mhurhangee/ep-ind-claims huggingface dataset:
A computer-implemented method for training a transcription model for speech transcription, the method comprising: for each of a set of utterances: obtaining a set of spectrogram frames from each utterance, the utterance having an associated ground-truth label, the utterance and the associated ground-truth label being sampled from a training set comprising a plurality of minibatches, each of the plurality of minibatches comprising a plurality of utterances; in a first training epoch, iterating through the training set in an increasing order of the length of the longest utterance in each minibatch; after the first training epoch, reverting the plurality of minibatches back to a random order for additional transcription output training; outputting from the transcription model a predicted character or character probabilities for the utterance, the transcription model comprising one or more convolution layers and one or more recurrent layers, a batch normalization being applied for one or more minibatches within the plurality of minibatches to normalize pre-activations in at least one of the one or more recurrent layers; computing a loss to measure an error in prediction of a character for the utterance given the associated ground-truth label; computing a derivative of the loss with respect to parameters of the transcription model; and updating the transcription model using the derivative through back-propagation. obtaining a set of spectrogram frames from each utterance, the utterance having an associated ground-truth label, the utterance and the associated ground-truth label being sampled from a training set comprising a plurality of minibatches, each of the plurality of minibatches comprising a plurality of utterances; in a first training epoch, iterating through the training set in an increasing order of the length of the longest utterance in each minibatch; after the first training epoch, reverting the plurality of minibatches back to a random order for additional transcription output training; outputting from the transcription model a predicted character or character probabilities for the utterance, the transcription model comprising one or more convolution layers and one or more recurrent layers, a batch normalization being applied for one or more minibatches within the plurality of minibatches to normalize pre-activations in at least one of the one or more recurrent layers; computing a loss to measure an error in prediction of a character for the utterance given the associated ground-truth label; computing a derivative of the loss with respect to parameters of the transcription model; and updating the transcription model using the derivative through back-propagation.
A process for the synthesis of 5-acetamido-N,N'-bis(2,3-dihydroxypropyl)-2,4,6-triiodoisophthalamide (Compound A) comprising the steps of: (i) reacting 5-amino-N,N'-bis(2,3-dihydroxypropyl)-2,4,6-triiodoisophthalamide ("Compound B") with a mixture of acetic anhydride/acetic acid to form a slurry; (ii) heating said slurry to 60 °C; and (iii) adding an acid catalyst to said slurry at a rate such that the reaction temperature is maintained at a temperature range of 65-85 °C. (i) reacting 5-amino-N,N'-bis(2,3-dihydroxypropyl)-2,4,6-triiodoisophthalamide ("Compound B") with a mixture of acetic anhydride/acetic acid to form a slurry; (ii) heating said slurry to 60 °C; and (iii) adding an acid catalyst to said slurry at a rate such that the reaction temperature is maintained at a temperature range of 65-85 °C.
A method of making a porous membrane for use in medical implants comprising: extruding a continuous fiber-forming biocompatible polymeric material through a reciprocating extrusion head to form an elongated fiber; depositing the fiber onto a substrate in traces having a predetermined pattern by means of using the extrusion head having three or four degrees of freedom of movement relative to the substrate, wherein as the polymeric material is deposited onto the substrate, the substrate is rotated a predetermined angle (φ), and the traces having a trace width of 5 to 500 micrometers, adjacent traces being spaced apart a distance of between 0 and 500 micrometers, the fiber having a predetermined viscous creep characteristic that enables the adjacent traces to bond to each other at predetermined contact points, and wherein the substrate comprises a mandrel; and curing the biocompatible material on the substrate to provide a stable, porous membrane. extruding a continuous fiber-forming biocompatible polymeric material through a reciprocating extrusion head to form an elongated fiber; depositing the fiber onto a substrate in traces having a predetermined pattern by means of using the extrusion head having three or four degrees of freedom of movement relative to the substrate, wherein as the polymeric material is deposited onto the substrate, the substrate is rotated a predetermined angle (φ), and the traces having a trace width of 5 to 500 micrometers, adjacent traces being spaced apart a distance of between 0 and 500 micrometers, the fiber having a predetermined viscous creep characteristic that enables the adjacent traces to bond to each other at predetermined contact points, and wherein the substrate comprises a mandrel; and curing the biocompatible material on the substrate to provide a stable, porous membrane.
