Partial indexes
Partial indexes allow you to improve query performance by reducing the index size. A smaller index is faster to scan, easier to maintain, and requires less storage.
Partial indexing works by specifying the rows defined by a conditional expression (called the predicate of the partial index), typically in the WHERE
clause of the table.
Partial indexes can be UNIQUE
. A UNIQUE partial index enforces the constraint that for each possible tuple of indexed columns, only one row that satisfies the index_predicate
is allowed in the table.
A partial index might not be chosen even if the implication holds in cases where there are better query plans.
The logical implication holds if all sub-expressions of the index_predicate
are present as is in the where_expression
. For example, assume where_expression = A AND B AND C
, index_predicate_1 = A AND B
, index_predicate_2 = A AND B AND D
, index_predicate_3 = A AND B AND C AND D
. Then where_expression
only implies index_predicate_1
.
Currently, valid mathematical implications are not taken into account when checking for logical implication. For example, even if where_expression = x > 5
and index_predicate = x > 4
, the SELECT
query will not use the index for scanning. This is because the two sub-expressions x > 5
and x > 4
differ.
Syntax
CREATE INDEX index_name ON table_name(column_list) WHERE condition;
Example
Before you start
The examples will run on any YugabyteDB universe.
To create a universe, see Set up YugabyteDB universe.
Create a keyspace and a table as follows:
ycqlsh> CREATE KEYSPACE example;
ycqlsh> USE example;
ycqlsh:example> CREATE TABLE orders (customer_id INT,
order_date TIMESTAMP,
product JSONB,
warehouse_id INT,
amount DOUBLE,
PRIMARY KEY ((customer_id), order_date))
WITH transactions = { 'enabled' : true };
Create a partial index for the warehouse_id
column with the expression WHERE warehouse_id < 100
to be able to enable a faster scanning of rows on queries which will benefit from such a search criteria.
ycqlsh:example> CREATE INDEX idx ON orders (warehouse_id)
WHERE warehouse_id < 100;
When using a prepared statement, the logical implication check (to decide if a partial index is usable) will only consider those sub-expressions of where_expression
that don't have dynamic parameters. This is because the query plan is decided before execution (when a statement is prepared).
ycqlsh:example> EXPLAIN SELECT product FROM orders
WHERE warehouse_id < 100 AND order_date >= ?; // Idx can be used
QUERY PLAN
------------------------------------------
Index Scan using temp.idx on temp.orders
Filter: (order_date >= :order_date)
ycqlsh:example> EXPLAIN SELECT product FROM orders
WHERE warehouse_id < ? and order_date >= ?; // Idx cannot be used
QUERY PLAN
--------------------------------------------------------------------------
Seq Scan on temp.orders
Filter: (warehouse_id < :warehouse_id) AND (order_date >= :order_date)
Partial indexes with combinations of operators
Without partial indexes, many combinations of operators together on the same column in a SELECT
's where expression (for example, WHERE v1 != NULL and v1 = 5
) are not allowed.
ycqlsh:example> EXPLAIN SELECT product FROM orders
WHERE warehouse_id != NULL AND warehouse_id = ?;
SyntaxException: Invalid CQL Statement. Illogical condition for where clause
EXPLAIN SELECT product from orders where warehouse_id != NULL and warehouse_id = ?;
^^^^^^^^^^^^
(ql error -12)
With a partial index that subsumes some clauses of the SELECT
's where expression, then two or more operators that would not otherwise be supported together are supported.
ycqlsh:example> CREATE INDEX warehouse_idx ON orders (warehouse_id)
WHERE warehouse_id != NULL;
ycqlsh:example> EXPLAIN SELECT product FROM orders
WHERE warehouse_id != NULL AND warehouse_id = ?; // warehouse_idx can be used
QUERY PLAN
----------------------------------------------------
Index Scan using temp.warehouse_idx on temp.orders
Key Conditions: (warehouse_id = :warehouse_id)
Learn more
-
PARTIAL INDEX in the YCQL API documentation