e5-large-v2-patent / README.md
petkopetkov's picture
Add new SentenceTransformer model.
3db8099 verified
metadata
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:7726
  - loss:MultipleNegativesRankingLoss
base_model: intfloat/e5-large-v2
widget:
  - source_sentence: >-
      query: OPTIMIZED ALLOCATION OF FUNCTIONS IN HYBRID MOTOR CONTROLLER
      IMPLEMENTATIONS A system for controlling a motor (14) with a plurality of
      motor control functions including at least a current control loop and a
      velocity control loop. The system includes one of a hybrid Digital Signal
      Processor (DSP)-Field Programmable Gate Array (FPGA) architecture having
      an integral DSP and an integral FPGA or a System on a Chip (SoC)
      architecture having a Microcontroller Sub-System (MSS) and an FPGA fabric.
      The current control loop function is assigned to the integral FPGA for the
      hybrid DSP-FPGA architecture, and at least the velocity control loop
      function is assigned to the DSP the hybrid DSP-FPGA architecture.
      Alternatively, the current control loop function is assigned the FPGA
      fabric of the SoC architecture, and at least the velocity control loop
      function is assigned to the MSS of the SoC architecture. A method of
      allocating motor control functions for a hybrid Digital Signal Processor
      (DSP)-Field Programmable Gate Array (FPGA) architecture having an integral
      DSP and an integral FPGA or a System on a Chip (SoC) architecture having a
      Microcontroller Sub-System (MSS) and an FPGA fabric, the method
      comprising: identifying a plurality of motor control functions to be
      allocated the plurality of motor control functions including at least a
      current control loop and a velocity control loop; selecting at least one
      functional requirement for each motor control function of the plurality of
      motor control functions; determining how the at least one functional
      requirement would be performed most efficiently by either the integral DSP
      or integral FPGA of the hybrid DSP-FPGA architecture or the MSS and an
      FPGA fabric of the SoC architecture; and assigning the motor control
      function to only one of the integral DSP or integral FPGA of the hybrid
      DSP-FPGA architecture or the MSS and an FPGA fabric of the SoC
      architecture, wherein at least the current control loop function is
      assigned to the integral FPGA for the hybrid DSP-FPGA architecture, and at
      least the velocity control loop function is assigned to the DSP the hybrid
      DSP-FPGA architecture; or wherein at least the current control loop
      function is assigned the FPGA fabric of the SoC architecture, and at least
      the velocity control loop function is assigned to the MSS of the SoC
      architecture. The method of claim 1, further including identifying another
      of the motor control functions of the plurality of motor control functions
      as motor position sensing and allocating the position sensing to the FPGA
      the hybrid DSP-FPGA architecture or the FPGA fabric of the SoC
      architecture. --> The method of claim 1 or 2, further including
      identifying another of the motor control functions of the plurality of
      motor control functions as motor position control loop and allocating the
      motor position control loop to the DSP of the hybrid DSP-FPGA architecture
      or the MSS of the SoC architecture. The method of any preceding claim,
      further including identifying another of the motor control functions of
      the plurality of motor control functions as Continuous Built in Test
      (CBIT) and allocating a portion of the CBIT to the DSP of the hybrid
      DSP-FPGA architecture or the MSS of the SoC architecture; and optionally
      further including identifying another of the motor control functions of
      the plurality of motor control functions as Continuous Built in Test
      function (CBIT) and allocating a portion of the CBIT function to the FPGA
      of the hybrid DSP-FPGA architecture or the FPGA fabric of the SoC
      architecture; and optionally wherein the portion of the CBIT to the FPGA
      of the hybrid DSP-FPGA architecture or the FPGA fabric of the SoC
      architecture is based on a processing rate of the CBIT function. The
      method of any preceding claim, further including identifying another of
      the motor control functions of the plurality of motor control functions as
      current sensor processing and allocating the current sensor processing to
      the FPGA of the hybrid DSP-FPGA architecture or the FPGA fabric of the SoC
      architecture. The method of any preceding claim, further including
      identifying another of the motor control functions of the plurality of
      motor control functions as PWM processing and allocating the PWM
      processing to the DSP of the hybrid DSP-FPGA architecture or the MSS of
      the SoC architecture. The method of any preceding claim, further including
      identifying another of the motor control functions of the plurality of
      motor control functions as DC Bus processing and allocating the DC bus
      processing to the FPGA of the hybrid DSP-FPGA architecture or the FPGA
      fabric of the SoC architecture. The method of any preceding claim, further
      including identifying another of the motor control functions of the
      plurality of motor control functions all --> communications processing and
      allocating the communications processing to the DSP of the hybrid DSP-FPGA
      architecture or the MSS of the SoC architecture. The method of any
      preceding claim, further including identifying another of the motor
      control functions of the plurality of motor control functions as the
      system state machine and allocating the system state machine functionality
      processing to the DSP of the hybrid DSP-FPGA architecture or the MSS of
      the SoC architecture. A system for controlling a motor with a plurality of
      motor control functions including at least a current control loop and a
      velocity control loop, the system comprising:one of: a hybrid Digital
      Signal Processor (DSP)-Field Programmable Gate Array (FPGA) architecture
      having an integral DSP and an integral FPGA; or a System on a Chip (SoC)
      architecture having a Microcontroller Sub-System (MSS) and an FPGA fabric;
      wherein at least the current control loop function is assigned to the
      integral FPGA for the hybrid DSP-FPGA architecture, and at least the
      velocity control loop function is assigned to the DSP the hybrid DSP-FPGA
      architecture; or wherein at least the current control loop function is
      assigned the FPGA fabric of the SoC architecture, and at least the
      velocity control loop function is assigned to the MSS of the SoC
      architecture. The system for controlling a motor of claim 10, further
      including motor position sensing as another motor control function of the
      plurality of motor control functions and allocating the motor position
      sensing to the FPGA the hybrid DSP-FPGA architecture or the FPGA fabric of
      the SoC architecture; and/or further including a motor position control
      loop function as another motor control functions of the plurality of motor
      control functions and allocating the motor position control loop function
      to the DSP of the hybrid DSP-FPGA architecture or the MSS of the SoC
      architecture; and/or further --> including a Continuous Built in Test
      (CBIT) function as another motor control functions of the plurality of
      motor control functions and allocating a at least a portion of the CBIT to
      the DSP of the hybrid DSP-FPGA architecture or the MSS of the SoC
      architecture; and/or further including allocating at least portion of the
      CBIT function to the FPGA of the hybrid DSP-FPGA architecture or the FPGA
      fabric of the SoC architecture, wherein the portion of the CBIT to the
      FPGA of the hybrid DSP-FPGA architecture or the FPGA fabric of the SoC
      architecture is based on a processing rate of the CBIT function; and/or
      further including a current sensor processing function as another motor
      control functions of the plurality of motor control functions and
      allocating the current sensor processing to the FPGA of the hybrid
      DSP-FPGA architecture or the FPGA fabric of the SoC architecture; and/or
      further including a PWM processing function as another motor control
      functions of the plurality of motor control functions and allocating the
      PWM processing to the DSP of the hybrid DSP-FPGA architecture or the MSS
      of the SoC architecture; and/or further including a system state machine
      function as another motor control functions of the plurality of motor
      control functions and allocating the system state machine function
      processing to the DSP of the hybrid DSP-FPGA architecture or the MSS of
      the SoC architecture. A motor drive system, the motor drive system
      comprising: a power source (12); a drive (20) operably connected to the
      power source, the drive including a controller; a motor (14) operably
      connected to the drive, the motor having a plurality of motor control
      functions including at least a current control loop and a velocity control
      loop, the system comprising:wherein the controller includes one of: a
      hybrid Digital Signal Processor (DSP)-Field Programmable Gate Array (FPGA)
      architecture having an integral DSP and an integral FPGA --> a System on a
      Chip (SoC) architecture having a Microcontroller Sub-System (MSS) and an
      FPGA fabric; wherein at least the current control loop function is
      assigned to the integral FPGA for the hybrid DSP-FPGA architecture, and at
      least the velocity control loop function is assigned to the DSP the hybrid
      DSP-FPGA architecture; or wherein at least the current control loop
      function is assigned the FPGA fabric of the SoC architecture, and at least
      the velocity control loop function is assigned to the MSS fabric of the
      SoC architecture.
    sentences:
      - >-
        passage: TELEHANDLER According to one embodiment, the application
        relates to a telehandler (100), which comprises a chassis section (110)
        and a boom assembly (120) supported on the chassis section and capable
        of being fitted with a liftable attachment (130). The telehandler
        further comprises a control unit (112), including chassis control means
        (114) for controlling the chassis section and/or boom assembly control
        means (116) for controlling the boom assembly. The control unit is
        adapted to be operated from outside the unmanned telehandler. A
        telehandler (100), comprisinga chassis section (110),a boom assembly
        (120) supported on the chassis section and capable of being fitted with
        a liftable attachment (130), anda control unit (112), including chassis
        control means (114) for controlling the chassis section and/or boom
        assembly control means (116) for controlling the boom
        assembly,characterized in thatthe control unit is adapted to be operated
        from outside the unmanned telehandler. A telehandler according to claim
        1, wherein the control unit comprises a portable control device (118),
        which is in telecommunication (119) with the control unit and enables
        the chassis section and/or the boom assembly to be controlled from a
        certain distance outside the chassis section. A telehandler according to
        any of the preceding claims, wherein the boom assembly includes a
        telescopic boom (122) and a linkage (124), which is supported on a boom
        assembly slewing mechanism and which is adapted to operate the boom. A
        telehandler according to claim 3, wherein the boom assembly further
        includes a jib (125), which is connected to the boom and which is
        adapted to operate a liftable attachment in such a way that the liftable
        attachment rotates with respect to the vertical axis of its connection
        point (126). A telehandler according to claim 4, wherein the liftable
        attachment is connected to the jib and electrically coupled with the
        control unit by means of the boom assembly for controlling the liftable
        attachment with the boom assembly control means. A telehandler according
        to any of the preceding claims, wherein the liftable attachment is a
        lifting fork (130). A telehandler according to claim 6, which is further
        provided with a man basket (150) which is releasably attachable to the
        lifting fork and electrically --> connectible to the control unit by way
        of the boom assembly and by means of a connection unit (127) of the jib.
        A telehandler according to any of the preceding claims, wherein the
        basket comprises fastening elements (151 a, 151b) capable of having the
        lifting fork attached thereto, and locking elements (132) by means of
        which the lifting fork is capable being locked securely to the fastening
        elements and the locking status of which are electrically observed with
        monitoring elements. A telehandler according to any of the preceding
        claims, wherein the basket is provided with a basket control unit (152),
        including chassis control means (154) for controlling the chassis
        section and boom assembly control means (156) for controlling the boom
        assembly and the lifting fork connected thereto, said basket control
        unit being electrically connected to the control unit. A man basket
        (150) for attachment to a telehandler (100) according to any of claims
        1-7, said basket comprisingfastening elements (151 a, 151 b) capable of
        having a lifting fork (130) attached thereto,locking elements (132) for
        locking the lifting fork securely to the fastening elements,
        andobservation elements for electrically monitoring the locking status
        of the locking elements.
      - >-
        passage: TRANSMISSION DEVICE, TRANSMISSION METHOD, RECEPTION DEVICE, AND
        RECEPTION METHOD A normal frame rate of image data and a high frame rate
        of image data are favorably transported.A base stream including, as an
        access unit, encoded image data per picture in a base frame rate of
        image data acquired by performing blending processing in units of
        temporally successive two pictures in the high frame rate of image data,
        is acquired and additionally an enhanced stream including, as an access
        unit, encoded image data per picture in the high frame rate of image
        data, is acquired. A container in a predetermined format is transmitted,
        the container including the base stream and the enhanced stream. A
        transmission device comprising: an image encoding unit configured to
        acquire a base stream including, as an access unit, encoded image data
        per picture in a base frame rate of image data acquired by performing
        blending processing in units of temporally successive two pictures in a
        high frame rate of image data, the image encoding unit being configured
        to acquire an enhanced stream including, as an access unit, encoded
        image data per picture in the high frame rate of image data; and a
        transmission unit configured to transmit a container in a predetermined
        format, the container including the base stream and the enhanced stream.
        The transmission device according to claim 1, further comprising:an
        information inserting unit configured to insert blending ratio
        information in the blending processing, into a layer of the enhanced
        stream. The transmission device according to claim 2,wherein the base
        stream and the enhanced stream each have a NAL unit structure, andthe
        information inserting unit inserts a SEI NAL unit having the blending
        ratio information, into the enhanced stream. The transmission device
        according to claim 2,wherein the base stream and the enhanced stream
        each have a NAL unit structure, and -->the information inserting unit
        inserts the blending ratio information into a PPS NAL unit of the
        enhanced stream. The transmission device according to claim 1, further
        comprising:an information inserting unit configured to insert, into each
        access unit of the enhanced stream, phase information indicating to
        which of the temporally successive two pictures the access unit
        corresponds. The transmission device according to claim 1, further
        comprising:an information inserting unit configured to insert, into a
        layer of the container, identification information indicating that the
        image data included in the base stream includes the image data acquired
        by the performance of the blending processing. The transmission device
        according to claim 1, wherein the image encoding unit performs
        prediction encoding processing for the base frame rate of image data, to
        the base frame rate of image data, so as to acquire the base stream, the
        image encoding unit being configured to perform, with the high frame
        rate of image data, processing inverse to the blending processing, to
        the base frame rate of image data, so as to acquire image data as
        after-blend-compensation image data, the image data including, when the
        high frame rate of image data includes image data of one-side pictures
        in the units of temporally successive two pictures, image data of the
        other-side pictures, the image encoding unit being configured to perform
        prediction encoding processing with the --> after-blend-compensation
        image data, to the high frame rate of image data, so as to acquire the
        enhanced stream. The transmission device according to claim 7, wherein
        the image encoding unit acquires, per predicted block in the high frame
        rate of image data, image data over a range of more than the predicted
        block, as the after-blend-compensation image data. A transmission method
        comprising: an image encoding step of acquiring a base stream including,
        as an access unit, encoded image data per picture in a base frame rate
        of image data acquired by performing blending processing in units of
        temporally successive two pictures in a high frame rate of image data,
        and acquiring an enhanced stream including, as an access unit, encoded
        image data per picture in the high frame rate of image data; and a
        transmission step of transmitting a container in a predetermined format
        by a transmission unit, the container including the base stream and the
        enhanced stream. A reception device comprising: a reception unit
        configured to receive a container in a predetermined format, the
        container including a base stream and an enhanced stream, the base
        stream being acquired by performing prediction encoding processing for a
        base frame rate of image data, to the base frame rate of image data
        acquired by performing blending processing in units of temporally
        successive two pictures in a high frame rate of image, the enhanced
        stream being acquired by performing prediction encoding processing with
        --> after-blend-compensation image data, to the high frame rate of image
        data, the after-blend-compensation image data being acquired by
        performing, with the high frame rate of image data, processing inverse
        to the blending processing, to the base frame rate of image data, the
        after-blend-compensation image data including, when the high frame rate
        of image data includes image data of one-side pictures in the units of
        temporally successive two pictures, image data of the other-side
        pictures; and a processing unit configured to process only the base
        stream so as to acquire the base frame rate of image data or both of the
        base stream and the enhanced stream so as to acquire the high frame rate
        of image data, wherein, when performing decoding processing to the
        enhanced stream, the processing unit performs, with the high frame rate
        of image data acquired by the processing of the enhanced stream, the
        processing inverse to the blending processing, to the base frame rate of
        image data acquired by the processing of the base stream, so as to
        acquire the after-blend-compensation image data including, when the high
        frame rate of image data includes the image data of the one-side
        pictures in the units of temporally successive two pictures, the image
        data of the other-side pictures, the processing unit being configured to
        use the after-blend-compensation image data as reference image data. The
        reception device according to claim 10,wherein a layer of the enhanced
        stream includes blending ratio information in the blending processing,
        inserted, andthe processing unit uses the blending ratio information -->
        in performing the processing inverse to the blending processing. The
        reception device according to claim 10,wherein each access unit in the
        enhanced stream includes phase information indicating to which of the
        temporally successive two pictures the access unit corresponds,
        inserted, andthe processing unit uses the phase information in
        performing the processing inverse to the blending processing. A
        reception method comprising: a reception step of receiving a container
        in a predetermined format by a reception unit, the container including a
        base stream and an enhanced stream, the base stream being acquired by
        performing prediction encoding processing for a base frame rate of image
        data, to the base frame rate of image data acquired by performing
        blending processing in units of temporally successive two pictures in a
        high frame rate of image, the enhanced stream being acquired by
        performing prediction encoding processing with after-blend-compensation
        image data, to the high frame rate of image data, the
        after-blend-compensation image data being acquired by performing, with
        the high frame rate of image data, processing inverse to the blending
        processing, to the base frame rate of image data, the
        after-blend-compensation image data including, when the high frame rate
