Fine-Tuning and Deployment of Llama3 with Limited GPU Memory

When fine-tuning large language models on consumer-grade GPUs with limited VRAM—such as an RTX 4060 Ti with 16GB—memory constraints become a major bottleneck. This article outlines a practical workflow for fine-tuning and deploying the Llama3-Chinese-8B-Instruct model under these conditions. Initial Attempt with LLaMA-Factory The first appro ...

Posted on Tue, 25 Aug 2026 16:41:52 +0000 by vishwavivek