Abstract: A system including a machine-learning accelerator (MLA) hardware comprising computation-control units that each have a programmable dependency matrix; and a compiler computing module configured to generate, based on a machine-learning model, dependency instructions indicating dependencies between the computation-control units; wherein the computation-control units include at least: a first computation-control unit configured to generate, after completion of a first operation, a synchronization token representing the completion of the first operation, the synchronization token specifying a recipient identifier for an intended recipient computation-control unit of the synchronization token; a second computation-control unit configured to: configure the programmable dependency matrix of the second computation-control unit according to the dependency instructions to include dependency conditions for performing operations; receive the synchronization token based on the recipient identifier; update a dependency sta

Abstract: There is provided a method of manufacturing a transistor, the method comprising: (a) providing a substrate having a semiconductor surface; (b) providing a graphene layer structure on a first portion of the semiconductor surface, wherein the graphene layer structure has a thickness of n graphene monolayers, wherein n is at least 2; (c) etching a first portion of the graphene layer structure to reduce the thickness of the graphene layer structure in said first portion to from n?1 to 1 graphene monolayers; (d) forming a layer of dielectric material on the first portion of the graphene layer structure; and (e) providing: a source contact on a second portion of the graphene layer structure; a gate contact on the layer of dielectric material; and a drain contact on a second portion of the semiconductor surface of the substrate.

Abstract: Among other things, advertisements are received for brands or products of brands. Criteria for placement of the advertisements are received at online retail sites. The online retail sites are controlled independently from one another. Inventory data for the products at the online retail sites is received and stored. Data about propensities of the consumers to favor one or more of the brands or one or more products of the brands, from activities of consumers on the online retail sites, is stored. Activity data about current activities of the consumers on the online retail sites is received. One or more of the advertisements are placed on pages served to the online retail sites based on the placement data, the inventory data, the propensity data, and the activity data. Conversion data is received indicating that consumers engaged in conversion events with respect to products associated with the brands or products of brands being advertised.

Abstract: A system, method, and computer readable medium receive a container image and an attestation log. The container image is built from a build pipeline and the attestation log includes information corresponding to tasks utilized by the build pipeline to build the container image. The system, method, and computer readable medium compare the information in the attestation log with policies that includes build pipeline requirements. The system, method, and computer readable medium release the container image to a destination based on the comparison indicating that tasks utilized by the build pipeline to build the container image meet the build pipeline requirements.

Abstract: Disclosed herein is a solar light kit and a method of assembling the solar light kit, the kit comprising: a printed circuit board (PCB) housing configured to enclose a first PCB and second PCB, wherein the first PCB comprises an array of light sources and the second PCB comprises a plurality of electrical ports, the first PCB and second PCB are configured to connect and fit in the PCB housing in one orientation; a battery housing configured to enclose at least one rechargeable battery, wherein the battery housing is configured to connect to the PCB housing; a casing configured to enclose the connected PCB housing and battery housing; and a solar panel configured to connect to the second PCB using a connector cable removably connectable to the solar panel and the second PCB.

Abstract: Disclosed herein is a solar light kit and a method of assembling the solar light kit, the kit comprising: a printed circuit board (PCB) housing configured to enclose a first PCB and second PCB, wherein the first PCB comprises an array of light sources and the second PCB comprises a plurality of electrical ports, the first PCB and second PCB are configured to connect and fit in the PCB housing in one orientation; a battery housing configured to enclose at least one rechargeable battery, wherein the battery housing is configured to connect to the PCB housing; a casing configured to enclose the connected PCB housing and battery housing; and a solar panel configured to connect to the second PCB using a connector cable removably connectable to the solar panel and the second PCB.

Abstract: The present invention includes compounds of formula (I) and methods for its preparation and treatment of disorders with activated peroxisome preoliferator-activated receptor gamma (PPARG), particularly cancer.

Abstract: Examples for validating the identify of an application in an inter-app communication protocol are described. An attestation payload is obtained from a third party attestation service that is executed remotely from a device on which the application is running. The attestation payload can be validated by another application on the device in order to validate the identity of the application providing the attestation payload.

