Processing Data in External Storage

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Presentation transcript:

Processing Data in External Storage CS 302 - Data Structures Mehmet H Gunes Modified from authors’ slides

Look at External Storage Used when program reads/writes data to/from a C++ file Generally there is more external storage than internal memory Direct access files essential for external data collections © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Look at External Storage Internal and external memory © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Look at External Storage A file partitioned into blocks of records © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Look at External Storage Direct access I/O Involves blocks instead of records Buffer stores data (blocks) temporarily Record updated within block (in buffer) Work to minimize block I/O Takes more time for disk access © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Working with External Data Sorting a block of an external file F by merging the results of internal sorts and using two external work files F1 and F2 © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Working with External Data Sorting a block of an external file F by merging the results of internal sorts and using two external work files F1 and F2 © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Working with External Data Phase 2 of an external sort: Merging sorted runs © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Working with External Data Phase 2 of an external sort: Merging sorted runs © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Basic Data Management Operations Shifting across block boundaries © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Indexing an External File A data file with an index © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Indexing an External File Advantages of an index file Index record smaller than a data record Data file need not be kept in any particular order Possible to maintain several indexes simultaneously Index file reduces number of block accesses Shift index records, not data records © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Indexing an External File A data file with a sorted index file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

External Hashing A hashed index file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

External Hashing A single block with a pointer © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

External Hashing Addition when an index file uses external hashing Add data record into data file. Add corresponding index record into index file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

External Hashing Removal when an index file uses external hashing Search index file for corresponding index record Remove data record from data file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees An index file organized as a 2-3 tree © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees An index file organized as a 2-3 tree © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees Nodes with two, three, and m children and their search keys © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees A full tree whose internal nodes have five children © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees Adding a record to a B-tree Add data record to data file Add a corresponding index record to index file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees A B-tree of degree 5 © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through d) The steps for adding 55 to a B-tree; (e) splitting the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through d) The steps for adding 55 to a B-tree; (e) splitting the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through d) The steps for adding 55 to a B-tree; (e) splitting the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees Removing a record from a B-tree Locate index record in index file Remove data record from data file © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through e) The steps for removing 73 ; (f) removing the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through e) The steps for removing 73 ; (f) removing the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through e) The steps for removing 73 ; (f) removing the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

B-Trees (a through e) The steps for removing 73 ; (f) removing the root © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Multiple Indexing Multiple index files © 2017 Pearson Education, Hoboken, NJ.  All rights reserved

Multiple Indexing A removal by name must update both indexes Search name index file for jones and remove index record. Remove appropriate data record from data file, noting socSec value ssn of this record. Search socSec index file for ssn and remove this index record. © 2017 Pearson Education, Hoboken, NJ.  All rights reserved