Abstract: The present disclosure provides an example method and system for virtual machine backup based on multilayer de-duplication. A virtual machine snapshot is divided into multiple child data blocks. Each child data block is divided into multiple data segments. Multilayer de-duplication is applied to the virtual machine snapshot to exclude data causing duplicate backup in the virtual machine snapshot. The remaining virtual machine snapshot data after the processing of the multilayer de-duplication is stored.

Abstract: Disclosed herein are system, method, and computer tangible medium embodiments for generating a relational database model from a model view that provides an estimate for generating query plan for a query on the model view, according to an embodiment. A join model of a model view set on one or more database tables is received. At least one index conversion of the join model is performed, where the index conversion converts at least one index in the join model into at least one leaf node in a relational model tree. At least one join conversion of the join model is performed where the at least one join conversion generates a node in the relational model tree that joins a first and second leaf nodes in the relational model tree. A requested parameter conversion is performed, where the requested parameter conversion includes an attribute or key figure requested by a query.

Abstract: A computer-executable method, system, and computer program product for managing a Parallel-Logged File System (PLFS) on a data storage system, wherein the data storage system is in communication with an application that updates the data storage system with checkpoint data, the computer-executable method, system, and computer program product comprising receiving a first checkpoint including data from the application; analyzing the data in the first checkpoint to determine whether a pattern exists in the checkpoint data; and upon a positive determination, adding the pattern into PLFS.

Abstract: Implementations include a resource compatibility engine and method configured to verify resource compatibility when importing schemas and formats such as XSD and WSDL into a database table such as a business catalog. The resource compatibility engine may be configured to prevent possible catalog corruption from importing file types that do not match. The resource compatibility engine may also be employed to identify which are the resource file types that need to be overwritten in case of an update and provides useful feedback in case the import is not successful.

Abstract: Systems and techniques for ordering deployment of artifacts to a database include collecting predecessor node information for nodes in a dependency graph. The dependency graph includes available edges connecting the nodes of the dependency graph, where each node in the dependency graph represents at least one artifact. A data structure contained within each of the nodes is populated with the predecessor node information. Successor node information is determined using the predecessor node information and an updated dependency graph is created by adding additional edges to the dependency graph using the predecessor node information in the data structure within each of the nodes and the successor node information. The artifacts are ordered for deployment to the database using the updated dependency graph.

Abstract: A system for storing graph data as a multi-dimensional cluster having a database with a graph dataset containing data and relationships between data pairs and a schema list of storage methods that use a table with columns and rows associated with data or relationships. An analyzer module to collect statistics of a graph dataset and a dimension identification module to identify a plurality of dimensions that each represent a column in the table. A schema creation and loading module creates a modified storage method and having a plurality of distinct table blocks and a plurality of table block indexes, one index for each table block and arranges the data and relationships in the given graph dataset in accordance with the modified storage method to create the multi-dimensional cluster.

Abstract: Technology of the disclosure may facilitate user discovery of various voice-based action queries that can be spoken to initiate computer-based actions, such as voice-based action queries that can be provided as spoken input to a computing device to initiate computer-based actions that are particularized to content being viewed or otherwise consumed by the user on the computing device. Some implementations are generally directed to determining, in view of content recently viewed by a user on a computing device, at least one suggested voice-based action query for presentation via the computing device. Some implementations are additionally or alternatively generally directed to receiving at least one suggested voice-based action query at a computing device and providing the suggested voice-based action query as a suggestion in response to input to initiate providing of a voice-based query via the computing device.

Abstract: Exemplary embodiments of the present disclosure provide for cleansing data generated by one or more servers in response to database interactions resulting from an automated software robot interacting with the one or more servers via a telecommunications network. Log entries in usage logs corresponding to events during a session can be analyzed to determine relationships between events and the usage logs can be classified based on the relationships as either corresponding to human behavior or automated software robot behavior. Usage logs corresponding to automated software robot behavior can be removed from further analysis.

Abstract: Several ways of identifying users and collecting demographic information and market information are disclosed, including branding a browser with a unique identification in each user request, identifying a user by his key strokes or mouse clicks, gathering demographic information using multiple data sets and by monitoring network traffic. Additionally, user requested content is distinguished from other, non-user content, and the performance of a server can be monitor and analyzed from a client a client perspective. Further, an Internet user's Internet data is routed to a known domain on the Internet, from which it is routed on to the intended recipient. The domain includes proxy servers which proxy the user's data requests to the domain, and database servers, which filter and build a database of the user's Internet usage. Particular data concerning certain behaviors of interest, such as purchasing data, is filtered into the database, and can form the basis for numerous market measures.

Abstract: The invention prevents improper deletes of file system objects during rescan synchronizations of local and remote (cloud) file systems. File and folder deletes are validated (confirmed) during a rescan synchronization using events generated for a steady state synchronization process. Any improper deletes are fenced and not allowed to proceed during synchronization. A method for synchronizing local (LFS) and remote (RFS) file systems includes monitoring the LFS for changes, generating a first set of events as part of a first synchronization routine (e.g., a steady state synchronization routine), generating a second set of events as part of a second (rescan) synchronization routine, validating selected events of the second set with events of the first set to determine whether each of the selected events of the second set is valid or invalid, and synchronizing the file systems based on the events of the second set excluding those that have been invalidated. Storage systems are also disclosed.

