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user = db.query(User).filter_by(id=user_id).first()
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if not user:
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return None
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return (
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user.balance or 0,
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user.total_consumed or 0,
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user.billing_status or "active",
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)
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except Exception as e:
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log.error(f"获取用户余额失败: {e}")
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return None
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def precharge_balance(
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user_id: str,
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model_id: str,
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estimated_prompt_tokens: int,
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max_completion_tokens: int = 4096,
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) -> Tuple[str, int, int]:
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"""
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预扣费(冻结余额)
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Args:
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user_id: 用户ID
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model_id: 模型ID
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estimated_prompt_tokens: 预估的输入tokens
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max_completion_tokens: 最大输出tokens
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Returns:
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Tuple[str, int, int]: (预扣费ID, 预扣金额(毫), 剩余余额(毫))
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Raises:
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HTTPException: 余额不足或账户冻结
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"""
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with get_db() as db:
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# 1. 行锁获取用户
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user = db.query(User).filter_by(id=user_id).with_for_update().first()
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if not user:
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raise HTTPException(status_code=404, detail="用户不存在")
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if user.billing_status == "frozen":
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raise HTTPException(status_code=403, detail="账户已冻结")
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# 2. 计算最大可能费用
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|
|
max_cost = calculate_cost(model_id, estimated_prompt_tokens, max_completion_tokens)
|
|||
|
|
|
|||
|
|
# 3. 检查余额
|
|||
|
|
balance_before = user.balance or 0
|
|||
|
|
if balance_before < max_cost:
|
|||
|
|
raise HTTPException(
|
|||
|
|
status_code=402,
|
|||
|
|
detail=f"余额不足:当前 {balance_before / 10000:.4f} 元,预估需要 {max_cost / 10000:.4f} 元",
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
# 4. 预扣费
|
|||
|
|
user.balance = balance_before - max_cost
|
|||
|
|
|
|||
|
|
# 5. 创建预扣费记录
|
|||
|
|
precharge_id = str(uuid.uuid4())
|
|||
|
|
billing_log = BillingLog(
|
|||
|
|
id=str(uuid.uuid4()),
|
|||
|
|
user_id=user_id,
|
|||
|
|
model_id=model_id,
|
|||
|
|
prompt_tokens=0, # 实际tokens在settle时更新
|
|||
|
|
completion_tokens=0,
|
|||
|
|
total_cost=max_cost,
|
|||
|
|
balance_after=user.balance,
|
|||
|
|
log_type="precharge",
|
|||
|
|
precharge_id=precharge_id,
|
|||
|
|
status="precharge",
|
|||
|
|
estimated_tokens=estimated_prompt_tokens + max_completion_tokens,
|
|||
|
|
created_at=int(time.time() * 1000000000),
