Abstract: Methods, systems, and apparatus, including computer-readable media, are described for processing an input image using integrated circuit that implements a convolutional neural network with a group convolution layer. The processing includes determining a mapping of partitions along a channel dimension of an input feature map to multiply accumulate cells (MACs) in a computational unit of the circuit and applying a group convolution to the input feature map. Applying the group convolution includes, for each partition: providing weights for the group convolution layer to a subset of MACs based on the mapping; providing, via an input bus of the circuit, an input of the feature map to each MAC in the subset; and computing, at each MAC in the subset, a product using the input and a weight for the group convolution layer. An output feature map is generated for the group convolution layer based on an accumulation of products.

Abstract: Solid electrolyte compositions and solid-state batteries are disclosed, which comprise a solid electrolyte layer including a sulfide-containing solid-state electrolyte material and a compound of Chemical Formula 1. The sulfide-containing solid-state electrolyte material includes but is not limited to Li6PS5Cl (“LPSC”), an LPS-based glass or glass ceramic of formula xLi2S·yP2S5, wherein x+y=1, or an argyrodite-based sulfide-based solid electrolyte or formula Li6PS5X, wherein X=Cl, Br, or I) or Li6?yPS5?yCl1+y, where y is <1. In some aspects, the compound of Chemical Formula 1 is sodium 3-mercapto-1-propanesulfonate (3M1P).

Abstract: Compounds of Formula (I): pharmaceutically acceptable salts thereof, deuterated derivatives of any of the foregoing, and metabolites of any of the foregoing are disclosed. Pharmaceutical compositions comprising the same, methods of treating cystic fibrosis using the same, and methods for making the same are also disclosed.

Abstract: Retrieval of relevant vectors produced by representation learning can critically influence the efficiency in Natural Language Processing (NLP) tasks. Presented herein are systems and methods for searching vectors via a typical nonmetric matching function: inner product. Embodiments, which construct an approximate Inner Product Delaunay Graph (IPDG) for top-1 Maximum Inner Product Search (MIPS), transform retrieving the most suitable latent vectors into a graph search problem with great benefits of efficiency. Experiments on data representations learned for different machine learning tasks verify the outperforming effectiveness and efficiency of IPDG embodiments.

Abstract: An embodiment of an adaptive video encoder may determine headset-related information including at least one of focus-related information and motion-related information and determine one or more video encode parameters based on the headset-related information. The adaptive video encoder may also encode a macroblock of a video image based on the one or more determined video encode parameters. Other embodiments are disclosed and claimed.

Abstract: A scene encoding generating apparatus is configured to execute the following operations. The scene encoding generating apparatus generates a local coordinate system based on a position and a movement state corresponding to each of a plurality of obstacles in a time point. The scene encoding generating apparatus transforms the position and the movement state corresponding to each of the obstacles to the corresponding local coordinate system to generate a local position and a local movement state. The scene encoding generating apparatus generates an obstacle tensor corresponding to the obstacles based on the local positions and the local movement states corresponding to the obstacles, wherein the obstacle tensor is corresponding to the time point. The scene encoding generating apparatus inputs the obstacle tensor into a scene encoder to generate a scene encoding, wherein the scene encoding is configured to be inputted into a decoder to generate a trajectory prediction.

Abstract: Disclosed is a sulfide-containing solid electrolyte material with an organic coating, as well as densified pellets containing this solid electrolyte material, a solid electrolyte thereof, and a solid state battery containing the solid electrolyte. According to aspects of the disclosure, the coating comprising a compound of Chemical Formula (1) or Chemical Formula (2) is formed on the surface of a sulfide-containing solid electrolyte material, e.g., the organic coating may comprise a compound having a thiol with a long hydrophobic tail, such as 1-undecanethiol. The coating provides densification of sulfide-containing solid electrolyte materials, and facilitates the ionic and lithium atomic diffusion coefficient at sulfide grain boundaries during pressing, thus achieving the densification of sulfide solid state electrolyte.

Abstract: The present disclosure discloses application of a deep eutectic solvent in textile dyeing, belonging to the technical field of ecological dyeing and finishing of textiles. A natural hydrophobic deep eutectic solvent system (HDES) is first used as a dyeing medium to perform reactive dyeing on cotton. Firstly, the prepared natural hydrophobic deep eutectic solvent is mixed with a small amount of dye aqueous solution at high speed to prepare dye liquor, and then cotton fabric soaked with alkali liquor is put into a dye bath for dyeing. The dyeing method doesn't require addition of inorganic salts and other dyeing auxiliaries, but uses a small amount of water and alkali agent to achieve the same dyeing effect as traditional water bath, and the dyeing medium is safe and environment-friendly. After dyeing, cyclic dyeing can be achieved by simply separating the dye bath, which truly realizes green dyeing of reactive dyes.

Abstract: A pump drive device includes a box body and at least one drive pump. A liquid-phase zone module is arranged in the box body, and the drive pump is arranged in the liquid-phase zone module. A pump drive device liquid inlet, a pump drive device liquid outlet, a liquid supply port, and an exhaust port are arranged on the box body and are located outside the liquid-phase zone module. The drive pump is connected to the pump drive device liquid outlet through a delivery pipe. The pump drive device has a simple structure and a reasonable design. The pump drive device integrates driving, pressure stabilization, exhaust, cavitation prevention, liquid-level monitoring and warning, pressure monitoring and warning, temperature monitoring and warning, medium purification, and other functions, which achieves an integration, miniaturization, and lightweight design, well matches the application of liquid cooling system products in various industries.