Abstract: A wildcard searchable encryption method enables wildcard search of encrypted text in a cloud-stored encrypted document. In some embodiments, the wildcard searchable encryption method is implemented in a network intermediary, such as a proxy server. The network intermediary encrypts documents on behalf of a user or an enterprise destined to be stored on a cloud service provider. The wildcard searchable encryption method performs keyword pre-processing of the document to be encrypted to generate a set of keyword-wildcard combinations in plaintext for some or all of the keywords in the document. The processed document is encrypted using an exact match searchable encryption algorithm. As a result of the encryption process, a search index is generated to include the keyword-wildcard combinations. As thus configured, the wildcard searchable encryption method enables wildcard search of the encrypted text, such as searches for prefixes or suffixes of the keywords.

Abstract: A computer-implemented method for exporting a database container from a database includes exporting database container metadata including artifact definitions in the metadata along with the actual metadata content to a database management system, exporting the database container including the database objects deployed therein to the database management system. The exporting of the database container includes exporting dependencies and structures of the database objects deployed therein, but not the actual content of the database objects. In some instances, however, exporting of the database container can include exporting the actual content of the database objects in response to user request. The method further includes packing the exported database container metadata and the exported database container in an archive. The data in the archive can be unpacked in substantially reverse order to import the database container into another database.

Abstract: The present invention provides a re-partitioning-based sampling system and method which provides for generating a synopsis from large database tables such that an aggregation query performed on the synopsis provides an approximate answer to the aggregation query which is in prescribed error bounds relative to a query on the full database. The system includes a partition function generator, a synopsis vector calculator, and a synopsis constructor. The synopsis constructed by the system is sufficiently small to be held in memory to allow quick and resource efficient satisficing of aggregation queries.

Abstract: Parameter-based deployment control for database objects is provided, in which processes for deploying database artifacts into a database as database objects are implemented. Many different techniques may be used in executing such deployment processes, including whether and how to combine various deployment-related jobs, identify/record/assess/correct potential errors, govern or instruct artifact conversion operations, or generally manage available resources with respect to executing the deployment(s) efficiently. By providing for selectable parameter values that are executed in an efficient, e.g., hierarchical, manner, deployment procedures may be implemented in a highly efficient and customizable manner.

Abstract: A search term suggestion engine of a computing device receives characters of user data as the characters are input. The user data is at least part of a search term to be provided to one of multiple applications to search for the search term. An indication of multiple suggestion sources is received from the one application, and one or more suggested search terms are obtained, from the multiple suggestion sources, based on the received characters. One or more suggested search terms can also be obtained from the multiple suggestion sources based on one or more linguistic alternatives for the received characters. The one or more suggested search terms are combined into a combined set of suggested search terms, and the combined set of suggested search terms is returned to a search user interface for presentation to the user.

Abstract: A system for providing user access to electronic mail includes an email client and an email server. The email client receives and communicates a user interaction with an email message The email server that receives the communication, determines whether the email message stored in a live database or in a backup storage. Upon determination that the email message is stored in a backup storage, the email server performs a message exchange with a backup storage system to perform the user-requested action.

Abstract: A computing device may receive a natural language query. The computing device may determine, based on the natural language query, a set of search criteria. The computing device may determine, from a plurality of data sets, two or more data sets that are relevant to the natural language query based at least in part on matches between the set of search criteria and attributes of the plurality of data sets. The computing device may join the two or more data sets, including joining one or more rows and one or more columns of the two or more data sets to produce a joint data set. The computing device may output a representation of the joint data set.

Abstract: Embodiments of the present invention provide systems and methods for enabling cross object synchronization. An algorithm is applied in order to obtain a consistent view of multiple Kafka topics. One set of objects are associated with a first Kafka topic and another set of objects are associated with a second Kafka topic. The first Kafka topic and the second Kafka topic are processed as a single Kafka topic which leads to common transactional coordinate points associated with the first and second Kafka topics. The common transaction coordinate point is indicative of a consistent view of the multiple Kafka topics.

Abstract: B-Tree data is serialized to existing data for all types of workloads. Each of an identified data range is encoded with frequency encoding, wherein a first value in a frequency encoded identified data range is a first value in original data and all subsequent values in the frequency encoded identified data range are equal to a difference between a corresponding value in an input file and a previous value in the input file.

Abstract: A transaction request is received at a log-based transaction manager, indicating a logical constraint to be satisfied before the corresponding transaction is committed. The transaction manager identifies a subset of transaction records stored in a persistent change log that are to be examined to evaluate the logical constraint. Based at least in part on the result of a comparison of one or more constraint-related data signatures included in the transaction request with corresponding data signatures in the subset of transaction records, a decision is made to commit the requested transaction.