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公开(公告)号：US20200098083A1
公开(公告)日：2020-03-26
申请号：US16585834
申请日：2019-09-27
Applicant: Google LLC
Inventor： Hyunchul Park , Albert Meixner , Qiuling Zhu , William Mark
Abstract: A method is described. The method includes simulating execution of an image processing application software program. The simulating includes intercepting kernel-to-kernel communications with simulated line buffer memories that store and forward lines of image data communicated from models of producing kernels to models of consuming kernels. The simulating further includes tracking respective amounts of image data stored in the respective line buffer memories over a simulation runtime. The method also includes determining respective hardware memory allocations for corresponding hardware line buffer memories from the tracked respective amounts of image data. The method also includes generating configuration information for an image processor to execute the image processing application software program. The configuration information describes the hardware memory allocations for the hardware line buffer memories of the image processor.
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公开(公告)号：US20200050486A1
公开(公告)日：2020-02-13
申请号：US16657656
申请日：2019-10-18
Applicant: Google LLC
Inventor： Hyunchul Park , Albert Meixner
Abstract: A method is described. The method includes calculating data transfer metrics for kernel-to-kernel connections of a program having a plurality of kernels that is to execute on an image processor. The image processor includes a plurality of processing cores and a network connecting the plurality of processing cores. Each of the kernel-to-kernel connections include a producing kernel that is to execute on one of the processing cores and a consuming kernel that is to execute on another one of the processing cores. The consuming kernel is to operate on data generated by the producing kernel. The method also includes assigning kernels of the plurality of kernels to respective ones of the processing cores based on the calculated data transfer metrics.
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公开(公告)号：US11030005B2
公开(公告)日：2021-06-08
申请号：US16657656
申请日：2019-10-18
Applicant: Google LLC
Inventor： Hyunchul Park , Albert Meixner
Abstract: A method is described. The method includes calculating data transfer metrics for kernel-to-kernel connections of a program having a plurality of kernels that is to execute on an image processor. The image processor includes a plurality of processing cores and a network connecting the plurality of processing cores. Each of the kernel-to-kernel connections include a producing kernel that is to execute on one of the processing cores and a consuming kernel that is to execute on another one of the processing cores. The consuming kernel is to operate on data generated by the producing kernel. The method also includes assigning kernels of the plurality of kernels to respective ones of the processing cores based on the calculated data transfer metrics.
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公开(公告)号：US10204396B2
公开(公告)日：2019-02-12
申请号：US15427374
申请日：2017-02-08
Applicant: GOOGLE LLC
Inventor： Albert Meixner , Hyunchul Park , Qiuling Zhu , Jason Rupert Redgrave
Abstract: A method is described. The method includes repeatedly loading a next sheet of image data from a first location of a memory into a two dimensional shift register array. The memory is locally coupled to the two-dimensional shift register array and an execution lane array having a smaller dimension than the two-dimensional shift register array along at least one array axis. The loaded next sheet of image data keeps within an image area of the two-dimensional shift register array. The method also includes repeatedly determining output values for the next sheet of image data through execution of program code instructions along respective lanes of the execution lane array, wherein, a stencil size used in determining the output values encompasses only pixels that reside within the two-dimensional shift register array. The method also includes repeatedly moving a next sheet of image data to be fully loaded into the two dimensional shift register array from a second location of the memory to the first location of the memory.
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公开(公告)号：US10996988B2
公开(公告)日：2021-05-04
申请号：US16658989
申请日：2019-10-21
Applicant: Google LLC
Inventor： Hyunchul Park , Albert Meixner
Abstract: A method is described. The method includes constructing an image processing software data flow in which a buffer stores and forwards image data being transferred from a producing kernel to one or more consuming kernels. The method also includes recognizing that the buffer has insufficient resources to store and forward the image data. The method also includes modifying the image processing software data flow to include multiple buffers that store and forward the image data during the transfer of the image data from the producing kernel to the one or more consuming kernels.