An automotive wash system containing a fluidic, shear, or jet nozzle for washing sensors or lens components for automotive devices as well as glazing, mirrors and headlamps, comprising: a source of fluid (42, 44) capable of providing a supply fluid flow rate of between 1 and 2500ml/min with a supply pressure of between 1 and 80psi; a spray nozzle; a pressure control device fluidly connected between said source of fluid and said nozzle in such a way that flow to the nozzle does not exceed 90% of the nominal flow rate without the pressure control device for supply pressures between 30 and 60psi, or with a lower target flowrate for the same pressure range; wherein the pressure control device is an elastomeric body incorporating multiple flexible tabs (310, 312, 314) in a fluid flow path through the body and wherein the flexible tabs are responsive to flow rate and pressure to vary the area of the flow path. a source of fluid (42, 44) capable of providing a supply fluid flow rate of between 1 and 2500ml/min with a supply pressure of between 1 and 80psi; a spray nozzle; a pressure control device fluidly connected between said source of fluid and said nozzle in such a way that flow to the nozzle does not exceed 90% of the nominal flow rate without the pressure control device for supply pressures between 30 and 60psi, or with a lower target flowrate for the same pressure range; wherein the pressure control device is an elastomeric body incorporating multiple flexible tabs (310, 312, 314) in a fluid flow path through the body and wherein the flexible tabs are responsive to flow rate and pressure to vary the area of the flow path.
A medical image processing apparatus (3, 84, 3D, 3E) comprising: an image conversion section (22a, 22e) configured for geometrically converting a medical image (Ia) obtained by picking up an image of a tubular part in vivo; and a developed-view output section (22b, 22f) configured for outputting the converted image obtained by the image conversion section (22a, 22e) to a display device as an image of a developed view (Ib), characterized in that the medical image processing apparatus (3, 84, 3D, 3E) further comprises a three-dimensional estimating section configured for estimating a three-dimensional form of the tubular part from the medical image (Ia), the image conversion section (22a, 22e) is configured to generate the converted image resulting from projecting the medical image (Ia) to a surface of a cylinder based on the three-dimensional form estimated by the three-dimensional estimating section, and the developed-view output section (22b, 22f) is configured to output, as an image of the developed view (Ib), an image obtained by developing the converted image based on position information of a circumferential direction of the cylinder. an image conversion section (22a, 22e) configured for geometrically converting a medical image (Ia) obtained by picking up an image of a tubular part in vivo; and a developed-view output section (22b, 22f) configured for outputting the converted image obtained by the image conversion section (22a, 22e) to a display device as an image of a developed view (Ib), characterized in that the medical image processing apparatus (3, 84, 3D, 3E) further comprises a three-dimensional estimating section configured for estimating a three-dimensional form of the tubular part from the medical image (Ia), the image conversion section (22a, 22e) is configured to generate the converted image resulting from projecting the medical image (Ia) to a surface of a cylinder based on the three-dimensional form estimated by the three-dimensional estimating section, and the developed-view output section (22b, 22f) is configured to output, as an image of the developed view (Ib), an image obtained by developing the converted image based on position information of a circumferential direction of the cylinder.
A turbine nozzle comprising several angular nozzle sectors, each angular sector comprising two coaxial circular arc-shaped inner and outer platform sectors respectively, interconnected by several radial or substantially radial blades, each inner platform sector being secured to a radially inner foot, this nozzle comprising an annular shroud on which said angular nozzle sectors are fixed circumferentially end to end, this shroud comprising a cylindrical ring whose radially inner face carries an abradable material, characterized in that the radially inner foot of each inner platform sector comprises a tab, which extends radially inwards from said foot, and which extends circumferentially over part of the length of said foot, in that the radially outer face of said cylindrical ring carries an outer radial wing, provided with a plurality of L-shaped legs, whose one of the branches called "fixing" branches is secured to the outer radial wing and extends perpendicularly to a radius of the ring and parallel to the longitudinal axis X1-X'1 of said ring and whose other branch called "retaining" branch extends opposite this outer radial wing and at a short distance therefrom, so as to arrange therewith a slot for receiving said tab of each angular nozzle sector and in that this slot is open at one of its longitudinal ends to allow the engagement of said tab, so as to ensure the fixing by dog clutching of said shroud on each angular nozzle sector.
Endoscope, comprising: an image transmission device in a shaft for transmitting an image from the distal end to the proximal end of the endoscope; an image erecting device for erecting an image registered by the endoscope, wherein the image erecting device has a first reflective surface for angel-dependent reflection and a second reflective surface for angle dependent reflection, wherein the image erecting device is arranged and configured such that light for image erecting is successively reflected at the first reflective surface, passed through the first reflective surface and the second reflective surface and reflected at the second reflective surface, characterized in that the image erecting device provides substantially the shape of a cuboid, wherein the cuboid provides a cross-section in a plane perpendicular to an optical axis of the image transmission device that is at least substantially square shaped. an image transmission device in a shaft for transmitting an image from the distal end to the proximal end of the endoscope; an image erecting device for erecting an image registered by the endoscope, wherein the image erecting device has a first reflective surface for angel-dependent reflection and a second reflective surface for angle dependent reflection, wherein the image erecting device is arranged and configured such that light for image erecting is successively reflected at the first reflective surface, passed through the first reflective surface and the second reflective surface and reflected at the second reflective surface, characterized in that the image erecting device provides substantially the shape of a cuboid, wherein the cuboid provides a cross-section in a plane perpendicular to an optical axis of the image transmission device that is at least substantially square shaped.
