Abstract: The subject technology provides for dynamic task allocation for neural network models. The subject technology determines an operation performed at a node of a neural network model. The subject technology assigns an annotation to indicate whether the operation is better performed on a CPU or a GPU based at least in part on hardware capabilities of a target platform. The subject technology determines whether the neural network model includes a second layer. The subject technology, in response to determining that the neural network model includes a second layer, for each node of the second layer of the neural network model, determines a second operation performed at the node. Further the subject technology assigns a second annotation to indicate whether the second operation is better performed on the CPU or the GPU based at least in part on the hardware capabilities of the target platform.

Abstract: An optical coating, such as anti-reflective coating (ARC) or colored coating for optical devices, suitable especially for mobile devices. The ARC is made up of alternating layers of low refractive index and high refractive index. At least one of the layers, preferably the top layer, is made up of nano-laminate. The nano-laminate is a structure of alternating nano-layers, each nano-layer made out of a material having refractive index similar to the layer it replaces. Optionally, each of the layers are made up of nano-laminates, such that a layer having low refractive index is made up of nano-laminates of nano-layers having low refractive index, while high index layers are made up of nano-lamonate of nano-layers having high refractive index. Each of the nano-layers is of 2-10 nanometer thickness.

Abstract: The subject technology provides for determining that a machine learning model in a first format includes sufficient data to conform to a particular model specification in a second format, the second format corresponding to an object oriented programming language. The subject technology transforms the machine learning model into a transformed machine learning model that is compatible with the particular model specification. The subject technology generates a code interface and code for the transformed machine learning model, the code interface including code statements in the object oriented programming language, the code statements corresponding to an object representing the transformed machine learning model. Further, the subject technology provides the generated code interface and the code for display in an integrated development environment (IDE), the IDE enabling modifying of the generated code interface and the code.

Abstract: In accordance with embodiments of the present disclosure, an information handling system may include a processor subsystem having access to a memory subsystem and a device communicatively coupled to the processor subsystem, the device having an endpoint assigned for access by an operating system executing on the processor subsystem such that the endpoint appears to the operating system as a logical hardware adapter, wherein the device is configured to discover a private device coupled to the device, enumerate the private device as a managed device of the device, and map a portion of a virtual address space of an operating system executing on the processor subsystem to the private device, such that the private device is abstracted to the operating system as a virtual memory address of the operating system.

Abstract: A method of detecting kickback during operation of a saw includes identifying with a controller in a saw a measured rotational speed of a rotating blade in the saw with reference to signals from a rotational rate sensor, identifying with the controller an estimated rotational speed of the rotating blade in the saw with reference to the measured rotational speed, at least one previously measured rotational speed, and a measurement of a previous change in rotational speed of the rotating blade, identifying with the controller an estimated torque force for a drive shaft of a motor in the saw that rotates the blade with reference to the measured rotational speed, and activating with the controller a blade arrest mechanism in response to a difference between the measured rotational speed and the estimated rotational speed exceeding a first threshold and the estimated torque force exceeding a second threshold.

Abstract: Provided is process including receiving a request to authenticate a user; sending instructions to present an authentication user interface including a geographic map; receiving geolocations on the geographic map selected by the user; comparing the geolocations to a sequence of geolocations in an authentication credential to determine whether to authenticate the user.

Abstract: A technique is directed to managing a pool of slices provided by data storage equipment. The technique involves monitoring usage of the pool of slices provided by the data storage equipment, and generating an estimate based on the monitored usage of the pool of slices. The estimate identifies when a slice usage level of the pool of slices will reach a predefined usage level (e.g., the number of days remaining before the pool will become completely full, 90% full, 80% full, etc.). The technique further involves, in response to the estimate reaching a predefined threshold (e.g., when the number of days remaining is 5 days, 4 days, 3 days, etc.), performing a remedial activity to prevent full consumption of the pool of slices.

Abstract: A Data Center Bridged (DCB) Information Handling System (IHS) network include a plurality of switch IHSs that are connected together to provide the IHS network, and a management IHS coupled to each of the plurality of switch IHSs through a management network. The management IHS is configured to identify a plurality of data traffic flows and, for each identified data traffic flow, to determine a flow path through the IHS network. The flow paths include at least some of the plurality of switch IHSs, and the management IHS provides configuration information to each of the switch IHSs included in a flow path such that a quality of service (QoS) is provided for the data traffic flow along that flow path through the DCB IHS network according to the configuration information. Thus, the systems and methods utilize flow based networking to configure and manage DCB IHS networks.

Abstract: A method for performing actions by a wearable device is provided. The method includes detecting at least one signal indicating a movement of a muscle of the wrist, via an array of biometric sensors exposed through an inner peripheral surface of a substantially circular band of the wearable device, identifying an orientation of the wearable device corresponding to the at least one signal, and providing, based at least in part on the identification, a function corresponding to the orientation of the wearable device. The method further includes detecting, by the wearable device, an absolute orientation of the wearable device using at least one of an inertial sensor and the one or more body sensors. The method further includes dynamically performing an action, by the wearable device, based on a pre-stored mapping of the at least one physiological parameter and the absolute orientation of the wearable device.

