Abstract: In certain embodiments, a computer-implemented method includes: receiving, by a caching system plugin, a request to create a persistent volume for a container application instance; configuring, by the caching system plugin, a local cache volume on a host computing device; configuring, by the caching system plugin, a remote storage volume on a remote storage device; selecting, by a policy manager of the caching system plugin, a cache policy for the container application instance; creating, by the caching system plugin and from a cache manager, a virtual block device associated with the local cache volume, the remote storage volume, and the cache policy; and providing the virtual block device for use by the container application instance as the persistent volume.

Abstract: The present disclosure relates to systems, methods, and non-transitory computer readable media for panoptically guiding digital image inpainting utilizing a panoptic inpainting neural network. In some embodiments, the disclosed systems utilize a panoptic inpainting neural network to generate an inpainted digital image according to panoptic segmentation map that defines pixel regions corresponding to different panoptic labels. In some cases, the disclosed systems train a neural network utilizing a semantic discriminator that facilitates generation of digital images that are realistic while also conforming to a semantic segmentation. The disclosed systems generate and provide a panoptic inpainting interface to facilitate user interaction for inpainting digital images. In certain embodiments, the disclosed systems iteratively update an inpainted digital image based on changes to a panoptic segmentation map.

Abstract: A method for optimizing the conversion of a deep learning model to process other data, applied in a device, includes converting a first deep learning model to obtain a second deep learning model, obtaining a weighting arrangement of the two models according to their deep learning frameworks and performing a quantization on the two models. A similarity in weighting between the two models is analyzed to produce a weighting analysis based on the first and second weighting arrangement and the first and second model quantization result weighting. The two models are tested to establish a model performance analysis. One or more suggestions for optimization are obtained based on the weighting analysis and the model performance analysis, and are applied to optimize the second deep learning model, an optimized second deep learning model being employed to process the other data.

Abstract: The present invention relates to a particulate filter, in particular a particulate filter for use in an emission treatment system of an internal combustion engine. The particulate filter provides an advantageous combination of low back pressure and high fresh filtration efficiency.

Abstract: A semiconductor device structure is provided. The semiconductor device structure includes a source/drain epitaxial feature disposed over a substrate, a plurality of semiconductor layers disposed parallelly to each other and in contact with the source/drain epitaxial feature, a gate electrode layer surrounding a portion of each of the plurality of semiconductor layers, and a dielectric region in the substrate below the source/drain epitaxial feature. The dielectric region includes a first oxidation region having a first dopant, and a second oxidation region having a second dopant different than the first dopant.

Abstract: A field-programmable-gate-array (FPGA) IC chip includes multiple first non-volatile memory cells in the FPGA IC chip, wherein the first non-volatile memory cells are configured to save multiple resulting values for a look-up table (LUT) of a programmable logic block of the FPGA IC chip, wherein the programmable logic block is configured to select, in accordance with its inputs, one from the resulting values into its output; and multiple second non-volatile memory cells in the FPGA IC chip, wherein the second non-volatile memory cells are configured to save multiple programming codes configured to control a switch of the FPGA IC chip.

Abstract: An LED driving device with an adjustable dimming depth is provided. The LED driving device includes an LED driver and a dimming depth control circuit. The LED driver includes a dimming control circuit and a driving circuit. The dimming control circuit generates a first pulse-width modulation (PWM) signal according to a first brightness indication signal. The driving circuit drives a first light source and adjusts a brightness of the first light source. A duty ratio of the first PWM signal and the first driving current have a first relationship therebetween. The dimming depth control circuit includes a first variable resistance circuit, and the first variable resistance circuit controls a magnitude of a first variable resistance between a first current sampling terminal and a ground terminal according to a first dimming depth control signal. The first relationship defines a first dimming depth that varies with the first variable resistance.

