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Tradeoffs between fairness and data locality

Investigation of Data Locality and Fairness in MapReduce

Investigation of Data Locality and Fairness in MapReduce

... 9. Tradeoffs between fairness and data locality conducted simulation shows lsap-sched can improve the goodness of data locality and reduce the overall DLC ...investigated ...

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Investigation of Data Locality and Fairness in MapReduce

Investigation of Data Locality and Fairness in MapReduce

... facilitate data locality aware scheduling in ...best data locality. Firstly it searches for a task whose input data are located on that slave ...input data are located on the ...

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Fairness and Efficiency Tradeoffs for User Cooperation in Distributed Wireless Networks

Fairness and Efficiency Tradeoffs for User Cooperation in Distributed Wireless Networks

... relationship between the incentive mechanism, network efficiency, and fairness for user cooperation in wireless ...tradeoff between efficiency and fairness within this ...different ...

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Investigation of Data Locality and Fairness in MapReduce

Investigation of Data Locality and Fairness in MapReduce

... the goodness of data locality the percent of data local tasks (0% – 100%) data locality cost The data movement cost of job execution Scheduling Algorithm Description. dl-sched Default Ha[r] ...

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Importance of Data locality

Importance of Data locality

... For data parallel systems (Hadoop, Sector/Sphere, etc), computation nodes and storage nodes are not ...place data and how to schedule computation ...put data and computation as close as ...input ...

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Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling

Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling

... high fairness and high data ...compromises locality, because the job to be scheduled next according to fairness might not have data on the nodes that are currently ...relax ...

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Investigation of Data Locality in MapReduce

Investigation of Data Locality in MapReduce

... satisfy data access requirement in multi-user ...In Data Parallel Systems such as GFS/MapReduce, clusters are built with commodity hardware and each node takes the roles of both computation and storage, ...

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Tradeoffs in Scalable Data Routing for Deduplication Clusters

Tradeoffs in Scalable Data Routing for Deduplication Clusters

... preserving data locality, which is essential to maintain high ...meta- data needed to reconstruct a file is stored in chunks and distributed across the ...

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Managing social risks – tradeoffs between risks and inequalities

Managing social risks – tradeoffs between risks and inequalities

... difference between the highest and lowest payoffs in a group of peo- ...of fairness take into account that higher benefits are preferred to lower ...difference between the highest and lowest ...

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Data locality in Hadoop

Data locality in Hadoop

... of data blocks are needed for that task. By default the local data access is favored over this from the remote ...to data, framework handles data shipping with its built-in ...of data ...

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Handling Tradeoffs between Performance and Query-Result Quality in Data Stream Processing

Handling Tradeoffs between Performance and Query-Result Quality in Data Stream Processing

... tradeoff between the performance gain obtained by operator sharing and the performance loss caused by the violation of the objective of QDDH needs to be ...

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Investigation of Data Locality in MapReduce

Investigation of Data Locality in MapReduce

... that data locality deteriorates sharply when there are less idle slots than tasks and the ratio between them ...difference between the numbers of idle slots and tasks gets ...of data ...

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Data Locality in Parallel Rendering

Data Locality in Parallel Rendering

... a data structure on the ...remote data is requested, but in both cases the query is ...the data structure is ...the data structure, this is used (as in environment ...munication between ...

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The Tradeoffs Between Open and Traditional Relation Extraction

The Tradeoffs Between Open and Traditional Relation Extraction

... labeled data for four different re- lations – corporate acquisitions, birthplaces, inven- tors of products and award ...collect data for two additional relations, and manually labelled positive and negative ...

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SMAs: Quantifying the Tradeoffs Between Taxes and Diversification

SMAs: Quantifying the Tradeoffs Between Taxes and Diversification

... INDEX DESCRIPTIONS Dimensional US Adjusted Market 2 Index: January 1975–present: Compiled by Dimensional from CRSP and Compustat data. Targets all securities of US companies traded on the NYSE, NYSE MKT (formerly ...

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Some  Thoughts  on  Time-Memory-Data  Tradeoffs

Some Thoughts on Time-Memory-Data Tradeoffs

... difference between Hellman’s and Oechslin’s approaches is the use of multiple small tables in the first case versus a single (rainbow) table in the later ...

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OPTIMIZING LOAD BALANCING AND DATA- LOCALITY WITH DATA-AWARE

OPTIMIZING LOAD BALANCING AND DATA- LOCALITY WITH DATA-AWARE

... A network simulator is a piece of software or hardware that predicts the behavior of a network, without an actual network being present. NS is an object oriented simulator, written in C++, with an OTcl interpreter as a ...

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Economic Analysis of Tradeoffs Between Security and Disaster Recovery

Economic Analysis of Tradeoffs Between Security and Disaster Recovery

... However, leveraging the benefits of global interconnectivity has introduced completely new sets of threats and risks into the business environment. Over the past few years, organizations have increasingly become a target ...

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Cryptanalysis of Grain using Time / Memory / Data Tradeoffs

Cryptanalysis of Grain using Time / Memory / Data Tradeoffs

... the tradeoffs found in this article, what may be done? Looking more closely at our results, the root causes of our obtained tradeoff appears to be ...spacing between the taps of masking bits n i+10 and n ...

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Time/Memory/Data Tradeoffs for Variants of the RSA Problem

Time/Memory/Data Tradeoffs for Variants of the RSA Problem

... This set of tables covers a larger fraction of the possible output values and consequently, the online phase need less data. Each table requires a specific function and, in order to cover different independent ...

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