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UT Dallas CS 6360 - Ch18

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PowerPoint PresentationIndexes as Access PathsIndexes as Access Paths (cont.)Types of Single-Level IndexesPrimary Index on the Ordering Key FieldSlide 6Slide 7A Clustering Index ExampleAnother Clustering Index ExampleSlide 10Example of a Dense Secondary IndexExample of a Secondary IndexMulti-Level IndexesA Two-Level Primary IndexSlide 15A Node in a Search Tree with Pointers to Subtrees Below ItSlide 17Dynamic Multilevel Indexes Using B-Trees and B+-TreesDynamic Multilevel Indexes Using B-Trees and B+-Trees (cont.)Difference between B-tree and B+-treeB-tree StructuresThe Nodes of a B+-treeExample of an Insertion in a B+-treeSummaryCopyright © 2011 Pearson Education, Inc. Publishing as Pearson Addison-WesleyChapter 18Indexing Structures for FilesCopyright © 2011 Ramez Elmasri and Shamkant NavatheIndexes as Access PathsA single-level index is an auxiliary file that makes it more efficient to search for a record in the data file.The index is usually specified on one field of the file (although it could be specified on several fields)One form of an index is a file of entries <field value, pointer to record>, which is ordered by field valueThe index is called an access path on the field.Copyright © 2011 Ramez Elmasri and Shamkant NavatheIndexes as Access Paths (cont.)The index file usually occupies considerably less disk blocks than the data file because its entries are much smallerA binary search on the index yields a pointer to the file recordIndexes can also be characterized as dense or sparse A dense index has an index entry for every search key value (and hence every record) in the data file. A sparse (or nondense) index, on the other hand, has index entries for only some of the search valuesCopyright © 2011 Ramez Elmasri and Shamkant NavatheTypes of Single-Level IndexesPrimary IndexDefined on an ordered data fileThe data file is ordered on a key fieldIncludes one index entry for each block in the data file; the index entry has the key field value for the first record in the block, which is called the block anchorA similar scheme can use the last record in a block.A primary index is a nondense (sparse) index, since it includes an entry for each disk block of the data file and the keys of its anchor record rather than for every search value.Copyright © 2011 Ramez Elmasri and Shamkant NavathePrimary Index on the Ordering Key FieldCopyright © 2011 Ramez Elmasri and Shamkant NavatheIndexes as Access Paths (cont.)Example: Given the following data file EMPLOYEE(NAME, SSN, ADDRESS, JOB, SAL, ... )Suppose that:record size R=100 bytes block size B=1024 bytesr=30000 recordsThen, we get:blocking factor Bfr= B div R= 1024 div 100= 10 records/blocknumber of file blocks b= (r/Bfr)= (30000/10)= 3000 blocksFor an index on the SSN field, assume the field size VSSN=9 bytes, assume the record pointer size PR=6 bytes. Then:index entry size RI=(VSSN+ PR)=(9+6)=15 bytesindex blocking factor BfrI= B div RI= 1024 div 15= 68 entries/blocknumber of index blocks b= (r/ BfrI)= (3000/68)= 45 blocksbinary search needs log2bI= log245= 6 block accesses + 1This is compared to an average linear search cost of:(b/2)= 3000/2= 1500 block accessesIf the file records are ordered, the binary search cost would be:log2b= log23000= 12 block accessesCopyright © 2011 Ramez Elmasri and Shamkant NavatheTypes of Single-Level IndexesClustering IndexDefined on an ordered data fileThe data file is ordered on a non-key field unlike primary index which requires that the ordering field of the data file have a distinct value for each record.Includes one index entry for each distinct value of the field; the index entry points to the first data block that contains records with that field value.It is another example of nondense index where Insertion and Deletion is relatively straightforward with a clustering index.Copyright © 2011 Ramez Elmasri and Shamkant NavatheA Clustering Index ExampleCopyright © 2011 Ramez Elmasri and Shamkant NavatheAnother Clustering Index ExampleCopyright © 2011 Ramez Elmasri and Shamkant NavatheTypes of Single-Level IndexesSecondary IndexA secondary index provides a secondary means of accessing a file for which some primary access already exists.The secondary index may be on a field which is a candidate key and has a unique value in every record, or a non-key with duplicate values.The index is an ordered file with two fields.The first field is of the same data type as some non-ordering field of the data file that is an indexing field. The second field is either a block pointer or a record pointer.There can be many secondary indexes (and hence, indexing fields) for the same file.Includes one entry for each record in the data file; hence, it is a dense indexCopyright © 2011 Ramez Elmasri and Shamkant NavatheExample of a Dense Secondary IndexCopyright © 2011 Ramez Elmasri and Shamkant NavatheExample of a Secondary IndexCopyright © 2011 Ramez Elmasri and Shamkant NavatheMulti-Level Indexes Because a single-level index is an ordered file, we can create a primary index to the index itself;In this case, the original index file is called the first-level index and the index to the index is called the second-level index.We can repeat the process, creating a third, fourth, ..., top level until all entries of the top level fit in one disk blockA multi-level index can be created for any type of first-level index (primary, secondary, clustering) as long as the first-level index consists of more than one disk blockCopyright © 2011 Ramez Elmasri and Shamkant NavatheA Two-Level Primary IndexCopyright © 2011 Ramez Elmasri and Shamkant NavatheMulti-Level Indexes Such a multi-level index is a form of search treeHowever, insertion and deletion of new index entries is a severe problem because every level of the index is an ordered file.Copyright © 2011 Ramez Elmasri and Shamkant NavatheA Node in a Search Tree with Pointers to Subtrees Below ItCopyright © 2011 Ramez Elmasri and Shamkant NavatheCopyright © 2011 Ramez Elmasri and Shamkant NavatheDynamic Multilevel Indexes Using B-Trees and B+-TreesMost multi-level indexes use B-tree or B+-tree data structures because of the insertion and deletion problemThis leaves space in each tree node (disk block) to allow for new index entriesThese data structures are variations of search trees that allow efficient


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UT Dallas CS 6360 - Ch18

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