Abstract: A method for providing galvanic vestibular stimulation corresponding to accelerations in scenes of a video. Embodiments include (1) receiving a three dimensional video signal including three dimensional video angular velocity information, (2) receiving a three dimensional head orientation signal including three dimensional head angular velocity information, (3) calculating resultant three dimensional angular velocity information based on the video angular velocity information and the head angular velocity information, (4) calculating three dimensional acceleration information based on the resultant three dimensional angular velocity information, and (5) generating three dimensional galvanic vestibular stimulation signals corresponding to the resultant three dimensional angular acceleration information, wherein the three dimensional stimulation signals will stimulate three dimensional acceleration sensations corresponding to accelerations on the user viewing the displayed scenes.

Abstract: A method to determine a body pose of a user in a virtual reality or augmented reality system includes acquiring sensor data from a plurality of sensors in a garment worn by a user. The sensor data is processed to generate a processed sensor data set, wherein the processed sensor data set is scaled for the size of the user. The processed sensor data set is converted to a pose data set. The pose vector data set is then used by a viewer device to render the body pose of the user.

Abstract: A system for managing multiple loyalty accounts, the system including one or more processing devices that receive a request indicative of a merchant and a user identifier, use the user identifier to obtain loyalty point data indicative of at least a points balance for each of multiple user loyalty accounts, use the merchant identifier to determine a merchant loyalty program for which the merchant can redeem loyalty points, calculate a points amount with the loyalty point data, the merchant loyalty program, and one or more rules, the one or more rules being at least partially indicative of conversion rates between loyalty programs, and at least one of provide a points indication indicative of the points amount to allow the points amount to be presented to the user, and cause points to be redeemed at least partially to allow a transaction to be selectively performed.

Abstract: A mechanism for disambiguation of error logging during a warm reset is disclosed. A system agent detects an error occurring during bootstrapping of a processor package. The error occurs prior to initiation of a machine check system. A wide pulse event is initiated to signal a wide pulse register to store a wide pulse time stamp counter value. The wide pulse event also signals a lap register to store a lap time stamp counter value. The wide pulse register maintains the wide pulse time stamp counter value during a warm reset, and the lap register clears the lap time stamp counter value during the warm reset. The system agent obtains the wide pulse time stamp counter value and the lap time stamp counter value after bootstrapping is complete to determine an order of occurrence of the error relative to the warm reset.

Abstract: A seal including a fluid resistive cover, a structured element disposed at an inside surface of the cover and drawable with the cover between a first position and a second position.

Abstract: A computing system that provides access to electronic content includes a processor, a data store, and a user interface component. The data store is coupled to the processor and configured to store the electronic content. The user interface component is coupled to the processor and configured to generate a user interface allowing an internal user to generate a sharing request to share electronic content with an external user. The processor is configured to determine whether the internal user is a member of a group that is allowed to externally share content and to inhibit external sharing of the electronic content if the internal user is not a member of the group that is allowed to externally share the electronic content.

Abstract: In one embodiment, a device in a network receives update recovery data from a neighbor of the device in the network. The device monitors the neighbor during installation of a software update by the neighbor. The device detects an installation failure of the software update by the neighbor. The device causes recovery of the neighbor using the update recovery data, in response to detecting the installation failure of the software update by the neighbor.

Abstract: A formulation for use as a lost circulation preventive material is a cement-forming aqueous fluid comprising water, at least one viscoelastic surfactant (VES), at least one monovalent or multivalent salt, at least one magnesium powder, and at least one retarder. The formulation is used in a method of drilling into a subterranean formation that includes introducing into a wellbore passing at least partially through the subterranean formation the cement-forming aqueous fluid, and further increasing the viscosity of the aqueous fluid by the action of the VES forming elongated micelles; where the at least one monovalent salt is present in an amount effective to pseudo-crosslink the elongated VES micelles to further increase the viscosity of the aqueous fluid. The formulation further forms a cement by reacting the at least one magnesium powder and the water which reaction is retarded by the retarder. The water may be saline water.

Abstract: Aspects of the subject disclosure may include, for example, identifying, by a processing system including a processor, a first radio access node of a mobile communication network that is overloaded according to information associated with a plurality of narrow band wireless devices connected to the first radio access node, identifying, by the processing system, a second radio access node of the mobile communication network responsive to determining that the first radio access node is overloaded, and commanding, by the processing system, the second radio access node to increase output power to cause a first narrow band wireless device of the plurality of narrow band wireless devices to transition from connection with the first radio access node to connection with the second radio access node. Other embodiments are disclosed.

Abstract: A contact center includes an outbound server to make a call to a callee and a media device. The media device receives an audio signal based on the call, to determine a Mel-frequency cepstral coefficient for the received audio signal, and to match the Mel-frequency cepstral coefficient for the audio signal to a Mel-frequency cepstral coefficient for a pre-recorded carrier message. The media device can determine a content of the audio signal based on the match.

Abstract: A virtual reality (VR) headset configured to be worn by a user. The VR headset comprises: i) a forward-looking vision sensor for detecting objects in the forward field of view of the VR headset; ii) a downward-looking vision sensor for detecting objects in the downward field of view of the VR headset; iii) a controller coupled to the forward-looking vision sensor and the downward-looking vision sensor. The controller is configured to: a) detect a hand in a first image captured by the forward-looking vision sensor; b) detect an arm of the user in a second image captured by the downward-looking vision sensor; and c) determine whether the detected hand in the first image is a hand of the user.