CN111061565B - 一种Spark环境下的两段式流水线任务调度方法及系统 - Google Patents
一种Spark环境下的两段式流水线任务调度方法及系统 Download PDFInfo
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- 238000013178 mathematical model Methods 0.000 claims description 25
- 238000012549 training Methods 0.000 claims description 15
- 238000003062 neural network model Methods 0.000 claims description 8
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- 238000013499 data model Methods 0.000 claims description 3
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- 230000005540 biological transmission Effects 0.000 description 5
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/46—Multiprogramming arrangements
- G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
- G06F9/5005—Allocation of resources, e.g. of the central processing unit [CPU] to service a request
- G06F9/5027—Allocation of resources, e.g. of the central processing unit [CPU] to service a request the resource being a machine, e.g. CPUs, Servers, Terminals
- G06F9/5038—Allocation of resources, e.g. of the central processing unit [CPU] to service a request the resource being a machine, e.g. CPUs, Servers, Terminals considering the execution order of a plurality of tasks, e.g. taking priority or time dependency constraints into consideration
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/27—Replication, distribution or synchronisation of data between databases or within a distributed database system; Distributed database system architectures therefor
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
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- Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
- Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management
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CN111625331B (zh) * | 2020-05-20 | 2023-06-16 | 拉扎斯网络科技(上海)有限公司 | 任务调度方法、装置、平台、服务器及存储介质 |
CN111798063A (zh) * | 2020-07-09 | 2020-10-20 | 北京理工大学 | 一种基于作业双层冗余时间削减的研发资源配置方法 |
CN117573307B (zh) * | 2023-11-13 | 2024-04-09 | 纬创软件(武汉)有限公司 | 云环境下多任务的统筹管理方法及系统 |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105718244A (zh) * | 2016-01-18 | 2016-06-29 | 上海交通大学 | 一种流水化数据洗牌传输的Spark任务调度与执行方法 |
CN105740424A (zh) * | 2016-01-29 | 2016-07-06 | 湖南大学 | 一种基于 Spark 平台的高效率文本分类方法 |
CN106776855A (zh) * | 2016-11-29 | 2017-05-31 | 上海轻维软件有限公司 | 基于Spark Streaming读取Kafka数据的处理方法 |
WO2017133351A1 (zh) * | 2016-02-05 | 2017-08-10 | 华为技术有限公司 | 一种资源分配方法及资源管理器 |
CN107704069A (zh) * | 2017-06-15 | 2018-02-16 | 重庆邮电大学 | 一种基于能耗感知的Spark节能调度方法 |
CN108304264A (zh) * | 2018-01-22 | 2018-07-20 | 华中科技大学 | 一种基于spark流式计算的纠删码归档方法 |
CN109144707A (zh) * | 2017-06-16 | 2019-01-04 | 田文洪 | 一种处理大数据平台Spark数据分配不均衡的方法 |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
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US10031747B2 (en) * | 2015-12-15 | 2018-07-24 | Impetus Technologies, Inc. | System and method for registration of a custom component in a distributed computing pipeline |
US10554577B2 (en) * | 2017-03-14 | 2020-02-04 | International Business Machines Corporation | Adaptive resource scheduling for data stream processing |
US10261806B2 (en) * | 2017-04-28 | 2019-04-16 | International Business Machines Corporation | Adaptive hardware configuration for data analytics |
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Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105718244A (zh) * | 2016-01-18 | 2016-06-29 | 上海交通大学 | 一种流水化数据洗牌传输的Spark任务调度与执行方法 |
CN105740424A (zh) * | 2016-01-29 | 2016-07-06 | 湖南大学 | 一种基于 Spark 平台的高效率文本分类方法 |
WO2017133351A1 (zh) * | 2016-02-05 | 2017-08-10 | 华为技术有限公司 | 一种资源分配方法及资源管理器 |
CN106776855A (zh) * | 2016-11-29 | 2017-05-31 | 上海轻维软件有限公司 | 基于Spark Streaming读取Kafka数据的处理方法 |
CN107704069A (zh) * | 2017-06-15 | 2018-02-16 | 重庆邮电大学 | 一种基于能耗感知的Spark节能调度方法 |
CN109144707A (zh) * | 2017-06-16 | 2019-01-04 | 田文洪 | 一种处理大数据平台Spark数据分配不均衡的方法 |
CN108304264A (zh) * | 2018-01-22 | 2018-07-20 | 华中科技大学 | 一种基于spark流式计算的纠删码归档方法 |
Non-Patent Citations (1)
Title |
---|
Craig Macdonald.et al.Combining Terrier with Apache Spark to create Agile Experimental Information Retrieval Pipelines.SIGIR '18: The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval.2018,第1309–1312页. * |
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