Abstract: Methods and systems for spawning and deploying offspring Bots in a messaging system are provided. One method includes analyzing data in a channel stream of a plurality of channel streams in a computing network, generating a function to modify the data in the channel stream, and spawning at least one offspring computer processing node to perform the modification. The at least one offspring computer processing node derives from the computer processing node. The method further includes deploying the at least one offspring computer processing node to a periphery of the computing network, and causing the at least one offspring computer processing node to perform the modification at the periphery of the computing network.

Abstract: Methods and systems for testing filter for data streams in publisher-subscriber networks may are provided. A method includes comparing, by a computer processing device, an expected data set of a reference database to an actual data set from the data stream filter of the real-time messaging system. The method further includes determining, by the computer processing device, a performance metric of the data stream filter based on the comparing. The method further includes providing the performance metric to the real-time messaging system.

Abstract: Techniques for representing and publishing an interactive document useful for analyzing data. The document may be represented as a directed acyclic graph of entities interconnected by edges. The entities may be of multiple types. Yet, a broad range of interactive documents may be represented by a limited number of types of entities and the capabilities to interconnect entities of different types and to share a data schema across entities of different types. A tool may enable a user to author such documents. The tool may also facilitate publishing of the document. For publishing, the document may be converted to an executable form. Prior to such a conversion, the graph may be modified for more efficient processing. The graph may also be partitioned such that portions of the graph, when distributed across tiers of a computing system, such as a cloud-based platform, execute on computing devices that provide efficient operation.

Abstract: Techniques for representing and publishing an interactive document useful for analyzing data. The document may be represented as a directed acyclic graph of entities interconnected by edges. The entities may be of multiple types. Yet, a broad range of interactive documents may be represented by a limited number of types of entities and the capabilities to interconnect entities of different types and to share a data schema across entities of different types. A tool may enable a user to author such documents. The tool may also facilitate publishing of the document. For publishing, the document may be converted to an executable form. Prior to such a conversion, the graph may be modified for more efficient processing. The graph may also be partitioned such that portions of the graph, when distributed across tiers of a computing system, such as a cloud-based platform, execute on computing devices that provide efficient operation.

Abstract: Techniques for representing and publishing an interactive document useful for analyzing data. The document may be represented as a directed acyclic graph of entities interconnected by edges. The entities may be of multiple types. Yet, a broad range of interactive documents may be represented by a limited number of types of entities and the capabilities to interconnect entities of different types and to share a data schema across entities of different types. A tool may enable a user to author such documents. The tool may also facilitate publishing of the document. For publishing, the document may be converted to an executable form. Prior to such a conversion, the graph may be modified for more efficient processing. The graph may also be partitioned such that portions of the graph, when distributed across tiers of a computing system, such as a cloud-based platform, execute on computing devices that provide efficient operation.