Abstract: A request may be received to evacuate data from a database system associated with a designated computing pod that provides on-demand computing services to a plurality of entities via the internet. The data may include portions that each correspond with a respective one or more of the on-demand computing services. Data succession policies associated with the data may be identified, where each data succession policy corresponds with one of the data portions and identifies one or more constraints associated with evacuating the data portion. The data portions may be transmitted to recipient computing pods in accordance with the data succession policies, and removed from the database system.

Abstract: Embodiments for training a neural network are provided. A neural network is divided into a first block and a second block, and the parameters in the first block and second block are trained in parallel. To train the parameters, a gradient from a gradient mini-batch included in training data is generated. A curvature-vector product from a curvature mini-batch included in the training data is also generated. The gradient and the curvature-vector product generate a conjugate gradient. The conjugate gradient is used to determine a change in parameters in the first block in parallel with a change in parameters in the second block. The curvature matrix in the curvature-vector product includes zero values when the terms correspond to parameters from different blocks.

Abstract: A dynamic Scalable Vector Graphics (SVG) system and associated methods are provided for rendering an interactive software-product demonstration presentation for an envisioned software product within a webpage. A script can be executed to digest an exported SVG file by: querying for target objects having particular attributes named in a target format, and/or particular tag names. For each of the target objects, methods are called to modify that target object based on a first found tag name, a first found attribute, and/or contents of the first found attribute. The called methods can be used to manipulate attributes and/or contents of that target object to modify it and generate a manipulated object that includes the outputs of each called method (e.g., appropriate contents to be inserted into the SVG file). The manipulated objects with the appropriate contents can then be inserted into the SVG file to generate a final SVG file.

Abstract: A quality assurance (QA) system for automatically performing a quality assurance check on digital communication is configured to: receive a digital communication from an executing application on an external computing device; retrieve a predetermined set of rules applicable to the digital communication; and perform a QA check on the digital communication by determining whether the digital communication complies with each rule in the predetermined set of rules. The set of predetermined rules includes non-visual (e.g., textual and user-selected form fields) rules and vision-based rules. The non-visual rules include a rule requiring the inclusion of specific text or a rule requiring the exclusion of specific text. The visual-based rules include a rule identifying a specific graphical item to be included in or excluded from the digital communication. The QA system is further configured to generate a GUI that provides a visual indication of each rule not met.

Abstract: Techniques are disclosed relating to efficiently processing of concurrent database transactions. In one embodiment, a database system receives a first key-value pair for a database transaction and stores the key-value pair in a data structure for active database transactions. The storing may include indexing into a hash table of the data structure with a key of the key-value pair to identify a hash bucket of the hash table corresponding to the key, acquiring a latch associated with the identified hash bucket, and, based on a state of the acquired latch, appending, to the hash bucket, a record specifying the key-value pair. The database system may cause the key-value pair from the data structure to be committed to persistent storage in response to the database transaction being committed.

Abstract: A method and system for event consumers management are described. A batch of events that is stored in an event recordation system according to an aggregate topic is received based on the aggregate topic. Each event from the batch of events is associated with an initial topic to be used by a respective instance of an event consumer from a set of event consumers to consume events. A first initial topic associated with one or more events from the batch of events is determined. Based on the first initial topic, a state of a first event consumer is updated to a running state. The updated state of the first event consumer causes execution of a first instance of the first event consumer on a server of a cluster of servers for consuming events from the event recordation system based on the first initial topic.

Abstract: Database systems and methods are provided for remotely managing an infrastructure component. One method involves an ICL compiler service obtaining a plain text command from a client device coupled to a network, parsing the plain text command to identify an infrastructure target of the plain text command and a portion defining an action for the infrastructure target, compiling the portion of the plain text command defining the action into an intermediate format encapsulated in an executable object, and providing the executable object to the infrastructure target.

Abstract: A method and apparatus for generating personalized suggestions for natural language search queries, where the method includes receiving a natural language query input from a user, obtaining set of suggestions for the natural language query, identifying a set of concepts in the set of suggestions, applying co-occurrence model to the set of concepts to obtain user specific concept probabilities and vocabulary probabilities, computing suggestion scores for at least one suggestion in the set of suggestions based on the user specific concept probabilities and vocabulary probabilities, and ranking the set of suggestions based on suggestion scores.

Abstract: A computer implemented masking manager provides a method for access controls. The method includes receiving a request for an object in a database, retrieving the object from the database, applying masking rules to a field of the object to determine whether the requestor has access to the field, determining a replacement value for the field based on requestor access to the field, and returning the object to the requestor with the replacement value in the field of the object.

Abstract: Disclosed herein are system, method, and computer program product embodiments for providing a security model to customizable live applications in a cloud collaboration platform. The security approach may dedicate a frame to each live application, serving the frame from a different domain than a document in which the live application is embedded. This approach ensures that more stringent security requirements may be required of the live application and allows the data presented to the live application to be narrowly tailored. The security model may further leverage sandbox attributes and content-security policies to restrict the behavior of sandboxed and non-sandboxed live applications in accordance with best security practices.

