- DRA: Starting with Kubernetes 1.34, the alpha-level `resource.k8s.io/admin-access` label has been updated to `resource.kuberne...

and work together in some way.">cluster</abbr> of machines with **Kubernetes**, Docker Swarm Mode, Nomad, or another similar complex system to manage distributed containers on multiple machines, then you will probably want to **handle replication** at the **cluster level** instead of using a **process manager** (like Uvicorn with workers) in each container.

One of those distributed container management systems like Kubernetes normally has some integrated way of handling **replication of containers**...

* **Uvicorn** with `--workers`
    * One Uvicorn **process manager** would listen on the **IP** and **port**, and it would start **multiple Uvicorn worker processes**.
* **Kubernetes** and other distributed **container systems**
    * Something in the **Kubernetes** layer would listen on the **IP** and **port**. The replication would be by having **multiple containers**, each with **one Uvicorn process** running.

/// info

If you are using containers, for example with Docker or Kubernetes, I'll tell you more about that in the next chapter: [FastAPI in Containers - Docker](docker.md){.internal-link target=_blank}.

							Suffix: ".mydomain.minio",
							Seq:    getSequences(1, 4, 0),
						},
					},
				},
				nil,
				[][]uint64{{16, 16, 16, 16}},
			},
			true,
		},
		// Supporting kubernetes cases.
		{
			"http://minio{0...15}.mydomain.net/data{0...1}",
			endpointSet{
				[]ellipses.ArgPattern{
					[]ellipses.Pattern{
						{
							Prefix: "",
							Suffix: "",

https://medium.com/@williamhayes/fastapi-starlette-debug-vs-prod-5f7561db3a59 title: FastAPI/Starlette debug vs prod - author: Mukul Mantosh author_link: https://x.com/MantoshMukul link: https://www.jetbrains.com/pycharm/guide/tutorials/fastapi-aws-kubernetes/ title: Developing FastAPI Application using K8s & AWS - author: KrishNa author_link: https://medium.com/@krishnardt365 link: https://medium.com/@krishnardt365/fastapi-docker-and-postgres-91943e71be92 title: Fastapi, Docker(Docker compose) and Postgres...

	xnet "github.com/minio/pkg/v3/net"
	"github.com/minio/pkg/v3/policy"
	"github.com/secure-io/sio-go"
	"github.com/zeebo/xxh3"
)

const (
	maxEConfigJSONSize        = 262272
	kubernetesVersionEndpoint = "https://kubernetes.default.svc/version"
	anonymizeParam            = "anonymize"
	anonymizeStrict           = "strict"
)

// Only valid query params for mgmt admin APIs.
const (
	mgmtBucket      = "bucket"

* 📝 Re-write and extend Deployment guide: Concepts, Uvicorn, Gunicorn, Docker, Containers, Kubernetes. PR [#3974](https://github.com/tiangolo/fastapi/pull/3974) by [@tiangolo](https://github.com/tiangolo).