mhurhangee/ep-ind-claims huggingface dataset:
An apparatus for optimization of a convolutional neural network, CNN, model after the CNN model has been fully trained and is ready to be deployed, comprising: a graphics processing unit, GPU, including one or more graphics processors; the GPU to implement an optimization mechanism including a pruning mechanism to receive the trained CNN model, the trained CNN model having a network topology selected using a training data set representing a problem being modeled by the CNN model and weight values being adjusted until the CNN model performs with a minimal error for all instances of the training data set; expand the trained CNN model into elementary operations that include a number of multiply-add instructions; traverse the number of multiple-add instructions in order to optimize the number of multiply-add of instructions; wherein the optimization is a threshold-based optimization, in which branches within a predetermined threshold of a 0 weight value are eliminated, while branches within a predetermined threshold of a 1 weight value are skipped. a graphics processing unit, GPU, including one or more graphics processors; the GPU to implement an optimization mechanism including a pruning mechanism to receive the trained CNN model, the trained CNN model having a network topology selected using a training data set representing a problem being modeled by the CNN model and weight values being adjusted until the CNN model performs with a minimal error for all instances of the training data set; expand the trained CNN model into elementary operations that include a number of multiply-add instructions; traverse the number of multiple-add instructions in order to optimize the number of multiply-add of instructions; wherein the optimization is a threshold-based optimization, in which branches within a predetermined threshold of a 0 weight value are eliminated, while branches within a predetermined threshold of a 1 weight value are skipped.
A headrest having a speaker comprising: a plurality of speakers (20, 30) that are supported by a headrest frame with predetermined intervals; sound-emitting direction regulating members (23, 33) that surround peripheries of diaphragms (221, 321) of each of the speakers (20, 30), and include annular portions (231, 331) projecting forward by a predetermined distance; characterized in that the headrest having a speaker further comprises a three-dimensional fabric (421, 4200) that is tensioned and installed in a state where each of the annular portions (231, 331) of each of the sound-emitting direction regulating members (23, 33) bites into the three-dimensional fabric (421, 4200). a plurality of speakers (20, 30) that are supported by a headrest frame with predetermined intervals; sound-emitting direction regulating members (23, 33) that surround peripheries of diaphragms (221, 321) of each of the speakers (20, 30), and include annular portions (231, 331) projecting forward by a predetermined distance; characterized in that the headrest having a speaker further comprises a three-dimensional fabric (421, 4200) that is tensioned and installed in a state where each of the annular portions (231, 331) of each of the sound-emitting direction regulating members (23, 33) bites into the three-dimensional fabric (421, 4200).
A compound of formula: wherein: R 1 and R 2 are both H or are combined to form an oxo group (=O); R 3 and R 4, the same or different, in each occurrence are independently selected from the group consisting of: H, (C 1 -C 6) alkyl and (C 1 -C 6) haloalkyl; R 5 is selected from the group consisting of substituted or unsubstituted aryl, and substituted or unsubstituted heteroaryl; Z, is absent or NH,; Cy is a substituted or unsubstituted heteroaryl; or pharmaceutically acceptable salts thereof. R 1 and R 2 are both H or are combined to form an oxo group (=O); R 3 and R 4, the same or different, in each occurrence are independently selected from the group consisting of: H, (C 1 -C 6) alkyl and (C 1 -C 6) haloalkyl; R 5 is selected from the group consisting of substituted or unsubstituted aryl, and substituted or unsubstituted heteroaryl; Z, is absent or NH,; Cy is a substituted or unsubstituted heteroaryl;
A de-airentrainer composition comprising at least one ethoxylated ether amine according to the general structure: wherein R 1 is a branched or unbranched hydrocarbon chain of from 5 to 20 carbons in length; x is an integer of from 0 to 10; y is an integer of from 0 to 10; and the sum of x + y is an integer of from 1 to 20; and at least one acetylenic alkoxylate according to the general structure: wherein m is 1, and R is according to structure: in which n is an integer from 3 to 7. wherein R 1 is a branched or unbranched hydrocarbon chain of from 5 to 20 carbons in length; x is an integer of from 0 to 10; y is an integer of from 0 to 10; and the sum of x + y is an integer of from 1 to 20; and at least one acetylenic alkoxylate according to the general structure: wherein m is 1, and R is according to structure: in which n is an integer from 3 to 7.