|
|||
|
|
)
|
|||
|
|
db.add(billing_log)
|
|||
|
|
db.commit()
|
|||
|
|
|
|||
|
|
log.info(
|
|||
|
|
f"预扣费成功: user={user_id} model={model_id} "
|
|||
|
|
f"estimated={estimated_prompt_tokens}+{max_completion_tokens}tokens "
|
|||
|
|
f"cost={max_cost / 10000:.4f}元 precharge_id={precharge_id}"
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
return precharge_id, max_cost, user.balance
|
|||
|
|
|
|||
|
|
|
|||
|
|
def settle_precharge(
|
|||
|
|
precharge_id: str, actual_prompt_tokens: int, actual_completion_tokens: int
|
|||
|
|
) -> Tuple[int, int, int]:
|
|||
|
|
"""
|
|||
|
|
结算预扣费(退还差额或补扣不足)
|
|||
|
|
|
|||
|
|
Args:
|
|||
|
|
precharge_id: 预扣费事务ID
|
|||
|
|
actual_prompt_tokens: 实际消费的prompt tokens
|
|||
|
|
actual_completion_tokens: 实际消费的completion tokens
|
|||
|
|
|
|||
|
|
Returns:
|
|||
|
|
Tuple[int, int, int]: (实际费用(毫), 退款金额(毫), 结算后余额(毫))
|
|||
|
|
"""
|
|||
|
|
with get_db() as db:
|
|||
|
|
# 1. 查询预扣费记录
|
|||
|
|
precharge_log = (
|
|||
|
|
db.query(BillingLog)
|
|||
|
|
.filter_by(precharge_id=precharge_id, status="precharge")
|
|||
|
|
.first()
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
if not precharge_log:
|
|||
|
|
log.warning(f"预扣费记录不存在: precharge_id={precharge_id}")
|
|||
|
|
# 降级为直接扣费
|
|||
|
|
if actual_prompt_tokens > 0 or actual_completion_tokens > 0:
|
|||
|
|
cost, balance_after = deduct_balance(
|
|||
|
|
user_id="unknown",
|
|||
|
|
model_id="unknown",
|
|||
|
|
prompt_tokens=actual_prompt_tokens,
|
|||
|
|
completion_tokens=actual_completion_tokens,
|
|||
|
|
log_type="deduct",
|
|||
|
|
)
|
|||
|
|
return cost, 0, balance_after
|
|||
|
|
return 0, 0, 0
|
|||
|
|
|
|||
|
|
# 2. 行锁获取用户
|
|||
|
|
user = db.query(User).filter_by(id=precharge_log.user_id).with_for_update().first()
|
|||
|
|
if not user:
|
|||
|
|
raise HTTPException(status_code=404, detail="用户不存在")
|
|||
|
|
|
|||
|
|
# 3. 计算实际费用
|
|||
|
|
actual_cost = calculate_cost(
|
|||
|
|
precharge_log.model_id, actual_prompt_tokens, actual_completion_tokens
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
# 4. 计算差额
|
|||
|
|
precharged_cost = precharge_log.total_cost
|
|||
|
|
diff = precharged_cost - actual_cost # 正数=退款,负数=补扣
|
|||
|
|
|
|||
|
|
# 5. 调整余额
|
|||
|
|
if diff > 0:
|
|||
|
|
# 退款
|
|||
|
|
user.balance += diff
|
|||
|
|
refund_amount = diff
|
|||
|
|
elif diff < 0:
|
|||
|
|
# 补扣
|
|||
|
|
additional_cost = abs(diff)
|
|||
|
|
if user.balance < additional_cost:
|
|||
|
|
# 余额不足以补扣
|
|||
|
|
log.warning(
|
|||
|
|
f"补扣余额不足: user={user.id} need={additional_cost / 10000:.4f}元 "
|
|||
|
|
f"balance={user.balance / 10000:.4f}元"
|
|||
|
|
)
|
|||
|
|
# 扣除所有余额,标记账户冻结
|
|||
|
|
user.balance = 0
|
|||
|
|
user.billing_status = "frozen"
|
|||
|
|
else:
|
|||
|
|
user.balance -= additional_cost
|
|||
|
|
refund_amount = -additional_cost
|
|||
|
|
else:
|
|||
|
|
refund_amount = 0
|
|||
|
|
|
|||
|
|
# 6. 更新累计消费
|
|||
|
|
user.total_consumed = (user.total_consumed or 0) + actual_cost
|
|||
|
|
|
|||
|
|
# 7. 更新预扣费记录状态
|
|||
|
|
precharge_log.status = "settled"
|
|||
|
|
|
|||
|
|
# 8. 创建结算记录
|
|||
|
|
settle_log = BillingLog(
|
|||
|
|
id=str(uuid.uuid4()),
|
|||
|
|
user_id=user.id,
|
|||
|
|
model_id=precharge_log.model_id,
|
|||
|
|
prompt_tokens=actual_prompt_tokens,
|
|||
|
|
completion_tokens=actual_completion_tokens,
|
|||
|
|
total_cost=actual_cost,
|
|||
|
|
balance_after=user.balance,
|
|||
|
|
log_type="settle",
|
|||
|
|
precharge_id=precharge_id,
|
|||
|
|
status="settled",
|
|||
|
|
refund_amount=refund_amount,
|
|||
|
|
created_at=int(time.time() * 1000000000),
|
|||
|
|
)
|
|||
|
|
db.add(settle_log)
|
|||
|
|
|
|||
|
|
# 9. 提交事务
|
|||
|
|
db.commit()
|
|||
|
|
|
|||
|
|
log.info(
|
|||
|
|
f"结算成功: user={user.id} precharge_id={precharge_id} "
|
|||
|
|
f"actual={actual_prompt_tokens}+{actual_completion_tokens}tokens "
|
|||
|
|
f"cost={actual_cost / 10000:.4f}元 refund={refund_amount / 10000:.4f}元 "
|
|||
|
|
