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 + ")";

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:...

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:...

			return err
		}
		err = werr
	}
}

// stringsHasPrefixFold tests whether the string s begins with prefix ignoring case.
func stringsHasPrefixFold(s, prefix string) bool {
	// Test match with case first.
	return len(s) >= len(prefix) && (s[0:len(prefix)] == prefix || strings.EqualFold(s[0:len(prefix)], prefix))
}

func ptr[T any](a T) *T {
	return &a
}

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}.

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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:...