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AI vWS Toolkit - Fine-Tuning and Customizing LLMs
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NVIDIA Virtual GPU (vGPU) Software
AI vWS Toolkit - Fine-Tuning and Customizing LLMs
Fine-Tuning and Customizing LLMs
Introduction
Quickstart Guide
Prerequisites
Required Software
Required Hardware
Fine-tuning in this deployment guide (4-bit quantization with Llama-3-8B-instruct)
Deployment Guide
Virtual Machine (VM) Configuration
Llamafactory Application Deployment
Customize the Llamafactory Deployment
Parameter-Efficient Fine-Tuning with Llamafactory
Overview of Parameter-Efficient Fine-Tuning (PEFT)
Evaluating the Model
Sizing Guide
Workload
Large Language Models
Datasets
Configuration
Server Configuration
VM Configuration
Sizing
Performance
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Last updated on Feb 12, 2025.
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