Paraccel LLC

Actian Corporation

Sergei Perfilov

Richard Lee Cole

Yijou Chen

Eugene Szedenits, Jr

William Joseph McKenna

Aman Sinha

A database system rewrites database queries based on rewrite constraints specification. The rewrite constraints specification provides directives to the database system to generate temporary tables for storing intermediate results of database queries and rewrite the corresponding database queries in terms of the temporary tables. The subqueries for matching the rewrite constraints specification may be specified in various ways. For example, the rewrite constraints specification may identify the subqueries by using one or more aliases. The rewrite constraints specification may specify a list of tables such that all database queries that join the database tables specified in the rewrite constraints specification are determined to match. The optimizer is able to optimize the rewritten database queries better by getting a better estimate for the statistics describing the temporary tables.

Rewrite constraints for database queries

A database system allows users to specify plan constraint specification that limit choices of execution plans considered by an optimizer of the database system for optimizing database queries. The plan constraint specification specifies attributes of execution plans. The plan constraint specification may identify tables/intermediate results that the plan constraint is applicable to using table names or aliases. The database system applies the plan constraint specification to database queries that match the tables/aliases specified in the plan constraint specification. The database system limits the choice of execution plans evaluated for a database query to execution plans satisfying the attributes specified in an applicable plan constraint specification. The plan constraint specification may specify distribution of a table, a join order for tables, the join mechanism, cardinality of a table or intermediate result, and so on.

Limiting plan choice for database queries using plan constraints

A database system identifies missing statistics that is not available for processing database queries and determines the missing statistics. The database system generates execution plans for database queries. The database system requests certain statistical information for generating a database query. If the database system determines that the requested statistical information is not available, the database system stores information describing the requested statistical information as missing statistics. The missing statistics may identify one or more columns associated with tables processed by the database query. The database system performs statistical analysis of database tables to generate the missing statistics so that the statistical information is available for generating execution plans for subsequent queries. The database system may rank the missing statistics based on the number of times the missing statistics was identified by the database system while processing database queries.

Estimating statistics for generating execution plans for database queries

A system and/or method are implemented to process queries to a database. In particular, the processing of queries to the database is enhanced by enhancing the determination of join orders of tables implicated in queries. Join orders between relatively large numbers of tables are determined by dividing the set of tables to be ordered into a plurality of subsets of tables, and ordering the individual subsets of tables.

System and method for processing database queries

A database system optimizes database queries that comprise subqueries. The database system factors out computation from two or more subqueries to a reusable subquery. The reusable subquery returns a result set. The subqueries are rewritten to use the result set and the database query modified to use the rewritten subqueries. The modified database query performs efficiently since the result set is computed only once for each subquery that uses the reusable query. The database system also composes nested subqueries that compute aggregate values. The database system identifies an inner subquery nested within an outer subquery, each subquery computing an aggregate value. The database system determines a new aggregate function corresponding to a composition of aggregate functions of the inner and the outer queries. The database system determines a composed query using the inner query with the outer query. The composed query uses the new aggregate function.

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San Jose, CA, United States of America

Sergei Perfilov