User-Defined Tensor Data Analysis

By Bin Dong

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.3 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 GetEndpoint3.3.8 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

• Format: Paperback
• Language: English
• ISBN: 3030707490
• ISBN13: 9783030707491
• Release Date: September 2021
• Publisher: Springer
• Length: 101 Pages
• Weight: 0.38 lbs.
• Dimensions: 0.2" x 6.1" x 9.2"