Abstract: Automated query retry includes selecting a first node of a plurality of nodes of an execution platform in response to a query. The first node is configured with a first version of a database platform. A first execution of the query is performed using the first version of the database platform at the first node. The method further includes detecting the first execution results in a failed execution. A second execution of the query is scheduled. The second execution uses at least one of the first version of the database platform or a second version of the database platform configured at a second node of the plurality of nodes. The second version is released after the first version. A cause of the failed execution of the query at the first node is determined based at least in part on a result of the second execution of the query.

Abstract: This invention relates generally to compositions for making and administering anellovectors and uses thereof.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing protein design. In one aspect, a method comprises: processing an input characterizing a target protein structure of a target protein using an embedding neural network having a plurality of embedding neural network parameters to generate an embedding of the target protein structure of the target protein; determining a predicted amino acid sequence of the target protein based on the embedding of the target protein structure, comprising: conditioning a generative neural network having a plurality of generative neural network parameters on the embedding of the target protein structure; and generating, by the generative neural network conditioned on the embedding of the target protein structure, a representation of the predicted amino acid sequence of the target protein.

Abstract: A sensor module assembly for a respiratory therapy apparatus may be configured for a seal-based securement within a respiratory therapy device that includes a separable pneumatic block to make assembly or replacement more efficient. The sensor module assembly may include a flow manifold. The flow manifold may have an inlet and an outlet and a main pneumatic path between the inlet and the outlet. The assembly may have a sensor module with sensor(s) on a printed circuit board. The sensor module may be pneumatically and fixedly coupled to the flow manifold. The inlet of the flow manifold may be configured for removable coupling with an outlet of the pneumatic block assembly. Moreover, the outlet of the flow manifold may be configured for removable coupling with a pneumatic path of a housing panel of the respiratory therapy apparatus. The pneumatic path is adapted for supplying breathable gas to a patient interface.

Abstract: According to one aspect, an electric toothbrush may include a handle, a brush head, a rechargeable battery, an electric motor, and a pair of electrical contacts. The handle may have a first end region and a second end region defining a longitudinal axis therebetween, the handle defining a volume from the first end region to the second end region. The brush head may include bristles, the brush head releasably securable to the first end region of the handle. The rechargeable battery may be in the volume. The electric motor may be at least partially disposed in the volume, the electric motor in electrical communication with the rechargeable battery, the electric motor in mechanical communication with the brush head. The pair of electrical contacts may be in electrical communication with the rechargeable battery, and the pair of electrical contacts axially and radially spaced from one another, relative to the longitudinal axis.

Abstract: A breathing assistance apparatus and method of controlling a breathing assistance apparatus is disclosed. Particularly, the breathing assistance apparatus is controlled such that it has a drying cycle to enable drying of the tubing that supplies gases to a user and prevent the harbouring of pathogens within the tube. The drying cycle is preferably operated automatically by internal controllers in the apparatus. However, it may be manually activated by pressing a button on the apparatus. The drying cycle is preferably activated at the end of a user's treatment session.

Abstract: A retractable fuselage mounted landing gear assembly is disclosed. The landing gear assembly includes a main strut, a drag stay and a landing gear main fitting. A first end of the drag stay is attached to the main strut and a second end of the drag stay is connected to the fuselage. A first end of the landing main fitting is attached to the main strut and a second end of the main fitting is connected to the fuselage. When the landing gear is extended, substantially all the landing gear loads are transferred from the landing gear to the fuselage via one or more of the drag stay and the main fitting.

Abstract: A coating thickness measuring instrument comprising: a magnetic induction probe comprising at least one drive coil and at least one pick-up coil; a driver for driving an alternating current in the or each drive coil; and a detector for detecting the output of the or each pick-up coil; and a processor configured to: apply a transfer function to the detector output to produce an output which corresponds to a measured coating thickness; and, scale both the drive current and detector output simultaneously in response to the output. The scaling may be changed in a step-wise manner. The scaling applied to the drive current may be inversely proportional to the scaling applied to the detector output. The scaling may be defined by a first and second scaling factor, stored as a pair. The instrument may store two or more pairs of scaling factors and select a pair in response to the measured coating thickness.

Abstract: A nerve regeneration device comprising a bioresorbable conduit and a matrix contained therein having elongate pores aligned with the longitudinal axis of the conduit. The matrix comprises collagen, fibronectin, laminin-1, and laminin-2, wherein the amount, by weight, of laminin-1 or laminin-2 is greater than the amount of fibronectin in the matrix.