[[["易于理解","easyToUnderstand","thumb-up"],["解决了我的问题","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["很难理解","hardToUnderstand","thumb-down"],["信息或示例代码不正确","incorrectInformationOrSampleCode","thumb-down"],["没有我需要的信息/示例","missingTheInformationSamplesINeed","thumb-down"],["翻译问题","translationIssue","thumb-down"],["其他","otherDown","thumb-down"]],["最后更新时间 (UTC):2025-08-08。"],[],[],null,["# LoRA and QLoRA recommendations for LLMs\n\nThis page gives you configuration recommendations for tuning large language\nmodels (LLM) on Vertex AI by using\n[Low-Rank Adaptation of Large Language Models (LoRA)](https://arxiv.org/abs/2106.09685)\nand its more memory-efficient version,\n[QLoRA](https://arxiv.org/abs/2305.14314).\n\nTuning recommendations\n----------------------\n\nThe following table summarizes our recommendations for tuning LLMs by using LoRA\nor QLoRA:\n\n\u003cbr /\u003e"]]