CN105573866B - 以容错方式处理批量输入数据的方法和系统 - Google Patents

以容错方式处理批量输入数据的方法和系统 Download PDF

Info

Publication number
CN105573866B
CN105573866B CN201510997582.XA CN201510997582A CN105573866B CN 105573866 B CN105573866 B CN 105573866B CN 201510997582 A CN201510997582 A CN 201510997582A CN 105573866 B CN105573866 B CN 105573866B
Authority
CN
China
Prior art keywords
input data
working cell
processing
batch input
action
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201510997582.XA
Other languages
English (en)
Chinese (zh)
Other versions
CN105573866A (zh
Inventor
B·P·多罗斯
M·D·阿特布里
T·瓦克林
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Ab Initio Technology LLC
Original Assignee
Ab Initio Technology LLC
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Ab Initio Technology LLC filed Critical Ab Initio Technology LLC
Publication of CN105573866A publication Critical patent/CN105573866A/zh
Application granted granted Critical
Publication of CN105573866B publication Critical patent/CN105573866B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/14—Error detection or correction of the data by redundancy in operation
    • G06F11/1402—Saving, restoring, recovering or retrying
    • G06F11/1415—Saving, restoring, recovering or retrying at system level
    • G06F11/1438—Restarting or rejuvenating
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/07—Responding to the occurrence of a fault, e.g. fault tolerance
    • G06F11/14—Error detection or correction of the data by redundancy in operation
    • G06F11/1402—Saving, restoring, recovering or retrying
    • G06F11/1471—Saving, restoring, recovering or retrying involving logging of persistent data for recovery

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Quality & Reliability (AREA)
  • Software Systems (AREA)
  • Retry When Errors Occur (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN201510997582.XA 2009-07-14 2010-07-13 以容错方式处理批量输入数据的方法和系统 Active CN105573866B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US12/502,851 2009-07-14
US12/502,851 US8205113B2 (en) 2009-07-14 2009-07-14 Fault tolerant batch processing
CN201080031812.2A CN102473122B (zh) 2009-07-14 2010-07-13 容错的批量处理

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CN201080031812.2A Division CN102473122B (zh) 2009-07-14 2010-07-13 容错的批量处理

Publications (2)

Publication Number Publication Date
CN105573866A CN105573866A (zh) 2016-05-11
CN105573866B true CN105573866B (zh) 2018-11-13

Family

ID=43449727

Family Applications (2)

Application Number Title Priority Date Filing Date
CN201510997582.XA Active CN105573866B (zh) 2009-07-14 2010-07-13 以容错方式处理批量输入数据的方法和系统
CN201080031812.2A Active CN102473122B (zh) 2009-07-14 2010-07-13 容错的批量处理

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN201080031812.2A Active CN102473122B (zh) 2009-07-14 2010-07-13 容错的批量处理

Country Status (8)

Country Link
US (3) US8205113B2 (enExample)
EP (2) EP2851799B1 (enExample)
JP (3) JP5735961B2 (enExample)
KR (3) KR101721466B1 (enExample)
CN (2) CN105573866B (enExample)
AU (1) AU2010273531B2 (enExample)
CA (1) CA2767667C (enExample)
WO (1) WO2011008734A1 (enExample)

