-
公开(公告)号：US10133610B2
公开(公告)日：2018-11-20
申请号：US15238258
申请日：2016-08-16
发明人： I-Hsin Chung , Huan Hu , Wei Tan
摘要： A temperature-aware task scheduling method, system, and computer program product, includes the GPU, receiving a request to execute the task, collecting task information including an intensiveness factor of a computation by an arithmetic logic unit (ALU) and a memory usage of a dynamic random-access memory (DRAM) for the task, obtaining a temperature of the ALU and a temperature of the DRAM, and accepting the task to the GPU based on the intensiveness factor, the ALU temperature, and the DRAM temperature.
-
公开(公告)号：US20180113742A1
公开(公告)日：2018-04-26
申请号：US15334215
申请日：2016-10-25
CPC分类号： G06F9/5005 , G06F9/4881 , G06N20/00
摘要： A method and an apparatus of allocating available resources in a cluster system with learning models and tuning methods are provided. The learning model may be trained from historic performance data of previously executed jobs and used to project a suggested amount of resources for execution of a job. The tuning process may suggest a configuration for the projected amount of resources in the cluster system for an optimal operating point. An optimization may be performed with respect to a set of objective functions to improve resource utilization and system performance while suggesting the configuration. Through many executions and job characterization, the learning/tuning process for suggesting the configuration for the projected amount of resources may be improved by understanding correlations of historic data and the objective functions.
-
13.发明申请METHODOLOGY FOR FAST DETECTION OF FALSE SHARING IN THREADED SCIENTIFIC CODES 有权用于快速检测螺纹科学代码中的假共享的方法公开(公告)号：US20140156939A1
公开(公告)日：2014-06-05
申请号：US13689927
申请日：2012-11-30
发明人： I-Hsin Chung , Guojing Cong , Hiroki Murata , Yasushi Negishi , Hui-Fang Wen
IPC分类号： G06F12/08
CPC分类号： G06F11/3624
摘要： A profiling tool identifies a code region with a false sharing potential. A static analysis tool classifies variables and arrays in the identified code region. A mapping detection library correlates memory access instructions in the identified code region with variables and arrays in the identified code region while a processor is running the identified code region. The mapping detection library identifies one or more instructions at risk, in the identified code region, which are subject to an analysis by a false sharing detection library. A false sharing detection library performs a run-time analysis of the one or more instructions at risk while the processor is re-running the identified code region. The false sharing detection library determines, based on the performed run-time analysis, whether two different portions of the cache memory line are accessed by the generated binary code.
摘要翻译： 分析工具识别具有虚假共享潜力的代码区域。 静态分析工具将识别的代码区域中的变量和数组进行分类。 映射检测库将所识别的代码区域中的存储器访问指令与所识别的代码区域中的变量和数组相关联，同时处理器正在运行所识别的代码区域。 映射检测库识别在识别的代码区域中有风险的一个或多个指令，这些指令受到虚假共享检测库的分析。 虚假共享检测库在处理器重新运行所识别的代码区域时对处于风险中的一个或多个指令执行运行时分析。 假共享检测库基于执行的运行时分析来确定高速缓冲存储器行的两个不同部分是否被生成的二进制代码访问。
-
公开(公告)号：US11740945B2
公开(公告)日：2023-08-29
申请号：US17319217
申请日：2021-05-13
发明人： I-Hsin Chung , Huan Hu , Wei Tan
CPC分类号： G06F9/5094 , G06F3/061 , G06F3/0653 , G06F3/0673 , G06F9/4893 , G06F9/5016 , G06T1/20 , G06T2200/28
摘要： A temperature-aware task scheduling method, system, and computer program product, includes learning a condition to accept a task to the GPU based on a prior execution of the task on the GPU according to a varying thermal characteristic of the GPU.
-
公开(公告)号：US20220092407A1
公开(公告)日：2022-03-24
申请号：US17029506
申请日：2020-09-23
发明人： Pin-Yu Chen , Sijia Liu , Chia-Yu Chen , I-Hsin Chung , Tsung-Yi Ho , Yun-Yun Tsai
摘要： Transfer learning in machine learning can include receiving a machine learning model. Target domain training data for reprogramming the machine learning model using transfer learning can be received. The target domain training data can be transformed by performing a transformation function on the target domain training data. Output labels of the machine learning model can be mapped to target labels associated with the target domain training data. The transformation function can be trained by optimizing a parameter of the transformation function. The machine learning model can be reprogrammed based on input data transformed by the transformation function and a mapping of the output labels to target labels.
-
公开(公告)号：US20210271525A1
公开(公告)日：2021-09-02
申请号：US17319217
申请日：2021-05-13
发明人： I-Hsin Chung , Huan Hu , Wei Tan
摘要： A temperature-aware task scheduling method, system, and computer program product, includes learning a condition to accept a task to the GPU based on a prior execution of the task on the GPU according to a varying thermal characteristic of the GPU.
-
公开(公告)号：US11036552B2
公开(公告)日：2021-06-15
申请号：US15334215
申请日：2016-10-25
摘要： A method and an apparatus of allocating available resources in a cluster system with learning models and tuning methods are provided. The learning model may be trained from historic performance data of previously executed jobs and used to project a suggested amount of resources for execution of a job. The tuning process may suggest a configuration for the projected amount of resources in the cluster system for an optimal operating point. An optimization may be performed with respect to a set of objective functions to improve resource utilization and system performance while suggesting the configuration. Through many executions and job characterization, the learning/tuning process for suggesting the configuration for the projected amount of resources may be improved by understanding correlations of historic data and the objective functions.
-
公开(公告)号：US11016861B2
公开(公告)日：2021-05-25
申请号：US16381959
申请日：2019-04-11
发明人： I-Hsin Chung , Zaid Qureshi , Jinjun Xiong , Hubertus Franke
摘要： Embodiments for crash recoverability for graphics processing units (GPUs) by a processor. GPU application data and kernel execution state of one or more GPUs may be checkpointed. The checkpointed GPU application data and the kernel execution state may be recovered. The checkpointed GPU application data and the kernel execution state may be persisted on non-volatile memory.
-
公开(公告)号：US20180052717A1
公开(公告)日：2018-02-22
申请号：US15238258
申请日：2016-08-16
发明人： I-Hsin Chung , Huan Hu , Wei Tan
CPC分类号： G06T1/20 , G06F9/4893
摘要： A temperature-aware task scheduling method, system, and computer program product, includes the GPU, receiving a request to execute the task, collecting task information including an intensiveness factor of a computation by an arithmetic logic unit (ALU) and a memory usage of a dynamic random-access memory (DRAM) for the task, obtaining a temperature of the ALU and a temperature of the DRAM, and accepting the task to the GPU based on the intensiveness factor, the ALU temperature, and the DRAM temperature.
-
-
-
-
-
-
-
-
搜索结果
19 条记录 (耗时 0.022 秒)
