Abstract: A method of identifying a root cause in a distributed computing environment is provided including collecting metric data of a plurality of application components, collecting metric correlation relationship data, collecting topology relationship data, and collecting transaction tracking relationship data that indicates a group of the application components used to execute a requested transaction. A graph is generated including a plurality of nodes corresponding to the application components by merging the metric correlation relationship data, the topology relationship data, and the transaction tracking relationship data. The nodes of the graph are traversed in an order based on a bi-directional weight for each of a plurality of edges connecting neighboring nodes among the plurality of nodes. A recommendation list is generated including at least one abnormal application component.

Abstract: Embodiments include methods and devices for identifying record schemas in a non-relational database by assigning a record to a schema bucket according to structural characteristics of the record and identifying a record schema of the record within the schema bucket so that records with isomorphic record schemas in the non-relational database can be determined. Aspects also include encoding keys of a lowest level of a record according to a global codemap, sorting the keys of the lowest level that belong to different parent keys respectively and updating key names of corresponding parent keys in the parent level of a children level according to the codes of the keys of the children level.

Abstract: A mechanism is provided for identifying a usage for data in a data structure. A set of configuration files associated with a set of services are analyzed to identify at least one class associate with the data in the data structure thereby forming a data structure-to-class mapping. Source code associated with the set of services is analyzed to identify a set of services used by at least one class in the data structure-to-class mapping thereby forming a service-to-class mapping. A set of specification files associated with the set of services are analyzed to identify a set of uses associated with at least one service in the service-to-class mapping thereby forming a use-to-service mapping. An identification of usage information of the data structure is generated using the data structure-to-class mapping, the service-to-class mapping, and the use-to-service mapping.

Abstract: A method of identifying a root cause in a distributed computing environment includes traversing a plurality of nodes in a call graph starting with an end user node. Each node corresponds to an application component. A response time is calculated between connected pairs of neighboring nodes. A weight is calculated for each of a plurality of edges connecting the neighboring nodes. The nodes are traversed starting with the end user node in an order based on the weight of each of the edges. A root cause score is calculated for each node based on traversing all of the nodes in the order based on the weight of each of the edges. A ranked list is generated.

Abstract: Embodiments include methods and devices for identifying record schemas in a non-relational database by assigning a record to a schema bucket according to structural characteristics of the record and identifying a record schema of the record within the schema bucket so that records with isomorphic record schemas in the non-relational database can be determined. Aspects also include encoding keys of a lowest level of a record according to a global codemap, sorting the keys of the lowest level that belong to different parent keys respectively and updating key names of corresponding parent keys in the parent level of a children level according to the codes of the keys of the children level.

Abstract: Embodiments of the present invention disclose a method and apparatus for generating a schema of a non-relational database. In the embodiments of the present invention, relationship among keys in at least one entry of a non-relational database may be determined, the keys may be grouped into at least one group based on the determined relationship, and a schema of the non-relational database may be generated according to the at least one group.

Abstract: A method of identifying a root cause in a distributed computing environment includes traversing a plurality of nodes in a call graph starting with an end user node. Each node corresponds to an application component. A response time is calculated between connected pairs of neighboring nodes. A weight is calculated for each of a plurality of edges connecting the neighboring nodes. The nodes are traversed starting with the end user node in an order based on the weight of each of the edges. A root cause score is calculated for each node based on traversing all of the nodes in the order based on the weight of each of the edges. A ranked list is generated.

Abstract: A method of identifying a root cause in a distributed computing environment is provided including collecting metric data of a plurality of application components, collecting metric correlation relationship data, collecting topology relationship data, and collecting transaction tracking relationship data that indicates a group of the application components used to execute a requested transaction. A graph is generated including a plurality of nodes corresponding to the application components by merging the metric correlation relationship data, the topology relationship data, and the transaction tracking relationship data. Target nodes are identified among the plurality of nodes that correspond to application components having a response time that is above a predefined threshold. A plurality of paths along the graph that include the target nodes are traversed to identify at least one node corresponding to an abnormal application component.