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Patent Agency Ranking
公开(公告)号：US10387989B2
公开(公告)日：2019-08-20
申请号：US15628480
申请日：2017-06-20
Applicant: Google LLC
Inventor： Albert Meixner , Hyunchul Park , William R. Mark , Daniel Frederic Finchelstein , Ofer Shacham
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for restructuring an image processing pipeline. The method includes compiling program code targeted for an image processor having programmable stencil processors composed of respective two-dimensional execution lane and shift register circuit structures. The program code is to implement a directed acyclic graph and is composed of multiple kernels that are to execute on respective ones of the stencil processors, wherein the compiling includes performing any of: horizontal fusion of kernels; vertical fusion of kernels; fission of one of the kernels into multiple kernels; spatial partitioning of a kernel into multiple spatially partitioned kernels; or splitting the directed acyclic graph into smaller graphs.
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公开(公告)号：US10387988B2
公开(公告)日：2019-08-20
申请号：US15389113
申请日：2016-12-22
Applicant: Google LLC
Inventor： Albert Meixner , Hyunchul Park , William R. Mark , Daniel Frederic Finchelstein , Ofer Shacham
Abstract: A method is described. The method includes compiling program code targeted for an image processor having programmable stencil processors composed of respective two-dimensional execution lane and shift register circuit structures. The program code is to implement a directed acyclic graph and is composed of multiple kernels that are to execute on respective ones of the stencil processors, wherein the compiling includes any of: recognizing there are a different number of kernels in the program code than stencil processors in the image processor; recognizing that at least one of the kernels is more computationally intensive than another one of the kernels; and, recognizing that the program code has resource requirements that exceed the image processor's memory capacity. The compiling further includes in response to any of the recognizing above performing any of: horizontal fusion of kernels; vertical fusion of kernels; fission of one of the kernels into multiple kernels; spatial partitioning of a kernel into multiple spatially partitioned kernels; splitting the directed acyclic graph into smaller graphs.
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公开(公告)号：US20190188824A1
公开(公告)日：2019-06-20
申请号：US16272819
申请日：2019-02-11
Applicant: Google LLC
Inventor： Albert Meixner , Hyunchul Park , Qiuling Zhu , Jason Rupert Redgrave
Abstract: A method is described. The method includes repeatedly loading a next sheet of image data from a first location of a memory into a two dimensional shift register array. The memory is locally coupled to the two-dimensional shift register array and an execution lane array having a smaller dimension than the two-dimensional shift register array along at least one array axis. The loaded next sheet of image data keeps within an image area of the two-dimensional shift register array. The method also includes repeatedly determining output values for the next sheet of image data through execution of program code instructions along respective lanes of the execution lane array, wherein, a stencil size used in determining the output values encompasses only pixels that reside within the two-dimensional shift register array.
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公开(公告)号：US10304156B2
公开(公告)日：2019-05-28
申请号：US15625972
申请日：2017-06-16
Applicant: Google LLC
Inventor： Albert Meixner , Hyunchul Park , Qiuling Zhu , Jason Rupert Redgrave
Abstract: A method is described. The method includes repeatedly loading a next sheet of image data from a first location of a memory into a two dimensional shift register array. The memory is locally coupled to the two-dimensional shift register array and an execution lane array having a smaller dimension than the two-dimensional shift register array along at least one array axis. The loaded next sheet of image data keeps within an image area of the two-dimensional shift register array. The method also includes repeatedly determining output values for the next sheet of image data through execution of program code instructions along respective lanes of the execution lane array, wherein, a stencil size used in determining the output values encompasses only pixels that reside within the two-dimensional shift register array.
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公开(公告)号：US10685422B2
公开(公告)日：2020-06-16
申请号：US16272819
申请日：2019-02-11
Applicant: Google LLC
Inventor： Albert Meixner , Hyunchul Park , Qiuling Zhu , Jason Rupert Redgrave
Abstract: A method is described. The method includes repeatedly loading a next sheet of image data from a first location of a memory into a two dimensional shift register array. The memory is locally coupled to the two-dimensional shift register array and an execution lane array having a smaller dimension than the two-dimensional shift register array along at least one array axis. The loaded next sheet of image data keeps within an image area of the two-dimensional shift register array. The method also includes repeatedly determining output values for the next sheet of image data through execution of program code instructions along respective lanes of the execution lane array, wherein, a stencil size used in determining the output values encompasses only pixels that reside within the two-dimensional shift register array.
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