User-Defined Tensor Data Analysis

1. Introduction.- 1.1 Lessons from Big Data Systems.- 1.2 Data Model.- 1. 3 Programming Model High-Performance Data Analysis for Science.- 2. FasTensor Programming Model.- 2.1 Introduction to Tensor Data Model.- 2.2 FasTensor Programming Model.- 2.2.1 Stencils.- 2.2.2 Chunks.- 2.2.3 Overlap.- 2.2.4 Operator: Transform.- 2.2.5 FasTensor Execution Engine.- 2.2.6 FasTensor Scientific Computing Use Cases.- 2.3 Summary.- Illustrated FasTensor User Interface.- 3.1 An Example.- 3.2 The Stencil Class.- 3.2.1 Constructors of the Stencil.- 3.2.2 Parenthesis operator () and ReadPoint.- 3.2.3 SetShape and GetShape.- 3.2.4 SetValue and GetValue.- 3.2.5 ReadNeighbors and WriteNeighbors.- 3.2.6 GetOffsetUpper and GetOffsetLower.- 3.2.7 GetChunkID.- 3.2.8 GetGlobalIndex and GetLocalIndex.- 3.2.9 Exercise of the Stencil class.- 3.3 The Array Class.- 3.3.1 Constructors of Array.- 3.3.2 SetChunkSize, SetChunkSizeByMem, SetChunkSizeByDim, and GetChunkSize.- 3.3.3 SetOverlapSize, SetOverlapSizeByDetection,GetOverlapSize, SetOverlapPadding, and SyncOverlap.- 3.3.4 Transform.- 3.3.5 SetStride and GetStride.- 3.3.6 AppendAttribute, InsertAttribute, GetAttribute and EraseAttribute.- 3.3.7 SetEndpoint and GetEndpoint.- 3.3.8 ControlEndpoint.- 3.3.9.- ReadArray and WriteArray.- 3.3.10 SetTag and GetTag.- 3.3.11 GetArraySize and SetArraySize.- 3.3.12 Backup and Restore.- 3.3.13 CreateVisFile.- 3.3.14 ReportCost.- 3.3.15 EP_DIR Endpoint.- 3.3.16 EP_HDF5 and Other Endpoints.- Other Functions in FasTensor.- 3.4.1 FT_Init.- 3.4.2 FT_Finalize.- 3.4.3 Data types in FasTensor.- 4. FasTensor in Real Scientific Applications.- 4.1 DAS: Distributed Acoustic Sensing.- 4.2 VPIC: Vector Particle-In-Cell.- Appendix.- A.1 Installation Guide of FasTensor.- A.2 How to Develop a New Endpoint Protocol.- Alphabetical Index.- Bibliography.- References.