Abstract: A mechanism is provided for identifying a usage for data in a data structure. A set of configuration files associated with a set of services are analyzed to identify at least one class associate with the data in the data structure thereby forming a data structure-to-class mapping. Source code associated with the set of services is analyzed to identify a set of services used by at least one class in the data structure-to-class mapping thereby forming a service-to-class mapping. A set of specification files associated with the set of services are analyzed to identify a set of uses associated with at least one service in the service-to-class mapping thereby forming a use-to-service mapping. An identification of usage information of the data structure is generated using the data structure-to-class mapping, the service-to-class mapping, and the use-to-service mapping.

Abstract: An apparatus for scheduling includes a receiving unit, configured to receive a task of a job; a configuration unit, configured to configure resource amounts for the task in at least two resource dimensions respectively, wherein each of the resource dimensions represents a resource available for configuring; and an interface unit, configured to distribute the task along with information about the resource amounts configured for the task in the resource dimensions.

Abstract: An apparatus for scheduling includes a receiving unit, configured to receive a task of a job; a configuration unit, configured to configure resource amounts for the task in at least two resource dimensions respectively, wherein each of the resource dimensions represents a resource available for configuring; and an interface unit, configured to distribute the task along with information about the resource amounts configured for the task in the resource dimensions.

Abstract: A method of determining location of a user of a mobile device based on Call Detail Records (CDRs) includes determining data in CDRs related to the user; determining base stations associated with communication locations of the user and corresponding statistical data about communication frequency according to the determined data in the CDRs; and determining location of the user based on at least three determined base stations and the corresponding statistical data about communication frequency as well as physical coordinates of the three base stations.

Abstract: A method of determining location of a user of a mobile device based on Call Detail Records (CDRs) includes determining data in CDRs related to the user; determining base stations associated with communication locations of the user and corresponding statistical data about communication frequency according to the determined data in the CDRs; and determining location of the user based on at least three determined base stations and the corresponding statistical data about communication frequency as well as physical coordinates of the three base stations.

Abstract: Embodiments include methods and devices for identifying record schemas in a non-relational database by assigning a record to a schema bucket according to structural characteristics of the record and identifying a record schema of the record within the schema bucket so that records with isomorphic record schemas in the non-relational database can be determined. Aspects also include encoding keys of a lowest level of a record according to a global codemap, sorting the keys of the lowest level that belong to different parent keys respectively and updating key names of corresponding parent keys in the parent level of a children level according to the codes of the keys of the children level.

Abstract: Embodiments include methods and devices for identifying record schemas in a non-relational database by assigning a record to a schema bucket according to structural characteristics of the record and identifying a record schema of the record within the schema bucket so that records with isomorphic record schemas in the non-relational database can be determined. Aspects also include encoding keys of a lowest level of a record according to a global codemap, sorting the keys of the lowest level that belong to different parent keys respectively and updating key names of corresponding parent keys in the parent level of a children level according to the codes of the keys of the children level.

Abstract: A method of determining location of a user of a mobile device based on Call Detail Records (CDRs) includes determining data in CDRs related to the user; determining base stations associated with communication locations of the user and corresponding statistical data about communication frequency according to the determined data in the CDRs; and determining location of the user based on at least three determined base stations and the corresponding statistical data about communication frequency as well as physical coordinates of the three base stations.

Abstract: A method of determining location of a user of a mobile device based on Call Detail Records (CDRs) includes determining data in CDRs related to the user; determining base stations associated with communication locations of the user and corresponding statistical data about communication frequency according to the determined data in the CDRs; and determining location of the user based on at least three determined base stations and the corresponding statistical data about communication frequency as well as physical coordinates of the three base stations.

Abstract: An apparatus for scheduling includes a receiving unit, configured to receive a task of a job; a configuration unit, configured to configure resource amounts for the task in at least two resource dimensions respectively, wherein each of the resource dimensions represents a resource available for configuring; and an interface unit, configured to distribute the task along with information about the resource amounts configured for the task in the resource dimensions.

Abstract: An apparatus for scheduling includes a receiving unit, configured to receive a task of a job; a configuration unit, configured to configure resource amounts for the task in at least two resource dimensions respectively, wherein each of the resource dimensions represents a resource available for configuring; and an interface unit, configured to distribute the task along with information about the resource amounts configured for the task in the resource dimensions.

Abstract: Embodiments of the present invention disclose a method and apparatus for generating a schema of a non-relational database. In the embodiments of the present invention, relationship among keys in at least one entry of a non-relational database may be determined, the keys may be grouped into at least one group based on the determined relationship, and a schema of the non-relational database may be generated according to the at least one group.