Abstract: Methods, systems, and apparatus for obtaining input features representative of a region of space, processing an input comprising the input features through the ML model to generate a prediction describing predicted features of the region of space, obtaining result features describing the region of space, determining a value of at least one evaluation metric that relates the predicted features and the result features, that at least one evaluation metric including one of a distance score, a pyramiding density error, and min-max intersection over union (IOU) score, and training the ML model responsive to the at least one evaluation metric. Other implementations of this aspect include corresponding systems, apparatus, and computer programs, configured to perform the actions of the methods, encoded on computer storage devices.

Abstract: Approaches of reassigning a home region from a first data center to a second data center as requested by a customer are described herein. The home region is able to implement write operations to a domain, whereas other data centers cannot implement write operations to the domain. The customer can request the home region being reassigned to another data center such that the customer can utilize the other data center to implement write operations to the domain.

Abstract: A vehicular trailer angle detection system includes a camera disposed at a rear portion of a vehicle. The system determines, via processing of frames of image data captured by the camera, features of a trailer present rearward of the vehicle and hitched to the vehicle by determining features that have similar position changes between a current frame of image data captured by the camera and a previous frame of image data captured by the camera. Responsive to movement of the trailer relative to the vehicle, and via processing of captured frames of image data, the system tracks determined features over multiple captured frames of image data for different positions of the trailer relative to the vehicle. The system determines angle of the trailer relative to the vehicle based at least in part on tracking of determined features of the trailer over multiple captured frames of image data.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods that generate a dynamic cross-platform ask interface and utilize a cross-platform language processing model to provide platform-specific, contextually based responses to natural language digital text queries. In particular, in one or more embodiments, the disclosed systems utilize machine learning models to extract registered intents from digital text queries to identify platform-specific configurations associated with the registered intents. Utilizing the platform-specific configurations, the disclosed systems can generate tailored platform-specific requests for information, as well as customized end-user search results that cause client devices to efficiently, accurately, and flexibly render platform-specific search results.

Abstract: In some implementations, a device may receive a request to merge a first cloud computing instance with a second cloud computing instance to generate a multi-cloud computing instance. The device may access a first application programming interface to obtain a first configuration of the first cloud computing instance. The device may access a second application programming interface to obtain a second configuration of the second cloud computing instance. The device may generate a target configuration based on the first configuration or the second configuration. The device may instantiate a set of resources with the target configuration for the multi-cloud computing instance. The device may provide output identifying the multi-cloud computing instance.

Abstract: A pin includes: (a) a pin shaft with a pin point; (b) an elongate pin head attached to an end of the pin shaft distal to the pin point having a pin head length, wherein the elongate pin head is characterized by an elongate tapered ribbed construction with a plurality of ribs defining a rib profile extending from an outer end of the elongate pin head distal to the pin shaft to an inner end of the elongate pin head proximate the pin shaft, said rib profile having a characteristic outer end dimension which is larger than a characteristic inner end dimension of the rib profile proximate the pin shaft, said elongate pin head being further characterized by a plurality of outwardly projecting gripping rings located a distance from the outer end of the pin head toward the inner end of the pin head.

Abstract: A system for refining waste and other mixed material streams including a receptacle for receiving an input stream and a drill separating material from the input stream and outputting a processed stream. An incinerator incinerating the processed stream and outputting an incinerated stream. A mill grinding the incinerated stream and outputting a milled stream. A screen having screen holes filtering the milled stream and outputting a screened stream having particle sizes smaller than the screen holes. A mesh having holes smaller than the screen holes filtering the screened stream and outputting a meshed stream. A magnetic device removing magnetic particles from the meshed stream outputting a non-magnetic stream. A density separator receiving the non-magnetic stream and outputting a first output, a second output having a greater density than the first output, and a third output having a greater density than the second output.

Abstract: Secure communication in mobile digital pages is provided. The system receives an electronic document and validates the electronic document for storage in a cache server. The system receives a request for the electronic document and provides it to a viewer component on a client computing device. The viewer component loads the electronic document in an iframe. The viewer component executes a runtime component to receive, via a secure communication channel, a tag from the electronic document. The system receives the tag and selects a data value for transmission to the viewer component. The viewer components provides the data value to cause the runtime component to execute an action with the data value.

Abstract: Systems and methods are provided for detecting a shortfall condition with respect to a subscription agreement between a publisher and a subscriber, particularly in a network environment. A method, according to one implementation, includes the steps of examining measurable aspects of real-world subscription events between a publisher and a subscriber in a distributed system. The method also includes the step of comparing the measurable aspects with a subscription agreement between the publisher and the subscriber to determine if there is a shortfall with respect to the subscription agreement.

Abstract: In an embodiment, a processor includes a buffer in an interface unit. The buffer may be used to accumulate coprocessor instructions to be transmitted to a coprocessor. In an embodiment, the processor issues the coprocessor instructions to the buffer when ready to be issued to the coprocessor. The interface unit may accumulate the coprocessor instructions in the buffer, generating a bundle of instructions. The bundle may be closed based on various predetermined conditions and then the bundle may be transmitted to the coprocessor. If a sequence of coprocessor instructions appears consecutively in a program, the rate at which the instructions are provided to the coprocessor (on average) at least matches the rate at which the coprocessor consumes the instructions, in an embodiment.