        of image data includes image data of one-side pictures in the units of
        temporally successive two pictures, image data of the other-side
        pictures; and a processing step of processing only the base stream -->
        so as to acquire the base frame rate of image data or both of the base
        stream and the enhanced stream so as to acquire the high frame rate of
        image data, wherein, in the processing step, when decoding processing is
        performed to the enhanced stream, with the high frame rate of image data
        acquired by the processing of the enhanced stream, the processing
        inverse to the blending processing is performed to the base frame rate
        of image data acquired by the processing of the base stream, so as to
        acquire the after-blend-compensation image data including, when the high
        frame rate of image data includes the image data of the one-side
        pictures in the units of temporally successive two pictures, the image
        data of the other-side pictures, and the after-blend-compensation image
        data is used as reference image data. A reception device comprising: a
        reception unit configured to receive a container in a predetermined
        format, the container including a base stream and an enhanced stream,
        the base stream being acquired by performing encoding processing to a
        base frame rate of image data acquired by performing blending processing
        in units of temporally successive two pictures in a high frame rate of
        image data, the enhanced stream being acquired by performing encoding
        processing to the high frame rate of image data; and a processing unit
        configured to process only the base stream so as to acquire the base
        frame rate of image data or both of the base stream and the enhanced
        stream so as to acquire the high frame rate of image data.
      - >-
        passage: RESOURCE CONFIGURATION SYSTEM, RESOURCE CONFIGURATION METHOD
        AND RESOURCE CONFIGURATION PROGRAM The present invention provides a
        cloud service achieving high processing performance specialized in
        particular processing, image processing, or parallel processing. A
        resource selection apparatus 1 selects a computational resource from a
        plurality of computational resources including at least an FPGA or a GPU
        and a provisioning method from a plurality of provisioning methods,
        based on whether a performance requirement and a functional requirement
        from a user require that particular computational processing, image
        processing, or parallel processing be performed with processing
        performance of a certain level or higher. A resource configuration
        system comprising: a resource selection apparatus that selects a
        resource on a cloud; and a resource reconfiguration apparatus that
        configures a resource or reconfigures a configuration of the resource,
        wherein the resource selection apparatus includes a reception unit that
        receives a requirement for the resource from a user, and a selection
        unit that selects a computational resource from a plurality of
        computational resources including at least an FPGA or a GPU and a
        provisioning method from a plurality of provisioning methods, based on
        whether the requirement requires that any of particular processing,
        image processing, and parallel processing be performed with processing
        performance of a certain level or higher. The resource configuration
        system according to claim 1, whereinwhen the requirement requires that
        the particular processing be performed with the processing performance
        of the certain level or higher, the selection unit selects the FPGA as
        the computational resource and selects bare-metal provisioning as the
        provisioning method for the computational resource. --> The resource
        configuration system according to claim 1, whereinwhen the requirement
        requires that the image processing or the parallel processing be
        performed with the processing performance of the certain level or
        higher, the selection unit selects the GPU as the computational resource
        and selects bare-metal provisioning or container provisioning as the
        provisioning method for the computational resource, based on the level
        of the processing performance to be achieved by the computational
        resource or whether OS customization is necessary. The resource
        configuration system according to claim 1, whereinthe selection unit
        selects a block-based provisioning method or an object-based
        provisioning method based on the requirement, and selects a storage
        resource according to a characteristic of an application program to run.
        The resource configuration system according to claim 1, whereinthe
        resource reconfiguration apparatus includes a configuration unit that
        sets, in a computational resource with an FPGA, a computation logic
        suitable for the requirement from the user, and causes the computational
        resource to use the computation logic. --> The resource configuration
        system according to claim 1, whereinthe resource reconfiguration
        apparatus includes a collection unit that collects usage frequency for
        each of various kinds of computation processing that the user is using
        on an already-configured computational resource, and a reconfiguration
        unit that changes the configuration of the already-configured
        computational resource as suited for particular computation processing
        the usage frequency of which has increased. A resource configuration
        method performed by a resource selection apparatus that selects a
        resource on a cloud and a resource reconfiguration apparatus that
        configures a resource or reconfigures a configuration of the resource,
        the method comprising, by the resource selection apparatus: receiving a
        requirement for the resource from a user; and selecting a computational
        resource from a plurality of computational resources including at least
        an FPGA or a GPU and a provisioning method from a plurality of
        provisioning methods, based on whether the requirement requires that any
        of particular processing, image processing, and parallel processing be
        performed with processing performance of a certain level or higher. The
        resource configuration method according to claim 7, comprising, by the
        resource reconfiguration apparatus: --> collecting usage frequency for
        each of various kinds of computation processing that the user is using
        on an already-configured computational resource; and changing the
        configuration of the already-configured computational resource as suited
        for particular computation processing the usage frequency of which has
        increased. A resource configuration program that causes a computer to
        function as the resource configuration system according to claim 1.
  - source_sentence: >-
      query: SYSTEM AND METHOD FOR WIND BLADE INSPECTION, REPAIR AND UPGRADE A
      system and method for inspecting, repairing and upgrading wind turbine
      rotor blades of a wind turbine. The system including deploying one or more
      cables via an unmanned aerial vehicle (UAV), a balloon, a ballistic
      mechanism or a catapult to position the one or more cables in draping
      engagement with a portion of the wind turbine. A climbing robot is
      positioned to ascend the one or more cables and perform a task related to
      inspecting for indications, repair of indications or upgrading the rotor
      blade. A slave robot system, disposed at the base location and anchored to
      the one or more cables, provides modulation of the cables for positioning
      of the climbing robot relative to the wind turbine as it ascends and
      descends the one or more cables. After completion of the task, the
      climbing robot descends the one or more cables and the cables are removed
      from the wind turbine. A system (50) comprising: one or more cables (56)
      positioned in draping engagement with a portion of a wind turbine (10),
      each of the one or more cables (56) anchored to a base location at
      opposing ends; a climbing robot (52) configured to ascend the one or more
      cables (56); and at least one slave robot system (58) disposed at the base
      location and anchored to the one or more cables (56), the at least one
      slave robot system (58) configured to position the climbing robot (52)
      relative to the wind turbine (10) as it ascends the one or more cables
      (56). The system (50) as claimed in Claim 1, wherein the climbing robot
      (52) is further configured to at least one of inspect a rotor blade (22)
      of the wind turbine (10) for an indication (40), repair the indication
      (40) and upgrade the rotor blade (22) of the wind turbine (10). The system
      (50) as claimed in any of the preceding claims, wherein the one or more
      cables (56) are positioned in draping engagement with at least one of a
      hub (20), a nacelle (16) and a rotor blade (22) of the wind turbine (10).
      The system (50) as claimed in any of the preceding claims, further
      comprising a tether cable (70) anchored to the climbing robot (52) and the
      base location. The system (50) as claimed in any of the preceding claims,
      wherein the slave robot system (58) comprises one or more coordinated base
      located robots anchored to the one or more cables (56). The system (50) as
      claimed in any of the preceding claims, wherein the climbing robot (52)
      includes a drive mechanism (72) configured to drive the climbing robot
      (52) on the one or more cables (56). A method (100) for inspecting,
      repairing and upgrading a wind turbine (10), the method comprising: -->
      deploying one or more cables (56) from a base location, the one or more
      cables (56) deployed to drape over a portion of the wind turbine (10);
      positioning a climbing robot (52) to ascend the one or more cables (56);
      modulating the one or more cables (56) to position the climbing robot (52)
      relative to the wind turbine (10) as it ascends the one or more cables
      (56); operating the climbing robot (52) to perform at least one of an
      inspection of the wind turbine (10) for one or more indications (40),
      repair of the one or more indications (40) and upgrade of the wind turbine
      (10); modulating the one or more cables (56) to position the climbing
      robot (52) relative to the wind turbine (10) as it descends the one or
      more cables (56); and removing the one or more cables (56) from the wind
      turbine (10). The method (100) of Claim 7, wherein deploying one or more
      cables (56) from a base location via a delivery component (62) comprises
      deploying one or more pilot lines (60) from a base location, the one or
      more pilot lines (60) coupled to the one or more cables (56). The method
      (100) of Claims 7-8, wherein the delivery component (62) is one of an
      unmanned aerial vehicle (UAV) (64), a balloon (66), a ballistic mechanism
      and a catapult. The method (100) of Claims 7-9, wherein modulating the one
      or more cables (56) comprises anchoring the one or more cables (56) to at
      least one slave robot system (58) disposed at the base location, the at
      least one slave robot system (58) configured to position the climbing
      robot (52) relative to the wind turbine (10).
    sentences:
      - >-
        passage: A SEAT-BELT PRETENSIONER ARRANGEMENT A seat belt pretensioner
        arrangement comprising a pretensioner (17) configured to apply at least
        two tension levels to a seat-belt and a control system (9-16), to
        control the pretensioner (17), the control system (9-16) including at
        least one processor (9,10,11,13) to process signals from two or more
        sensors (4-7) which sense parameters related to the current or expected
        slip situation of the vehicle (1) to generate a plurality of vehicle
        slip functions (fo/u, fbs, fem, fhsc), the control system (9-16)
        incorporating a discriminator (14) to select one out of the plurality of
        slip functions (fo/u, fbs, fem, fhsc) where the slip functions (fo/u,
        fbs, fem, fhsc) are selected from over-steer/under-steer, body slip,
        evasive manoeuvring and high speed cornering, the control system (9-16)
        also being configured to select the tension level to be applied to the
        seat-belt by the pretensioner (17) in response to the value of the slip
        function (fi) provided by the control system (9-16), the control system
        (9-16) incorporating a comparator (15) configured to compare the said
        slip function (fi) with a first threshold and at least one additional
        successively increasing threshold, the control system (9-16) being
        configured to control the pretensioner (17) to further increase the
        tension in the seat-belt as the or each successive threshold is passed.
        An arrangement according to Claim 1 wherein the sensors (4-7) sense
        parameters selected from longitudinal velocity (vx), lateral
        acceleration (ay), angular velocity (yaw) (ωz), and steering angle (δ).
        An arrangement according to Claim 2 wherein there is a said processor
        (9) to generate a function (fo/u) indicative of over-steer/under-steer
        of the vehicle (1). --> An arrangement according to Claim 2 or 3 wherein
        there is a processor (10) to generate a function (fbs) indicative of
        body slip of the vehicle (1). An arrangement according to any one of
        Claims 2 to 4 wherein there is a said processor (11) to generate a
        function (fem) indicative of evasive manoeuvring of the vehicle (1). An
        arrangement according to Claim 5 wherein the function (fem) indicative
        of evasive manoeuvring is a function of axial velocity (vx), steering
        angle (δ) and rate of change of steering angle (δ) (steering angular
        velocity). An arrangement according to any one of Claims 2 to 6 wherein
        there is a said processor (13) to generate a function (fhsc) indicative
        of high speed cornering of the vehicle (1). An arrangement according to
        any preceding claim wherein there are at least three thresholds.
      - >-
        passage: Selective weather notification Methods, systems, and
        computer-readable storage media provide for selective weather
        notifications to be made to the crew of an aircraft according to the
        level of relevance of the weather information to a selected phase of
        flight of the aircraft. According to embodiments described herein,
        weather information is received and parsed into weather components. The
        weather components and corresponding thresholds are used with the
        selected phase of flight to determine a relevance code for the weather
        information according to a set of relevance rules. The relevance rules
        provide a level of relevance of the weather information to the phase of
        flight and trigger a type of notification according to that level of
        relevance. A computer-implemented method for selectively providing
        weather notifications (126) to a crew of an aircraft, the
        computer-implemented method comprising: receiving weather information
        (506); determining a target phase of flight associated with the
        aircraft; determining a level of relevance for the weather information
        (506) according to the target phase of flight; and providing a
        notification (126) associated with the weather information (506)
        according to the level of relevance for the target phase of flight. The
        computer-implemented method of claim 1, wherein the target phase of
        flight comprises a current phase of flight, and wherein determining the
        current phase of flight associated with the aircraft comprises
        retrieving real-time aircraft data collected from one or more aircraft
        sensors and utilizing the real-time aircraft data to determine the
        current phase of flight from a plurality of predefined phases of flight.
        The computer-implemented method of any of claims 1 or 2, wherein
        determining the level of relevance for the weather information (506)
        according to the target phase of flight comprises determining a
        relevance code (304) of a weather component (624, 626) of the weather
        information (506) corresponding to the target phase of flight. The
        computer-implemented method of claim 3, wherein determining the
        relevance code (304) of the weather component (624, 626) of the weather
        information (506) --> corresponding to the target phase of flight
        comprises determining the relevance code (304) associated with the
        target phase of flight according to a threshold of the weather component
        (624, 626), the threshold selected according to the weather information
        (506). The computer-implemented method of any of claims 3 or 4, wherein
        the relevance code (304) comprises a multi-letter code, each letter
        associated with a flight segment of a planned flight route and
        comprising an indication of the level of relevance of the weather
        information (506) to the corresponding flight segment of the planned
        flight route for the target phase of flight. The computer-implemented
        method of any of claims 3-5, further comprising: determining a
        notification activation code (312, 712) for the relevance code (304);
        and modifying the relevance code (304) according to the notification
        activation code (312, 712). The computer-implemented method of claim 6,
        wherein the notification activation code (312, 712) comprises an
        indicator that the relevance code (304) is effective or an indicator
        that the relevance code (304) is not effective, wherein if the
        notification activation code (312, 712) comprises the indicator that the
        corresponding relevance code (304) is not effective, then modifying the
        relevance code (304) according to the notification activation code (312,
        712) comprises downgrading the relevance code (304) prior to determining
        one or more types of notifications (126) to provide. --> The
        computer-implemented method of any of claims 3-7, further comprising
        determining a display and signaling level code corresponding to the
        relevance code (304), wherein providing the notification (126)
        associated with the weather information (506) according to the level of
        relevance for the target phase of flight comprises providing the
        notification (126) associated with the weather information (506)
        according to the display and signaling level code. The
        computer-implemented method of any of claims 3-8, wherein the
        notification (126) comprises a textual portion and a graphical portion,
        wherein at least a portion of the weather information (506) is presented
        as text in the textual portion and concurrently presented as a graphical
        representation in the graphical portion, and wherein the graphical
        representation is visibly identifiable as representing the text. The
        computer-implemented method of claim 1, further comprising utilizing
        airport data corresponding to a destination airport to transform the
        weather information (506) into at least one value corresponding to a
        weather component (624, 626) associated with the destination
        airport,wherein determining the level of relevance for the weather
        information (506) according to the target phase of flight comprises
        utilizing the at least one value to select a threshold associated with
        the weather component (624, 626) and to determine a relevance code (304)
        associated with the target phase of flight according to the threshold of
        the weather component (624, 626), andwherein providing the notification
        (126) associated with the weather information (506) according to the
        level of --> relevance for the target phase of flight comprises
        providing the notification (126) associated with the weather information
        (506) according to the relevance code (304) for the target phase of
        flight. A weather information system (500), comprising: a weather
        notification processor; a memory communicatively coupled to the weather
        notification processor; and a weather notification application (i) which
        executes in the weather notification processor and (ii) which, when
        executed by the weather notification processor, causes a weather
        notification computer system to provide relevant weather information
        (506) to a crew of an aircraft according to a target phase of flight by
        receiving weather information (506), determining a target phase of
        flight associated with the aircraft, retrieving relevance rules, the
        relevance rules comprising a relevance code (304) for weather
        information (506) for each of a plurality of phases of flight,
        determining a level of relevance for the weather information (506)
        according to the relevance rules and target phase of flight, and
        providing a notification associated with the weather information (506)
        according to the level of relevance for the target phase of flight. The
        weather information system (500) of claim 11, wherein determining the
        level of relevance for the weather information (506) according to the
        relevance rules and the target phase of flight comprises retrieving a
        relevance code (304) from the relevance rules, the relevance code (304)
        associated with a weather component (624, 626) of the --> weather
        information (506) according to the target phase of flight. The weather
        information system (500) of claim 12, wherein retrieving the relevance
        code (304) associated with the weather component (624, 626) of the
        weather information (506) comprises retrieving the relevance code (304)
        associated with the target phase of flight according to a threshold of
        the weather component (624, 626), the threshold selected according to
