A non-transitory computer-readable recording medium stores a job operation program for causing a computer to execute processing including: in a case of linking a schedule server that distributes batch processing of executing a plurality of jobs in a predetermined order to a plurality of machines and executes the batch processing with a cloud service equipped with an autoscale function, extracting host information to be autoscaled and an autoscale type using a function service included in the cloud service at a moment of autoscaling of one of the machines; and changing a host list in the schedule server on the basis of the extracted host information and autoscale type.

Executing serverless application functions is provided. A response to a user request for a service is received with an include callback parameter and a transaction identifier of the user request included in a header of the response from an external service via a network. A checkpoint of a container corresponding to the service is retrieved from a data store using the transaction identifier of the user request. The container corresponding to the service is restored using the checkpoint to process the response received from the external service.

Tasks of directed acyclic graphs (DAGs) may be dynamically scheduled based on a plurality of constraints and conditions, task prioritization policies, task execution estimates, and configurations of a heterogenous system. A machine learning component may be initialized to dynamically schedule the tasks of the DAGs.

An apparatus including a processor to: within a kill container, in response to a set of error messages indicative of errors in executing multiple instances of a task routine to perform a task of a job flow with multiple data object blocks of a data object, and in response to the quantity of error messages reaching a threshold, output a kill tasks request message that identifies the job flow; within a task container, in response to the kill tasks request message, cease execution of the task routine and output a task cancelation message that identifies the task and the job flow; and within a performance container, in response to he task cancelation message, output a job cancelation message to cause the transmission of an indication of cancelation of the job flow, via a network, and to a requesting device that requested the performance of the job flow.

A numerical controller includes an activation unit that builds a memory map according to settings when the power is on; a change detection unit that detects an operation requiring reconstructing of the memory map; a task control unit that, when the operation is detected, performs a stopping process of a task being operated; and a memory map control unit that, after the task has stopped, acquires a backed up memory, reconstructs the memory map according to the setting, and compares the reconstructed memory map and the backed-up memory map, and resets information required for operating the task again such as a program counter.

A system, method, and memory for handling real-time transactional events is disclosed. The exemplary system a processor to detect and add an event to a queue and identify an associated event type. Event types can require downstream processing by at least one provider. The processor decomposes the event into tasks by comparison to event types which associate downstream provider requirements to tasks and routes. One or more routes are assigned to the tasks, each route defined by at least one processor of a plurality of processors. One or more routes are defined by transmitting a request for downstream processing to the at least one provider. The processor, upon detecting incomplete performance of the one or more routes, either updates the tasks associated with the incomplete route, or marks the event associated with the route as incomplete in the queue.

A user device may detect speech and use “early exiting” when identifying a potential operational command in the detected speech. The implementation of early exiting may be based on a variable threshold, where variable sensitivity settings for the threshold may be used to control how quickly, and whether, an “early exit” or early prediction of an operational command will occur. An early exit threshold may be adjusted, for example, based on network conditions, to ensure optimal operational command determination from the audio.

A data storage apparatus includes a storage device; a controller to control data input and output operations of the storage device; and a swap memory provided in an outside of the controller, wherein the controller includes a thread manager to perform a preparation operation on a first thread included in a task in response to a request for processing the task, request the storage device to process the first thread on which the preparation operation has been performed, perform a preparation operation on at least one subsequent thread following the first thread while the storage device processes the first thread, and store context data of the first thread and the at least one subsequent thread in the swap memory, wherein the task includes the first thread and the at least one subsequent thread, and the preparation operation includes an address mapping operation.

Apparatus and methods may include a method for validating a script. The script may be a script for firing a job in an Autosys™ application deployed in a predetermined environment. The validating may use a validation system. The method may include providing a plurality of pre-deployment validation utility actions. The plurality of pre-deployment utility actions may include permitting only insert (INS), update (UPD) and delete (DEL) as actions in the script. The permitting may use an action name review utility. The plurality of pre-deployment utility actions may include permitting only command (CMD) or box parameter types (BMT) in the script. The permitting may use a parameter type review utility. The plurality of pre-deployment utility actions may include specifying only NULL, FDR and LMCTR as project codes. The specifying may use a project code specifier utility.

Embodiments of this application relate to the field of communications technologies, and provide a system service timeout processing method and an apparatus. The method includes: when a target system service thread in at least one system service thread times out, determining, by a terminal, a first application process communicating with the target system service thread, where the timeout of the target system service thread includes at least one of the following: a locked object occupied by the target system service thread is not released within a preset time, and the target system service thread is blocked; and ending, by the terminal, the first application process.