Abstract: The method includes: obtaining point cloud information collected by a depth camera, laser information collected by a lidar, and motion information of an unmanned aerial vehicle (UAV); generating a raster map based on the laser information, and obtaining pose information of the UAV based on the motion information; obtaining a map model through fusing the point cloud information, the raster map, and the pose information by a Bayesian fusion method; and correcting a latest map model by feature matching based on a previous map model.

Abstract: The present invention discloses a microchannel mixer, comprising a microchannel component and a shell, wherein the microchannel component is fixed inside the shell, wherein an inlet is provided at one end of the shell for feeding liquid and gas phase materials, and an outlet is provided at the other end for discharging the mixed material; said microchannel component comprises multiple stacked sheets and several layers of oleophilic and/or hydrophilic fiber filaments filled in the crevices between adjacent sheets, wherein the fiber filaments form several microchannels between them, and the fiber filaments are clamped and fixed by the sheets. The present invention also discloses a heavy oil hydrogenation reaction system comprising the above-mentioned microchannel mixer and a heavy oil hydrogenation process.

Abstract: An electric lift device includes a support assembly, a rail, a lifting column, a seat assembly and a driving component. The rail is provided on the support assembly. The lifting column is coaxially sleeved on the rail, and is configured to ascend and descend along an axis of the rail. The seat assembly is connected to the lifting column. The driving component is provided at the support assembly, and is configured to drive the lifting column to ascend and descend relative to the rail so as to drive the seat assembly to ascend and descend. The rail is inclined at a preset angle relative to the support assembly towards a side away from the seat assembly.

Abstract: Methods, systems, and devices for wireless communications are described. A user equipment (UE) may identify a throttling indicator for a shared resource associated with a modem at the UE. The CE may determine a configuration of the modem based on a configuration received from a Radio Resource Control layer of the UE. Based on the modem configuration and the throttling indicator, the UE may identify a throttling level to apply to the modem. The UE may adjust the modem configuration for communicating with a base station based on the throttling level in order to reduce resource usage below a usage threshold. By reducing usage of the shared resource by the modem, the UE may have a greater availability of the shared resource to meet the needs of other components of the UE. This may provide an improved user experience at the UE, among other benefits.

Abstract: A solid pharmaceutical composition containing a 1,3,5-triazine derivative or a pharmaceutically acceptable salt thereof and a preparation method therefor. In particular, involved are a solid pharmaceutical composition containing 4-(tert-butoxyamino)-6-(6-(trifluoromethyl)pyridin-2-yl)-N-(2-(trifluoromethyl)pyridin-4-yl)-1,3,5-triazine-2-amine or a pharmaceutically acceptable salt thereof and a preparation method therefor. The solid pharmaceutical composition has a good stability, a fast dissolution rate and a high bioavailability, and is suitable for clinical production and use.

Abstract: Disclosed are a passivation fire-extinguishing explosion-suppression system and method for a lithium battery energy storage system. The passivation fire-extinguishing explosion-suppression system includes: a fire-detection sensing device configured to locate a fire location and send a fire signal, a fire-extinguishing and anti-reignition explosion-suppression device, and a controller configured to control the turn-on or turn-off of the fire-extinguishing and anti-reignition explosion-suppression device, where the fire-extinguishing and anti-reignition explosion-suppression device is configured to quickly extinguish an open flame and prevent a battery from reignition and explosion and includes a storage apparatus configured to store a fire-extinguishing and anti-reignition explosion-suppression medium; and the fire-extinguishing and anti-reignition explosion-suppression medium is a combination of 90% to 99.8% of a lithium passivation gas and 0.

Abstract: This disclosure relates to crystalline forms of 3-{4-[(2R)-2-aminopropoxy]phenyl}-N-[(1R)-1-(3-fluorophenyl) ethyl]imidazo[1,2-b]pyridazin-6-amine and its salts, as well as methods of preparing and using such crystalline forms.

Abstract: Described are examples for storing data on a storage device, including storing, in a live write stream cache, one or more logical blocks (LBs) corresponding to a data segment, writing, for each LB in the data segment, a cache element of a cache entry that points to the LB in the live write stream cache, where the cache entry includes multiple cache elements corresponding to the multiple LBs of the data segment, writing, for the cache entry, a table entry in a mapping table that points to the cache entry, and when a storage policy is triggered for the cache entry, writing the multiple LBs, pointed to by each cache element of the cache entry, to a stream for storing as contiguous LBs on the storage device, and updating the table entry to point to a physical address of a first LB of the contiguous LBs on the storage device.

Abstract: The present disclosure relates to methods of treating heat shock factor 1 (HSF1)-related diseases such as cancer and viral diseases, using a therapeutically effective amount of a RNAi agent to HSF.

Abstract: A monostable electromagnetic clutch is disclosed, which comprises a movable member, a magnetic assembly, a fixed disc, and a plurality of iron cores, wherein the magnetic assembly is connected to the fixed disc, the iron cores cross through the magnetic assembly and are connected to the fixed disc, the movable member is provided thereon with an spring member, and under an action of an electromagnetic force of the magnetic assembly and an spring force of the spring member, the movable member can reciprocate at a side of the magnetic assembly to keep the movable member and the iron cores in an engaged state or a disengaged state. The structural design of the present disclosure is flexible and compact, and can be combined in a different way according to different applications and different structural spaces.