Closer closer = Closer.create();
      try {
        FileInputStream in = closer.register(openStream());
        return ByteStreams.toByteArray(in, in.getChannel().size());
      } catch (Throwable e) {
        throw closer.rethrow(e);
      } finally {
        closer.close();
      }
    }

    @Override
    public String toString() {
      return "Files.asByteSource(" + file + ")";

  Jobs created before the feature was enabled are still tracked without finalizers.
  Jobs tracked with finalizers have the annotation batch.kubernetes.io/job-tracking.
  If the annotation is present and the user attempts to remove it, the control plane adds it back.
  The annotation `batch.kubernetes.io/job-tracking` is now deprecated.

      Closer closer = Closer.create();
      try {
        FileInputStream in = closer.register(openStream());
        return ByteStreams.toByteArray(in, in.getChannel().size());
      } catch (Throwable e) {
        throw closer.rethrow(e);
      } finally {
        closer.close();
      }
    }

    @Override
    public String toString() {
      return "Files.asByteSource(" + file + ")";

- Kube-apiserver: fixes a 1.27+ regression in watch stability by serving watch requests without a resourceVersion from the watch cache by default, as in <1.27 (disabling the change in #115096 by default). This mitigates the impact of an etcd watch bug (https://github.com/etcd-io/etcd/pull/17555). If the 1.27 change in #115096 to serve these requests from underlying storage is still desired despite the impact on watch stability, it can be re-enabled with a `WatchFromStorageWithoutResourceVersion`...

cluster (LoadBalancer service). ## or access it from within the cluster (ClusterIP service). Set the service type and the port to serve it. ## ref: http://kubernetes.io/docs/user-guide/services/ ## service: type: ClusterIP clusterIP: ~ ## Make sure to match it to minioAPIPort port: "9000" nodePort: 32000 ## Configure Ingress based on the documentation here: https://kubernetes.io/docs/concepts/services-networking/ingress/ ## ingress: enabled: false # ingressClassName: "" labels: {} # node-role.kubernetes.io/ingress:...

cluster (LoadBalancer service). ## or access it from within the cluster (ClusterIP service). Set the service type and the port to serve it. ## ref: http://kubernetes.io/docs/user-guide/services/ ## service: type: ClusterIP clusterIP: ~ ## Make sure to match it to minioAPIPort port: "9000" nodePort: 32000 ## Configure Ingress based on the documentation here: https://kubernetes.io/docs/concepts/services-networking/ingress/ ## ingress: enabled: false # ingressClassName: "" labels: {} # node-role.kubernetes.io/ingress:...

That, plus the simple fact that Python is the main language for **Data Science**, Machine Learning and especially Deep Learning, make FastAPI a very good match for Data Science / Machine Learning web APIs and applications (among many others).

To see how to achieve this parallelism in production see the section about [Deployment](deployment/index.md){.internal-link target=_blank}.

cluster (LoadBalancer service). ## or access it from within the cluster (ClusterIP service). Set the service type and the port to serve it. ## ref: http://kubernetes.io/docs/user-guide/services/ ## service: type: ClusterIP clusterIP: ~ ## Make sure to match it to minioAPIPort port: "9000" nodePort: 32000 ## Configure Ingress based on the documentation here: https://kubernetes.io/docs/concepts/services-networking/ingress/ ## ingress: enabled: false # ingressClassName: "" labels: {} # node-role.kubernetes.io/ingress:...

cluster (LoadBalancer service). ## or access it from within the cluster (ClusterIP service). Set the service type and the port to serve it. ## ref: http://kubernetes.io/docs/user-guide/services/ ## service: type: ClusterIP clusterIP: ~ ## Make sure to match it to minioAPIPort port: "9000" nodePort: 32000 ## Configure Ingress based on the documentation here: https://kubernetes.io/docs/concepts/services-networking/ingress/ ## ingress: enabled: false # ingressClassName: "" labels: {} # node-role.kubernetes.io/ingress:...

cluster (LoadBalancer service). ## or access it from within the cluster (ClusterIP service). Set the service type and the port to serve it. ## ref: http://kubernetes.io/docs/user-guide/services/ ## service: type: ClusterIP clusterIP: ~ ## Make sure to match it to minioAPIPort port: "9000" nodePort: 32000 ## Configure Ingress based on the documentation here: https://kubernetes.io/docs/concepts/services-networking/ingress/ ## ingress: enabled: false # ingressClassName: "" labels: {} # node-role.kubernetes.io/ingress:...