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The dynamism and heterogeneity of SAMR applications have been traditionally addressed using dynamic partitioning and load balancing algorithms, for example, the mechanisms presented in Refs [10, 13], which partition and load balance the SAMR domain when it changes More recently, it was observed in Ref [14] that for parallel SAMR applications, the appropriate choice and con guration of the partitioning/loadbalancing algorithm depend on the application, its runtime state, and its execution context This leads to the development of meta-partitioners [14, 15], which select and con gure partitioners (from a pool of partitioners) at runtime to match the application s current requirements However, due to the spatial heterogeneity of the SAMR domain, computation and communication requirements can vary signi cantly across the domain and, as a result, using a single partitioner for the entire domain can lead to decompositions that are locally inef cient.

This is especially true for the large-scale simulations that run on over a thousand processors The objective of the research presented in this chapter is to address this issue Speci cally, this chapter builds on our earlier research on meta-partitioning [14], adaptive hierarchical partitioning [16], and adaptive clustering [17] and investigates hybrid runtime management strategies and an adaptive hierarchical multipartitioner (AHMP) framework AHMP dynamically applies multiple partitioners to different regions of the domain, in a hierarchical manner, to match local requirements This chapter rst presents a segmentation-based clustering algorithm (SBC) that can ef ciently identify regions in the domain (called clusters) at runtime that have relatively homogeneous requirements The partitioning requirements of these cluster regions are determined and the most appropriate partitioner from the set of available partitioners is selected, con gured, and applied to each cluster.

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The main objection is that the coherence length of a helium-neon laser is long enough to produce interference effects between many beams multiply re ected off the surfaces of a refracting system These effects can be bright enough to obscure the details of the star test, particularly since the workshop testing would probably be done before any antire ection coating was put on the surfaces Another objection to the use of a laser, for refracting systems at any rate, is that the system may be corrected for a different wavelength and the spherical aberration correction vary appreciably with wavelength However, for testing large mirror systems a laser is probably the best source, since it provides enough intensity to work in daylight 1133 The Arrangement of the Optical System for Star Testing For testing small refracting objectives the simplest arrangement is the one shown in Figure 11.

Further, this chapter also presents two strategies to cope with different resource situations in the case of long-running applications: (1) the hybrid partitioning algorithm, which involves application-level pipelining, trading space for time when resources are suf ciently large and underutilized, and (2) the application-level outof-core strategy (ALOC), which trades time for space when resources are scarce to.

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ACID Acronym for a set of database properties needed for reliable transactions. ACID stands for Atomicity, Consistency, Isolation, Durability (see the entries for those terms). ADO ActiveX Data Objects. A Microsoft collection of classes that allows programs to interact with databases. ADO is built on top of OLE DB (see OLE DB ). alternate key A candidate key that is not used as the table s primary key.

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