Abstract: Techniques are disclosed relating to automatically synthesizing user interface (UI) component instances. In disclosed techniques a computer system receives a set of existing UI elements and a set of design rules for the set of existing elements, where design rules in the set of design rules indicate one or more allowed states for respective UI elements in the set of existing UI elements. The one or more allowed states may correspond to one or more visual characteristics. Using the set of existing UI elements, the computer system may then automatically generate a plurality of UI component instances based on the set of design rules, where a respective UI component instance includes a first UI element in a first allowed state. The computer system may then train, using the plurality of UI component instances, a machine learning model operable to automatically generate UI designs.

Abstract: A system is disclosed. The system includes a resource monitor to monitor a resource utilization of a set of resources of one or more instances, the resource utilization corresponding to a first level of performance and cost and an instance type determiner to, based on the resource utilization, determine if there is an instance type for at least one of the one or more instances, with a resource profile, that will provide a second level of performance and cost that is closer to a default level of performance and cost than the first level of performance and cost. In addition, the system also includes an instance type recommender to, based on the determining, perform one of making and not making a recommendation to replace the instance type of the at least one of the one or more instances.

Abstract: A method and apparatus for performing a bypass block navigational function to a user interface including generating, by a processor, a webpage including a bypass block navigation attribute associated with a first portion of the webpage, receiving, at a network interface a request for the webpage from the user interface, transmitting, by the network interface, the webpage and a software module including an instruction associated with the bypass block navigation function in response to the request, causing display, at the user interface, the webpage at a starting location, receiving, from the user interface, a keystroke associated with the bypass block navigation function, and causing display, at the user interface, of the first portion of the webpage in response to the instruction associated with the bypass block navigation function.

Abstract: A request for a transaction between a client system and a server system may be processed. The transaction may be associated with transmission of data between the client system and the server system. The data may be encrypted using a transient encryption key to form encrypted data. The transient encryption key may be a synced-clock random number configured to automatically change when a designated time interval elapses. The encrypted data may be transmitted between the client system and the server system.

Abstract: Systems and methods for providing a custom action for an information post are described. In one embodiment, data for generating a user interface component for display at a client machine may be transmitted from a server to the client machine. The user interface component displaying one or more information posts may be capable of being generated in accordance with first computing programming language instructions provided by a first entity. Each information post may include information relating to a record stored on a storage medium accessible to the server. Selected ones of the information posts may have associated therewith a custom action activation mechanism for activating a custom action relating to the associated information post. The custom action activation mechanism may be capable of being generated in accordance with second computer programming language instructions provided by a second entity.

Abstract: Methods, systems, and devices supporting in-memory software package installation and testing are described. Some systems (e.g., a multi-tenant cloud computing platform) may support installation of software packages, where each package may be defined by a set of metadata. If a tenant selects to install a package, the system may test the package for conflicts between the package and the tenant's production environment. The system may automatically detect additional packages linked to the package based on dependencies defined in the metadata and may temporarily install the one or more packages in-memory at one or more servers. The system may pull a subset of data from the tenant's production environment into the in-memory testing environment based on a metadata testing file in order to support running tests defined by the metadata testing file. The system may test the package(s) in-memory at the server(s) for any conflicts using the metadata testing file.

Abstract: A geo-analytical program is integrated into a customer relationship management (CRM) solution. Via the geo-analytical program, users are able to define layer configuration settings for a layer for plotting on a map-based GUI. Layer configuration settings for a respective layer comprise an indication of a data object type serving as a base object type for the respective layer. A method involves receiving from a user user-defined configuration settings for a first layer, electronically receiving, at a geospatial computer system, geospatial data for a plurality of connected devices; electronically receiving, at the geo-analytical program from the geospatial computer system, real-time geospatial data for the plurality of connected devices; and utilizing, by the geo-analytical program, the user-defined layer configuration settings for the first layer to plot the first layer on the map-based GUI based on the received real-time geospatial data for the plurality of connected devices.

Abstract: A graphical user interface (GUI) may be provided by a computing system that implements a database system for presentation at a client device. The GUI may display a designated one or more criteria for selecting one of a plurality of recommendations for a target object instance associated with a designated object definition. A predictive model for determining a propensity score for selected ones of the plurality of recommendations in association with the target object instance may be configured. The propensity score may be a function of one or more data field values associated with the target object instance and may be configured based on user input received via the graphical user interface. The predictive model may be stored on a storage medium for retrieval when selecting recommendations in response to requests received to access instances of the designated object definition.

Abstract: Disclosed techniques relate to caching tenant encryption keys for a multi-tenant database. In some embodiments, a computing system encrypts data for a database in a multi-tenant database system using encryption keys assigned to respective tenants that are using the database. The computing system may store the encryption keys in a cache and, in response to a key rotation request for a first tenant, invalidate an entry in the cache for the first encryption key of the first tenant. The computing system may block writes for the first tenant until a new key is cached (e.g., based on retrieval from a key management system). In various embodiments, disclosed techniques may reduce encryption latency.