Abstract: An apparatus and method for intelligently scheduling threads across a plurality of logical processors. For example, one embodiment of a processor comprises: a plurality of cores; one or more peripheral component interconnects to couple the plurality of cores to memory, and in response to a core configuration command to deactivate a core of the plurality of cores, a region within the memory is updated with an indication of deactivation of the core.

Abstract: A tool kit includes a pair of bead and rhinestone positioners. The first positioner includes a positioning shaft attached to a first mounting thimble. The second positioner has a holding adhesive-bearing shaft attached to a second mounting thimble. The first and second mounting thimbles mount on end phalanxes of human hand digits. The positioning shaft projects outwardly along a direction aligned with the phalanx upon which the first mounting thimble is mounted. A positioning end is disposed away from the first mounting thimble. The holding adhesive-bearing shaft projects outwardly along a direction aligned with the phalanx upon which the second thimble is mounted. A holding adhesive spaced apart from the second mounting thimble is disposed on the holding adhesive-bearing shaft.

Abstract: A vehicular control system includes a plurality of sensors disposed at a vehicle so as to have a combined field of sensing forward, rearward and sideward of the vehicle. Data captured by the sensors as the vehicle moves along a road is processed at a control for detecting objects present exterior the vehicle. The control designates a plurality of locations within the fields of sensing. As the vehicle moves along the road, the control increases a value for each designated location when an object is detected at that designated location, and decreases the value for each designated location when an object is not detected at that designated location, and generates an object map based on values for the designated locations. The greater the value for a particular designated location, the greater the probability an object is present at that particular designated location.

Abstract: The embodiments herein provide a method and a system for security risk identification and controlling release management of software application. The method provides security risk identification in a software application as well as integrated tools to direct the efforts of developers to build and maintain secure software. The method provides a unique approach of defining a plurality of Service Level Agreement (SLA) to control a release build for a software application by checking vulnerabilities. Furthermore, the method is flexible enough to adapt in most complicated enterprises and different Software Development Life Cycle (SDLC) processes.

Abstract: A vehicular vision system includes a camera disposed at an in-cabin side of a windshield of a vehicle. Responsive to image processing at an ECU of captured frames of image data, the vehicular vision system detects an object present in a field of view of the camera. As the vehicle moves relative to the detected object, captured frames of image data are processed to determine a point of interest, present in multiple captured frames of image data, on the detected object. The vehicular vision system, via processing of captured frames of image data as the vehicle moves relative to the detected object, and based on the determined point of interest present in multiple captured frames of image data, estimates a location in three dimensional space of the determined point of interest and determines distance to the determined point of interest on the detected object.

Abstract: An automatic tag identification system identifies tags for color themes, a color theme referring to a set of multiple colors that work well together to create (e.g., are visually appropriate for creating) a desired effect, and a tag referring to one or more words that describe a color theme. The automatic tag identification system receives an indication of the multiple colors (e.g., five colors) for a color theme. A first machine learning system uses the indicated multiple colors to generate a color theme embedding for the color theme, which is a vector encoding or embedding of the color theme. The second machine learning system uses the color theme embedding generated by the first machine learning system to generate one or more tags that label the color theme. These one or more tags can then be saved as associated with or corresponding to the multiple colors for the color theme.

Abstract: A technique for designing circuits including receiving a data object representing a circuit for a first process technology, the circuit including a first sub-circuit, the first sub-circuit including a first electrical component and a second electrical component arranged in a first topology; identifying the first sub-circuit in the data object by comparing the first topology to a stored topology, the stored topology associated with the first process technology; identifying a first set of physical parameter values associated with first electrical component and the second electrical component of the first sub-circuit; determining a set of performance parameter values for the first sub-circuit based on a first machine learning model of the first sub-circuit and the identified set of physical parameters; converting the identified first sub-circuit to a second sub-circuit for the second process technology based on the determined set of performance parameter values; and outputting the second sub-circuit.

Abstract: A storage device for needles having: a tubular housing, a first cylindrical tube is retained in said tubular housing; first and second cylindrical tubes; the second tube is adapted to reciprocate within the first cylindrical tube; a third cylindrical tube is adapted fit over the first cylindrical tube; a mounting retainer is adapted to engage said tubular housing, the mounting retainer has a tubular protrusion extending therefrom, the tubular protrusion has a cylindrical bearing surface, the cylindrical bearing surface rotatably retains said third cylinder with a portion of said third cylinder protruding through said mounting retainer, a deformable needle mounting element is disposed with the second cylindrical tube, the deformable needle mounting element is adapted both to retain needles and allow withdrawal of needles therefrom, the second cylindrical tube is advanceable and retractable in the rotatable third cylindrical tube by turning of the third tube about its longitudinal axis.