Families Citing this family (38)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7877350B2 (en) 2005-06-27 2011-01-25 Ab Initio Technology Llc Managing metadata for graph-based computations
EP2174222A4 (en) 2007-07-26 2010-10-27 Ab Initio Technology Llc TRANSACTIONAL GRAPH-BASED CALCULATION WITH ERROR HANDLING
US9886319B2 (en) 2009-02-13 2018-02-06 Ab Initio Technology Llc Task managing application for performing tasks based on messages received from a data processing application initiated by the task managing application
US8205113B2 (en) * 2009-07-14 2012-06-19 Ab Initio Technology Llc Fault tolerant batch processing
US20110051729A1 (en) * 2009-08-28 2011-03-03 Industrial Technology Research Institute and National Taiwan University Methods and apparatuses relating to pseudo random network coding design
US8667329B2 (en) * 2009-09-25 2014-03-04 Ab Initio Technology Llc Processing transactions in graph-based applications
US8875145B2 (en) 2010-06-15 2014-10-28 Ab Initio Technology Llc Dynamically loading graph-based computations
US8839252B1 (en) 2010-09-01 2014-09-16 Misys Ireland Limited Parallel execution of batch data based on modeled batch processing workflow and contention context information
US9495477B1 (en) 2011-04-20 2016-11-15 Google Inc. Data storage in a graph processing system
US8849929B2 (en) * 2011-04-27 2014-09-30 Microsoft Corporation Applying actions to item sets within a constraint
US8924974B1 (en) * 2011-06-08 2014-12-30 Workday, Inc. System for error checking of process definitions for batch processes
US20140137121A1 (en) * 2012-10-05 2014-05-15 Hitachi, Ltd. Job management system and job control method
US9507682B2 (en) 2012-11-16 2016-11-29 Ab Initio Technology Llc Dynamic graph performance monitoring
US10108521B2 (en) 2012-11-16 2018-10-23 Ab Initio Technology Llc Dynamic component performance monitoring
US9274926B2 (en) 2013-01-03 2016-03-01 Ab Initio Technology Llc Configurable testing of computer programs
US9401835B2 (en) 2013-03-15 2016-07-26 International Business Machines Corporation Data integration on retargetable engines in a networked environment
US9323619B2 (en) 2013-03-15 2016-04-26 International Business Machines Corporation Deploying parallel data integration applications to distributed computing environments
US9256460B2 (en) * 2013-03-15 2016-02-09 International Business Machines Corporation Selective checkpointing of links in a data flow based on a set of predefined criteria
US9223806B2 (en) * 2013-03-28 2015-12-29 International Business Machines Corporation Restarting a batch process from an execution point
US9477511B2 (en) 2013-08-14 2016-10-25 International Business Machines Corporation Task-based modeling for parallel data integration
US10180821B2 (en) 2013-12-05 2019-01-15 Ab Initio Technology Llc Managing interfaces for sub-graphs
KR102361155B1 (ko) 2014-09-02 2022-02-09 아브 이니티오 테크놀로지 엘엘시 특정 데이터 포트 연결의 식별에 기반한 그래프 구성요소의 자동화된 클러스터링을 통한 그래프 기반 프로그램 명세의 컴파일
CA2959392C (en) 2014-09-02 2021-08-10 Ab Initio Technology Llc Managing invocation of tasks
EP3189422B1 (en) 2014-09-02 2024-11-06 AB Initio Technology LLC Executing graph-based program specifications
CN104536893B (zh) * 2015-01-05 2018-01-30 中国农业银行股份有限公司 一种批量处理程序容报错处理方法及装置
US10191948B2 (en) * 2015-02-27 2019-01-29 Microsoft Technology Licensing, Llc Joins and aggregations on massive graphs using large-scale graph processing
US10657134B2 (en) * 2015-08-05 2020-05-19 Ab Initio Technology Llc Selecting queries for execution on a stream of real-time data
CA3005400C (en) * 2015-12-17 2020-10-27 Ab Initio Technology Llc Processing data using dynamic partitioning
WO2017112654A2 (en) 2015-12-21 2017-06-29 Ab Initio Technology Llc Sub-graph interface generation
CA3009359C (en) * 2016-01-14 2020-09-15 Ab Initio Technology Llc Recoverable stream processing
US10073746B2 (en) * 2016-07-12 2018-09-11 Advanced Micro Devices, Inc. Method and apparatus for providing distributed checkpointing
US10802945B2 (en) * 2016-12-07 2020-10-13 Ab Initio Technology Llc Differencing of executable dataflow graphs
CN108009037A (zh) * 2017-11-24 2018-05-08 中国银行股份有限公司 批处理作业故障处理方法、装置、存储介质及设备
CN108491159B (zh) * 2018-03-07 2020-07-17 北京航空航天大学 一种基于随机延迟缓解i/o瓶颈的大规模并行系统检查点数据写入方法
US11886433B2 (en) * 2022-01-10 2024-01-30 Red Hat, Inc. Dynamic data batching for graph-based structures
KR102625797B1 (ko) * 2023-03-06 2024-01-16 주식회사 모레 파이프라인 병렬 처리 컴파일링 방법 및 장치
CN120020718A (zh) * 2023-11-17 2025-05-20 北京度友信息技术有限公司 服务调度方法、装置、设备及存储介质
US20250199920A1 (en) * 2023-12-13 2025-06-19 Ab Initio Technology Llc Partition-based Escrow in a Distributed Computing System

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5966072A (en) * 1996-07-02 1999-10-12 Ab Initio Software Corporation Executing computations expressed as graphs
US7206964B2 (en) * 2002-08-30 2007-04-17 Availigent, Inc. Consistent asynchronous checkpointing of multithreaded application programs based on semi-active or passive replication
CN101038559A (zh) * 2006-09-11 2007-09-19 中国工商银行股份有限公司 批量任务调度引擎及调度方法
CN101055538A (zh) * 2006-04-12 2007-10-17 国际商业机器公司 应用容错和恢复的系统和方法
US7412520B2 (en) * 2001-06-07 2008-08-12 Intel Corporation Systems and methods for recoverable workflow
CN101271472A (zh) * 2003-09-15 2008-09-24 Ab开元软件公司 数据处理方法、软件和数据处理系统

