Tracing lineage of array data

被引:2
|
作者
Marathe, AP [1 ]
机构
[1] Univ Waterloo, Dept Comp Sci, Waterloo, ON N2L 3G1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
data lineage; array data; Array Manipulation Language; data-flow analysis;
D O I
10.1023/A:1012857830230
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Arrays are a common and important class of data in many applications. Arrays can model data such as digital images, digital video, scientific and experimental data, matrices, and finite element grids. Although array manipulations are diverse and domain-specific, they often exhibit structural regularities. This paper describes an algorithm called sub-pushdown to trace data lineage in such array computations. Lineage tracing is a type of data-flow analysis that relates parts of a result array to those parts of the argument (base) arrays that have bearings on the result array parts. Sub-pushdown can be used to trace data lineage in array-manipulating computations expressed in the Array Manipulation Language (AML) that was introduced previously. Sub-pushdown has several useful features. First, the lineage computation is expressed as an AML query. Second, it is not necessary to evaluate the AML lineage query to compute the array data lineage. Third, sub-pushdown never gives false-negative answers. Sub-pushdown has been implemented as part of the ArrayDB prototype array database system that we have built.
引用
收藏
页码:193 / 214
页数:22
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