A computer-implemented method for generating a monitor for at least one software service from a monitor template, includes, in at least some aspects: providing a monitor template. Further, in certain instances, the method includes determining one or more endpoints included in code for a first software service of the at least one software service. In addition, in some aspects, the method includes generating a first monitor for the first software service code using the monitor template based at least upon a first endpoint of the one or more endpoints included in the first software service code.

Managing audio devices of an information handling system (IHS), including: performing initialization of audio-scenario database table, including: configuring, for audio scenarios at an IHS, an associated audio device, each audio device associated with an audio ID that uniquely identifies the audio device; generating the audio-scenario database table that indicates, for each audio scenario, an associated audio device ID of the audio device for the audio scenario; performing a steady-state monitoring of the IHS, including: identifying an initialization of a particular audio scenario, and in response, identifying active audio devices with respect to the IHS; comparing the audio ID of each of the active audio devices with the audio-scenario database table; matching, based on the comparing, a particular audio ID of a particular active audio device of the active audio devices with the audio-scenario database table; enabling, based on the matching, the particular active audio device for the particular audio scenario.

A method, system and computer program product for providing support for identification of the problem root cause in a computing system. Knowledge base mapping monitoring programs with respective to one or more technical problem definitions and a predefined system configuration are provided. The technical problems are defined using a predefined data structure. An inquiry relating to the computing system is received from a requester. The inquiry indicates a technical problem statement of the computing system. The received inquiry is parsed for constructing a problem description in accordance with the predefined data structure. A set of monitoring programs of the knowledge base may be identified using the problem description. Using software and/or hardware configuration data of the computing system, the set of monitoring programs may be instantiated in a monitor system. The instantiated programs may be provided to the requester as support for identification of the problem root cause.

Embodiments of the disclosure provide a page data acquisition method, apparatus, a server, an electronic device and a computer readable medium, and relate to the field of computer technology. The page data acquisition method includes communicating with a server, and obtaining configuration information from the server. Configuration information includes control information. The page data acquisition method includes traversing the controls in a current page, and for each of the controls, judging whether the control is one indicated by the control information in the configuration information, setting a listener for the control in response to the control being one indicated by the control information in the configuration information, and performing behavior data acquisition on the control by the listener.

Machine data reflecting operation of a monitored system is ingested and made available for search by a data intake and query system (DIQS). A monitoring function may search the data ingested by the DIQS to determine instances of notable events in regards to the monitored system and may further determine a defined invokable action message (IAM) associated with a notable event instance. Processing ensues to send an IAM to a communications device used by support personnel. The IAM includes information about an action invocation message (AIM) suitable to cause the performance of an action that possibly remedies or improves an operational condition represented by the notable event. Support personnel engages a user interface representation corresponding to the AIM and the AIM is sent to a remedial node where performance of the action is invoked.

Examples described herein generally relate to processing event logs where, for each of multiple events in an event log of the one or more event logs, a table of logged event instances can be generated for the event. For each of the multiple events, the table can be processed using an autoencoder to identify one or more of the logged event instances as anomalies, and an indication of at least a portion of the anomalies can be output. In addition, the event logs and/or corresponding tables of events can be used to train models for the autoencoders.

A method for monitoring multiple servers in one or more server clusters includes collecting and recording sensor data (SDR data) and storing the SDR as a predetermined file format into a specified storage area. The SDR stored in the specified storage area is analyzed according to a predetermined analysis rule to determine whether the SDR comprises data indicating abnormal functioning on a moment-by-moment basis SDR. When the SDR indicates an abnormality, SDR warning information corresponding to the abnormality SDR is outputted. A server monitoring device utilizing the method and a non-transitory storage medium are also provided.

Methods and apparatus are provided. In an example aspect, a method of anomaly detection from log messages is provided. The method comprises determining whether at least a portion of a log message generated by a computing system matches one or more of a plurality of Bloom filters, wherein each Bloom filter is associated with one or more respective predefined log messages and one or more respective database keys, and each database key is associated with one of the predefined log messages in a database. The method also comprises, if the at least the portion of the log message matches the one or more Bloom filters, for each of the one or more Bloom filters, determining whether the at least a portion of the log message matches any of the one or more associated predefined log messages by performing a lookup of the database using the associated one or more database keys.

An electronic apparatus is provided. The electronic apparatus includes: a memory configured to store at least one instruction; and a processor configured to execute the at least one instruction to: obtain usage information on an application installed in the electronic apparatus, obtain a natural language understanding model, among a plurality of natural language understanding models, corresponding to the application based on the usage information, perform natural language understanding of a user voice input related to the application based on the natural language understanding model corresponding to the application, and perform an operation of the application based on the preformed natural language understanding.

A memory device includes a first comparison circuit suitable for comparing read data read from a plurality of memory cells with write data written in the memory cells and outputting a comparison result, a path selection circuit suitable for transferring selected data selected among the read data and test data as read path data based on the comparison result of the first comparison circuit, and an output data alignment circuit suitable for converting the read path data into serial data to output the serial data as output data.