如何防止您的 OpenAI API 账单失控

📄 中文摘要

在使用大型语言模型(LLM)API(如 OpenAI、Anthropic Claude 和 Google Gemini)时,开发者常常会遇到意外的费用激增问题,尤其是在运行无限循环或未设限的用户会话时。由于这些 SDK 并没有内置的支出限制功能,OpenAI 的使用限制是事后统计,Anthropic 没有预算控制,而 Gemini 仅有速率限制而无令牌预算。为了解决这一问题,开发者创建了一个名为 llm-spend-guard 的工具,它能够在调用 LLM SDK 之前强制执行令牌预算,从而有效控制支出。该工具为开发者提供了一种简单的方式来避免意外的高额账单。

📄 English Summary

How to Stop Your OpenAI API Bill from Spiraling Out of Control

Developers using large language model (LLM) APIs such as OpenAI, Anthropic Claude, and Google Gemini often face unexpected cost surges, particularly when running runaway loops or uncapped user sessions. These SDKs lack built-in spending limit features; OpenAI's usage limits are retrospective, Anthropic has no budget controls, and Gemini offers rate limits but no token budgets. To address this issue, a tool called llm-spend-guard has been created, which enforces token budgets before making LLM SDK calls, effectively controlling expenditures. This tool provides developers with a straightforward way to avoid unexpected high bills.

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数据源: OpenAI, Google AI, DeepMind, AWS ML Blog, HuggingFace 等