f"balance={user.balance / 10000:.4f}元"
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
return actual_cost, refund_amount, user.balance
|
|||
|
|
|
|||
|
|
|
|||
|
|
async def safe_deduct_balance_for_middleware(
|
|||
|
|
user_id: str,
|
|||
|
|
model_id: str,
|
|||
|
|
prompt_tokens: int,
|
|||
|
|
completion_tokens: int,
|
|||
|
|
event_emitter: Optional[callable] = None,
|
|||
|
|
log_prefix: str = "计费"
|
|||
|
|
) -> Tuple[Optional[int], Optional[int]]:
|
|||
|
|
"""
|
|||
|
|
安全扣费包装器(用于middleware.py)
|
|||
|
|
|
|||
|
|
统一处理计费逻辑、异常处理、日志记录和事件通知
|
|||
|
|
|
|||
|
|
Args:
|
|||
|
|
user_id: 用户ID
|
|||
|
|
model_id: 模型ID
|
|||
|
|
prompt_tokens: 输入tokens
|
|||
|
|
completion_tokens: 输出tokens
|
|||
|
|
event_emitter: 事件发送器(可选)
|
|||
|
|
log_prefix: 日志前缀("计费" or "流式计费")
|
|||
|
|
|
|||
|
|
Returns:
|
|||
|
|
Tuple[Optional[int], Optional[int]]: (cost, balance_after) 或 (None, None)
|
|||
|
|
"""
|
|||
|
|
# 如果tokens都为0,跳过计费
|
|||
|
|
if prompt_tokens == 0 and completion_tokens == 0:
|
|||
|
|
return None, None
|
|||
|
|
|
|||
|
|
try:
|
|||
|
|
cost, balance_after = deduct_balance(
|
|||
|
|
user_id=user_id,
|
|||
|
|
model_id=model_id,
|
|||
|
|
prompt_tokens=prompt_tokens,
|
|||
|
|
completion_tokens=completion_tokens
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
# 统一日志格式(单位:毫 → 元)
|
|||
|
|
log.info(
|
|||
|
|
f"{log_prefix}成功: 用户={user_id}, 模型={model_id}, "
|
|||
|
|
f"tokens={prompt_tokens}+{completion_tokens}, "
|
|||
|
|
f"费用={cost / 10000:.6f}元, 余额={balance_after / 10000:.4f}元"
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
return cost, balance_after
|
|||
|
|
|
|||
|
|
except ImportError:
|
|||
|
|
log.warning("billing模块不存在,跳过计费")
|
|||
|
|
return None, None
|
|||
|
|
|
|||
|
|
except HTTPException as e:
|
|||
|
|
# 业务异常(如余额不足)
|
|||
|
|
log.error(f"{log_prefix}失败(业务异常): {e.detail}")
|
|||
|
|
|
|||
|
|
if event_emitter:
|
|||
|
|
try:
|
|||
|
|
await event_emitter({
|
|||
|
|
"type": "billing:error",
|
|||
|
|
"data": {"message": str(e.detail)}
|
|||
|
|
})
|
|||
|
|
except Exception:
|
|||
|
|
pass
|
|||
|
|
|
|||
|
|
return None, None
|
|||
|
|
|
|||
|
|
except Exception as e:
|
|||
|
|
# 系统异常
|
|||
|
|
log.error(f"{log_prefix}失败(系统异常): {e}", exc_info=True)
|
|||
|
|
|
|||
|
|
if event_emitter:
|
|||
|
|
try:
|
|||
|
|
await event_emitter({
|
|||
|
|
"type": "billing:error",
|
|||
|
|
"data": {"message": f"计费系统异常: {str(e)}"}
|
|||
|
|
})
|
|||
|
|
except Exception:
|
|||
|
|
pass
|
|||
|
|
|
|||
|
|
return None, None
|
|||
|
|
|
|||
|
|
|
|||
|
|
def check_user_balance_threshold(
|
|||
|
|
user_id: str,
|
|||
|
|
threshold: int = 100 # 默认100毫 = 0.01元
|
|||
|
|
) -> None:
|
|||
|
|
"""
|
|||
|
|
检查用户余额是否满足阈值要求
|
|||
|
|
|
|||
|
|
Args:
|
|||
|
|
user_id: 用户ID
|
|||
|
|
threshold: 最低余额阈值(毫),默认100毫 = 0.01元
|
|||
|
|
|
|||
|
|
Raises:
|
|||
|
|
HTTPException:
|
|||
|
|
- 402: 余额不足
|
|||
|
|
- 403: 账户已冻结
|
|||
|
|
|
|||
|
|
Note:
|
|||
|
|
- 如果billing模块不存在,静默跳过
|
|||
|
|
- 如果发生其他异常,静默跳过(记录日志但不阻断请求)
|
|||
|
|
"""
|
|||
|
|
try:
|
|||
|
|
balance_info = get_user_balance(user_id)
|
|||
|
|
if not balance_info:
|
|||
|
|
return # 用户不存在或查询失败,跳过检查
|
|||
|
|
|
|||
|
|
balance, _, status = balance_info
|
|||
|
|
|
|||
|
|
# 检查账户状态
|
|||
|
|
if status == "frozen":
|
|||
|
|
raise HTTPException(
|
|||
|
|
status_code=403,
|
|||
|
|
detail="账户已冻结,请联系管理员充值"
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
# 检查余额阈值
|
|||
|
|
if balance < threshold:
|
|||
|
|
raise HTTPException(
|
|||
|
|
status_code=402,
|
|||
|
|
detail=f"余额不足: 当前余额 {balance / 10000:.4f} 元,"
|
|||
|
|
f"最低需要 {threshold / 10000:.4f} 元,请前往计费中心充值"
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
except ImportError:
|
|||
|
|
# billing模块不存在,跳过检查
|
|||
|
|
pass
|
|||
|
|
|
|||
|
|
except HTTPException:
|
|||
|
|
# 业务异常(余额不足/账户冻结),向上抛出
|
|||
|
|
raise
|
|||
|
|
|
|||
|
|
except Exception as e:
|
|||
|
|
# 其他异常仅记录日志,不阻断请求
|
|||
|
|
log.error(f"计费预检查异常: {e}")
|