        the weather information, and wherein the relevance code (304) comprises
        a multi-letter code, each letter associated with a flight segment of a
        planned flight route and comprising an indication of the level of
        relevance of the weather component (624, 626) to a corresponding flight
        segment of the planned flight route for the target phase of flight. The
        weather information system (500) of any of claims 12 or 13, wherein the
        weather notification application, when executed by the weather
        notification processor, further causes the weather notification computer
        system to provide relevant weather information (506) to the crew of the
        aircraft according to the target phase of flight bydetermining a
        notification activation code (312, 712) for the relevance code
        (304);modifying the relevance code (304) according to the notification
        activation code,wherein providing the notification (126) associated with
        the weather information (506) according to the level of relevance for
        the target phase of flight comprises providing the notification (126)
        associated with the relevance code (304) after modifying the relevance
        code (304) according to the notification activation code. --> The
        weather information system (500) of claim 14, wherein the notification
        activation code (312, 712) comprises an indicator that the relevance
        code (304) is effective or an indicator that the relevance code (304) is
        not effective, wherein if the notification activation code (312, 712)
        comprises the indicator that a corresponding relevance code (304) is not
        effective, then modifying the relevance code (304) according to the
        notification activation code (312, 712) comprises downgrading the
        relevance code (304) prior to determining one or more types of
        notifications (126) to provide.
      - >-
        passage: System and method for automated crack inspection and repair A
        system for automated inspection of a surface; the system may include a
        self-propelled, steerable carriage capable of traversing the surface,
        the carriage having a camera positioned to view an object on the
        surface, and at least of one of a sensor capable of detecting a defect
        in the surface, a tool for treating the defect, and a sensor for
        inspecting a repair of the defect; and a computer controller connected
        to receive image data from the camera, communicate with and selectively
        actuate the at least of one of a sensor capable of detecting a defect in
        the surface, a tool for treating the defect, and a sensor for inspecting
        a repair of the defect, and control the carriage to move on the surface
        along one or more of a pre-set path and a path to one or more pre-set
        locations. A system for automated inspection of a surface, the system
        comprising: a self-propelled, steerable carriage capable of traversing
        the surface, the carriage having a camera positioned to view an object
        on the surface, and at least one of a sensor capable of detecting a
        defect in the surface, a tool for treating the defect, and a sensor for
        inspecting a repair of the defect; and a computer controller connected
        to receive image data from the camera, communicate with and selectively
        actuate the at least one of the sensor capable of detecting a defect in
        the surface, the tool for treating the defect and the sensor for
        inspecting a repair of the defect, and control the carriage to move on
        the surface along one or more of a pre-set path and a path to one or
        more pre-set locations. The system of claim 1, wherein the computer
        controller includes a database containing at least one of the pre-set
        path, the path to the one or more pre-set locations and a location of
        the defect in the surface, and the computer controller controls the
        carriage to move on the surface along at least one of the pre-set path
        and the path to the one or more pre-set locations. The system of claim
        2, wherein the surface is a wing surface of an aircraft, and the one or
        more pre-set locations include one or more locations of tops made of
        dielectric material covering fasteners in the wing surface. The system
        of claim 3, wherein the sensor capable of detecting a defect in the
        surface includes at least one ofa crack depth sensor for finding a crack
        in the tops, wherein the crack depth sensor includes one of
        high-resolution optical imaging with alternating light emitting diode
        (LED) side-lighting, a dye penetrant drop- and-wipe device including an
        ultraviolet lamp and chromatic dye deposition, ultraviolet or infrared
        laser fluorescence, Raman spectroscopy; anda crack depth measurement
        sensor for measuring a depth of the crack, wherein the crack depth
        measurement sensor includes one of a terahertz measurement device for
        transmitting terahertz radiation to measure and/or image depth of a
        crack in the top, a narrow beam laser adapted to scan the crack, and a
        forced diffusion thermography device for measuring an amount of heat
        transferred from one side of the crack to the other, the forced
        diffusion thermography device including a localized heat source to be
        positioned on one side of the crack and a mini uncooled infrared camera
        for imaging, a high frequency ultrasound generator adapted to direct one
        of an angled pitch-catch across the crack and a structural wave across
        the crack, a fiber optic laser --> ultrasound generator, a capacitance
        measurement sensor for measuring capacitance across the crack, a
        near-field millimeter wave generator, a mini x-ray backscatter device, a
        Fourier transform infrared (FTIR) generator, Raman spectroscopy
        utilizing a laser, a laser for laser fluorescence. The system of any of
        the preceding claims, wherein the sensor for inspecting the repair of
        the defect includes one or more of a thermal imaging camera that
        utilizes infra-red thermography (IRT) to detect internal voids, a sensor
        using a microwave thickness gauge to determine whether a thickness of
        paint applied to the defect is sufficient, a sensor using an ultrasonic
        thickness gauge to determine whether the thickness of the paint applied
        to the defect is sufficient, a high-resolution camera for optical
        imaging to verify full coverage of dielectric material applied to the
        defect, a magneto-optical imaging device used as a full-field imaging
        method of mesh surrounding the defect, and an eddy current array. The
        system of any of the preceding claims, further comprising: at least a
        second self-propelled, steerable carriage capable of traversing the
        surface, the carriage having a second camera positioned to view an
        object on the surface, and at least one of a second sensor capable of
        detecting the defect in the surface, a second tool for treating the
        defect, and a second sensor for inspecting a repair of the defect;
        wherein the computer controller is connected to receive image data from
        the second camera, communicate with and selectively actuate the at least
        one of the second sensor capable of detecting a defect in the surface,
        the second tool for treating the defect and the second sensor for
        inspecting a repair of the defect, and control the second carriage to
        move on the surface along one or more of a pre-set path and a path to
        one or more pre-set locations, in one of movement independent of and
        coordinated with the first carriage. The system of any of the preceding
        claims, further comprising a stability mount for fixing the carriage to
        the surface during operation of the tool, the stability mount
        communicating with the computer control for selective activation and
        deactivation thereby. The system of claim 7, wherein the stability mount
        is a suction device. The system of any of the preceding claims, wherein
        the sensor capable of detecting a defect in the surface is a crack depth
        sensor. The system of any of the preceding claims, wherein the tool is
        adapted to perform preparation of the surface for repair of the defect.
        --> The system of any of the preceding claims, further comprising a
        tether rod connected to the carriage and configured to provide fall
        arrest in the event that the carriage falls from the surface. A system
        of any of the preceding claims, the system comprising: a self-propelled,
        steerable carriage capable of traversing the wing surface of an
        aircraft, the carriage having a camera positioned to view an object on
        the wing surface, and at least one of a sensor capable of detecting a
        defect in the wing surface, a tool for treating the defect, and a sensor
        for inspecting a repair of the defect; and a computer controller
        connected to receive image data from the camera, communicate with and
        selectively actuate the at least one of the sensor capable of detecting
        a defect in the wing surface, the tool for treating the defect, and the
        sensor for inspecting a repair of the defect, and control the carriage
        to move on the wing surface along one or more of a pre-set path and a
        path to one or more pre-set locations. A method for automated inspection
        of a surface, the method comprising: placing a self-propelled, steerable
        carriage on the surface, the carriage having a camera positioned to view
        an object on the surface, and at least one of a sensor capable of
        detecting a defect in the surface, a tool for treating the defect, and a
        sensor for inspecting a repair of the defect; receiving image data from
        the camera; and communicating with and selectively actuating the at
        least one of the sensor capable of detecting a defect in the surface,
        the tool for treating the defect, and the sensor for inspecting a repair
        of the defect, and controlling the carriage to move on the surface along
        one or more of a pre-set path and a path to one or more pre-set
        locations. The method of claim 13, wherein controlling the carriage to
        move on the surface to the one or more pre-set locations thereon
        includes one or more of accessing a table containing the one or more
        pre-set locations stored in a database, actuating the carriage to follow
        a metal foil grid on the surface interconnecting the one or more pre-set
        locations, and remotely steering the carriage on the surface using the
        camera. The method of claim 13 or 14, wherein selectively actuating the
        at least one of the sensor capable of detecting a defect in the surface,
        the tool for treating the defect, and the sensor for inspecting a repair
        of the defect includes selectively actuating at least one ofa rotating,
        semi-rigid plastic router adapted to remove a dielectric top from the
        surface;a pen marker and a sticker dispenser for marking a dielectric
        top for one of repair and removal; -->a dispenser for at least one of
        dielectric material, paint to cover dielectric material, and an appliqué
        configured to be placed over the dielectric material;a computer control
        to record a location of the defect in the surface in a database;a
        suction device for fixing the carriage to the surface;a crack depth
        sensor utilizing at least one of Fourier transform infrared, Raman
        spectroscopy, ultraviolet fluorescence, laser fluorescence, and forced
        diffusion thermography to determine a depth of a crack in the surface;an
        applicator to apply at least one of acetone and methyl ethyl ketone
        (MEK) to prepare the surface for repair of the defect;a thermal imaging
        camera that utilizes infra-red thermography (IRT) to detect internal
        voids;a sensor using a microwave thickness gauge to determine whether a
        thickness of paint applied to the defect is sufficient;a sensor using an
        ultrasonic thickness gauge to determine whether the thickness of the
        paint applied to the defect is sufficient;a high-resolution camera for
        optical imaging to verify full coverage of dielectric material applied
        to the defect;a magneto-optical imaging device used as a full-field
        imaging method of mesh surrounding the defect; andan eddy current array.
  - source_sentence: >-
      query: MOTORCYCLE TYRE It is described a tyre for motorcycle wheels,
      particularly for agile motorcycles and/or scooters. The tyre has a low
      void-to-rubber ratio in the central annular portion of the tread band
      across the equatorial plane, grooves having a significant length extending
      at an angle away from the equatorial plane, and a plurality of recesses
      with limited plan dimensions, substantially isolated from the remaining
      "voids" of the tread band, and distributed substantially uniformly with a
      linear density suitable for not reducing the stiffness of the tread band.
      Motorcycle tyre (1), comprising an equatorial plane (X-X) and a tread band
      (8), characterized in that: - said tread band (8) comprises a central
      annular portion (A1) located across the equatorial plane (X-X) and two
      lateral annular portions (A2, A3) opposed to each other relative to the
      central annular portion (A1); - the central annular portion (A1) extending
      in an axial direction over a width smaller than 20% of the width L of the
      tread band (8); - the tread band (8) has a void-to-rubber ratio equal to
      or greater than 10%, preferably equal to or greater than 12%; - the tread
      band (8) comprises a plurality of pairs of primary grooves (18, 18') and a
      plurality of secondary recesses (17); - the pairs of primary grooves (18,
      18') are repeated along a direction of circumferential development of the
      tyre; - the primary grooves (18, 18') of each pair are mutually oppositely
      inclined relative to the equatorial plane (X-X) of the tyre; - the primary
      grooves (18, 18') have a length equal to or greater than 30% of the width
      L of the tread band (8); - each secondary recess (17) has a maximum length
      D1 and a maximum width D2 such that D1/D2 ≤ 2 and the maximum length D1 is
      smaller than or equal to 10 mm; - each secondary recess (17) is isolated;
      - the plurality of secondary recesses (17) extends at least mainly in the
      lateral annular portions (A2, A3), - the plurality of secondary recesses
      (17) is distributed in the tread band (8) with a linear density equal to
      or higher than two recesses per decimeter of the circumferential
      development of the tread band (8); - the tread band (8) further comprises
      at least one third, substantially transverse, groove (20) located in the
      central annular portion (A1). Tyre (1) according to claim 1, characterized
      in that said plurality of secondary recesses (17) is distributed so that
      each surface having a width equal to the width of the tread band (8) and a
      length equal to one decimeter comprises at least two secondary -->
      recesses (17). Tyre (1) according to claim 1, characterized in that the
      plurality of secondary recesses (17) is distributed in the tread band (8)
      with a linear density equal to or lower than 20 recesses per decimeter of
      the circumferential development of the tread band (8). Tyre (1) according
      to any one of the previous claims 1 to 3, characterized in that said
      maximum length D1 is substantially equal to 1.5 times said maximum width
      D2. Tyre (1) according to any one of the previous claims 1 to 3,
      characterized in that the maximum length D1 and the maximum width D2 are
      substantially the same. Tyre (1) according to any one of the previous
      claims 1 to 5, characterized in that said secondary recesses (17) have a
      substantially circular plan section. Tyre according to any one of the
      previous claims 1 to 6, characterized in that each secondary recess (17)
      has a minimum distance from the closest secondary recess (17) greater than
      15 mm. Tyre according to any one of the previous claims 1 to 7,
      characterized in that each secondary recess (17) has a minimum distance
      from the closest secondary recess (17) smaller than 90 mm. Tyre according
      to any one of the previous claims 1 to 8, characterized in that the number
      of secondary recesses (17) formed in the tread band (8) is greater than
      twenty, preferably greater than thirty. Tyre according to any one of the
      previous claims 1 to 8, characterized in that the number of secondary
      recesses (17) formed in the tread band (8) is smaller than three hundred
      and fifty. Tyre (1) according to any one of claims 1 to 10, characterized
      in that the primary grooves (18, 18') are arranged so as to move away from
      the equatorial plane (X-X) according to an extension direction having, at
      least over a portion thereof closer to the equatorial plane (X-X), an
      inclination angle (α) relative to the equatorial plane (X-X) smaller than
      60°. Tyre (1) according to claim 1, characterized in that said tread band
      (8) has a plurality of sipes (19). Tyre (1) according to claim 12,
      characterized in that said sipes (19) are arranged so as to alternate with
      the primary grooves (18, 18') in the circumferential direction. Tyre (1)
      according to claim 12 or 13, characterized in that said sipes (19) do not
      --> have intersection points with the primary grooves (18, 18'). Tyre (1)
      according to any one of claims 12 to 14, characterized in that said sipes
      (19) are located only in said lateral annular portions (A2; A3). Tyre (1)
      according to any one of claims 12 to 15, characterized in that said sipes
      (19) have a length smaller than or equal to 15% of the width L of the
      tread band (8). Tyre (1) according to any one of claims 12 to 16,
      characterized in that said sipes (19) have a length greater than or equal
      to 3% of the width L of the tread band (8). Tyre (1) according to any one
      of claims 12 to 17, characterized in that said sipes (19) comprise at
      least one portion having an extension direction parallel to the extension
      direction of the primary grooves (18). Tyre (1) according to any one of
      claims 12 to 18, characterized in that the third grooves (20) have a
      length smaller than or equal to 15% of the width (L) of the tread band
      (8). Tyre (1) according to any one of claims 12 to 19, characterized in
      that the third grooves (20) extend only in the central annular portion
      (A1). Tyre (1) according to any one of the previous claims 1 to 20,
      characterized in that said third grooves (20) are inclined so as to form
      an angle (β) of between 60° and 90° relative to the equatorial plane. Tyre
      (1) according to any one of claims 1 to 21, characterized in that said
      third grooves (20) do not have intersection points with said secondary
      recesses (17) and said sipes (19). Tyre (1) according to any one of the
      previous claims 1 to 22, characterized in that the central annular portion
      (A1) has a void-to-rubber ratio equal to or smaller than 5%.
    sentences:
      - >-
        passage: Conferencing system with catch-up features and method of using
        same A conferencing system and method that allows participants to review
        recorded conference information and to join the conference live are
        disclosed. Exemplary systems and methods continuously record or buffer
        at least a portion of a conference, such that participants joining late
        or that otherwise miss a portion of the conference can review a
        recording of the portion of the conference and catch up to the live
        portion of the conference. A conferencing system having a catch-up
        feature, the system comprising: a network; a plurality of participant
        devices in communication with the network; a conferencing system in
        communication with the plurality of participant devices to connect the
        plurality of participant devices to a conference; and one or more
        recording databases, in communication with the network, for recording
        the conference, The conferencing system having a catch-up feature of
        claim 1, wherein the conference is an audio conference or alternatively
        wherein the conference is a videoconference. The conferencing system
        having a catch-up feature of claim 1 or claim 2, wherein a first
        participant device transmits a request for one or more other participant
        devices to join a live mode of the conference. The conferencing system
        having a catch-up feature of any preceding claim, wherein the plurality
        of participant devices comprises the one or more recording databases.
        The conferencing system having a catch-up feature of any preceding
        claim, wherein the one or more recording databases are remote from the
        plurality of participant devices. The conferencing system having a
        catch-up feature of any preceding claim, wherein the graphical user
        interface further displays conference information selected from one or
        more of the group consisting of topic, speakers, active speaker,
        importance, and keywords. --> The conferencing system having a catch-up
        feature of any preceding claim, wherein at least one of the plurality of
        participant devices includes a graphical user interface that allows a
        participant to view information relating to the conference and catch up
        to a live mode of the conference by bypassing portions of information.
        The conferencing system having a catch-up feature of any preceding
        claim, wherein the one or more recording databases comprise conference
        information indicated as important. The conferencing system having a
        catch-up feature of claim 8, wherein, when reviewing conference
        information on the one or more recording databases, a participant is not
        allowed to bypass the conference information indicated as important. The
        conferencing system having a catch-up feature of any preceding claim,