An assembly comprising a housing and a cover, the housing being configured to hold a contact, the cover being configured to cover a part of a cable which is to be connected with the contact, the cover being configured to align a direction of the cable, wherein: the housing has a maintaining portion; the cover is attached to an upper part of the housing in an up-down direction; the cover has a maintained portion, an edge portion and a breakable portion; the edge portion is configured to form an outlet for the cable, the outlet is opened rearward in a front-rear direction perpendicular to the up-down direction; the maintaining portion is positioned above the maintained portion in the up-down direction to maintain a state where the cover is attached to the housing; the breakable portion is configured to be more breakable than the maintaining portion when a moment of force about a part of the maintaining portion acts on a part of the edge portion; and the cover comprises two sidewalls, characterized in that each of the side walls is provided with a ditch and the breakable portion in the vicinity of its rear end; the ditch is recessed outward in a lateral direction perpendicular to both the up-down direction and the front-rear direction; and the breakable portion is positioned outward of the ditch in the lateral direction. the housing has a maintaining portion; the cover is attached to an upper part of the housing in an up-down direction; the cover has a maintained portion, an edge portion and a breakable portion; the edge portion is configured to form an outlet for the cable, the outlet is opened rearward in a front-rear direction perpendicular to the up-down direction; the maintaining portion is positioned above the maintained portion in the up-down direction to maintain a state where the cover is attached to the housing; the breakable portion is configured to be more breakable than the maintaining portion when a moment of force about a part of the maintaining portion acts on a part of the edge portion; and the cover comprises two sidewalls, characterized in that each of the side walls is provided with a ditch and the breakable portion in the vicinity of its rear end; the ditch is recessed outward in a lateral direction perpendicular to both the up-down direction and the front-rear direction; and the breakable portion is positioned outward of the ditch in the lateral direction.
An apparatus for generating a plurality of provisioning data sets (150, 150') for provisioning a plurality of electronic devices, wherein the apparatus comprises: a processing circuitry configured to obtain a first provisioning data set (150, 150') for provisioning an electronic device and to generate at least one further provisioning data set (150, 150') for provisioning at least one further electronic device by generating at least one copy of the first provisioning data set (150, 150'); a communication interface configured to output the at least one further provisioning data set (150, 150') for provisioning the at least one further electronic device, wherein the first provisioning data set (150, 150') comprises a plurality of data elements and wherein the processing circuitry is further configured to replace an adjustable subset of the plurality of data elements of the at least one further provisioning data set (150, 150') with one or more preset data elements, wherein the first provisioning data set (150, 150') is a development provisioning data set and wherein the adjustable subset of the plurality of data elements of the at least one further provisioning data set (150, 150') depends on whether the at least one further provisioning data set (150, 150') is a development provisioning data set or a production provisioning data set. a processing circuitry configured to obtain a first provisioning data set (150, 150') for provisioning an electronic device and to generate at least one further provisioning data set (150, 150') for provisioning at least one further electronic device by generating at least one copy of the first provisioning data set (150, 150'); a communication interface configured to output the at least one further provisioning data set (150, 150') for provisioning the at least one further electronic device, wherein the first provisioning data set (150, 150') comprises a plurality of data elements and wherein the processing circuitry is further configured to replace an adjustable subset of the plurality of data elements of the at least one further provisioning data set (150, 150') with one or more preset data elements, wherein the first provisioning data set (150, 150') is a development provisioning data set and wherein the adjustable subset of the plurality of data elements of the at least one further provisioning data set (150, 150') depends on whether the at least one further provisioning data set (150, 150') is a development provisioning data set or a production provisioning data set.
A solid pharmaceutical composition for oral administration for use in the treatment of bone diseases comprising ibandronic acid or a pharmaceutically acceptable salt, vitamin D, in intimate admixture with medium chain triglycerides or an hydrogenated oil.
A coupling for two shafts which are to be rotationally connected together with a coupling sleeve arranged between the ends (1, 3) of the shafts, wherein the ends (1, 3) of the shafts engage over one another whilst defining an annular gap and the coupling sleeve is arranged in the annular gap and wherein the coupling sleeve has an internal series of teeth and an external series of teeth, which cooperate with corresponding external and internal series of teeth (4, 5), respectively, on the shaft ends (1, 3), characterised in that the coupling sleeve has the inner series of teeth merely at one axial end and the external series of teeth merely at its other axial end and that the respective external series of teeth (4, 9) are of round construction so that an angular and/or radial offset of the shaft ends (1, 3) may be compensated for by means of the coupling sleeve.
