Capturing Provenance for Runtime Data Analysis in Computational Science and Engineering Applications

被引:4
作者
Silva, Vitor [1 ]
Souza, Renan [1 ,2 ]
Camata, Jose [1 ,3 ]
de Oliveira, Daniel [4 ]
Valduriez, Patrick [5 ,6 ]
Coutinho, Alvaro L. G. A. [1 ]
Mattoso, Marta [1 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, Rio De Janeiro, Brazil
[2] IBM Res, Rio De Janeiro, Brazil
[3] Univ Fed Juiz de Fora, Juiz De Fora, Brazil
[4] Fluminense Fed Univ, Niteroi, RJ, Brazil
[5] INRIA, Montpellier, France
[6] LIRMM, Montpellier, France
来源
PROVENANCE AND ANNOTATION OF DATA AND PROCESSES, IPAW 2018 | 2018年 / 11017卷
基金
欧盟地平线“2020”;
关键词
Provenance; User steering; Computational Science and Engineering; HPC;
D O I
10.1007/978-3-319-98379-0_15
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Capturing provenance data for runtime analysis has several challenges in high performance computational science engineering applications. The main issues are avoiding significant overhead in data capture, loading and runtime query support; and coupling provenance capture mechanisms with applications built with highly efficient numerical libraries, and visualization frameworks targeted to high performance environments. This work presents DfA-prov, an approach to capture provenance data and domain data aiming at high performance applications.
引用
收藏
页码:183 / 187
页数:5
相关论文
共 9 条
[1]  
Bernholdt D., 2017, SIAM C CSE ATL GA
[2]   In situ visualization and data analysis for turbidity currents simulation [J].
Camata, Jose J. ;
Silva, Vitor ;
Valduriez, Patrick ;
Mattoso, Marta ;
Coutinho, Alvaro L. G. A. .
COMPUTERS & GEOSCIENCES, 2018, 110 :23-31
[3]   PrIMe: A Methodology for Developing Provenance-Aware Applications [J].
Miles, Simon ;
Groth, Paul ;
Munroe, Steve ;
Moreau, Luc .
ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY, 2011, 20 (03)
[4]   A Templating System to Generate Provenance [J].
Moreau, Luc ;
Batlajery, Belfrit Victor ;
Trung Dong Huynh ;
Michaelides, Danius ;
Packer, Heather .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 2018, 44 (02) :103-121
[5]   noWorkflow: a Tool for Collecting, Analyzing, and Managing Provenance from Python']Python Scripts [J].
Pimentel, Joao Felipe ;
Murta, Leonardo ;
Braganholo, Vanessa ;
Freire, Juliana .
PROCEEDINGS OF THE VLDB ENDOWMENT, 2017, 10 (12) :1841-1844
[6]  
Rude U., 2016, CORR
[7]  
Silva V., 2018, PVLDB
[8]   Trade-Offs in Automatic Provenance Capture [J].
Stamatogiannakis, Manolis ;
Kazmi, Hasanat ;
Sharif, Hashim ;
Vermeulen, Remco ;
Gehani, Ashish ;
Bos, Herbert ;
Groth, Paul .
PROVENANCE AND ANNOTATION OF DATA AND PROCESSES, IPAW 2016, 2016, 9672 :29-41
[9]  
[No title captured]