Abstract: A main body structure of a submarine stratum space cable laying robot includes one telescopic electric linear actuator unit including two dustproof sleeves with one sleeved on the other, and four single supporting arm units for forward motion and supporting. Two ends of each single supporting arm unit are sequentially provided with rotating supporting plates, reducers, motors and connecting flanges from inside to outside, and an outside of each single supporting arm unit is provided with a rotating plate structure. The single supporting arm units in each group are movably connected by the adjacent ends and movably connected to connectors of the telescopic electric linear actuator unit by respective outer ends thereof. The two groups of single supporting arm units connected in series are symmetrically arranged, such that a whole main body structure of the robot is diamond-shaped.

Abstract: A system and method for providing time domain allocations in a communication system. In an embodiment, an apparatus operable in a communication system and including processing circuitry is configured to receive an indication of a time domain allocation in downlink control information associated with a radio network temporary identifier (“RNTI”) identifying the apparatus, and employ the time domain allocation associated with the RNTI for transmissions associated with the apparatus. In another embodiment, an apparatus operable in a communication system and including processing circuitry is configured to associate a time domain allocation with a RNTI identifying a user equipment, and provide an indication of the time domain allocation in downlink control information to allow the user equipment to employ the time domain allocation associated with the RNTI for transmissions associated therewith.

Abstract: A method of identifying a location of pathogens in a structure including monitoring air within the structure for pathogens to set a baseline level, detecting a rise in pathogen density with respect to the baseline level, at least partially closing at least a first zone of the system, monitoring air from a second zone for a change in relative pathogen density to the previously detected pathogen density, and toggling the first zone and the second zone based on the change in relative pathogen density.

Abstract: Aspects of the present disclosure relate to absorbent articles with front and back waist panels having different stretch characteristics. A first waist panel may be connected with a chassis and positioned in a first waist region, and a second waist panel may be connected with the chassis and positioned in a second waist region. In some configurations, the first waist panel may comprise a first structural feature that is not included in the second waist panel or may comprise a first structural feature is different from a second structural feature included in the second waist panel. As such, the first structural feature provides different stretch characteristics between the first waist panel and the second waist panel.

Abstract: Provided herein are heterocyclic derivative compounds and pharmaceutical compositions comprising said compounds that are useful for the treatment of retinal binding protein (RBP4) related diseases, such as obesity and the like.

Abstract: In some embodiments, laser devices having contact pads are formed. The laser diodes are formed from a doped semiconductive material. The contact pads and semiconductive material share an ohmic junction. Underbump metallurgies are formed on the contact pads. Conductive connectors are electrically coupled to the laser devices. The underbump metallurgies help prevent metal inter-diffusion between the contact pads and conductive connectors. As such, when reflowing the conductive connectors, the junction of the contact pads and semiconductive material may retain its ohmic properties.

Abstract: An attachment for a drill includes an inner housing configured to be coupled to the drill. The attachment also includes an outer housing positioned at least partially around the inner housing. The attachment also includes a vertical guide coupled to or integral with the inner housing. The attachment also includes a horizontal guide coupled to or integral with the outer housing. The attachment also includes a guide adapter configured to move along the vertical guide and the horizontal guide. The inner housing and the vertical guide are configured to move vertically with respect to the outer housing and the guide adapter, and the inner housing and the guide adapter are configured to move laterally with respect to the horizontal guide and the outer housing.

Abstract: A rotating shaft device includes a base, a rotation member, a slide member, a supporting member, and a linkage unit. The rotation member is rotatable relative to the base between a first position and a second position. The slide member is slidable relative to the base. The supporting member is pivotable relative to the base between an initial position and a supporting position. The linkage unit is convertible between a folded state and an expanded state. When the rotation member is in the first position, the linkage unit is in the folded state and the supporting member is in the initial position. When the rotation member is rotated to the second position, the slide member is urged by the rotation member to slide and to convert the linkage unit into the expanded state, and the supporting member is urged by the linkage unit to pivot to the supporting position.

Abstract: A semiconductor structure includes one or more channel layers; a gate structure engaging the one or more channel layers; a first source/drain feature connected to a first side of the one or more channel layers and adjacent to the gate structure; a first dielectric cap disposed over the first source/drain feature, wherein a bottom surface of the first dielectric cap is below a top surface of the gate structure; a first via disposed under and electrically connected to the first source/drain feature; and a power rail disposed under and electrically connected to the first via.