---
title: Cluster
description: >-
  - Run single or multi-node on Lightning Studios — The easiest way to scale
  models in the cloud. No infrastructure setup required. - Run on an on-prem...
canonical: 'https://lightning.ai/docs/pytorch/stable/reference/clouds/cluster'
---
# Cluster {#cluster}

- [Run single or multi-node on Lightning Studios](/docs/pytorch/2.6.6/reference/clouds/lightning_ai.md) — The easiest way to scale models in the cloud. No infrastructure setup required.

- [Run on an on-prem cluster](/docs/pytorch/2.6.6/reference/clouds/cluster_intermediate_1.md) — Learn to train models on a general compute cluster.

- [Run with Torch Distributed](/docs/pytorch/2.6.6/reference/clouds/cluster_intermediate_2.md) — Run models on a cluster with torch distributed.

- [Run on a SLURM cluster](/docs/pytorch/2.6.6/reference/clouds/cluster_advanced.md) — Run models on a SLURM-managed cluster

- [Integrate your own cluster](/docs/pytorch/2.6.6/reference/clouds/cluster_expert.md) — Learn how to integrate your own cluster

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**Navigation**

- Parent: [Clouds](/docs/pytorch/2.6.6/reference/clouds.md)