Abstract: Systems, apparatus, techniques, articles, and methods include a unified table container for storing data and metadata in pages organized in one or more page chains. A determination is made as to whether the query includes a data definition statement. In response to determining that the query includes a data definition statement, in-memory runtime data is persisted to a persistent volume that is configured to be accessed by the database system. The in-memory runtime data includes one or more first data fields and one or more second data fields that are different from the one or more first data fields. Furthermore, the unified table container includes a persistent runtime data descriptor that is associated with the one or more first data fields and persists the first one or more first data fields when persisting the in-memory runtime data.

Abstract: Implementations of the present disclosure include methods, systems, and computer-readable storage mediums for concurrent production use of an application and training of a modified application. Actions include receiving a change request that provides at least one application change for an application executed by a production system, retrieving, from the production system, a portion of production data associated to the at least one application change, executing training of a model of the application using the one or more production data to generate a trained model of the application, testing the trained model of the application to generate test results, extending the change request by adding the trained model, and providing, by the production system, the extended change request to deploy the at least one application change and the trained model to the production system.

Abstract: Techniques and solutions are described for automatically analyzing code for code principle violations. A code analysis can be configured that includes one or more tests for one or more code principle violations. The code analysis can be applied statically, against previously generated code, or can be conducted in a dynamic manner as code is being written or edited. Code, such as automatically generated code, can be excluded from analysis, or reports of analysis results. When a code principle violation is detected, the violation can be displayed to a user. Information regarding correcting the violation can be displayed. In some cases, a code principle violation can be automatically corrected. Code violations can be classified, such as by severity, and can be associated with particular code, such as code packages or objects, or particular developers or development groups. Reports can be prepared summarizing changes in code principle violations over time.

Abstract: Various embodiments of systems and methods for a document search wrapper are described herein. A database search framework is provided for performing a database search. The database search framework includes a base search wrapper class and an application specific search wrapper class. The base search wrapper class includes common search methods and re-definable search methods. The common search method defines common search logic. The application specific search wrapper class includes the common search method inherited from the base search wrapper class and application specific search methods, created by redefining the re-definable search method. The database search framework may also include a search interface for providing pre-selection or post-filtering logic to the search.

Abstract: Performing data replication from a time management system. The method includes reading, by a replication controller, a replication configuration upon creation, modification, or deletion of a first data object. The configuration references a replication scenario of a defined set of replication scenarios, the replication scenario having one or more associated replication scenario objects. The method further includes creating, or changing a status of, a data replication proxy object if the first data object is an associated replication scenario object of the replication scenario, the data replication proxy object referencing the first data object. The method further includes receiving a query requesting instances of the data replication proxy object having a status of out of sync or deleted. The method further includes responding to the query with the instances of the data replication proxy object having the status of out of sync or deleted.

Abstract: Data is received that characterizes a data structure comprising a plurality of hierarchical nodes in which dependencies amongst a portion of the nodes are time-dependent. Based on the received data, a graph index is generated for a database that specifies, for each node, all corresponding direct and indirect successor nodes and associated validity time windows. Subsequently, the database receives queries that specify, in a single database protocol command, a request for time-dependent hierarchical information of a node. The database then provides results responsive to the queries (if any). Related apparatus, systems, techniques and articles are also described.

Abstract: A system for answering a natural language query (NLQ) directed to a database system. The system includes a query receiver receives the NLQ and models the NLQ as a tuple of entities including at least a subject entity and an intention entity. The system further includes a service discovery component and a query transformation unit. The service discovery component discovers a specific database system asset for answering the NLQ by evaluating system model descriptions of database system assets against the NLQ. The query transformation unit transforms the NLQ into a native service call for the specific database system asset, and invokes the native service call for callback of the specific database system asset to answer the NLQ.

Abstract: A system and method of logless atomic data movement. An internal transaction is started within a multi-level storage architecture, the internal transaction to merge data from the first level storage structure to the second level storage structure. Committed data is read from a first level storage structure of the multi-level storage architecture as specified by the internal transaction. The committed data from the first level storage structure is inserted into a second level storage structure in a bulk insertion process, and the committed data is marked as being deleted from the first level storage. The internal transaction is then committed to the multi-level storage architecture when the committed data has been inserted into the second level storage structure.

Abstract: In an example, a machine learning algorithm is used to train an entity risk evaluation model to output an entity risk score based on transaction data in a computer network. Entity risk scores for various entities may be stored in a database, and retrieved and displayed upon user interaction with one or more reports involving corresponding entities.

Abstract: A set of measurement data is gathered by a network-enabled end device over a period of time. A mathematical function is generated to describe behavior of the set of measurement data. A compact, encoded message is generated representing the behavior of the gathered set of measurement data and the compact, encoded message is transmitted for storage in a data store associated with a backend server. Responsive to a received data analysis request, particular compact, encoded messages stored in the data store and applicable to the data analysis request are decoded. Time series data reconstructing the measurement data based on the decoded messages is generated.

Abstract: Disclosed herein are system, method, and computer program product embodiments for routing and storing files. In an embodiment, a file router system may route files to different geographic locations. This routing may aid in adhering to government regulations pertaining to the archival of files. For example, the file router system may interface with and/or receive files from a cloud computing platform. The file router system may manage the geographic file storage location. The file router system may also determine a file retention plan. The file retention plan may indicate a file retention period. The file router system may transmit the file retention plan to a data storage center located in the geographic file storage location. The file retention plan may further aid in adhering to government regulations.

