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Kubernetes provides two modes of service discovery, using environment variables or using Kubernetes DNS. [59] Service discovery assigns a stable IP address and DNS name to the service, and load balances traffic in a round-robin manner to network connections of that IP address among the pods matching the selector (even as failures cause the pods ...
Kubeflow is an open-source platform for machine learning and MLOps on Kubernetes introduced by Google.The different stages in a typical machine learning lifecycle are represented with different software components in Kubeflow, including model development (Kubeflow Notebooks [4]), model training (Kubeflow Pipelines, [5] Kubeflow Training Operator [6]), model serving (KServe [a] [7]), and ...
Its initial release supported SDKs and APIs for Java, .NET, Python, and Go, and targeted the Kubernetes cloud deployment system. [3] [4] The source code is written in the Go programming language. It is licensed under Apache License 2.0 and hosted on GitHub. [5] Dapr is a CNCF project and graduated in November 2024. [6]
Hubble is the observability, service map, and UI of Cilium which is shipped with the CNI. [59] [60] It can be used to observe individual network packet flows, view network policy decisions to allow or block traffic, and build up service maps showing how Kubernetes services are communicating. [61]
Rancher Labs is an open source software company based in Cupertino, California.The company helps manage Kubernetes at scale. Rancher Labs was founded in 2014 and, according to the company, its flagship product is used by more than 30,000 active teams.
Harvester is a cloud native hyper-converged infrastructure (HCI) open source software. Harvester was announced in 2020 by SUSE. [2] [3] [4]On 1 December 2020, SUSE acquired Rancher Labs [5] who makes a product called Rancher that manages kubernetes clusters.
OpenShift is a family of containerization software products developed by Red Hat.Its flagship product is the OpenShift Container Platform — a hybrid cloud platform as a service built around Linux containers orchestrated and managed by Kubernetes on a foundation of Red Hat Enterprise Linux.
In that case, the upper layers of the ETSI NFV MANO architecture (i.e. the NFVO and VNFM) cooperate with a container infrastructure service management (CISM) function [5] that is typically implemented using cloud-native orchestration solutions (e.g. Kubernetes). The characteristics of cloud-native network functions are: [6] [7]