https://answer.freetools.me/tags/%E5%8F%AF%E5%A4%8D%E7%8E%B0%E6%80%A7/ Recent content in 可复现性 on Answer Hugo -- 0.152.2 zh-cn Thu, 12 Mar 2026 14:00:43 +0800 https://answer.freetools.me/%E4%B8%BA%E4%BB%80%E4%B9%88%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%AF%8F%E6%AC%A1%E5%9B%9E%E7%AD%94%E9%83%BD%E4%B8%8D%E4%B8%80%E6%A0%B7%E4%BB%8E%E6%B8%A9%E5%BA%A6%E5%8F%82%E6%95%B0%E5%88%B0%E6%89%B9%E6%AC%A1%E4%B8%8D%E5%8F%98%E6%80%A7%E7%9A%84%E5%AE%8C%E6%95%B4%E6%8A%80%E6%9C%AF%E8%A7%A3%E6%9E%90/ Thu, 12 Mar 2026 14:00:43 +0800 https://answer.freetools.me/%E4%B8%BA%E4%BB%80%E4%B9%88%E5%A4%A7%E6%A8%A1%E5%9E%8B%E6%AF%8F%E6%AC%A1%E5%9B%9E%E7%AD%94%E9%83%BD%E4%B8%8D%E4%B8%80%E6%A0%B7%E4%BB%8E%E6%B8%A9%E5%BA%A6%E5%8F%82%E6%95%B0%E5%88%B0%E6%89%B9%E6%AC%A1%E4%B8%8D%E5%8F%98%E6%80%A7%E7%9A%84%E5%AE%8C%E6%95%B4%E6%8A%80%E6%9C%AF%E8%A7%A3%E6%9E%90/ 深入分析LLM输出随机性的技术根源，从温度参数的数学原理到batch invariance这一被忽视的真正原因，以及如何在生产环境中实现可复现输出 https://answer.freetools.me/seed%E5%8F%82%E6%95%B0%E4%B8%BA%E4%BB%80%E4%B9%88%E8%BF%99%E4%B8%AA%E6%95%B4%E6%95%B0%E8%83%BD%E5%86%B3%E5%AE%9A%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E8%BE%93%E5%87%BA%E8%BD%A8%E8%BF%B9/ Thu, 12 Mar 2026 05:41:44 +0800 https://answer.freetools.me/seed%E5%8F%82%E6%95%B0%E4%B8%BA%E4%BB%80%E4%B9%88%E8%BF%99%E4%B8%AA%E6%95%B4%E6%95%B0%E8%83%BD%E5%86%B3%E5%AE%9A%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E8%BE%93%E5%87%BA%E8%BD%A8%E8%BF%B9/ 深入解析大语言模型中seed参数的技术原理：从伪随机数生成器的底层实现，到温度采样的数学机制，再到GPU非确定性的根源。涵盖system_fingerprint、批次不变性、以及生产环境中实现可复现输出的完整工程实践。