| # Scaling Hamilton on Ray |
| |
| [Ray](https://ray.io) is a general purpose framework that allows for parallel |
| computation on a local machine, as well as scaling to a |
| Ray cluster. |
| |
| # Two ways to use Ray |
| |
| ## injecting @ray.remote |
| See the `hello_world` example for how you might accomplish |
| scaling Hamilton on Ray, where `@ray.remote` is injected around |
| each Hamilton function. |
| |
| ## creating tasks |
| For [this paralle task approach](https://hamilton.dagworks.io/en/latest/concepts/parallel-task/) see [this |
| example](https://github.com/DAGWorks-Inc/hamilton/tree/main/examples/LLM_Workflows/scraping_and_chunking) instead. |
