A method includes receiving a plurality of configurations comprising a first configuration for provisioning a first set of network services at a first resource of an edge device and a second configuration for provisioning a second set of network services at the first resource, a first configuration group identifier identifying a configuration group for the first configuration, and a first network performance parameter for the configuration group. The method further includes determining a performance factor for the first resource providing the first set of network services to one or more client devices. The method further includes, in response to determining that the performance factor does not satisfy the first network performance parameter for the configuration group and that the first configuration group identifier identifies the configuration group for the first configuration, moving the first configuration from the first resource to a second resource of the edge device.

One example of the present disclosure can include a server that can determine transport routes for individual objects based on rules. The transport routes can include an intermediary at which the individual objects are to be consolidated into a single container. The server can also receiving a request from a client computer for an object label corresponding to one of the individual objects. In response to receiving the request, the server can determine the intermediary based on a transport route for the object, generate the object label based on the intermediary, and transmit the object label to the client computer for causing the object label to be printed with a printer and coupled to the object.

Provided are computer-implemented methods and systems for publishing an application to a web container. An example method for publishing an application to a web container may include establishing a channel of communication with a user device associated with an end user. The method may further include embedding a web container into a web portal associated with a plurality of applications. The method may include executing an application in a user session associated with the end user. The method may further include capturing images of a virtual screen associated with the application executed on the application server. After the capture, the method may continue with sending the images to the web container of the web portal running in a web browser of the user device. The web container may publish the images to the web browser to display the application as part of the web portal in the web browser.

Some embodiments provide a method for performing services on a host computer that executes several machines in a datacenter. The method configures a first set of one or more service containers for a first machine executing on the host computer, and a second set of one or more service containers for a second machine executing on the host computer. Each configured service container performs a service operation on data messages associated with a particular machine. For each particular machine, the method also configures a module along the particular machine's datapath to identify a subset of service operations to perform on a set of data messages associated with the particular machine, and to direct the set of data messages to a set of service containers configured for the particular machine to perform the identified set of service operations on the set of data messages.

A method, a device, and a non-transitory storage medium are described in which a deployment and management of composite application service is provided. The service may allow a third party to develop and on-board logic that manages an application service hosted in an application layer network of a network provider. The logic may include optimization of the application service and remedial procedures that address events associated with degradation and/or performance of the application service. The service may configure resources of a host device to host the logic and expose services provided by the network provider in support of the management of the application service.

A computer-implemented method, a computer program product, and a computer system for parallel cross validation in collaborative machine learning. A server groups local models into groups. In each group, each local device uses its local data to validate accuracies of the local models and sends a validation result to a group leader or the server. The group leader or the server selects groups whose variances of the accuracies are not below a predetermined variance threshold. In each selected group, the group leader or the server compares an accuracy of each local model with an average value of the accuracies and randomly selects one or more local models whose accuracies do not exceed a predetermined accuracy threshold. The server obtains weight parameters of selected local models and updates the global model based on the weight parameters.

A system and method including storing a configuration file defining one or more data structures to configure a first radio to communicate with a second radio, the configuration file defining at least a radio frequency (RF) channel and a plurality of data ports; and updating a set of configuration settings of the first radio based on the data structures defined in the configuration file, and to communicate RF data through the plurality of data ports with the second radio.

Aspects of the present invention disclose a method for deploying an application in a computing environment receiving an application module, determining values of a first set of metadata for the received application module, determining a classification of the received application module based at least in part on the values of the first set of metadata, and determining whether the received application is deployable in at least an off-premise system based at least in part on the classification.

The subject disclosure provides systems and methods for companion device authentication. A user of a first device may not have access to a service that can be provided by the first device. The service may be a streaming service, a cloud-based service, or the like. Companion device authentication can allow the user, or another user, to authorize access to the service at the first device, using a companion device to the first device. The first device and the companion device may exchange communications to nominate the companion device prior to notifying a user of the companion device of a companion device authentication request for the first device.

A method in a cloud-based system for implementing behavioral changes to flow engine software that executes user-specific flows for a plurality of users with little or no disruption to the performance of the user-specific flows is provided. The method comprises: receiving a request to load and execute a user-specific flow; identifying an API version identifier for the user-specific flow; loading the user-specific flow; determining whether a software change to the flow engine software should be applied when executing the user-specific flow based on the API version identifier; and executing the user-specific flow using the flow engine software with the software change when it is determined, based on the API version identifier, that the software change to the flow engine software should be applied.