---
title: SDK Examples
sidebar_label: Overview
---

> ## Documentation Index
> Fetch the complete documentation index at: https://docs.lium.io/llms.txt
> Use this file to discover all available pages before exploring further.

# SDK Examples

These examples show runnable SDK workflows.

## Available Examples

| Example | What it shows |
| --- | --- |
| [Pod lifecycle with `Lium()`](/developers/sdk/examples/pod-lifecycle) | Create a pod, wait for readiness, run commands, transfer files, and clean up. |
| [Train a model on a pod](/developers/sdk/examples/training-workflow) | Sync a training project, stream the training run, download a checkpoint, and stop the pod. |
| [Custom Docker template](/developers/sdk/examples/custom-template) | Create a private template with a Docker image, startup command, ports, environment, and volume paths. |
| [Remote inference with `@lium.machine`](/developers/sdk/examples/machine-inference) | Offload a Python function to a GPU pod and run a small instruct model. |
| [Run a vLLM server](/developers/sdk/examples/vllm) | Create a vLLM template, start a GPU pod, and expose the OpenAI-compatible API. |

Use the [SDK reference](/developers/sdk/reference) when you need exact signatures, return types, and model fields.