Unsloth Documentation

<h2 id="unsloth-studio-on-amd-rocm-724">Unsloth Studio on AMD ROCm 7.2.4</h2>
<p>This 1-Click image ships Unsloth Studio 2026.7.2, a web based environment for fast, memory efficient fine-tuning of large language models, running on an AMD ROCm 7.2.4 host stack on Ubuntu 24.04. It is preconfigured for AMD Instinct GPUs.</p>
<p>Unsloth accelerates LoRA and QLoRA fine-tuning of popular open models (Llama, Qwen, Mistral, Gemma and more) with significantly reduced VRAM usage, and supports 4-bit quantized training out of the box. Unsloth Studio provides a browser based UI to load models, prepare datasets, configure and launch training runs, and compare results, without writing boilerplate.</p>
<p>The image bundles PyTorch 2.11.0 built for ROCm 7.2, so training runs use native AMD GPU acceleration end to end.</p>

Unsloth

PyTorch

ROCm

Transformers

Unsloth Studio 2026.7.2 for fast LLM fine-tuning on AMD ROCm 7.2.4, Ubuntu 24.04, ready for AMD Instinct accelerators.

AMD Developer Cloud

Unsloth Studio (ROCm 7.2.4)

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Software Included

Getting started after deploying Unsloth Studio (ROCm 7.2.4)