Abstract: Embodiments are disclosed for expanding a seed scene using proposals from a generative model of scene graphs. The method may include clustering subgraphs according to respective one or more maximal connected subgraphs of a scene graph. The scene graph includes a plurality of nodes and edges. The method also includes generating a scene sequence for the scene graph based on the clustered subgraphs. A first machine learning model determines a predicted node in response to receiving the scene sequence. A second machine learning model determines a predicted edge in response to receiving the scene sequence and the predicted node. A scene graph is output according to the predicted node and the predicted edge.

Abstract: A system and method are disclosed associated with at least one physical data store instance adapted to contain electronic records; and a shared cluster platform, coupled to the data store, including: a computer processor, and a computer memory, coupled to the computer processor, storing instructions that, when executed by the computer processor cause the shared cluster platform to: receive a request for a first tenant; select a physical data store instance in response to the request; generate a first container for the first tenant, wherein the first container maps the first tenant to the selected physical data store instance; generate a unique first key element for the first tenant; and transmit a first endpoint of the first container as a proxy for the selected physical data store instance, wherein the transmission fulfills the request. Numerous other embodiments are provided.

Abstract: A system and method are disclosed associated with at least one physical data store instance adapted to contain electronic records; and a shared cluster platform, coupled to the data store, including: a computer processor, and a computer memory, coupled to the computer processor, storing instructions that, when executed by the computer processor cause the shared cluster platform to: receive an eviction policy for a first tenant for a data store; map a first container for the first tenant to a physical data store instance; generate a unique first key element for the first tenant, wherein the eviction policy for the first tenant is linked to the unique first key element; and transmit a first endpoint of the first container as a proxy for the selected physical data store instance Numerous other embodiments are provided.

Abstract: A system and method are disclosed associated with at least one physical data store instance adapted to contain electronic records; and a shared cluster platform, coupled to the data store, including: a computer processor, and a computer memory, coupled to the computer processor, storing instructions that, when executed by the computer processor cause the shared cluster platform to: receive a request for a first tenant; select a physical data store instance in response to the request; generate a first container for the first tenant, wherein the first container maps the first tenant to the selected physical data store instance; generate a unique first key element for the first tenant; and transmit a first endpoint of the first container as a proxy for the selected physical data store instance, wherein the transmission fulfills the request. Numerous other embodiments are provided.

Abstract: Some embodiments provide a system and method associated with a determination of an upgrade path for an application service associated with a container-orchestration system (e.g., a KUBERNETES® container-orchestration system). A container-orchestration system server may trigger, by an operator object deployed as a controller for the application service, an upgrade process. In response to the trigger, the container-orchestration system server may access a dictionary type data structure containing a plurality of tuples associated with the application service (and the dictionary type data structure may be uncoupled from the application service). The container-orchestration system server may then automatically execute a search algorithm on the plurality of tuples to determine the upgrade path from a source version to a target version for the application service. According to some embodiments, the application service may then be automatically upgraded in accordance with the determined upgrade path.

Abstract: Some embodiments provide a system and method associated with a determination of an upgrade path for an application service associated with a container-orchestration system (e.g., a KUBERNETES® container-orchestration system). A container-orchestration system server may trigger, by an operator object deployed as a controller for the application service, an upgrade process. In response to the trigger, the container-orchestration system server may access a dictionary type data structure containing a plurality of tuples associated with the application service (and the dictionary type data structure may be uncoupled from the application service). The container-orchestration system server may then automatically execute a search algorithm on the plurality of tuples to determine the upgrade path from a source version to a target version for the application service. According to some embodiments, the application service may then be automatically upgraded in accordance with the determined upgrade path.

Abstract: The present invention relates to processes utilizing hydrogen species selectively permeable membranes for synthesis of products. The present invention also relates to processes for synthesizing products from hydrogen insertion or hydrogenation reactions utilizing hydrogen species permeable membranes. The present invention also relates to processes for synthesizing ammonia utilizing hydrogen species selectively permeable membranes. The membranes provide surfaced modified membranes that can comprise a porous layer containing a plurality of reactive sites comprising a metal species and a catalyst for promoting a reaction within the layer.

Abstract: A spool valve includes a body defining a bore and a positionable spool located within the bore. The spool includes a central body portion having a diameter and a number of sealing lands separated by the central body portion. Each sealing land has a diameter larger than the central body portion diameter. A plurality of flow-shaping rings are located between first and second sealing lands, and each comprise an intermediate diameter larger than the central body portion diameter and smaller than the sealing land diameter.

Abstract: The present invention relates to processes utilising hydrogen species selectively permeable membranes for synthesis of products. The present invention also relates to processes for synthesising products from hydrogen insertion or hydrogenation reactions utilising hydrogen species permeable membranes. The present invention also relates to processes for synthesising ammonia utilising hydrogen species selectively permeable membranes. The membranes provide surfaced modified membranes that can comprise a porous layer containing a plurality of reactive sites comprising a metal species and a catalyst for promoting a reaction within the layer.