        wherein a speed of playback in a catch-up mode is determined by an
        amount of time to catch up or a confidence of an importance of portions
        of the recorded conference. A conferencing system having a catch-up
        feature, the system comprising: a network; a plurality of participant
        devices in communication with the network; a conferencing system in
        communication with the plurality of participant devices to connect the
        plurality of participant devices to a conference; and one or more
        recording databases, in communication with the network, for recording
        the conference, wherein at least one of the plurality of participant
        devices includes a graphical user interface that allows a participant to
        view information relating to the conference and catch up to a live mode
        of the conference by bypassing portions of information. A conferencing
        system having a catch-up feature, the system comprising: a network; a
        plurality of participant devices in communication with the network; a
        conferencing system in communication with the plurality of participant
        devices to connect the plurality of participant devices to a conference;
        and one or more recording databases, in communication with the network,
        for recording the conference, --> wherein the one or more recording
        databases comprise conference information indicated as important. The
        conferencing system having a catch-up feature of claim 12, wherein, when
        reviewing conference information on the one or more recording databases,
        a participant is not allowed to bypass the conference information
        indicated as important. The conferencing system having a catch-up
        feature of claim 12 or claim 13, wherein a speed of playback in a
        catch-up mode is determined by an amount of time to catch up or a
        confidence of an importance of portions of the recorded conference. The
        conferencing system having a catch-up feature of any of claims 12 to 14,
        wherein at least one of the plurality of participant devices includes a
        graphical user interface that indicates a status of one or more other
        participants to show whether the one or more other participants are
        participating in a live more or a catch-up mode to the conference.
      - >-
        passage: Pneumatic tire A pneumatic tire (1) comprises a tread portion
        provided with a plurality of tread grooves (3) defining a tread pattern;
        the tread pattern is formed by arranging a pattern unit (4) repeatedly
        in the tire circumferential direction; the number of the
        repeatedly-arranged pattern units (4) around the tire is 10 to 20; the
        pattern unit comprises a plurality of blind holes (12) opened at the
        tread surface; and the number of the blind holes (12) per pattern unit
        is 2 to 18. A pneumatic tire comprising: a tread portion provided with a
        plurality of tread grooves defining a tread pattern, the tread pattern
        formed by arranging a pattern unit repeatedly in the tire
        circumferential direction, said pattern unit comprising a plurality of
        blind holes opened at the tread surface, wherein the number of said
        plurality of blind holes is 2 to 18, and the number of the
        repeatedly-arranged pattern units around the tire is 10 to 20. The
        pneumatic tire according to claim 1, whereinthe tread portion is
        provided with no independent tread element. The pneumatic tire according
        to claim 1 or 2, whereinthe blind holes are disposed in at least a crown
        region and a pair of shoulder regions, whereinthe crown region is
        defined as centered on the tire equator and having a width of 1/3 times
        the tread width TW, andthe shoulder region is defined as extending
        towards the tire equator from the tread edge by a width of 1/6 times the
        tread width TW, and -->with respect to the configuration of the blind
        hole, the blind holes in the crown region are different from the blind
        holes in the shoulder region. The pneumatic tire according to claim 1 or
        2, whereinthe blind holes are deeper in the crown region than the
        shoulder regions. The pneumatic tire according to claim 1 or 2
        whereinthe center lines of the blind holes are inclined with respect to
        a normal line to the tread surface. The pneumatic tire according to
        claim 3, whereinwhen viewed from above the blind hole perpendicularly to
        the tread surface,the center line of the blind hole disposed in the
        crown region extends at an angle α of not more than 30 degrees with
        respect to the tire circumferential direction, andthe center line of the
        blind hole disposed in the shoulder region extends at an angle β of not
        more than 30 degrees with respect to the tire axial direction. The
        pneumatic tire according to claim 3, whereinthe blind hole has a bottom
        surface and a sidewall surface extending from the bottom surface to the
        tread surface, -->the blind hole disposed in the crown region has a
        ratio Sc1/Sc2 of the area Sc1 of the opening at the tread surface to the
        area Sc2 of the bottom face which is 1.1 to 3.0, andthe blind hole
        disposed in the shoulder region has a ratio Ss1/Ss2 of the area Ss1 of
        the opening at the tread surface to the area ss2 of the bottom face
        which is 1.0 to 2.5, and the ratio Ss1/Ss2 is less than the ratio
        Sc1/Sc2.
      - >-
        passage: AIRPLANE CABIN PANORAMIC VIEW SYSTEM A system and method for
        displaying on a display inside of an aircraft a panoramic view of a view
        outside the aircraft. The system includes a window plug (10) configured
        to fit into a window (2) of an aircraft. The window plug includes a
        camera (20) positioned to capture video outside of the aircraft and a
        display (30) positioned over the window plug. The camera and display are
        connected to a processor (40) to display the captured video on the
        display. The system may include a control panel (50) that controls the
        operation of the camera and display. A device(60) may be used to control
        pan and zoom features of the camera. A plurality of cameras may be
        connected to the processor, which may combine the captured videos from
        the plurality of cameras to display a single panoramic video on a single
        display or a plurality of displays. The combined video may be a 3D
        video. An apparatus comprising: a first window plug configured to fit in
        a first window of an aircraft; a first camera positioned within the
        first window plug, the first camera positioned to capture video of a
        first area outside the aircraft; a flat panel display; a processor, the
        first camera communicating with the processor as an input and the
        processor communicating with the flat panel display as an output; and a
        control panel communicating with the processor, the control panel
        configured to control operation of the flat panel display; wherein the
        control panel can cause the flat panel display to display the captured
        video of the first area outside the aircraft by the first camera. The
        apparatus of claim 1, wherein the control panel can cause the flat panel
        display to display a video other than the captured video of the first
        area outside the aircraft. The apparatus of claim 1 or claim 2, further
        comprising: a second window plug configured to fit in a second window of
        the aircraft; a second camera positioned within the second window plug,
        the second camera positioned to capture video of a second area outside
        the aircraft; the second camera communicating with the processor as an
        input; wherein the control panel can cause the flat panel display to
        display the --> captured video of the first area outside the aircraft by
        the first camera and to display the captured video of the second area
        outside the aircraft by the second camera. The apparatus of claim 3,
        wherein the processor is configured to combine the captured video of the
        first area and the captured video of the second area to display a single
        video on the flat panel display. The apparatus of claim 4, wherein the
        single video on the flat panel display is a 3D video. The apparatus of
        any of claim 3 to claim 5, wherein the flat panel display covers both
        the first window plug and the second window plug. The apparatus of any
        preceding claim, further comprising a user control device, the user
        control device is configured to control a zoom function and a pan
        function on the first camera. A system comprising: an aircraft having a
        cabin with a plurality of windows; a processor; a first display, the
        first display being an output to the processor; one or more first window
        plugs each including a camera, each one or more first window plugs being
        positioned within a window of the cabin to capture --> video of an
        outside area of the aircraft, each camera being an input to the
        processor; and a control panel connected to the processor, the control
        panel configured to control operation of the first display; wherein the
        control panel is configured to control the display on the first display
        of the captured video by the one or more cameras of the one or more
        first window plugs. The system of claim 8, wherein the first display
        generates a 3D video from captured video from at least two cameras from
        the one or more first window plugs. The system of claim 8 or claim 9,
        further comprising: a second display, the second display being an output
        to the processor; and one or more second window plugs each including a
        camera, each one or more second window plugs being positioned within a
        window of the cabin to capture video of an outside area of the aircraft,
        each camera being an input to the processor; wherein the control panel
        is configured to control operation of the second display; wherein the
        control panel is configured to control the display on the second display
        the captured video by the one or more cameras of the one or more second
        window plugs. The system of claim 10, wherein the first display is
        positioned adjacent to the second display. The system of claim 10 or
        claim 11, wherein the first display and the second display form a single
        viewing area. The system of any of claim 10 to claim 12, wherein the
        processor is configured to combine the captured video by the one or more
        cameras of the one or more first window plugs with the captured video by
        the one or more cameras of the one or more second window plugs to
        display a combined single video on the first and second displays. A
        method of creating a panoramic view in an aircraft cabin comprising:
        positioning a first window plug within a first window of an aircraft
        cabin, the first window plug comprising a first camera; connecting the
        first camera as an input to a processor; positioning a first display
        over the first window plug within the aircraft cabin; and connecting the
        first display as an output to the processor, displaying a captured video
        of a first area outside the aircraft by the first camera on the first
        display within the aircraft cabin, and, The method of claim 14, further
        comprising: positioning a second window plug within a second window of
        the aircraft cabin, the second window plug comprising a second camera;
        connecting the second camera as an input to the processor, wherein the
        first display is positioned over both the first and second window plugs;
        combining the captured video of the first area outside the aircraft by
        the first camera with a captured video of a second area outside the
        aircraft by the second camera; and displaying the combined captured
        videos from the first and second cameras as a single video on the first
        display.
  - source_sentence: >-
      query: PRESSURE CUFF OR GARMENT A pressure cuff or garment (10) for
      prophylactic treatment of deep vein thrombosis includes a series of three
      chambers (24-28) arranged in series and coupled fluidically to one another
      by bleed tubes or chokes (32, 34). The chambers (24-28) are of curved
      shape so as to overlap one another. The cuff or garment (24-28) provides
      more effective pulsating pressure treatment than prior art structures. An
      inflatable garment (10) for application to a patient, the garment having a
      tubular or part tubular shape in use with a longitudinal dimension, the
      garment (10) including an inflation device provided with first (24) and
      second (26) inflatable chambers disposed side by side and separated from
      one another by a first separation wall, which first separation wall is
      curved so as to lie in different longitudinal positions around the tubular
      form of the garment, whereby the first (24) and second (26) chambers
      overlap in the longitudinal direction when the garment (10) has said
      tubular or part tubular form, including a choke (32) connecting adjacent
      chambers to one another, the or each choke (32, 34) having predetermined
      dimensions. An inflatable garment (10) according to claim 1, wherein the
      separation wall has a curved shape also when the garment (10) is in a flat
      condition. An inflatable garment (10) according to claim 1 or 2, including
      at least one third chamber (28) disposed side by side with the second
      chamber (26), the second (26) and third (28) chambers being separated from
      one another by a second separation wall, which second separation wall is
      curved so as to lie in different longitudinal positions around the tubular
      form of the garment (10), whereby the second (26) and third (28) chambers
      overlap in the longitudinal direction when the garment (10) has said
      tubular or part tubular form. An inflatable garment (10) according to
      claim 3, wherein the at least one third chamber (28) has a vent to
      atmosphere. An inflatable garment (10) according to any preceding claim,
      wherein the or each choke (32, 34) is in the form of a connecting tube. An
      inflatable garment (10) according to any preceding claim, wherein where
      the inflation device has a plurality of chokes (32, 34), said chokes (32,
      34) have the same predetermined dimensions. An inflatable garment (10)
      according to any preceding claim, wherein the choke or chokes (32, 34) are
      sized to provide a different rate of inflation and deflation to the
      chambers (24, 26, 28). An inflatable garment (10) according to any
      preceding claim, wherein the or each choke (32, 34) has a length of about
      40 mm and an internal bore diameter of about 0.8 mm. An inflatable garment
      (10) according to any preceding claim, wherein there are provided at least
      three chambers (24, 26, 28) arranged in series. An inflatable garment (10)
      according to any preceding claim, wherein the first chamber (24) is larger
      than the second (26) and any further chamber (28). --> An inflatable
      garment (10) according to any preceding claim, wherein the chambers (24,
      26, 28) are arranged fluidically in parallel. An inflatable garment (10)
      according to any preceding claim, wherein the garment (10) is a lower leg
      garment. An inflatable garment (10) according to any preceding claim,
      wherein the garment (10) is a deep vein thrombosis (DVT) garment. An
      inflatable garment (10) according to any preceding claim, wherein the
      first chamber (24) is configured to be provided with a higher pressure
      than the second chamber (26). An inflatable garment (10) according to any
      preceding claim, wherein the first chamber is configured for a pressure of
      45 mm Hg.
    sentences:
      - >-
        passage: Compression Garment Apparatus Having Support Bladder A
        compression garment apparatus includes a compression garment and a
        pressurizer. The pressurizer intermittently pressurizes a therapeutic
        bladder on the compression garment and pressurizes a support bladder on
        the compression garment to enhance the fit of the compression garment
        and maintain the therapeutic bladder in position with respect to a
        target compression zone on a body part on which the garment is worn. The
        support bladder may be selectively pressurized when needed based at
        least in part on sensed physical characteristics. A compression garment
        apparatus comprising: a compression garment including an inflatable
        therapeutic bladder and an inflatable support bladder, the compression
        garment being selectively positionable on a body part so the therapeutic
        bladder covers a target compression zone on the body part, the
        therapeutic bladder being sized and shaped for covering the target
        compression zone on the body part, and the support bladder being
        connected to the therapeutic bladder for holding the therapeutic bladder
        in position with respect to the target compression zone; and a
        pressurizer operatively connectable to the therapeutic bladder and the
        support bladder for selectively pressurizing the bladders by increasing
        gas pressure within the bladders, the pressurizer selectively
        pressurizing the support bladder to hold the therapeutic bladder in
        position and cyclically pressurizing the therapeutic bladder to provide
        intermittent compression therapy to the target compression zone on the
        body part. A compression garment apparatus as set forth in claim 1
        further comprising: a sensor for sensing and generating signals
        representative of at least one physical characteristic selected from a
        group of characteristics consisting of an orientation of the body part,
        a motion of the body part, an acceleration of the body part, a motion of
        the garment relative to the target compression zone, a pressure in the
        therapeutic bladder, a pressure in the support bladder, a gas volume in
        the therapeutic bladder, and a gas volume in the support bladder; and a
        controller operatively connected to the sensor, the controller
        cyclically directing pressurized gas to the therapeutic bladder to
        provide intermittent compression therapy to the target compression zone
        on the body part and directing pressurized gas to the support bladder in
        response to signals received from the sensor representing the physical
        characteristic to maintain the therapeutic bladder in position with
        respect to the target compression zone. A compression garment apparatus
        as set forth in claim 2, wherein the controller directs pressurized gas
        to the support bladder in response to a signal --> received from the
        sensor indicating the orientation of the body part is outside a
        predetermined orientation range. A compression garment apparatus as set
        forth in claims 2 or 3, wherein the controller decreases gas pressure in
        the support bladder by venting gas from the support bladder in response
        to a signal received from the sensor representing the orientation of the
        body part being recumbent. A compression garment apparatus as set forth
        in any one of claims 2-4, wherein the controller directs pressurized gas
        to the support bladder in response to a signal received from the sensor
        indicating the acceleration of the body part is outside a predetermined
        acceleration range. A compression garment apparatus as set forth in any
        one of claims 2-5, wherein the controller prevents gas pressure in the
        support bladder from exceeding a pressure at which the support bladder
        is generally compliant to movement of the body part. The compression
        garment apparatus of any one of claims 2-6, wherein: the inflatable
        therapeutic bladder consists of three separate therapeutic bladders
        arranged in sequence on the compression garment; and the controller
        sequentially directs pressurized gas to each therapeutic bladder to
        provide intermittent compression therapy to the target compression zone
        on the body part to peristaltically enhance flow of bodily fluids in the
        body part. A compression garment apparatus as set forth in any one of
        claims 1-7, wherein the support bladder is positioned relative to the
        therapeutic bladder and sized and shaped to extend at least one of
        longitudinally along the body part and circumferentially around the body
        part when the therapeutic bladder is in position covering the target
        compression zone on the body part. --> A compression garment apparatus
        as set forth in any one of claims 1-8, wherein the therapeutic bladder
        comprises a plurality of separate therapeutic bladders for sequentially
        providing pressure to the target compression zone on the body part. A
        method of providing compression therapy to a target compression zone of
        a body part of a human comprising: covering the target compression zone
        of the body part with a compression garment having an inflatable
        therapeutic bladder and an inflatable support bladder; sensing at least
        one characteristic selected from a group of characteristics consisting
        of an orientation of the body part, a motion of the body part, an
        acceleration of the body part, a motion of the garment relative to the
        target compression zone, a pressure in the therapeutic bladder, a
        pressure in the support bladder, a gas volume in the therapeutic
        bladder, and a gas volume in the support bladder; pressurizing the
        support bladder in response to the sensed characteristic to maintain the
        therapeutic bladder in position with respect to the target compression
        zone; and cyclically pressurizing the therapeutic bladder to provide
        intermittent compression therapy to the target compression zone of the
        body part. A method as set forth in claim 10, wherein the body part is a