Family Cites Families (37)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0212532A (ja) * 1988-06-30 1990-01-17 Toshiba Corp 情報処理装置
EP0554854A3 (en) * 1992-02-04 1996-02-28 Digital Equipment Corp System and method for executing, tracking and recovering long running computations
JPH06274401A (ja) * 1993-03-18 1994-09-30 Nec Corp 分散データベース制御方式
US5819021A (en) 1995-12-11 1998-10-06 Ab Initio Software Corporation Overpartitioning system and method for increasing checkpoints in component-based parallel applications
US6154877A (en) 1997-07-03 2000-11-28 The University Of Iowa Research Foundation Method and apparatus for portable checkpointing using data structure metrics and conversion functions
JP2000039990A (ja) * 1998-07-24 2000-02-08 Nippon Telegr & Teleph Corp <Ntt> 情報提供装置および方法と情報提供プログラムを記録した記録媒体
US6401216B1 (en) * 1998-10-29 2002-06-04 International Business Machines Corporation System of performing checkpoint/restart of a parallel program
JP4094752B2 (ja) * 1998-11-27 2008-06-04 株式会社日立製作所 トランザクション処理方法及びその実施装置並びにその処理プログラムを記録した媒体
US6584581B1 (en) * 1999-12-06 2003-06-24 Ab Initio Software Corporation Continuous flow checkpointing data processing
JP3463020B2 (ja) * 2000-06-14 2003-11-05 日本電信電話株式会社 ワークフロー実行方法および装置とワークフロー実行プログラムを記録した記録媒体
US7164422B1 (en) 2000-07-28 2007-01-16 Ab Initio Software Corporation Parameterized graphs with conditional components
JP2003085021A (ja) * 2001-09-07 2003-03-20 Nippon Soken Holdings:Kk リカバリ・リスタート機能を備えたバッチ処理システム、リカバリ・リスタート機能を備えたバッチ処理システム用プログラム、及びそのプログラムを記録した記録媒体
US6954877B2 (en) * 2001-11-29 2005-10-11 Agami Systems, Inc. Fault tolerance using logical checkpointing in computing systems
US7167850B2 (en) 2002-10-10 2007-01-23 Ab Initio Software Corporation Startup and control of graph-based computation
JP2004178316A (ja) * 2002-11-27 2004-06-24 Computer Consulting:Kk プログラム生成装置および方法
US7340741B2 (en) * 2003-02-28 2008-03-04 International Business Machines Corporation Auto-restart processing in an IMS batch application
KR100922141B1 (ko) 2003-09-15 2009-10-19 아브 이니티오 소프트웨어 엘엘시 데이터 프로파일링 방법 및 시스템
US8024733B2 (en) * 2004-05-13 2011-09-20 International Business Machines Corporation Component model for batch computing in a distributed object environment
US7644050B2 (en) * 2004-12-02 2010-01-05 International Business Machines Corporation Method and apparatus for annotation-based behavior extensions
US7543001B2 (en) * 2004-06-17 2009-06-02 International Business Machines Corporation Storing object recovery information within the object
DE102004037713A1 (de) * 2004-08-04 2006-03-16 Robert Bosch Gmbh Verfahren, Betriebssystem und Rechengerät zum Abarbeiten eines Computerprogramms
US7899833B2 (en) 2004-11-02 2011-03-01 Ab Initio Technology Llc Managing related data objects
US7665093B2 (en) * 2004-12-22 2010-02-16 Microsoft Corporation Synchronization of runtime and application state via batching of workflow transactions
US7634687B2 (en) * 2005-01-13 2009-12-15 Microsoft Corporation Checkpoint restart system and method
JP4710380B2 (ja) * 2005-03-31 2011-06-29 日本電気株式会社 分散処理システム及び分散処理方法
US7870556B2 (en) * 2006-05-16 2011-01-11 Ab Initio Technology Llc Managing computing resources in graph-based computations
US20080005227A1 (en) * 2006-07-03 2008-01-03 Srinivasan Subbian Method and system for content processing
EP2527983A3 (en) 2006-08-10 2013-06-12 Ab Initio Technology LLC Distributing services in graph-based computations
JP5018133B2 (ja) * 2007-02-27 2012-09-05 富士通株式会社 ジョブ管理装置、クラスタシステム、およびジョブ管理プログラム
US8069129B2 (en) 2007-04-10 2011-11-29 Ab Initio Technology Llc Editing and compiling business rules
US7900015B2 (en) * 2007-04-13 2011-03-01 Isilon Systems, Inc. Systems and methods of quota accounting
US7895474B2 (en) * 2007-05-03 2011-02-22 International Business Machines Corporation Recovery and restart of a batch application
JP5251002B2 (ja) * 2007-05-25 2013-07-31 富士通株式会社 分散処理プログラム、分散処理方法、分散処理装置、および分散処理システム
US7779298B2 (en) * 2007-06-11 2010-08-17 International Business Machines Corporation Distributed job manager recovery
EP2191362B1 (en) * 2007-09-20 2015-08-19 Ab Initio Technology LLC Managing data flows in graph-based computations
US8949801B2 (en) * 2009-05-13 2015-02-03 International Business Machines Corporation Failure recovery for stream processing applications
US8205113B2 (en) 2009-07-14 2012-06-19 Ab Initio Technology Llc Fault tolerant batch processing

