In an exemplary process for remote execution of machine-learned models, one or more signals from a second electronic device is detected by a first electronic device. The second electronic device includes a machine-learned model associated with an application implemented on the first electronic device. Based on the one or more signals, a communication connection is established with the second electronic device and a proxy to the machine-learned model is generated. Input data is obtained via a sensor of the first electronic device. A representation of the input data is sent to the second electronic device via the proxy and the established communication connection. The representation of the input data is processed through the machine-learned model to generate an output. A result derived from the output is received via the communication connection and a representation of the result is outputted.

In an exemplary process for remote execution of machine-learned models, one or more signals from a second electronic device is detected by a first electronic device. The second electronic device includes a machine-learned model associated with an application implemented on the first electronic device. Based on the one or more signals, a communication connection is established with the second electronic device and a proxy to the machine-learned model is generated. Input data is obtained via a sensor of the first electronic device. A representation of the input data is sent to the second electronic device via the proxy and the established communication connection. The representation of the input data is processed through the machine-learned model to generate an output. A result derived from the output is received via the communication connection and a representation of the result is outputted.

The present disclosure relates to a method for collecting data from a number of vehicles, in which at least one data collection device of a respective vehicle can be configured to read, store and transmit information recorded by respective vehicle sensors to a server. The at least one data collection device of a respective vehicle can also be configured by means of a control command to generate and transmit to a server a data set using selected values from a number of selected vehicle sensors, and in which the control command is generated by a central control device and is transmitted to the at least one data collection device.

In one embodiment, a method is performed. A device may include an interface in communication with a network. The device may determine whether an all-active multi-homed ethernet segment (ES) associated with the interface is enabled. On a condition that an all-active multi-homed ES is enabled, the device may determine an ethernet virtual private network (EVPN) designated forwarder (DF) state of the all-active multi-homed ES. If the all-active multi-homed ES is enabled and has an ethernet virtual private network (EVPN) designated forwarder (DF) state, the device may enter a protocol independent multicast (PIM) designated router (DR) state. If an all-active multi-homed ES is enabled and does not have an EVPN DF state, the device may enter a PIM non-DR state.

In one embodiment, a method is performed. A device may include an interface in communication with a network. The device may determine whether an all-active multi-homed ethernet segment (ES) associated with the interface is enabled. On a condition that an all-active multi-homed ES is enabled, the device may determine an ethernet virtual private network (EVPN) designated forwarder (DF) state of the all-active multi-homed ES. If the all-active multi-homed ES is enabled and has an ethernet virtual private network (EVPN) designated forwarder (DF) state, the device may enter a protocol independent multicast (PIM) designated router (DR) state. If an all-active multi-homed ES is enabled and does not have an EVPN DF state, the device may enter a PIM non-DR state.

Sessions in progress are seamlessly moved between devices of a software platform. Proximity-based session handovers are performed between devices of the software platform utilizing non-penetrating signals. The non-penetrating signals are detected by mobile devices. The non-penetrating signals include a frequency signature. The frequency signature is associated with a stationary device. A request to handover a session in progress from the mobile device to the stationary device is transmitted based on the detection of a non-penetrating signal. A handover of the session in progress from the mobile device to the stationary device is performed such that the session in progress is continued at the stationary device without interruption.

Sessions in progress are seamlessly moved between devices of a software platform. Proximity-based session handovers are performed between devices of the software platform utilizing short range signals. The short range signals include a frequency signature. The frequency signature is associated with a vehicle. A handover a session in progress from a mobile device to the vehicle is performed based on the detection of a short range signal.

A cloud-native architecture for containerized systems using consistent hashing routing is described. A reverse proxy server executing on a container-based cluster of compute nodes managed using a container orchestration service may determine a current data grid topology. The reverse proxy server may receive a first request from a first client device to retrieve first data from the container-based cluster of compute nodes. The request may be parsed to determine a key of a key-value pair and a hash value may be computed using the key. A consistent hashing algorithm may be executed to determine a node associated with the hash value. The first data may be retrieved from the node using the hash value. The first data may be sent to the first client device.

A method, a device, and a non-transitory storage medium are described in which an application management service is provided. The service may provide a coordination between network or platform level application management functions and application level application management functions that enables the management of an application service. The network or platform level application management functions may include autoscaling, load balancing, and ingress resource management. The application level application management functions may include throttling and circuit breaker functions.

Examples described herein include systems and methods for performing email synchronization in situations where mobile-device connectivity is lacking. The mobile device can send an SMS message to an email notification server requesting email synchronization and the email notification server can request synchronization with the email server associated with the user's email account. After receiving an email from the email server, the email notification server cart encrypt the email and break it into various chunks, with each chunk including a header having identifying information. The chunks can be transmitted as SMS messages to the mobile device, The email application can retrieve the SMS messages, decrypt them, and reconstruct the email. The email application can then display the email for the user.