        leg and the support bladder is pressurized in response to sensing the
        orientation of the leg being generally upright. A method as set forth in
        claims 10 or 11, wherein the body part is a leg and the support bladder
        is pressurized in response to sensed motion of the leg indicating the
        human is ambulating. A method as set forth in any one of claims 10-12,
        further comprising reducing pressure in the support bladder in response
        to sensing the orientation of the body part being outside a
        predetermined orientation range. --> A method as set forth in any one of
        claims 10-13, wherein the support bladder is pressurized in response to
        the acceleration of the body part being outside a predetermined
        acceleration range. A method as set forth in any one of claims 10-14,
        further comprising preventing pressure in the support bladder from
        exceeding a pressure at which the support bladder is generally compliant
        to movement of the body part.
      - >-
        passage: GAS TURBINE ENGINE FRAME ASSEMBLY A gas turbine engine is
        provided including a shaft coupling a compressor of a compressor section
        to a turbine of a turbine section. An aft bearing assembly, including at
        least two bearings, is positioned at least partially in an aft sump
        (130) and supports the shaft within the turbine section. The aft sump
        (130) is configured to receive lubrication oil from a lubrication oil
        supply extending through at least a portion of a turbine center frame
        (136) of the turbine section, and provide such lubrication to the at
        least two bearings of the aft bearing assembly. A gas turbine engine
        comprising: a compressor section including one or more compressors; a
        turbine section located downstream of the compressor section, the
        turbine section including one or more turbines, a turbine center frame
        (136), and a turbine rear frame (138); a shaft mechanically coupling at
        least one of the one or more compressors of the compressor section to at
        least one of the one or more turbines of the turbine section; and an aft
        bearing assembly including at least two bearings positioned in an aft
        sump (130) and supporting the shaft in the turbine section, the aft sump
        (130) configured to receive lubrication oil from a lubrication oil
        supply extending through at least a portion of the turbine center frame
        (136) and provide such lubrication oil to the at least two bearings of
        the aft bearing assembly. The gas turbine engine of claim 1, wherein a
        scavenge line (139) extends from a scavenge pump at least partially
        through the turbine center frame (136) to the aft sump (130) for
        scavenging lubrication oil from within the aft sump (130). The gas
        turbine engine of claim 1 or claim 2, wherein the turbine rear frame
        (138) is configured as a dry turbine rear frame (138) having no
        lubrication oil supply lines or lubrication oil scavenge lines extending
        therethrough The gas turbine engine of any preceding claim, wherein the
        one or more compressors of the compressor section includes a low
        pressure compressor (22), wherein the one or more turbines of the
        turbine section includes a low pressure turbine (30), and wherein the
        shaft is a low pressure shaft (36) mechanically coupling the low
        pressure compressor (22) to the low pressure turbine (30). The gas
        turbine engine of any preceding claim, wherein the aft bearing assembly
        includes a first low pressure turbine bearing (132) and a second low -->
        pressure turbine bearing (134), wherein the first low pressure turbine
        bearing (132) is positioned forward of a connection member (128)
        extending between the low pressure turbine (30) and the low pressure
        shaft (36), and wherein the second low pressure turbine bearing (134) is
        positioned aft of the connection member (128) extending between the low
        pressure turbine (30) and the low pressure shaft (36). The gas turbine
        engine of any preceding claim, wherein the gas turbine engine defines a
        longitudinal centerline and a radial direction, wherein the aft sump
        (130) includes an outer wall (146) along the radial direction, and
        wherein the outer wall (146) of the aft sump (130) slopes towards the
        longitudinal centerline at an aft end of the outer wall (146). The gas
        turbine engine of any preceding claim, wherein the aft sump defines a
        sump outlet fluidly connected to a scavenge pump, wherein the sump
        outlet is positioned proximate to a forward end of the outer wall. The
        gas turbine engine of any preceding claim, wherein the aft sump (130)
        defines an opening (140) for receiving lubrication oil from the
        lubrication oil supply. The gas turbine engine of any preceding claim,
        further comprisingan inducer positioned proximate to the opening defined
        by the aft sump for spraying lubrication oil flowing through the opening
        onto at least a portion of the aft bearing assembly. The gas turbine
        engine of any preceding claim, wherein the inducer is a rotating paddle
        inducer. The gas turbine engine of any preceding claim, further
        comprisinga forward bearing assembly positioned at least partially
        within a forward sump (118) for supporting the shaft within the
        compressor section, wherein the forward bearing assembly includes a
        first bearing (98) spaced from a second bearing (100), wherein the first
        bearing (98) is a ball bearing, wherein the second bearing (100) is a
        --> roller bearing, and wherein the first bearing (98) is positioned
        forward of the second bearing (100). The gas turbine engine of any
        preceding claim, wherein the first bearing includes a squeeze film
        dampener to increase dynamic stability. The gas turbine engine of any
        preceding claim, wherein the first and second bearings (98, 100) of the
        forward bearing assembly support the shaft relative to a low pressure
        compressor bearing support cone (102), and wherein the low pressure
        compressor bearing support cone (102) is attached to a fan frame of the
        gas turbine engine (86). The gas turbine engine of any preceding claim,
        wherein the one or more compressors of the compressor section includes a
        low pressure compressor (22), wherein the shaft is a low pressure shaft
        (36) mechanically coupled to the low pressure compressor (22), and
        wherein the low pressure compressor (22) includes one or more stages of
        rotatable blades attached to an LP compressor disk drum (106). A gas
        turbine engine comprising: a compressor section including a low pressure
        compressor; a turbine section located downstream of the compressor
        section and including a low pressure turbine, a turbine center frame
        having at least a portion positioned forward of the low pressure
        turbine, and a turbine rear frame having at least a portion positioned
        aft of the low pressure turbine; a low pressure shaft mechanically
        coupling the low pressure compressor to the low pressure turbine; and an
        aft bearing assembly positioned at least partially within an aft sump,
        the aft bearing assembly positioned within the turbine section and
        comprised of a first bearing and a second bearing, the first and second
        bearings of the aft bearing assembly configured to receive lubrication
        oil from a lubrication oil supply extending --> through at least a
        portion of the turbine center frame.
      - >-
        passage: Lubricant scoop A lubricant scoop (10) is disclosed herein. The
        lubricant scoop (10) comprises an annular body (12) encircling a central
        axis (14). The annular body (12) is operable to rotate about the central
        axis (14) in a first direction. The lubricant scoop (10) also comprises
        a plurality of lubricant passageways (20) defined in the annular body
        (12). Each of the plurality of passageways (20) extends radially inward
        toward the central axis (14) from respective entry ports to respective
        exit ports (24). The lubricant scoop also comprises an entry plenum (26)
        defined in the annular body (12). The entry plenum (26) is upstream of
        and fluidly communicates with each of the plurality of passageways (20).
        The entry plenum (26) has an upstream opening operable to receive
        lubricant from a lubricant spray nozzle (30). A lubricant scoop
        comprising: an annular body encircling a central axis and operable to
        rotate about said central axis in a first direction; and a plurality of
        lubricant passageways defined in said annular body and extending
        radially inward toward said central axis from respective entry ports to
        respective exit ports; and an entry plenum defined in said annular body
        upstream of and fluidly communicating with each of said plurality of
        passageways, said entry plenum having an upstream opening operable to
        receive lubricant from a lubricant spray nozzle. The lubricant scoop of
        claim 1 wherein said upstream opening extends 360 degrees about said
        central axis. The lubricant scoop of claim 1 wherein said upstream
        opening is transverse to said central axis. The lubricant scoop of claim
        1 wherein said annular body includes: a first ring centered on said
        central axis; a second ring concentric with and spaced radially inward
        from said first ring; and a plurality of vanes each extending radially
        between said first and second rings and extending axially along said
        central axis between respective leading edges and respective trailing
        edges, wherein said entry plenum extends radially between said first and
        second rings and axially along said central axis between said upstream
        opening and said leading edges of said plurality of vanes. The lubricant
        scoop of claim 4 wherein each of said vanes includes a surface at least
        partially such that said leading edges and said trailing edges of each
        of said plurality vanes are circumferentially spaced from one another.
        --> The lubricant scoop of claim 1 wherein at least one of said
        plurality of passageways narrows both radially and circumferentially
        along said central axis between said respective entry port and said
        respective exit port. The lubricant scoop of claim 1 wherein at least
        one of said plurality of passageways includes: a radially-outermost
        surface being at least partially convex to said central axis and having
        a first radius of curvature; and a first side surface adjacent to said
        radially-outermost surface, said first side surface being at least
        partially concave and facing said first direction of rotation, said
        first side surface having a second radius of curvature smaller than said
        first radius of curvature. The lubricant scoop of claim 7 wherein said
        first side surface is transverse to said central axis at said respective
        entry port and substantially tangent with said central axis at said
        respective exit port. The lubricant scoop of claim 7 wherein at least
        one of said plurality of passageways includes: a radially-innermost
        surface being at least partially convex to said central axis having a
        third radius of curvature smaller than said first radius of curvature.
        The lubricant scoop of claim 1 further comprising: an exhaust plenum
        defined in said annular body downstream of and fluidly communicating
        with each of said plurality of passageways, said exhaust plenum having a
        downstream opening permitting lubricant to escape from said annular
        body. The lubricant scoop of claim 10 wherein said exhaust plenum
        further comprises: an annular notch facing said central axis and having
        a first side wall positioned adjacent to said exit ports of said
        plurality of passageways and second side wall opposite said first side
        wall, wherein said second side wall is shorter than said first side
        wall. The lubricant scoop of claim 10 wherein: at least one of said
        plurality of passageways includes a first radially-innermost surface
        being at least partially convex to said central axis; and said exhaust
        plenum includes a second radially-innermost surface being at least
        partially convex to said central axis and abutting said first
        radially-innermost surface along said central axis, wherein said second
        radially-innermost surface and said first radially-innermost surface
        have at least one of different radii of curvature and different centers
        of curvature such that a lip is defined between said first and second
        radially-innermost surfaces. A method for distributing lubricant in a
        sump housing comprising the steps of: spraying lubricant in a first
        direction across an open space between a lubricant nozzle and a
        lubricant scoop rotating about an axis of rotation; and orienting the
        lubricant nozzle and the lubricant scoop such that the first direction
        across the open space is at least partially along the axis of rotation.
        The method of claim 13 further comprising the step of: applying the
        axial momentum of the lubricant generated by said spraying step to move
        the lubricant through the lubricant scoop. The method of claim 13
        further comprising the step of: continuously collecting lubricant with
        the lubricant scoop through an opening extending 360 degrees around the
        axis of rotation. The method of claim 13 further comprising the step of:
        collecting lubricant to a circumferentially uniform pool height in a
        circumferential groove defined in the lubricant scoop. A turbine engine
        comprising: a shaft operable to rotate about an axis in a first angular
        direction; --> a component mounted to rotate with said shaft; a
        lubricant scoop mounted to rotate with said shaft and adjacent to said
        component, said lubricant scoop including at least one vane being
        airfoil-shaped in radial cross-section with a leading edge and a
        trailing edge and a concave surface facing said first angular direction;
        and a lubricant nozzle oriented to direct lubricant in a first
        rectilinear direction, wherein said first rectilinear direction is
        intermittently tangent to said concave surface at said leading edge as
        said lubricant scoop rotates about said axis of rotation. The turbine
        engine of claim 17 wherein said concave surface is substantially
        parallel to said axis of rotation at said trailing edge. The turbine
        engine of claim 18 wherein said lubricant scoop further comprises: a
        first ring centered on said axis of rotation; and a second ring
        concentric with and spaced radially inward from said first ring, wherein
        said at least one vane interconnects said first and second rings and an
        entry plenum with an upstream opening is defined between said first and
        second rings upstream of said leading edge such that lubricant passes
        through said entry plenum prior to contacting said at least one vane.
        The turbine engine of claim 19 wherein said upstream opening extends 360
        degrees around said axis of rotation.
  - source_sentence: >-
      query: LOCAL DECISION MAKING The present disclosure relates to the use of
      cryptographic techniques to facilitate local decision making at a gateway
      device interfacing between an operator device and edge devices, for
      example as can be found in Internet of Things infrastructures. Local
      decision making is facilitated in the context of end to end encryption of
      data between the edge device and operator device by enabling a function of
      the data to be computed without decrypting the data, for example using
      Functional Encryption (FE). Examples of edge devices are video
      surveillance cameras or utility consumption meters but the present
      disclosure is applicable to any other kind of edge device that produces
      data to be transmitted with end to end encryption. The disclosure is also
      not limited to IoT infrastructures. A method of local decision making in a
      communications system comprising an operator device in communication with
      a plurality of gateway devices and a plurality of edge devices in
      communication with each gateway device, the method comprising: receiving
      encrypted data at a gateway device from an edge device for transmission to
      the operator device, wherein the encrypted data is encrypted with a public
      key such that it can be decrypted with a corresponding private key and a
      function of the data can be computed without the private key, wherein the
      gateway device does not have access to the private key; applying, at the
      gateway device, an operator to the encrypted data to compute a value of a
      function of the input data without decrypting the encrypted data;
      determining, at the gateway device, an action to be taken based on the
      value; and taking the determined action. A method according to claim 1,
      wherein determining the action comprises deciding whether or how to
      transmit the encrypted input data to the operator and taking the
      determined action comprises transmitting or not transmitting the encrypted
      input data to the operator device based on the determination. A method
      according to claim 1 or 2 comprising receiving instances of encrypted data
      from respective edge devices and computing a respective value of the
      function for each instance of encrypted data, wherein determining the
      action comprises selecting which instances of the encrypted data to
      transmit and, or how to transmit them based on the computed values and the
      action comprises transmitting selected none, one or more of the received
      instances of encrypted data based on the computed values. A method
      according to claim 1, wherein the action comprises sending a control
      signal to the edge device and/or sending an alarm signal to the operator
      device. A method according to claim 1 or 4, comprising receiving instances
      of encrypted data from respective edge devices and computing a respective
      value of the function for each instance of encrypted data and determining
      the action to be taken based on the computed values, wherein the action
      comprises sending a control signal to the edge device and/or sending an
      alarm signal to the operator device. --> A method according to claim 1, 2
      or 3, wherein the edge device or devices comprise a video camera, the
      encrypted input data comprises encrypted video data and encrypted motion
      data indicative of motion in frames of the video data and the function
      comprises a function of the motion data indicative of the amount of motion
      in frames of the video. A method according to claim 6, wherein the action
      comprises selecting a quality of video data to be transmitted to the
      operator based on the value. A method according to claim 1, 4 or 5,
      wherein the edge device or devices comprise a utility consumption meter
      and the encrypted input data comprises utility consumption data. A method
      according to any preceding claim, wherein the function comprises a sum. A
      method according to any preceding claim, wherein the function returns a
      value indicating whether a sum of magnitudes of the data exceed a
      threshold value. A method according any preceding claim, wherein the input
      data is encrypted using functional encryption. A gateway device for use in
      a communications system comprising an operator device in communication
      with a plurality of gateway devices and a plurality of edge devices in
      communication with each gateway device, wherein the gateway device is
      configured to implement a method according to any preceding claim and
      comprisesa memory storing computer instructions that, when run on a
      processor implement the method;a communications interface for receiving
      the encrypted input data from an edge device and for transmitting the
      encrypted data to an operator device; anda processor configured to execute
      the computer instructions to implement the method. A communications system
      comprising an operator device in communication with a plurality of gateway
      devices according to claim 11 and a plurality of edge devices in
      communication with each gateway device. A communications system according
      to claim 12, wherein connections between the gateway and edge devices have
      higher bandwidth and/or shorter latency than connections between the edge
      devices and the operator device.
    sentences:
      - >-
        passage: INTRODUCER SHEATH, PLACEMENT DEVICE FOR BLOOD VESSEL TREATMENT
        INSTRUMENT, AND METHOD FOR SHORTENING INTRODUCER SHEATH A placement
        device (10) for a blood vessel treatment instrument has an introducer
        sheath (14) functioning as an outer tube, and also has an inner tube
        (16). The introducer sheath (14) has a flexible tube-shaped sheath body
        (18) and a hub (20) into which the base end of the sheath body (18) is
        inserted. The hub (20) takes up the base end of the sheath body (18)
        into the hub (20) by means of take-up shafts (30, 32) while tearing the
        base end of the sheath body (18) by cutting blades (72, 74), and thus
        the length of extension of the sheath body (18) from the hub (20) can be
        shortened. An introducer sheath (14, 14a, 14b) into which a long shaft
        is inserted, comprising: a flexible tube-shaped sheath body (18); and a
        hub (20) into which a proximal portion of the sheath body (18) is
        inserted, wherein the hub (20) takes up a proximal portion of the sheath
        body (18) into the hub (20) while tearing the proximal portion of the
        sheath body (18), whereby the length of extension of the sheath body
        (18) from the hub (20) can be shortened. The introducer sheath (14, 14a,
        14b) according to claim 1,wherein the hub (20) has: a cutting section
        (28, 120) by which slits along an axial direction are formed in the
        sheath body (18); and a plurality of take-up shafts (30, 32) for
        respectively taking up terminal pieces of the sheath body (18) torn by
        the slits. The introducer sheath (14, 14a, 14b) according to claim 2,
        -->wherein the cutting section (28, 120) forms the slits in portions of
        the sheath body (18) which are on opposite sides with respect to a
        circumferential direction, andthe plurality of take-up shafts (30, 32)
        are two take-up shafts (30, 32) disposed at positions spaced from each
        other along the direction of splitting of the sheath body (18) by the
        slits. The introducer sheath (14, 14a) according to claim 2,wherein the
        cutting section (28, 120) has a plurality of cutting blades (72, 74) by
        which the slits are formed in circumferential-directionally different
        portions of the sheath body (18). The introducer sheath (14, 14a, 14b)
        according to claim 2,wherein the hub (20) further has an interlocking
        mechanism (106) by which the plurality of take-up shafts (30, 32) are
        rotated in an interlocked manner. The introducer sheath (14a) according
        to claim 2,wherein the hub (20) has rotation restraining --> mechanisms
        (104, 105) for inhibiting the take-up shafts (30, 32) from rotating in
        an unwinding direction. The introducer sheath (14, 14a, 14b) according
        to claim 2,wherein the hub (20) has: a hub body (31) provided with a
        hollow section in which the take-up shafts (30, 32) and the proximal
        portion of the sheath body (18) are housed; and a rotational operating
        section (34) which is rotationally operated from outside of the hub body
        (31) to thereby rotate the take-up shafts (30, 32), the hub body (31)
        being configured to be liquid-tight so that a liquid flowing into the
        inside of the hub (20) through the sheath body (18) does not leak to the
        exterior. A blood vessel treatment instrument placement device (10) by
        which a blood vessel treatment instrument (12) having a self-expanding
        function is fed to and placed indwelling in a desired treatment site in
        a blood vessel,wherein the placement device (10) includes an introducer
        sheath (14, 14a, 14b) having a sheath --> body (18) for housing the
        blood vessel treatment instrument (12) on an inner circumference of a
        distal portion thereof, andan inner tube (16) slidably inserted inside
        the sheath body (18);the introducer sheath (14, 14a, 14b) hasthe sheath
        body (18) which is flexible and tube-like in shape, anda hub (20) in
        which a proximal portion of the sheath body (18) is inserted; andthe hub
        (20) takes up a proximal portion of the sheath body (18) into the hub
        (20) while tearing the proximal portion of the sheath body (18), whereby
        the length of extension of the sheath body (18) from the hub (20) can be
        shortened. A method for shortening an introducer sheath (14, 14a, 14b)
        in which a long shaft is inserted, the method comprising: tearing a
        proximal portion of a sheath body (18); drawing the sheath body (18)
        into the hub (20) in which the proximal portion of the sheath body (18)
        is inserted; and taking up terminal pieces of the sheath body (18) -->
        having been torn.
      - >-
        passage: INTEGRATED SLAT CHINE APPARATUS Integrated slat chine apparatus
        and methods are described. An example apparatus includes a chine and a
        slat. The chine is coupled to an airfoil. The chine includes a lateral
        surface. The slat is located adjacent the lateral surface of the chine
        and coupled to the airfoil. The slat is movable relative to the airfoil
        between a stowed position and a deployed position. The slat is to expose
        the lateral surface of the chine when the slat is in the deployed
        position and to cover the lateral surface of the chine when the slat is
        in the stowed position. An apparatus, comprising: a chine coupled to an
        airfoil, the chine having a lateral surface; and a slat located adjacent
        the lateral surface of the chine and coupled to the airfoil, the slat
        being movable relative to the airfoil between a stowed position and a
        deployed position, the slat to expose the lateral surface of the chine
        when the slat is in the deployed position and to cover the lateral
        surface of the chine when the slat is in the stowed position. The
        apparatus of claim 1, wherein the chine is located at a leading edge of
        the airfoil. The apparatus of claim 2, wherein the chine extends from
        the leading edge of the airfoil in a first direction that is parallel to
        a second direction, the slat being moveable relative to the airfoil
        along the second direction. The apparatus of claim 1, claim 2, or claim
        3 wherein the chine is located outboard of a nacelle coupled to the
        airfoil. The apparatus of claim 1, claim 2, claim 3 or claim 4 wherein a
        portion of an outer mold line of the slat is to be aligned with a
        portion of an outer mold line of the chine when the slat is in the
        stowed position. --> The apparatus of claim 1, claim 2, claim 3, claim 4
        or claim 5 wherein the chine is to generate a vortex to energize a
        boundary layer of the airfoil in response to an airflow presented at the
        chine when the slat is in the deployed position. The apparatus of claim
        1, claim 2, claim 3, claim 4, claim 5, or claim 6wherein the lateral
        surface of the chine is a first lateral surface of the chine located
        opposite a second lateral surface of the chine, the slat is a first slat
        located adjacent the first lateral surface of the chine, the stowed
        position is a first stowed position, and the deployed position is a
        first deployed position, the apparatus further comprising a second slat
        located adjacent the second lateral surface of the chine and coupled to
        the airfoil, the second slat being movable relative to the airfoil
        between a second stowed position and a second deployed position, the
        second slat to expose the second lateral surface of the chine when the
        second slat is in the second deployed position and to cover the second
        lateral surface of the chine when the second slat is in the second
        stowed position. An apparatus, comprising: a chine coupled to an
        airfoil, the chine having a first lateral surface and a second lateral
        surface located opposite the first lateral surface; and a slat coupled
        to the airfoil, the chine being located within a lateral extent of the
        slat along the airfoil, the slat being movable relative to the airfoil
        between a stowed position and a deployed position, the slat to expose
        the first lateral surface and the second lateral surface of the chine
        when the slat is in the deployed position and to cover the first lateral
        surface and the second lateral surface of the chine when the slat is in
        the stowed position. The apparatus of claim 8, wherein the chine is
        located at a leading edge of the airfoil. The apparatus of claim 9,
        wherein the chine extends from the leading edge of the airfoil in a
        first direction that is parallel to a second direction, the slat being
        moveable relative to the airfoil along the second direction. The
        apparatus of claim 8, claim 9, or claim 10 wherein the chine is located
        outboard of a nacelle coupled to the airfoil. The apparatus of claim 8,
        claim 9, claim 10 or claim 11 wherein a portion of an outer mold line of
        the slat is to be aligned with a portion of an outer mold line of the
        chine when the slat is in the stowed position. The apparatus of claim 8,
        claim 9, claim 10 claim 11, or claim 12 wherein the chine is to generate
        a vortex to energize a boundary layer of the airfoil in response to an
        airflow presented at the chine when the slat is in the deployed
        position. An apparatus, comprising: a chine coupled to an airfoil, the
        chine having an outer mold line; and a slat coupled to the airfoil, the
        chine being located within a lateral extent of the slat along the
        airfoil, the slat being movable relative to the airfoil between a stowed
        position and a deployed position, the slat to expose the outer mold line
        of the chine when the slat is in the deployed position and to cover the
        outer mold line of the chine when the slat is in the stowed position.
        The apparatus of claim 14, wherein the chine is located at a leading
        edge of the airfoil.
      - >-
        passage: INFORMATION AND COMMUNICATION PROCESSING SYSTEM, METHOD, AND
        NETWORK NODE In a distributed information communication processing
        system in which a plurality of information communication devices
        provides a service through a network, response speed, electric power
        consumption, and further reliability are improved. The distributed
        information communication processing system which provides various
        services is configured by associating an entrance node (EN) which
        executes filtering near sensors, actuators, and terminals being
        information sources, an intelligent node (IN) which changes an
        information processing position and executes information processing and
        communication processing instead of a data center (DC), and a management
        node (MN) which manages these nodes. Thereby, real time type information
        processing can be realized. An information communication processing
        system in which an information processing device which can execute an
        application and a plurality of terminals requesting services are
        located, the system comprising: a first network node connected to the
        terminals; a second network node connected to the first network node
        though a first network and connected to the information processing
        device through a second network; and a management node for managing the
        first network node and the second network node, wherein the first
        network node sends a packet which has a destination to the information
        processing device through the second network node; the second network
        note analyzes the packet when the packet is received, outputs the packet
        to a processor when the second network node has the processor which can
        perform processes associated with the analyzed result, the packet, and
        the application, and sends a packet including the processed result by
        the processor to the first network node; and the information processing
        device executes the application when the packet is received through the
        second network node. The information communication processing system
        according to claim 1,wherein the first network node comprises: an
        interface which sends and receives a packet; and a processing unit which
        processes the packet which the interface receives, and --> wherein the
        processing unit performs calculation processing, filtering, or
        aggregation processing to the packet received from the terminals,
        further selects the processed result, and sends the selected result. The
        information communication processing system according to claim 2,wherein
        the processing unit generates a processing command based on the packet
        received from the second network node, and sends the processing command
        to the terminals. The information communication processing system
        according to claim 2,wherein, the processing unit sends stored data
        stored in the first network node through the interface when the received
        packet is a stored data request. The information communication
        processing system according to claim 2,wherein the management node
        comprises a management table which stores contents of the calculation
        processing, the filtering, or the aggregation processing of the first
        node, and sends the contents of the management table to the first
        network node. The information communication processing system according
        to claim 1,wherein the second network node comprises: a plurality of
        processors, the processors executing any application; and --> a
        communication control unit which can transfer the received packet to at
        least any one of destinations among the processors and external nodes
        other than the second network node. The information communication
        processing system according to claim 6,wherein the communication control
        unit associates the packets which correspond with at least a part of a
        header and a payload of the packets with the same flow according to a
        predetermined rule, comprises a table which indicates a destination of
        the flow, and changes a destination of the packets to the destination of
        the associated flow according to the table. The information
        communication processing system according to claim 7,wherein the
        communication control unit rewrites the destination in the table based
        on load information of the processors. The information communication
        processing system according to claim 7,wherein the management node
        generates a request for replicating the application which is performed
        in the information processing device or a request for rewriting the
        destination in the table to the second network node, and sends to the
        second network node; andwherein the second network node replicates the
        application or processing associated with the application in --> the
        processor or rewrite the destination in the table based on the rewriting
        request according to the request from the management node. The
        information communication processing system according to claim 6,wherein
        the management node comprises a management table which stores nominated
        information for changing an execution target of the application or the
        processing associated with the application which is executed by the
        processors of the second network node, and sends contents of the
        management table to the second network table. The information
        communication processing system according to claim 1,wherein processing
        associated with the application executed on the second network node is
        processing in which a processing result is notified to the first network
        node early, compared with an application executed on the information
        processing device. An information communication processing method for
        providing a service to a plurality of terminals, the method comprising
        the steps of: connecting a first network node connected to the terminal
        to a second network node through a first network; connecting the second
        network node to an information processing device through a second
        network; and for providing the service to the terminals, sending a
        packet which has a destination to the --> information processing device
        to the first network by using information obtained from the terminal in
        the first network node; outputting the packet to an information
        processing function unit which the second network node has or a node
        other than the second network node based on a destination and
        information included in the packet by the second network node when
        second network node receives the packet from the first network; sending
        a packet including a processing result to the packet processed by the
        information processing function unit to the first network node by the
        second network node; and receiving the packets including the processed
        result by the first network node to provide the service to the terminal.
        A second network node sending and receiving a packet through a first
        network connected to a first network node to which a plurality of
        terminals are connected and a second network connected to an information
        processing, the second network node comprising: a network interface unit
        connected to the first network and the second network; a communication
        control unit analyzing the packet received through the network interface
        unit and transferring the packet to any destination; and an information
        processing function unit to which the packet received through the
        network interface unit are transferred by the communication control unit
        and which executes a predetermined application for the packets. The
        second network node according to claim 13,wherein, by using a table
        which records a connection status and a destination made of the packet,
        the communication control unit changes a destination of the packets
        based on the destinations in the table. The second network node
        according to claim 14,wherein the communication control unit rewrites
        the destination of the flow based on load information of the information
        processing function unit. The second network node according to claim
        14,wherein the communication control unit rewrites the destination of
        the flow in which the connection status is an unconnected status based
        on a request from the management node. The second network node according
        to claim 14,wherein the communication control unit rewrites the
        destination of the flow to the information processing function unit. The
        second network node according to claim 14,wherein the information
        processing function unit comprises a plurality of processors, and the
        communication control unit changes a destination of the packet to any
        one of the processors. The information communication processing method
        according to claim 12,wherein the terminals comprise a monitoring camera
        and --> an automatic door;the first network node extracts a face by the
        monitoring camera and sends extracted face image data to the second
        network node; andthe second network node sends a control signal for
        opening the automatic door to the first network node when the face image
        data corresponds to a face image database. The information communication
        processing method according to claim 12,wherein the terminals comprise a
        sensor and a monitoring camera;the first network node sends output of
        the sensor and image data of the monitoring camera to the second network
        node when the sensor output of the sensor exceeds a set threshold value;
        andthe second network node sends the image data to a previously
        registered user when the second network node detects an abnormal value
        from the sensor output. The information communication processing method
        according to claim 12,wherein the terminals comprise an acceleration
        sensor or a vibration sensor;the first network node separates effective
        quake data and ineffective quake data based on an output of the
        acceleration sensor or the vibration sensor, and sends the separated
        effective quake data to the second network node;, andthe second network
        node generates an alarm notification based on the received effective
        quake data, and sends the --> generated alarm notification to a
        previously registered user. The information communication processing
        method according to claim 12,wherein the terminals comprise an sensor
        and a camera; the first network node stores a sensor output of the
        sensor and image data of the camera, generates corresponding event
        information when the output of the sensor exceeds a set threshold value,
        and sends the event information to the second network node; andthe
        second network node sends a transfer request of the necessary sensor
        output and the necessary image data to the first network node based on
        the event information.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
  - cos_sim_accuracy@1
  - cos_sim_accuracy@3
  - cos_sim_accuracy@5
  - cos_sim_accuracy@10
  - cos_sim_precision@1
  - cos_sim_precision@3
  - cos_sim_precision@5
  - cos_sim_precision@10
  - cos_sim_recall@1
  - cos_sim_recall@3
  - cos_sim_recall@5
  - cos_sim_recall@10
  - cos_sim_ndcg@10
  - cos_sim_mrr@10
  - cos_sim_map@100
model-index:
  - name: SentenceTransformer based on intfloat/e5-large-v2
    results:
      - task:
          type: information-retrieval
          name: Information Retrieval
        dataset:
          name: patent dev
          type: patent_dev
        metrics:
          - type: cos_sim_accuracy@1
            value: 0.47514619883040937
            name: Cos Sim Accuracy@1
          - type: cos_sim_accuracy@3
            value: 0.6754385964912281
            name: Cos Sim Accuracy@3
          - type: cos_sim_accuracy@5
            value: 0.7441520467836257
            name: Cos Sim Accuracy@5
          - type: cos_sim_accuracy@10
            value: 0.8406432748538012
            name: Cos Sim Accuracy@10
          - type: cos_sim_precision@1
            value: 0.47514619883040937
            name: Cos Sim Precision@1
          - type: cos_sim_precision@3
            value: 0.2553606237816764
            name: Cos Sim Precision@3
          - type: cos_sim_precision@5
            value: 0.17456140350877192
            name: Cos Sim Precision@5
          - type: cos_sim_precision@10
            value: 0.10175438596491228
            name: Cos Sim Precision@10
          - type: cos_sim_recall@1
            value: 0.4117690058479532
            name: Cos Sim Recall@1
          - type: cos_sim_recall@3
            value: 0.628874269005848
            name: Cos Sim Recall@3
          - type: cos_sim_recall@5
            value: 0.7005604288499026
            name: Cos Sim Recall@5
          - type: cos_sim_recall@10
            value: 0.8075048732943471
            name: Cos Sim Recall@10
          - type: cos_sim_ndcg@10
            value: 0.6322605158705825
            name: Cos Sim Ndcg@10
          - type: cos_sim_mrr@10
            value: 0.5940574816671306
            name: Cos Sim Mrr@10
          - type: cos_sim_map@100
            value: 0.5749077523390826
            name: Cos Sim Map@100

SentenceTransformer based on intfloat/e5-large-v2

This is a sentence-transformers model finetuned from intfloat/e5-large-v2. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

  • Model Type: Sentence Transformer
  • Base model: intfloat/e5-large-v2
  • Maximum Sequence Length: 512 tokens
  • Output Dimensionality: 1024 dimensions
  • Similarity Function: Cosine Similarity

Model Sources

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("petkopetkov/e5-large-v2-patent")
# Run inference
sentences = [
    'query: LOCAL DECISION MAKING The present disclosure relates to the use of cryptographic techniques to facilitate local decision making at a gateway device interfacing between an operator device and edge devices, for example as can be found in Internet of Things infrastructures. Local decision making is facilitated in the context of end to end encryption of data between the edge device and operator device by enabling a function of the data to be computed without decrypting the data, for example using Functional Encryption (FE). Examples of edge devices are video surveillance cameras or utility consumption meters but the present disclosure is applicable to any other kind of edge device that produces data to be transmitted with end to end encryption. The disclosure is also not limited to IoT infrastructures. A method of local decision making in a communications system comprising an operator device in communication with a plurality of gateway devices and a plurality of edge devices in communication with each gateway device, the method comprising: receiving encrypted data at a gateway device from an edge device for transmission to the operator device, wherein the encrypted data is encrypted with a public key such that it can be decrypted with a corresponding private key and a function of the data can be computed without the private key, wherein the gateway device does not have access to the private key; applying, at the gateway device, an operator to the encrypted data to compute a value of a function of the input data without decrypting the encrypted data; determining, at the gateway device, an action to be taken based on the value; and taking the determined action. A method according to claim 1, wherein determining the action comprises deciding whether or how to transmit the encrypted input data to the operator and taking the determined action comprises transmitting or not transmitting the encrypted input data to the operator device based on the determination. A method according to claim 1 or 2 comprising receiving instances of encrypted data from respective edge devices and computing a respective value of the function for each instance of encrypted data, wherein determining the action comprises selecting which instances of the encrypted data to transmit and, or how to transmit them based on the computed values and the action comprises transmitting selected none, one or more of the received instances of encrypted data based on the computed values. A method according to claim 1, wherein the action comprises sending a control signal to the edge device and/or sending an alarm signal to the operator device. A method according to claim 1 or 4, comprising receiving instances of encrypted data from respective edge devices and computing a respective value of the function for each instance of encrypted data and determining the action to be taken based on the computed values, wherein the action comprises sending a control signal to the edge device and/or sending an alarm signal to the operator device. --> A method according to claim 1, 2 or 3, wherein the edge device or devices comprise a video camera, the encrypted input data comprises encrypted video data and encrypted motion data indicative of motion in frames of the video data and the function comprises a function of the motion data indicative of the amount of motion in frames of the video. A method according to claim 6, wherein the action comprises selecting a quality of video data to be transmitted to the operator based on the value. A method according to claim 1, 4 or 5, wherein the edge device or devices comprise a utility consumption meter and the encrypted input data comprises utility consumption data. A method according to any preceding claim, wherein the function comprises a sum. A method according to any preceding claim, wherein the function returns a value indicating whether a sum of magnitudes of the data exceed a threshold value. A method according any preceding claim, wherein the input data is encrypted using functional encryption. A gateway device for use in a communications system comprising an operator device in communication with a plurality of gateway devices and a plurality of edge devices in communication with each gateway device, wherein the gateway device is configured to implement a method according to any preceding claim and comprisesa memory storing computer instructions that, when run on a processor implement the method;a communications interface for receiving the encrypted input data from an edge device and for transmitting the encrypted data to an operator device; anda processor configured to execute the computer instructions to implement the method. A communications system comprising an operator device in communication with a plurality of gateway devices according to claim 11 and a plurality of edge devices in communication with each gateway device. A communications system according to claim 12, wherein connections between the gateway and edge devices have higher bandwidth and/or shorter latency than connections between the edge devices and the operator device.',
    'passage: INFORMATION AND COMMUNICATION PROCESSING SYSTEM, METHOD, AND NETWORK NODE In a distributed information communication processing system in which a plurality of information communication devices provides a service through a network, response speed, electric power consumption, and further reliability are improved. The distributed information communication processing system which provides various services is configured by associating an entrance node (EN) which executes filtering near sensors, actuators, and terminals being information sources, an intelligent node (IN) which changes an information processing position and executes information processing and communication processing instead of a data center (DC), and a management node (MN) which manages these nodes. Thereby, real time type information processing can be realized. An information communication processing system in which an information processing device which can execute an application and a plurality of terminals requesting services are located, the system comprising: a first network node connected to the terminals; a second network node connected to the first network node though a first network and connected to the information processing device through a second network; and a management node for managing the first network node and the second network node, wherein the first network node sends a packet which has a destination to the information processing device through the second network node; the second network note analyzes the packet when the packet is received, outputs the packet to a processor when the second network node has the processor which can perform processes associated with the analyzed result, the packet, and the application, and sends a packet including the processed result by the processor to the first network node; and the information processing device executes the application when the packet is received through the second network node. The information communication processing system according to claim 1,wherein the first network node comprises: an interface which sends and receives a packet; and a processing unit which processes the packet which the interface receives, and --> wherein the processing unit performs calculation processing, filtering, or aggregation processing to the packet received from the terminals, further selects the processed result, and sends the selected result. The information communication processing system according to claim 2,wherein the processing unit generates a processing command based on the packet received from the second network node, and sends the processing command to the terminals. The information communication processing system according to claim 2,wherein, the processing unit sends stored data stored in the first network node through the interface when the received packet is a stored data request. The information communication processing system according to claim 2,wherein the management node comprises a management table which stores contents of the calculation processing, the filtering, or the aggregation processing of the first node, and sends the contents of the management table to the first network node. The information communication processing system according to claim 1,wherein the second network node comprises: a plurality of processors, the processors executing any application; and --> a communication control unit which can transfer the received packet to at least any one of destinations among the processors and external nodes other than the second network node. The information communication processing system according to claim 6,wherein the communication control unit associates the packets which correspond with at least a part of a header and a payload of the packets with the same flow according to a predetermined rule, comprises a table which indicates a destination of the flow, and changes a destination of the packets to the destination of the associated flow according to the table. The information communication processing system according to claim 7,wherein the communication control unit rewrites the destination in the table based on load information of the processors. The information communication processing system according to claim 7,wherein the management node generates a request for replicating the application which is performed in the information processing device or a request for rewriting the destination in the table to the second network node, and sends to the second network node; andwherein the second network node replicates the application or processing associated with the application in --> the processor or rewrite the destination in the table based on the rewriting request according to the request from the management node. The information communication processing system according to claim 6,wherein the management node comprises a management table which stores nominated information for changing an execution target of the application or the processing associated with the application which is executed by the processors of the second network node, and sends contents of the management table to the second network table. The information communication processing system according to claim 1,wherein processing associated with the application executed on the second network node is processing in which a processing result is notified to the first network node early, compared with an application executed on the information processing device. An information communication processing method for providing a service to a plurality of terminals, the method comprising the steps of: connecting a first network node connected to the terminal to a second network node through a first network; connecting the second network node to an information processing device through a second network; and for providing the service to the terminals, sending a packet which has a destination to the --> information processing device to the first network by using information obtained from the terminal in the first network node; outputting the packet to an information processing function unit which the second network node has or a node other than the second network node based on a destination and information included in the packet by the second network node when second network node receives the packet from the first network; sending a packet including a processing result to the packet processed by the information processing function unit to the first network node by the second network node; and receiving the packets including the processed result by the first network node to provide the service to the terminal. A second network node sending and receiving a packet through a first network connected to a first network node to which a plurality of terminals are connected and a second network connected to an information processing, the second network node comprising: a network interface unit connected to the first network and the second network; a communication control unit analyzing the packet received through the network interface unit and transferring the packet to any destination; and an information processing function unit to which the packet received through the network interface unit are transferred by the communication control unit and which executes a predetermined application for the packets. The second network node according to claim 13,wherein, by using a table which records a connection status and a destination made of the packet, the communication control unit changes a destination of the packets based on the destinations in the table. The second network node according to claim 14,wherein the communication control unit rewrites the destination of the flow based on load information of the information processing function unit. The second network node according to claim 14,wherein the communication control unit rewrites the destination of the flow in which the connection status is an unconnected status based on a request from the management node. The second network node according to claim 14,wherein the communication control unit rewrites the destination of the flow to the information processing function unit. The second network node according to claim 14,wherein the information processing function unit comprises a plurality of processors, and the communication control unit changes a destination of the packet to any one of the processors. The information communication processing method according to claim 12,wherein the terminals comprise a monitoring camera and --> an automatic door;the first network node extracts a face by the monitoring camera and sends extracted face image data to the second network node; andthe second network node sends a control signal for opening the automatic door to the first network node when the face image data corresponds to a face image database. The information communication processing method according to claim 12,wherein the terminals comprise a sensor and a monitoring camera;the first network node sends output of the sensor and image data of the monitoring camera to the second network node when the sensor output of the sensor exceeds a set threshold value; andthe second network node sends the image data to a previously registered user when the second network node detects an abnormal value from the sensor output. The information communication processing method according to claim 12,wherein the terminals comprise an acceleration sensor or a vibration sensor;the first network node separates effective quake data and ineffective quake data based on an output of the acceleration sensor or the vibration sensor, and sends the separated effective quake data to the second network node;, andthe second network node generates an alarm notification based on the received effective quake data, and sends the --> generated alarm notification to a previously registered user. The information communication processing method according to claim 12,wherein the terminals comprise an sensor and a camera; the first network node stores a sensor output of the sensor and image data of the camera, generates corresponding event information when the output of the sensor exceeds a set threshold value, and sends the event information to the second network node; andthe second network node sends a transfer request of the necessary sensor output and the necessary image data to the first network node based on the event information.',
    'passage: INTRODUCER SHEATH, PLACEMENT DEVICE FOR BLOOD VESSEL TREATMENT INSTRUMENT, AND METHOD FOR SHORTENING INTRODUCER SHEATH A placement device (10) for a blood vessel treatment instrument has an introducer sheath (14) functioning as an outer tube, and also has an inner tube (16). The introducer sheath (14) has a flexible tube-shaped sheath body (18) and a hub (20) into which the base end of the sheath body (18) is inserted. The hub (20) takes up the base end of the sheath body (18) into the hub (20) by means of take-up shafts (30, 32) while tearing the base end of the sheath body (18) by cutting blades (72, 74), and thus the length of extension of the sheath body (18) from the hub (20) can be shortened. An introducer sheath (14, 14a, 14b) into which a long shaft is inserted, comprising: a flexible tube-shaped sheath body (18); and a hub (20) into which a proximal portion of the sheath body (18) is inserted, wherein the hub (20) takes up a proximal portion of the sheath body (18) into the hub (20) while tearing the proximal portion of the sheath body (18), whereby the length of extension of the sheath body (18) from the hub (20) can be shortened. The introducer sheath (14, 14a, 14b) according to claim 1,wherein the hub (20) has: a cutting section (28, 120) by which slits along an axial direction are formed in the sheath body (18); and a plurality of take-up shafts (30, 32) for respectively taking up terminal pieces of the sheath body (18) torn by the slits. The introducer sheath (14, 14a, 14b) according to claim 2, -->wherein the cutting section (28, 120) forms the slits in portions of the sheath body (18) which are on opposite sides with respect to a circumferential direction, andthe plurality of take-up shafts (30, 32) are two take-up shafts (30, 32) disposed at positions spaced from each other along the direction of splitting of the sheath body (18) by the slits. The introducer sheath (14, 14a) according to claim 2,wherein the cutting section (28, 120) has a plurality of cutting blades (72, 74) by which the slits are formed in circumferential-directionally different portions of the sheath body (18). The introducer sheath (14, 14a, 14b) according to claim 2,wherein the hub (20) further has an interlocking mechanism (106) by which the plurality of take-up shafts (30, 32) are rotated in an interlocked manner. The introducer sheath (14a) according to claim 2,wherein the hub (20) has rotation restraining --> mechanisms (104, 105) for inhibiting the take-up shafts (30, 32) from rotating in an unwinding direction. The introducer sheath (14, 14a, 14b) according to claim 2,wherein the hub (20) has: a hub body (31) provided with a hollow section in which the take-up shafts (30, 32) and the proximal portion of the sheath body (18) are housed; and a rotational operating section (34) which is rotationally operated from outside of the hub body (31) to thereby rotate the take-up shafts (30, 32), the hub body (31) being configured to be liquid-tight so that a liquid flowing into the inside of the hub (20) through the sheath body (18) does not leak to the exterior. A blood vessel treatment instrument placement device (10) by which a blood vessel treatment instrument (12) having a self-expanding function is fed to and placed indwelling in a desired treatment site in a blood vessel,wherein the placement device (10) includes an introducer sheath (14, 14a, 14b) having a sheath --> body (18) for housing the blood vessel treatment instrument (12) on an inner circumference of a distal portion thereof, andan inner tube (16) slidably inserted inside the sheath body (18);the introducer sheath (14, 14a, 14b) hasthe sheath body (18) which is flexible and tube-like in shape, anda hub (20) in which a proximal portion of the sheath body (18) is inserted; andthe hub (20) takes up a proximal portion of the sheath body (18) into the hub (20) while tearing the proximal portion of the sheath body (18), whereby the length of extension of the sheath body (18) from the hub (20) can be shortened. A method for shortening an introducer sheath (14, 14a, 14b) in which a long shaft is inserted, the method comprising: tearing a proximal portion of a sheath body (18); drawing the sheath body (18) into the hub (20) in which the proximal portion of the sheath body (18) is inserted; and taking up terminal pieces of the sheath body (18) --> having been torn.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Evaluation