An internal combustion engine preferably having at least twelve cylinders, comprising: a engine casing and an oil pan assembly attached to a bottom side of the engine casing, wherein the oil pan assembly is formed by at least two segments, wherein the at least two segments are arranged next to each other in a longitudinal direction of the engine, wherein the oil pan assembly comprises two end segments each having an end wall and two side walls, characterized in that the at least two segments are casted parts and each have an equal segment height. a engine casing and an oil pan assembly attached to a bottom side of the engine casing, wherein the oil pan assembly is formed by at least two segments, wherein the at least two segments are arranged next to each other in a longitudinal direction of the engine, wherein the oil pan assembly comprises two end segments each having an end wall and two side walls, characterized in that the at least two segments are casted parts and each have an equal segment height.
A pump or valve gasket for a fluid dispenser device, said gasket being characterized in that it comprises at least one elastomer and at least one basic inorganic filler having pH that is greater than 8, said at least one basic inorganic filler comprising aluminum oxide hydroxide (AlOOH).
A composition, comprising at least one oligopeptide comprising solely alpha-peptide-bonds with one amino acid being cysteine (Cys), and free cysteine.
A support device for an induction coil of an induction heating appliance, wherein: - the support device includes at least one coil base plate adapted for supporting the induction coil, - the coil base plate is made of at least one electrically non-conductive material, - the support device includes at least one electrically conductive and/or magnetic layer, and - the electrically conductive and/or magnetic layer is applied on at least one large-area side of the coil base plate, - the support device includes at least one ferrite element arranged on the electrically conductive and or magnetic layer, characterised in that the electrically conductive and/or magnetic layer is an electrically conductive and/or magnetic paint layer applied on the coil base plate. - the support device includes at least one coil base plate adapted for supporting the induction coil, - the coil base plate is made of at least one electrically non-conductive material, - the support device includes at least one electrically conductive and/or magnetic layer, and - the electrically conductive and/or magnetic layer is applied on at least one large-area side of the coil base plate, - the support device includes at least one ferrite element arranged on the electrically conductive and or magnetic layer, characterised in that the electrically conductive and/or magnetic layer is an electrically conductive and/or magnetic paint layer applied on the coil base plate.
Method performed by an apparatus, wherein a first installation is configured to provide a secret key of a user of the apparatus, and wherein a second installation is configured to provide data for the user, the method comprising: - logging on to the second installation with authentication of the user, - receiving encrypted data from the second installation, - creating a one-time password, - encrypting the one-time password by means of a public key of the first installation, - transmitting the encrypted one-time password to the second installation and causing the second installation to retrieve the secret key of the user from the first installation by means of the encrypted one-time password and a key identification allocated to the user in the second installation, - receiving the secret key of the user, which was encrypted by the first installation with the one-time password, from the second installation, - decrypting the secret key of the user by means of the one-time password and - decrypting the encrypted data by means of the secret key of the user. - logging on to the second installation with authentication of the user, - receiving encrypted data from the second installation, - creating a one-time password, - encrypting the one-time password by means of a public key of the first installation, - transmitting the encrypted one-time password to the second installation and causing the second installation to retrieve the secret key of the user from the first installation by means of the encrypted one-time password and a key identification allocated to the user in the second installation, - receiving the secret key of the user, which was encrypted by the first installation with the one-time password, from the second installation, - decrypting the secret key of the user by means of the one-time password and - decrypting the encrypted data by means of the secret key of the user.
A method of designing a printed image in a security feature, the security feature comprising an array of optical elements overlaying the printed image, wherein the printed image comprises a two dimensional matrix of rows and columns of pixels, the method comprising: calculating for each row and column at least one drift value, wherein the drift value for any pixel is equal to the difference between an actual position for said pixel and the desired position for said pixel; determining, based on said at least one drift value, one or more locations in the printed image to remove a pixel from the printed image and/or to add a pixel to the printed image; and adding or removing at least one pixel at the one or more locations; wherein the one or more locations are determined by calculating a number of pixels to be removed from or added to the printed image and randomly selecting that number of locations. calculating for each row and column at least one drift value, wherein the drift value for any pixel is equal to the difference between an actual position for said pixel and the desired position for said pixel; determining, based on said at least one drift value, one or more locations in the printed image to remove a pixel from the printed image and/or to add a pixel to the printed image; and adding or removing at least one pixel at the one or more locations; wherein the one or more locations are determined by calculating a number of pixels to be removed from or added to the printed image and randomly selecting that number of locations.