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5966072A (en) * 1996-07-02 1999-10-12 Ab Initio Software Corporation Executing computations expressed as graphs
US7412520B2 (en) * 2001-06-07 2008-08-12 Intel Corporation Systems and methods for recoverable workflow
US7206964B2 (en) * 2002-08-30 2007-04-17 Availigent, Inc. Consistent asynchronous checkpointing of multithreaded application programs based on semi-active or passive replication
CN101271472A (zh) * 2003-09-15 2008-09-24 Ab开元软件公司 数据处理方法、软件和数据处理系统
CN101055538A (zh) * 2006-04-12 2007-10-17 国际商业机器公司 应用容错和恢复的系统和方法
CN101038559A (zh) * 2006-09-11 2007-09-19 中国工商银行股份有限公司 批量任务调度引擎及调度方法

Also Published As

Publication number Publication date
KR20160150126A (ko) 2016-12-28
EP2851799B1 (en) 2016-02-17
EP2454666B1 (en) 2014-11-12
CN102473122A (zh) 2012-05-23
US8205113B2 (en) 2012-06-19
EP2851799A1 (en) 2015-03-25
CA2767667C (en) 2020-08-18
KR101721466B1 (ko) 2017-03-30
US20140053159A1 (en) 2014-02-20
JP2012533796A (ja) 2012-12-27
JP2016129056A (ja) 2016-07-14
CN102473122B (zh) 2016-01-20
US8566641B2 (en) 2013-10-22
WO2011008734A1 (en) 2011-01-20
KR20150042873A (ko) 2015-04-21
JP2015143999A (ja) 2015-08-06
US20110016354A1 (en) 2011-01-20
EP2454666A1 (en) 2012-05-23
EP2454666A4 (en) 2013-04-24
HK1165051A1 (en) 2012-09-28
US20120311588A1 (en) 2012-12-06
HK1202951A1 (en) 2015-10-09
US9304807B2 (en) 2016-04-05
JP5897747B2 (ja) 2016-03-30
JP5735961B2 (ja) 2015-06-17
CA2767667A1 (en) 2011-01-20
AU2010273531A1 (en) 2012-01-19
KR20120040707A (ko) 2012-04-27
CN105573866A (zh) 2016-05-11
JP6499986B2 (ja) 2019-04-10
KR101691126B1 (ko) 2016-12-29
AU2010273531B2 (en) 2014-09-25

Similar Documents

Publication Publication Date Title
CN105573866B (zh) 以容错方式处理批量输入数据的方法和系统
CN103778015B (zh) 在基于图的计算中的计算资源管理
Jiang et al. Angel: a new large-scale machine learning system
EP4000034B1 (en) Distributed streaming system supporting real-time sliding windows
Das et al. A performance study of the cancelback protocol for Time Warp
Liu et al. Optimizing shuffle in wide-area data analytics
WO2020238348A1 (zh) 区块的验证方法、装置及设备
CA2956216C (en) Mutable chronologies for accommodation of randomly occurring event delays
CN108021597A (zh) 一种并行计数器、服务器和一种计数方法
Felius Assessing the performance of distributed PostgreSQL
CN116302546A (zh) 流处理系统、状态恢复方法、设备及存储介质
AU2014274491B2 (en) Fault tolerant batch processing
CN120850535A (zh) 基于线程池的并行离散事件仿真方法和装置
Li A platform for scalable low-latency analytics using mapreduce
Huang Improving Performance in Data Processing Distributed Systems by Exploiting Data Placement and Partitioning
PI NSF Grant number MIP-94085550 ADAPTIVE MECHANISMS FOR PARALLEL SIMULATION
HK1236648B (zh) 适应随机发生的事件延迟的可变性时序表
Chugh Towards adaptive caching for parallel and distributed simulations
HK1236648A1 (en) Mutable chronologies for accommodation of randomly occurring event delays

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant