Optimizer Quality

Generating the Queries

As of Nov 2010, there are 5 primary SQL grammars available for testing the Optimizer:

  • optimizer_nosubquery.yy generates random queries with no subselects, with up to 3-way join and with various SQL clauses such as aggregates, GROUP BY , HAVING, LIMIT;
  • optimizer_subquery.yy generates queries with subselects with up to 2 levels of nesting. Subqueries are placed in various locations, such as in the SELECT list, in the ON clause, etc. Aggregates, LIMIT, HAVING, etc. are used if allowed by the server;
  • optimizer_subquery.yy generates outer joins of various depths;
  • range_optimizer.yy tests the range optimizer by joinging several tables and generating various conditions on which range optimization is likely to be applied;
  • range_optimizer2.yy tests the range optimizer by generating single-table queries that contain a lot of range-optimizable clauses. Avoiding joins allows the single table to be arbitrarily large, this allowing for more interesting range overlaps;

Validating the Results

As of Nov 2010, the RQG has two primary modes for validating the results:

  • by using a reference implementation. This can be a PostgreSQL, JavaDB or another version or flavor of MySQL/Maria/Drizzle. Testing this way requires trusting external software that is not under our control. Also, it is sometimes difficult to determine which implementation has returned the correct result. Technically, 3 implementations can "vote" as to which is the correct result, but this is not reliable if the implementations all derive from one another.
  • by executing the generated query using a different execution plan. This is usually achieved by disabling particular optimizations and thus "downgrading" the plan to a more basic, presumed stable one. It is assumed that a nested-loop-join that takes no advantage of indexes would always provide the correct result. The advantage of this approach is that there is no need for a reference implementation and the source of the wrong result can be obtained by diffing the original and the downgraded execution plan.

In addition to result set validation, there is a module which executes each generated SELECT in various contexts, such as as part of a union, stored procedure, trigger, etc. and makes sure that the query returns a correct result. This is most often used for testing subselects.

Running a Complete Test Cycle

A test cycle is described in a configuration file called the CC file. The CC file contains a list of mysqld options to use, the list of grammars to use and other settings (e.g. Engines, table sizes, etc.). The testing framework will then take a random permutation from the settings described in the file and run them as a RQG test for a predefined time, such as 10 minutes. This is repeated up to 100 times, each with a different random permutation. The PRNG seed for each run will also be different, so different queries will be generated for each run, in addition to using different mysqld options, engine, etc.

By default, all cycles include MyISAM, Aria and InnoDB, and some percentage are run under Valgrind. Cycles run with both NULL and NOT NULL fields and with and without simple views.

Configuration for Join Cache Testing

outer_join_with_cache is always ON. --join_cache_level varies from 0 to 8. --join_buffer_size varies between 1, 100, 1K, 10K and 100K. The optimizer_no_subquery.yy, outer_join.yy and range_access.yy grammars are used. Once semijoin is stable, join_cache + semijoin will be tested with optimizer_subquery.yy.

Configuration for MRR/ICP/DS-MRR-CPK Testing

--optimizer_use_mrr is ON, mrr_sort_keys is both ON and OFF, index_condition_pushdown is both ON and OFF, join_cache_level is between 0 and 8, join_buffer_size and mrr_buffer_size are 1, 100, 1K, 10K and 100K. optimizer_no_subquery.yy, outer_join.yy, range_access.yy and range_access2.yy grammars are used.

Configuration for Subquery Testing

The optimizer_no_subquery.yy grammar is used. Each individual optimizer_switch related to subquery optimization may be disabled so that the "second best" plan is generated.

Testing MWL#89

When testing MWL#89, the following optimizer_switch are used: in_to_exists=ON,materialization=OFF, in_to_exists=OFF,materialization=ON and in_to_exists=ON,materialization=ON. In addition semijoin is always OFF to force more queries to use materialization/in_to_exists. subquery_cache is OFF to prevent subquery cache bugs from showing up during the test.

See Also


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