Abstract: Disclosed herein are techniques for processing streaming data. In some embodiments, the techniques involve obtaining input data representative of a frame of streaming data. The techniques may involve identifying a query transformation, a key transformation, and a value transformation based on the input data. The techniques may involve updating a query buffer, a key buffer, and a value buffer, such that the buffers are each configured to store parameters associated with previous frames of streaming data and the frame of streaming data. The techniques may involve retrieving one or more query frames from the query buffer. The techniques may involve determining a dot product of the query frames and frames in the key buffer to determine a set of weights. The techniques may involve determining a weighted sum between the set of weights and frames in the value buffer, and utilizing the weighted sum to generate a streaming attention vector.

Abstract: Disclosed herein are techniques for processing streaming data. In some embodiments, the techniques involve obtaining input data representative of a frame of streaming data. The techniques may involve identifying a query transformation, a key transformation, and a value transformation based on the input data. The techniques may involve updating a query buffer, a key buffer, and a value buffer, such that the buffers are each configured to store parameters associated with previous frames of streaming data and the frame of streaming data. The techniques may involve retrieving one or more query frames from the query buffer. The techniques may involve determining a dot product of the query frames and frames in the key buffer to determine a set of weights. The techniques may involve determining a weighted sum between the set of weights and frames in the value buffer, and utilizing the weighted sum to generate a streaming attention vector.

Abstract: In various embodiments, an analytics system determines nucleic acid sequence reads of genetic material in a soil sample from a geographical location. The analytics system determines a first set of measures of a plurality of gene functions represented in the nucleic acid sequence reads. The analytics system determines a second set of measures of a plurality of metabolic pathways of microorganisms present in soil at the geographical location. The analytics system determines a third set of measures of a plurality of soil health indicators of the soil at the geographical location, the plurality of soil health indicators including a plurality of levels of granularity. The analytics system determines a measure of an agronomic attribute of the soil at the geographical location as a function of the first, second, and third sets of measures.

Abstract: In various embodiments, an analytics system determines nucleic acid sequence reads of genetic material in a soil sample from a geographical location. The analytics system determines a first set of measures of a plurality of gene functions represented in the nucleic acid sequence reads. The analytics system determines a second set of measures of a plurality of metabolic pathways of microorganisms present in soil at the geographical location. The analytics system determines a third set of measures of a plurality of soil health indicators of the soil at the geographical location, the plurality of soil health indicators including a plurality of levels of granularity. The analytics system determines a measure of an agronomic attribute of the soil at the geographical location as a function of the first, second, and third sets of measures.

Abstract: In various embodiments, an analytics system determines nucleic acid sequence reads of genetic material in a soil sample from a geographical location. The analytics system determines a first set of measures of a plurality of gene functions represented in the nucleic acid sequence reads. The analytics system determines a second set of measures of a plurality of metabolic pathways of microorganisms present in soil at the geographical location. The analytics system determines a third set of measures of a plurality of soil health indicators of the soil at the geographical location, the plurality of soil health indicators including a plurality of levels of granularity. The analytics system determines a measure of an agronomic attribute of the soil at the geographical location as a function of the first, second, and third sets of measures.

Abstract: The present invention provides a system for monitoring and controlling high intensity discharge (HID) lamps. The system includes a digital electronic ballast integrated with PLCC modem and PLCC concentrator. The digital electronic ballast is capable of monitoring and controlling operation of each of the HID lamp in the system. The PLCC concentrator is located in AC power line network and connected to each of the digital electronic ballast connected to the respective HID lamps in AC power line network. Further, the PLCC concentrator sends the command signals such as lamp ON/OFF, lamp dimming, lamp scheduling rules to the digital electronic ballast. The PLCC concentrator also receives lamp status, real time electric parameters, failure information, end of lamp life (EOLL) or lamp burning hours, temperature conditions and warning from the digital electronic ballast thereby the PLCC concentrator provide reports to server to enable remote monitoring of the network.

Abstract: The present invention provides a system for monitoring and controlling high intensity discharge (HID) lamps. The system includes a digital electronic ballast integrated with PLCC modem and PLCC concentrator. The digital electronic ballast is capable of monitoring and controlling operation of each of the HID lamp in the system. The PLCC concentrator is located in AC Power line network and connected to each of the digital electronic ballast connected to the respective HID lamps in an AC power line network. Further, the PLCC concentrator sends the command signals such as lamp ON/OFF, lamp dimming, lamp scheduling rules to the digital electronic ballast. The PLCC concentrator also receives lamp status, real time electric parameters, failure information, end of lamp life (EOLL) or lamp burning hours, temperature conditions and warning from the digital electronic ballast thereby the PLCC concentrator provide reports to a server to enable remote monitoring of the network.