# Workflow Orchestration

For the workflow orchestration we provide two frameworks: [Flyte](#flyte) and
[StreamFlow](#streamflow).
Please visit the [Machine Learning Workflow Orchestration
Seminar](https://bernddoser.github.io/ML-workflow-orchestration/) for more information.

## Flyte

[Flyte](https://flyte.org/) is a highly scalable cloud-native workflow orchestration platform on top of containers and Kubernetes.

```{figure} assets/flyte-architecture.svg
---
name: fig:flyte
width: 400px
align: center
---
```

## StreamFlow

[StreamFlow](https://streamflow.di.unito.it/) executes Common Workflow Language (CWL) using a deployment model that includes containers, Slurm (HPC), and Kubernetes.

```{figure} assets/streamflow-model.png
---
name: fig:streamflow
width: 400px
align: center
---

Source: [StreamFlow](https://streamflow.di.unito.it/documentation/0.2/guide/architecture.html)
```