A compound for an electroluminescent device comprising at least one structural moiety A and at least one structural moiety B, wherein A and B do not share a common atom, whereby the structural moiety A is a structural moiety having generic formula wherein G 1, G 2, G 3 and G 4 are independently selected from substituted or unsubstituted aryl comprising one to three aromatic rings, and wherein the structural moiety B is a structural moiety selected from substituted or unsubstituted phosphine oxide, phosphine sulfide, pyrimidine, pyridazine, naphthtalene, cinnoline, phtalazine, quinazoline, triazine, benzofurane, benzothiophene, dibenzofurane, dibenzothiophene, naphtofurane, naphtothiophene, naphtobenzofurane, naphtobenzothiophene, dinaphtofurane, dinaphtothiophene, C 6 -C 60 aryl substituted with at least one group selected from pyridyl and nitrile, aryl consisting of 3, 4 or 5 condensed 6-membered aromatic rings and heteroaryl consisting of 3, 4 or 5 condensed 6-membered aromatic rings and comprising 1, 2 or 3 nitrogen ring atoms, characterized in that one of the G 1, G 2, G 3 and G 4 is a phenylene unit and the others of the G 1, G 2, G 3 and G 4 are phenyl. whereby the structural moiety A is a structural moiety having generic formula wherein G 1, G 2, G 3 and G 4 are independently selected from substituted or unsubstituted aryl comprising one to three aromatic rings, and wherein the structural moiety B is a structural moiety selected from substituted or unsubstituted phosphine oxide, phosphine sulfide, pyrimidine, pyridazine, naphthtalene, cinnoline, phtalazine, quinazoline, triazine, benzofurane, benzothiophene, dibenzofurane, dibenzothiophene, naphtofurane, naphtothiophene, naphtobenzofurane, naphtobenzothiophene, dinaphtofurane, dinaphtothiophene, C 6 -C 60 aryl substituted with at least one group selected from pyridyl and nitrile, aryl consisting of 3, 4 or 5 condensed 6-membered aromatic rings and heteroaryl consisting of 3, 4 or 5 condensed 6-membered aromatic rings and comprising 1, 2 or 3 nitrogen ring atoms, characterized in that one of the G 1, G 2, G 3 and G 4 is a phenylene unit and the others of the G 1, G 2, G 3 and G 4 are phenyl.
A method for handling data in a distributed computing environment comprising at least one server and a plurality of clients comprising at least a first client and a second client, the method comprising, at the first client: sending a first request to the server to obtain result data; receiving raw data from the server as a response to the first request, the raw data being a superset of the result data; processing the raw data to obtain the result data; storing the result data; the method comprising, at the second client: sending a second request to the server for obtaining the result data; receiving an indication from the server indicating that the result data is available at the first client; the method further comprising, at the first client: sending the result data to the second client in response to receiving a third request from the second client to obtain the result data. sending a first request to the server to obtain result data; receiving raw data from the server as a response to the first request, the raw data being a superset of the result data; processing the raw data to obtain the result data; storing the result data; the method comprising, at the second client: sending a second request to the server for obtaining the result data; receiving an indication from the server indicating that the result data is available at the first client; sending a second request to the server for obtaining the result data; receiving an indication from the server indicating that the result data is available at the first client; the method further comprising, at the first client: sending the result data to the second client in response to receiving a third request from the second client to obtain the result data.
Round baler, characterized by at least one continuously closed first replacement baler belt, at least one continuously closed second replacement baler belt, and at least one continuously closed baler belt, wherein the first replacement baler belt, the second replacement baler belt and the baler belt run parallel to one another, and wherein the two replacement baler belts (21, 22) correspond in their joint width (b and b) substantially to the width of the baler belt.
A method for producing a multi-layer packaging film which can be torn open along a tear line, thereby exposing a strip-shaped adhesive surface, wherein initially a multi-layer film is produced, which comprises an outer layer, a sealing layer for the inside of the packaging and a function layer from an adhesive comprising at least one single-layer between the two layers, wherein the function layer consisting of the adhesive is arranged full-surface between adjacent film layers and extends uninterruptedly across the entire length and width of the packaging film, wherein sections (8, 9) of the tear line are provided subsequently in the prefabricated film on its topside and its underside by means of punching or by means of a laser technique, wherein the sections extending from the film topside and the film underside are laterally offset from one another, extending respectively from the film topside or the film underside as far as the function layer and ending there within the function layer or at a boundary surface between the function layer and an adjacent film layer.