Abstract: One embodiment of a method for monitoring performance of a trained machine learning model includes receiving at least one of one or more first inputs or one or more first outputs of the trained machine learning model during a first time period, receiving at least one of one or more second inputs or one or more second outputs of the trained machine learning model during a second time period, and computing a data drift score based on the at least one of the one or more first inputs or the one or more first outputs, the at least one of the one or more second inputs or the one or more second outputs, and a predefined policy.

Abstract: One embodiment of a method for migrating data includes performing one or more first operations to orchestrate execution of one or more first scripts in one or more first virtual computing instances, wherein the execution of the one or more first scripts causes data associated with the one or more first virtual computing instances to be backed up to at least one first disk, copying the data from the at least one first disk to at least one second disk, and performing one or more second operations to orchestrate execution of one or more second scripts in one or more second virtual computing instances, wherein the execution of the one or more second scripts causes the data to be restored from the at least one second disk to the one or more second virtual computing instances.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: Compositions which include hop materials infused with exogenous flavorant matrix and methods for infusing hop materials with a flavorant matrix are provided, wherein the method includes emulsifying a flavorant additive into a carrier system to provide a flavorant matrix; and infusing the hop material with the flavorant matrix.

Abstract: Compositions which include hop materials infused with exogenous flavorant matrix and methods for infusing hop materials with a flavorant matrix are provided, wherein the method includes emulsifying a flavorant additive into a carrier system to provide a flavorant matrix; and infusing the hop material with the flavorant matrix.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an aroma compound such as 3-mercaptohexyl acetate (3MHA), 3-mercaptohexyl butyrate (3MHB), 3-mercaptohexanol (3MH), 3-mercaptohexyl hexanoate (3MHH), or a combination of any two or more thereof, one or more terpenes, and optionally one or more organosulfur compounds.

Abstract: A method of purifying a hop raw material includes subjecting the hop raw material to a first processing step to form a hop oil extract substantially free of lipids, waxes, flavonoids, and plant matter, collecting the hop oil extract, and optionally subjecting the hop oil extract to a second processing step to yield a purified hop oil product.

Abstract: A method for making a stabilized cannabinoid composition includes combining an active cannabinoid, a cannabinoic acid and optionally a carrier to provide a product, wherein the acid is present in an amount effective to improve the stability of the composition.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: One embodiment of the present invention sets forth a technique for executing one or more services in a technology stack. The technique includes deploying a first set of containers within an environment, wherein each container included in the first set of containers includes a first service that implements a first interface and a first shim that implements a second interface. The technique also includes transmitting a first request associated with the second interface to a first container included in the first set of containers, wherein the first request is processed by an instance of the first shim and an instance of the first service executing within the first container.

Abstract: One embodiment of the present invention sets forth a technique for processing requests associated with one or more services. The technique includes deploying a first container within an environment, wherein the first container includes a first service that implements a first interface and a first shim that implements a second interface. The technique also includes receiving, at the first shim, a first request associated with the second interface. The technique further includes converting the first request into a second request associated with the first interface, and transmitting the second request over the first interface to the first service, wherein the second request is processed by the first service.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: An edible composition, an aerosol composition, a flavor composition, a fragrance composition, or an inhalable composition includes an organosulfur compound such as prenyl mercaptan, 2-methylthiophene, 3-methylthiophene, dimethyl disulfide, diprenyl disulfide, 3-methyl-2-buten-1-yl thiolacetate, 3-methyl-1-[(3-methyl-2-buten-1-yl)sulfanyl]-2-butene, prenylmethylthiol (1-(methylsulfanyl)-3-methyl-2-butene), prenyl thioacetate, thiogeraniol, dimethyl sulfide, or a combination of any two or more thereof, and a primary terpene compound selected from the group consisting of myrcene, ?-caryophyllene, limonene, ?-pinene, ?-pinene, valencene, ocimene, terpinolene, or a combination of any two or more thereof.

Abstract: A network device includes a memory, a display, a processor, and a network communication module configured to receive vehicle data, driver information, and driver communications from a plurality of portable wireless data transfer and display device via a long-range wireless network, each portable wireless data transfer and display device being associated with a corresponding one of a plurality of vehicles. The memory configured to store the vehicle data, the driver information, and the driver communications. The processor is configured to process at least one of: the vehicle data, the driver information, and the driver communication into summary electronic reports and present the summary electronic report of the plurality of vehicles in real-time by location via the display. The network device is configured to allow for selection of the drivers presented and is configured to send work requests to wireless devices in use by the selection of the drivers presented.

Abstract: A network device includes a memory, a display, a user interface, and a network communication module configured to receive vehicle data, driver information, and driver communications, at pre-determined times, from a plurality of portable wireless data transfer and display devices via a long-range wireless network. The network communication module is further configured to send and receive network communications with one or more of the portable wireless data transfer and display devices via the long-range wireless network. The network device is configured to present the vehicle data, the driver information, the driver communication, and the network communications from the plurality of portable wireless data transfer and display devices via the display. The user interface is configured to allow for selection of the drivers presented and is configured to accept user inputs of network communications via the user interface.

Abstract: A network device includes a memory, a display, a user interface, and a network communication module configured to receive vehicle data, driver information, and driver communications, at pre-determined times, from a plurality of portable wireless data transfer and display devices via a long-range wireless network. The network communication module is further configured to send and receive network communications with one or more of the portable wireless data transfer and display devices via the long-range wireless network. The network device is configured to present the vehicle data, the driver information, the driver communication, and the network communications from the plurality of portable wireless data transfer and display devices via the display. The user interface is configured to allow for selection of the drivers presented and is configured to accept user inputs of network communications via the user interface.

Abstract: A portable wireless data transfer and display device comprises a user interface, a communication module, a display, and a short-range wireless communication module configured to wirelessly receive vehicle data from a data acquisition device mounted inside a vehicle when in close proximity to the data acquisition device. The device is configured to accept inputs of driver information from a user, to send the vehicle data and the driver information through the communication module to a network device via a long-range wireless network, and to receive one or more work requests from the network device via the long-range wireless network. The device is configured to present the work request via the display, to accept an input from a driver responding to the work request, and to forward the input from the driver to the network device via the long-range wireless communication module and the long-range wireless network.

Abstract: A computing device includes a user interface, a network interface configured to receive vehicle data, driver information, and driver communications, a memory configured to store the vehicle data, the driver information, and the driver communications, and a processor configured to process the vehicle data, the driver information, and the driver communications into an electronic driver scorecard according to specified safety and efficiency criteria. The electronic driver scorecard comprises one or more alphanumerical ratings according to a selection of drivers as input by a user into the user interface.