Metrics

Information Retrieval

Metric Value
cos_sim_accuracy@1 0.4751
cos_sim_accuracy@3 0.6754
cos_sim_accuracy@5 0.7442
cos_sim_accuracy@10 0.8406
cos_sim_precision@1 0.4751
cos_sim_precision@3 0.2554
cos_sim_precision@5 0.1746
cos_sim_precision@10 0.1018
cos_sim_recall@1 0.4118
cos_sim_recall@3 0.6289
cos_sim_recall@5 0.7006
cos_sim_recall@10 0.8075
cos_sim_ndcg@10 0.6323
cos_sim_mrr@10 0.5941
cos_sim_map@100 0.5749

Training Details

Training Dataset

Unnamed Dataset

  • Size: 7,726 training samples
  • Columns: sentence_0 and sentence_1
  • Approximate statistics based on the first 1000 samples:
    sentence_0 sentence_1
    type string string
    details
    • min: 306 tokens
    • mean: 510.19 tokens
    • max: 512 tokens
    • min: 312 tokens
    • mean: 508.81 tokens
    • max: 512 tokens
  • Samples:
    sentence_0 sentence_1
    query: TISSUE RESECTING INSTRUMENT INCLUDING AN OUTFLOW CONTROL SEAL A tissue resecting instrument (10) includes an end effector assembly (100) having a proximal hub housing (110), outer shaft (120) and inner shaft (130) extending therefrom, and an inner core drive assembly to rotate and reciprocate the inner shaft relative to the outer shaft. The inner core drive assembly includes a proximal receiver that receives a rotational input and rotates in response and includes a seal member disposed thereon. The rotation of the proximal receiver effects rotation of a connector and reciprocation of the connector between a proximal position and a distal position. The connector is operably coupled to the inner shaft such that the rotation and reciprocation of the connector effects the rotation and reciprocation of the inner shaft. In the proximal position, the connector and the seal member establish a seal that blocks outflow. In the distal position, the connector is displaced from the seal memb... passage: Reciprocating rotary arthroscopic surgical instrument A surgical instrument includes a cutting member with an implement for cutting tissue, and a drive coupled to the cutting member. The drive may include a drive member having a helical groove and being attached to the cutting member. Furthermore, the drive may include an inner drive hub coupled to the drive member such that the drive member rotates with the inner drive hub while being free to translate relative to the inner drive hub. The drive simultaneously rotates and translates the cutting member in response to a force applied to the drive. A surgical instrument (400, 600), comprising: a cutting member (185, 285) including an implement (182, 282) for cutting tissue; and a drive (110) coupled to the cutting member (185, 285) to simultaneously rotate and translate the cutting member (185, 285) in response to a force applied to the drive,wherein the drive (110) includes a drive member (450, 650) coupled to the cutting member...
    query: VEHICLE LAMP CONTROL SYSTEM A vehicle lamp system 1 includes a light source unit (10) capable of individually adjusting an illuminance of light to be radiated to each of a plurality of individual areas ahead of a host vehicle; an imaging unit (12) configured to take an image ahead of the host vehicle; a high-speed low-accuracy analysis unit (114) configured to detect luminance of each individual area based on information obtained from the imaging unit; a low-speed high-accuracy analysis unit (116) configured to detect target objects ahead of the host vehicle based on the information obtained from the imaging unit; a tracking unit (40) configured to determine a specific target object from the target objects detected by the low-speed high-accuracy analysis unit and to detect displacement of the specific target object based on a detection result of the high-speed low-accuracy analysis unit; an illuminance setting unit (42) configured to set, based on the detection result of the hig... passage: HEADLAMP CONTROLLER In a control system (14), an OF calculating means (58) calculates the OF of an object existing in front of a vehicle as a light emitter or a light reflector from the brightness information of an acquired pick-up image in front of the vehicle. An object attribute determining means (60) determines the attribute of the object according to the OF. A light distribution control ECU (34) controls the light distribution of headlamp units (12R, 12L) provided in the vehicle according the attribute of the object. An image analysis means (50) estimates the shape of the road in front of the vehicle. The object attribute determining means (60) determines the attribute of the object according to the OF of the object and the shape of the road. A headlamp controller comprising: an optical flow calculation means configured to calculate an optical flow of an object present in front of a vehicle as a light emitter or light reflector, based on the luminance information of an ac...
    query: PRE DIFFUSER FOR A GAS TURBINE ENGINE A pre-diffuser (100) for a gas turbine engine (20) includes an exit guide vane ring (104) having a multiple of exit guide vanes (108) defined around an engine longitudinal axis (A), a hot fairing structure (102) adjacent to the exit guide vane ring (10) to define a multiple of diffusion passages (120) around the engine longitudinal axis (A), an outer radial interface (190) between a radial outer surface of the hot fairing structure (102) and the exit guide vane ring (104), the outer radial interface (190) being a full hoop structure, and an anti-rotation feature (130) between the hot fairing structure (120) and the exit guide vane ring (104), the anti-rotation feature (130) inboard of the multiple of diffusion passages (120). A pre-diffuser (100) for a gas turbine engine (20), comprising: an exit guide vane ring (104) having a multiple of exit guide vanes (108); a hot fairing structure (102) adjacent to the exit guide vane ring (104) to form... passage: HIGH COMPRESSOR EXIT GUIDE VANE ASSEMBLY TO PRE-DIFFUSER JUNCTION A pre-diffuser and exit guide vane (EGV) system for a gas turbine engine (10) includes an annular EGV assembly (31) containing a number of guide vanes (33) and having an annular opening bounded by a radially inner annular sealing surface at a first radius and a radially outer annular sealing surface at a second radius. First and second seals (35) substantially matching the first and second radii respectively join the EGV assembly (31) to an annular pre-diffuser (30) having an annular opening bounded by radially inner and outer annular sealing surfaces at substantially the first and second radii. The seals (35) seal the inner sealing surface of the EGV assembly (31) to the inner sealing surface of the pre-diffuser (30) and the second seal (35) seals the outer sealing surface of the EGV assembly (31) to the outer sealing surface of the pre-diffuser (30), such that the EGV assembly annular opening is in fluid commu...
  • Loss: MultipleNegativesRankingLoss with these parameters:
    {
        "scale": 20.0,
        "similarity_fct": "cos_sim"
    }
    

Training Hyperparameters

Non-Default Hyperparameters

  • eval_strategy: steps
  • fp16: True
  • multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand
  • overwrite_output_dir: False
  • do_predict: False
  • eval_strategy: steps
  • prediction_loss_only: True
  • per_device_train_batch_size: 8
  • per_device_eval_batch_size: 8
  • per_gpu_train_batch_size: None
  • per_gpu_eval_batch_size: None
  • gradient_accumulation_steps: 1
  • eval_accumulation_steps: None
  • torch_empty_cache_steps: None
  • learning_rate: 5e-05
  • weight_decay: 0.0
  • adam_beta1: 0.9
  • adam_beta2: 0.999
  • adam_epsilon: 1e-08
  • max_grad_norm: 1
  • num_train_epochs: 3
  • max_steps: -1
  • lr_scheduler_type: linear
  • lr_scheduler_kwargs: {}
  • warmup_ratio: 0.0
  • warmup_steps: 0
  • log_level: passive
  • log_level_replica: warning
  • log_on_each_node: True
  • logging_nan_inf_filter: True
  • save_safetensors: True
  • save_on_each_node: False
  • save_only_model: False
  • restore_callback_states_from_checkpoint: False
  • no_cuda: False
  • use_cpu: False
  • use_mps_device: False
  • seed: 42
  • data_seed: None
  • jit_mode_eval: False
  • use_ipex: False
  • bf16: False
  • fp16: True
  • fp16_opt_level: O1
  • half_precision_backend: auto
  • bf16_full_eval: False
  • fp16_full_eval: False
  • tf32: None
  • local_rank: 0
  • ddp_backend: None
  • tpu_num_cores: None
  • tpu_metrics_debug: False
  • debug: []
  • dataloader_drop_last: False
  • dataloader_num_workers: 0
  • dataloader_prefetch_factor: None
  • past_index: -1
  • disable_tqdm: False
  • remove_unused_columns: True
  • label_names: None
  • load_best_model_at_end: False
  • ignore_data_skip: False
  • fsdp: []
  • fsdp_min_num_params: 0
  • fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
  • tp_size: 0
  • fsdp_transformer_layer_cls_to_wrap: None
  • accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
  • deepspeed: None
  • label_smoothing_factor: 0.0
  • optim: adamw_torch
  • optim_args: None
  • adafactor: False
  • group_by_length: False
  • length_column_name: length
  • ddp_find_unused_parameters: None
  • ddp_bucket_cap_mb: None
  • ddp_broadcast_buffers: False
  • dataloader_pin_memory: True
  • dataloader_persistent_workers: False
  • skip_memory_metrics: True
  • use_legacy_prediction_loop: False
  • push_to_hub: False
  • resume_from_checkpoint: None
  • hub_model_id: None
  • hub_strategy: every_save
  • hub_private_repo: None
  • hub_always_push: False
  • gradient_checkpointing: False
  • gradient_checkpointing_kwargs: None
  • include_inputs_for_metrics: False
  • include_for_metrics: []
  • eval_do_concat_batches: True
  • fp16_backend: auto
  • push_to_hub_model_id: None
  • push_to_hub_organization: None
  • mp_parameters:
  • auto_find_batch_size: False
  • full_determinism: False
  • torchdynamo: None
  • ray_scope: last
  • ddp_timeout: 1800
  • torch_compile: False
  • torch_compile_backend: None
  • torch_compile_mode: None
  • include_tokens_per_second: False
  • include_num_input_tokens_seen: False
  • neftune_noise_alpha: None
  • optim_target_modules: None
  • batch_eval_metrics: False
  • eval_on_start: False
  • use_liger_kernel: False
  • eval_use_gather_object: False
  • average_tokens_across_devices: False
  • prompts: None
  • batch_sampler: batch_sampler
  • multi_dataset_batch_sampler: round_robin

Training Logs

Epoch Step Training Loss
0.5176 500 0.1257
1.0 966 -
1.0352 1000 0.0747
1.5528 1500 0.0405
2.0 1932 -
2.0704 2000 0.031
2.5880 2500 0.0198

Framework Versions

  • Python: 3.12.3
  • Sentence Transformers: 4.0.2
  • Transformers: 4.51.2
  • PyTorch: 2.6.0+cu124
  • Accelerate: 1.6.0
  • Datasets: 3.5.0
  • Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}