A terminal, comprising: a broadcasting receiver which receives a first broadcasting signal; a communication unit which communicates with an external device comprising a storage medium; a first buffer which buffers the first broadcasting signal prior to transmission of the first broadcasting signal to the external device and storage of the received first broadcasting signal in the storage medium; a second buffer which buffers a second broadcasting signal received from the external device prior to playing the second broadcasting signal stored in the storage medium; and a controller configured to determine if there is a problem with the first broadcasting signal transmission data rate to the external device and/or the second broadcasting signal reception data rate from the external device, and output a control signal to the external device to control the second broadcasting signal reception data rate received from the external device, based on at least one of a buffer data volume of the first buffer and a buffer data volume of the second buffer when a broadcasting recording function and playing function which simultaneously stores the first broadcasting signal in the storage medium and plays the stored second broadcasting signal respectively are executed, wherein based on at least one of the first and/or second buffer data volumes, the controller controls the second broadcasting signal reception data rate received from the external device to maintain a preset transmission data rate transmitted to the external device. a broadcasting receiver which receives a first broadcasting signal; a communication unit which communicates with an external device comprising a storage medium; a first buffer which buffers the first broadcasting signal prior to transmission of the first broadcasting signal to the external device and storage of the received first broadcasting signal in the storage medium; a second buffer which buffers a second broadcasting signal received from the external device prior to playing the second broadcasting signal stored in the storage medium; and a controller configured to determine if there is a problem with the first broadcasting signal transmission data rate to the external device and/or the second broadcasting signal reception data rate from the external device, and output a control signal to the external device to control the second broadcasting signal reception data rate received from the external device, based on at least one of a buffer data volume of the first buffer and a buffer data volume of the second buffer when a broadcasting recording function and playing function which simultaneously stores the first broadcasting signal in the storage medium and plays the stored second broadcasting signal respectively are executed, wherein based on at least one of the first and/or second buffer data volumes, the controller controls the second broadcasting signal reception data rate received from the external device to maintain a preset transmission data rate transmitted to the external device.
A method of manufacturing an electronic device, comprising: providing a carrier substrate (11,12,13,71) with a plurality of light-emitting units (1 1 1, 12 1, 13 1) disposed thereon, the plurality of light-emitting units being spaced with a first pitch in a first direction and a second pitch in a second direction perpendicular to the first direction; providing a driving substrate; and transferring at least a portion of the plurality of light-emitting units (1 1 1, 1 2 1, 1 3 1) to the driving substrate to form a transferred portion of the plurality of light-emitting units (1 1 1 ', 1 2 1 ', 1 3 1 ', 1 1 1 ' R, 1 1 1 ' G, 1 1 1 ' B) on the driving substrate, the transferred portion being spaced with a third pitch in a third direction and a fourth pitch in a fourth direction perpendicular to the third direction; the first pitch, the second pitch, the third pitch, and the fourth pitch satisfying the following relations: P3=mP 1, P4=nP2, m and n are positive integers, the method being characterized in that m is different from n. providing a carrier substrate (11,12,13,71) with a plurality of light-emitting units (1 1 1, 12 1, 13 1) disposed thereon, the plurality of light-emitting units being spaced with a first pitch in a first direction and a second pitch in a second direction perpendicular to the first direction; providing a driving substrate; and transferring at least a portion of the plurality of light-emitting units (1 1 1, 1 2 1, 1 3 1) to the driving substrate to form a transferred portion of the plurality of light-emitting units (1 1 1 ', 1 2 1 ', 1 3 1 ', 1 1 1 ' R, 1 1 1 ' G, 1 1 1 ' B) on the driving substrate, the transferred portion being spaced with a third pitch in a third direction and a fourth pitch in a fourth direction perpendicular to the third direction; the first pitch, the second pitch, the third pitch, and the fourth pitch satisfying the following relations: P3=mP 1, P4=nP2, m and n are positive integers,
Battery receptacle with associated battery box for a rail vehicle, - with a volume shape of the battery receptacle that differs from a cuboidal shape, - with connecting means of the battery receptacle that are formed in such a way that the battery receptacle is connected in a rotatable manner to the associated battery box of the rail vehicle such that, by way of a rotation performed about an axis, the battery receptacle is able to be rotated into the battery box and to be rotated out of the battery box, - with a shape of the battery box that is similar or identical to the shape of the battery receptacle, such that the battery receptacle is accommodated completely by the battery box without any volume being left unused. - with a volume shape of the battery receptacle that differs from a cuboidal shape, - with connecting means of the battery receptacle that are formed in such a way that the battery receptacle is connected in a rotatable manner to the associated battery box of the rail vehicle such that, by way of a rotation performed about an axis, the battery receptacle is able to be rotated into the battery box and to be rotated out of the battery box, - with a shape of the battery box that is similar or identical to the shape of the battery receptacle, such that the battery receptacle is accommodated completely by the battery box without any volume being left unused.
