Abstract: Some database tables include a relational field, where a record of the table stores a foreign-key reference value that identifies a related record of a second table. While fulfilling a request comprising a query over the database, the system may identify a context of the request, wherein the context is supplemental to the query, and wherein the context relates to the relational field. For example, a security policy may permit a requester to query the first table, but restrict the requester from accessing the second table that the relational field of the first table references, where dereferencing the relational field may cause unexpected results. Instead, the system may evaluate the context of the request, and may fulfill the request based on the context by providing a response that substitutes, for the value that references the second table, a substitute value that does not reference the second table.

Abstract: Technology related to hardware accelerated neural network subgraphs is disclosed. In one example of the disclosed technology, a method includes receiving source code specifying a neural network model. The source code includes an application programming interface (API) marking a subgraph of the neural network model as targeted for hardware acceleration. The method includes compiling the subgraph to the neural network accelerator target to generate configuration information for the hardware accelerator. The method includes configuring the hardware accelerator to evaluate the neural network model, where the hardware accelerator is configured using the configuration information.

Abstract: Technology related to hardware accelerated neural network subgraphs is disclosed. In one example of the disclosed technology, a method for compiling a neural network model is disclosed. The method includes identifying a subgraph of the neural network model to partition from the neural network model. An interface can be inserted between the neural network model and a partitioned version of the identified subgraph. The partitioned version can be adapted to be evaluated with a neural network accelerator. The identified subgraph can be compiled to the neural network accelerator to generate configuration information for the neural network accelerator. The neural network accelerator can be configured with the configuration information to provide an accelerated version of the subgraph.

Abstract: A method of facilitating customization of a software-implemented business process includes storing, within a mobile computing device, a subscription list of entities. The subscription list is defined by subscription metadata. Customized data is received. The customized data corresponds to the entities identified in the subscription list. The received customized metadata is stored on the mobile computing device.

Abstract: Some database tables include a relational field, where a record of the table stores a foreign-key reference value that identifies a related record of a second table. While fulfilling a request comprising a query over the database, the system may identify a context of the request, wherein the context is supplemental to the query, and wherein the context relates to the relational field. For example, a security policy may permit a requester to query the first table, but restrict the requester from accessing the second table that the relational field of the first table references, where dereferencing the relational field may cause unexpected results. Instead, the system may evaluate the context of the request, and may fulfill the request based on the context by providing a response that substitutes, for the value that references the second table, a substitute value that does not reference the second table.

Abstract: Business application adaptation to changes in business processes is enabled through real time modification of business application schema and metadata at runtime employing business rules to accommodate changing business processes without a need to change the underlying data and models. A business application user interface reacts to runtime changes and enforces validation and business rules as if the changes are made to the underlying structure.

Abstract: A method of facilitating customization of a software-implemented business process includes storing, within a mobile computing device, a subscription list of entities. The subscription list is defined by subscription metadata. Customized data is received. The customized data corresponds to the entities identified in the subscription list. The received customized metadata is stored on the mobile computing device.

Abstract: A method of facilitating customization of a software-implemented business process includes storing, within a mobile computing device, a subscription list of entities. The subscription list being defined by subscription metadata. Customized data is received. The customized data corresponds to the entities identified in the subscription list. The received customized metadata is stored on the mobile computing device.

Abstract: Business application adaptation to changes in business processes is enabled through real time modification of business application schema and metadata at runtime employing business rules to accommodate changing business processes without a need to change the underlying data and models. A business application user interface reacts to runtime changes and enforces validation and business rules as if the changes are made to the underlying structure.

Abstract: A method of facilitating customization of a software-implemented business process includes storing, within a mobile computing device, a subscription list of entities. The subscription list being defined by subscription metadata. Customized data is received. The customized data corresponds to the entities identified in the subscription list. The received customized metadata is stored on the mobile computing device.

Abstract: In a method of customizing a software-implemented business process on a mobile computing device, customized metadata defining customizations of the business process are provided. Next, the metadata is deployed to the mobile computing device and stored in a data store of the mobile computing device. The customizations defined by the metadata are then applied to the software-implemented business process.