Abstract: Disclosed herein are system, method, and computer program product embodiments for optical character recognition using end-to-end deep learning. In an embodiment, an optical character recognition system may train a neural network to identify characters of pixel images, assign index values to the characters, and recognize different formatting of the characters, such as distinguishing between handwritten and typewritten characters. The neural network may also be trained to identify, groups of characters and to generate bounding boxes to group these characters. The optical character recognition system may then analyze documents to identify character information based on the pixel data and produce segmentation masks, such as a type grid segmentation mask, and one or more bounding box masks. The optical character recognition system may supply these masks as an output or may combine the masks to generate a version of the received document having optically recognized characters.

Abstract: A method and system including a display; a memory storing processor-executable process steps; and a processor to execute the processor-executable process steps to cause the system to: present a user interface on a display, the user interface including one or more user-entry fields to receive data categorizing an object; receive data in one or more of the displayed user-entry fields; in response to the received data, display a list of one or more pre-defined categories when the received data is not a pre-defined category; and receive a selection of the one or more pre-defined categories, linking the received data to the selected pre-defined category. Numerous other aspects are provided.

Abstract: A system includes reception, at a target database system, of a request to recover a backup created by a source database system into the target database system, where the request comprises a system identifier of the source database system, determination of a backup tool configuration file associated with the source database system based on the system identifier of the source database system, request of a recovery of the backup into the target database system using the backup tool configuration file, copying of a backup catalog of the source database system into a storage location associated with the target database system, and appending of a system change marker to the copied backup catalog, wherein the system change marker comprises the system identifier of the source database system.

Abstract: Disclosed herein are system, method, and computer program product embodiments for measuring graphical user interface (GUI) usage, generating visual depictions of the GUI usage, and providing GUI modification recommendations based on the GUI usage. A user interface (UI) usage measurement system may monitor user interactions with an application from one or more user devices. The UI usage measurement system may data such as button clicks or other icon interactions on a GUI. After aggregating this information, the UI usage measurement system may apply machine learning techniques to determine a GUI object recommendation. The recommendation may include the movement of one or more GUI objects to different locations so that the user may more quickly access GUI objects that are more heavily utilized. In this manner, the UI usage measurement system may modify the GUI used by a particular user to access elements of an application.

Abstract: Disclosed herein are system, method, and device embodiments for semantic-aware and self-corrective automatic re-architecting. An embodiment operates by determining abstract syntax trees based on source code and target code, determining method identifier information based on the abstract syntax tree of the source code, determining reference location information based on the abstract syntax tree of target code, generating updated source code based on the abstract syntax tree of the source code, and determining interface mapping information including a mapping between a first service method of the source code and a second service method of the updated service code. Some embodiments may further operate by validating the interface mapping information, and generating updated source code based on the method identifier information, the reference location information, the interface mapping information, and the abstract syntax tree of the source code.

Abstract: Systems and methods are provided for determining a first test automate is associated with the same application as a second test automate, and for each action in the first test automate, determining a common action in the second test automate, determining that an element identifier in the first test automate for the common action has changed in the second test automate, and recording the changed element identifier in a data store, the data store comprising a list of changed element identifiers for each of a plurality of applications. The data store is provided so that element identifiers in at least one custom test automate corresponding to the changed element identifiers for at least one application are automatically determined based on the list of changed element identifiers for each of the plurality of applications.

Abstract: Storing and retrieving data in a content management computer system. The method includes configuring the memory to store a document having a plurality of versions, according to a configuration comprising: (i) a plurality of topics, each topic being stored as an XML file and comprising content forming a portion of one or more of the versions of the document; and (ii) a plurality of project maps, each project map corresponding to one of the plurality of versions of the document and including a reference to one or more buildable maps, each buildable map including a reference to one or more of the topics, directly or through a submap. A publication request is received for a selected one of the project maps, and the referenced topics of the buildable maps of the selected project map are combined to form a version of the document corresponding to the selected project map.

Abstract: A method may include detecting, at a development system hosting a first software application, a change to a first database table storing a master data associated with the first software application. The change may correspond to a customization applied to the first software application. The master data may include data objects that the first software application requires for performing a function of the first software application. In response to detecting the change to the first database table, the change may be applied to a second database table storing a replica of the master data. A transport request may be generated to include the customization and at least a portion of the second database table including the change. The transport request may be sent to a production system hosting a second software application to deploy the customization at the production system. Related systems and articles of manufacture are also provided.

Abstract: Technologies described herein can be used for the bulk lazy loading of structured data from a database. A request can be received to initialize an application data structure (such as a structured data object, a hierarchical data structure, an object graph, etc.). The data structure can be analyzed to identify a plurality of child objects of the data structure. Database records associated with the plurality of child objects can then be identified. A loaded child record table can be inspected to determine which of the identified database records are not stored in a cache. A request can be generated, comprising one or more queries to retrieve the uncached subset of database records from the database. Once the uncached subset of records are received from the database, these records can be used, along with the cached subset of the identified database records, to initialize the plurality of child objects of the application data structure.