A plugged honeycomb structure comprising: a pillar-shaped honeycomb structure body (4, 34) having porous partition walls (1, 31) defining a plurality of cells (2, 32) which become through channels for a fluid and extend from a first end face (11, 41) to a second end face (12, 42); and plugging portions (5, 35) disposed in open ends of the predetermined cells in the first end face and open ends of the residual cells in the second end face, wherein the partition walls (1, 31) are constituted of a porous body including aggregates including α-Al 2 O 3 as a main phase having a mass ratio of 40 mass% or more, the porous body also including a bonding material including cordierite and Y 2 Si 2 O 7. a pillar-shaped honeycomb structure body (4, 34) having porous partition walls (1, 31) defining a plurality of cells (2, 32) which become through channels for a fluid and extend from a first end face (11, 41) to a second end face (12, 42); and plugging portions (5, 35) disposed in open ends of the predetermined cells in the first end face and open ends of the residual cells in the second end face, wherein the partition walls (1, 31) are constituted of a porous body including aggregates including α-Al 2 O 3 as a main phase having a mass ratio of 40 mass% or more, the porous body also including a bonding material including cordierite and Y 2 Si 2 O 7.
Method for coding a video signal using hybrid coding, comprising: reducing temporal redundancy by block based motion compensated prediction in order to establish a prediction error signal, deciding whether to transform the prediction error signal into the frequency domain, or to maintain the prediction error signal in the spatial domain for encoding, wherein the samples in the spatial domain are coded by the same method as the coefficients in the frequency domain such that the coding is carried out according to CABAC or CAVLC, and whereby a scalar quantizer is used in the spatial domain as well as in the frequency domain. reducing temporal redundancy by block based motion compensated prediction in order to establish a prediction error signal, deciding whether to transform the prediction error signal into the frequency domain, or to maintain the prediction error signal in the spatial domain for encoding, wherein the samples in the spatial domain are coded by the same method as the coefficients in the frequency domain such that the coding is carried out according to CABAC or CAVLC, and whereby a scalar quantizer is used in the spatial domain as well as in the frequency domain.
A rotatable radiation source and detector arrangement for a differential phase contrast and/or dark-field computed tomography scanner, the radiation source and detector arrangement comprising: a radiation source; a detector with a plurality of detector tiles (100, 401), each detector tile comprising an interferometer (101, 102) and a radiation detector; characterized in that the detector tiles (100, 401) are arranged asymmetrical relative to a line which passes through the position of the radiation source and the center of rotation of the arrangement. a radiation source; a detector with a plurality of detector tiles (100, 401), each detector tile comprising an interferometer (101, 102) and a radiation detector; characterized in that the detector tiles (100, 401) are arranged asymmetrical relative to a line which passes through the position of the radiation source and the center of rotation of the arrangement.
A continuous process for preparing a branched unsaturated C 2n aldehyde to at least 92% selectivity of reaction from a C n aldehyde, wherein n is 3 to 8 and the C n aldehyde is propanal, n-butanal, n-pentanal, 2-methylbutanal, 3-methylbutanal, hexanal, heptanal, or octanal, said process comprising: providing a feedstock having 40 to 80% by weight of a said C n aldehyde, and 20 to 60% by weight solvent, wherein said solvent is one or more hydrocarbon, and continuously feeding the feedstock to a continuous reactor at a temperature of 40°C to 200°C; contacting and reacting the feedstock with a resin in the continuous reactor, wherein the temperature in the reactor is 100°C to 200°C, the resin having acid functional groups and any metal from Group VIII is either absent or is present in an amount of less than 0.01% by weight based on the weight of the resin to produce an exit stream having 35 to 70% by weight of the branched unsaturated C 2n aldehyde; removing at least a portion of the branched unsaturated C 2n aldehyde formed by contacting and reacting the feedstock with the resin from the exit stream; and optionally recycling a portion of the exit stream to be reused in the feedstock. providing a feedstock having 40 to 80% by weight of a said C n aldehyde, and 20 to 60% by weight solvent, wherein said solvent is one or more hydrocarbon, and continuously feeding the feedstock to a continuous reactor at a temperature of 40°C to 200°C; contacting and reacting the feedstock with a resin in the continuous reactor, wherein the temperature in the reactor is 100°C to 200°C, the resin having acid functional groups and any metal from Group VIII is either absent or is present in an amount of less than 0.01% by weight based on the weight of the resin to produce an exit stream having 35 to 70% by weight of the branched unsaturated C 2n aldehyde; removing at least a portion of the branched unsaturated C 2n aldehyde formed by contacting and reacting the feedstock with the resin from the exit stream; and optionally recycling a portion of the exit stream to be reused in the feedstock.