The AQL query results cache

AQL provides an optional query results cache.

The purpose of the query results cache is to avoid repeated calculation of the same query results. It is useful if data-reading queries repeat a lot and there are not many write queries.

The query results cache is transparent so users do not need to manually invalidate results in it if underlying collection data are modified.

The AQL query results cache is only available for single servers, i.e. servers that are not part of a cluster setup.

Modes

The cache can be operated in the following modes:

  • off: the cache is disabled. No query results will be stored
  • on: the cache will store the results of all AQL queries unless their cache attribute flag is set to false
  • demand: the cache will store the results of AQL queries that have their cache attribute set to true, but will ignore all others

The mode can be set at server startup and later changed at runtime.

Query eligibility

The query results cache will consider two queries identical if they have exactly the same query string and the same bind variables. Any deviation in terms of whitespace, capitalization etc. will be considered a difference. The query string will be hashed and used as the cache lookup key. If a query uses bind parameters, these will also be hashed and used as part of the cache lookup key.

That means even if the query strings of two queries are identical, the query results cache will treat them as different queries if they have different bind parameter values. Other components that will become part of a query’s cache key are the count, fullCount and optimizer attributes.

If the cache is turned on, the cache will check at the very start of execution whether it has a result ready for this particular query. If that is the case, the query result will be served directly from the cache, which is normally very efficient. If the query cannot be found in the cache, it will be executed as usual.

If the query is eligible for caching and the cache is turned on, the query result will be stored in the query results cache so it can be used for subsequent executions of the same query.

A query is eligible for caching only if all of the following conditions are met:

  • the server the query executes on is a single server (i.e. not part of a cluster)
  • the query string is at least 8 characters long
  • the query is a read-only query and does not modify data in any collection
  • no warnings were produced while executing the query
  • the query is deterministic and only uses deterministic functions whose results are marked as cacheable
  • the size of the query result does not exceed the cache’s configured maximal size for individual cache results or cumulated results
  • the query is not executed using a streaming cursor

The usage of non-deterministic functions leads to a query not being cacheable. This is intentional to avoid caching of function results which should rather be calculated on each invocation of the query (e.g. RAND() or DATE_NOW()).

The query results cache considers all user-defined AQL functions to be non-deterministic as it has no insight into these functions.

Cache invalidation

The cached results are fully or partially invalidated automatically if queries modify the data of collections that were used during the computation of the cached query results. This is to protect users from getting stale results from the query results cache.

This also means that if the cache is turned on, then there is an additional cache invalidation check for each data-modification operation (e.g. insert, update, remove, truncate operations as well as AQL data-modification queries).

Example

If the result of the following query is present in the query results cache, then either modifying data in collection users or in collection organizations will remove the already computed result from the cache:

FOR user IN users
  FOR organization IN organizations
    FILTER user.organization == organization._key
    RETURN { user: user, organization: organization }

Modifying data in other collections than the named two will not lead to this query result being removed from the cache.

Performance considerations

The query results cache is organized as a hash table, so looking up whether a query result is present in the cache is relatively fast. Still, the query string and the bind parameter used in the query will need to be hashed. This is a slight overhead that will not be present if the cache is turned off or a query is marked as not cacheable.

Additionally, storing query results in the cache and fetching results from the cache requires locking via an R/W lock. While many thread can read in parallel from the cache, there can only be a single modifying thread at any given time. Modifications of the query cache contents are required when a query result is stored in the cache or during cache invalidation after data-modification operations. Cache invalidation will require time proportional to the number of cached items that need to be invalidated.

There may be workloads in which enabling the query results cache will lead to a performance degradation. It is not recommended to turn the query results cache on in workloads that only modify data, or that modify data more often than reading it. Turning on the cache will also provide no benefit if queries are very diverse and do not repeat often. In read-only or read-mostly workloads, the cache will be beneficial if the same queries are repeated lots of times.

In general, the query results cache will provide the biggest improvements for queries with small result sets that take long to calculate. If query results are very big and most of the query time is spent on copying the result from the cache to the client, then the cache will not provide much benefit.

Global configuration

The query results cache can be configured at server start using the configuration parameter --query.cache-mode. This will set the cache mode according to the descriptions above.

After the server is started, the cache mode can be changed at runtime as follows:

require("@arangodb/aql/cache").properties({ mode: "on" });

The maximum number of cached results in the cache for each database can be configured at server start using the following configuration parameters:

  • --query.cache-entries: maximum number of results in query result cache per database
  • --query.cache-entries-max-size: maximum cumulated size of results in query result cache per database
  • --query.cache-entry-max-size: maximum size of an individual result entry in query result cache
  • --query.cache-include-system-collections: whether or not to include system collection queries in the query result cache

These parameters can be used to put an upper bound on the number and size of query results in each database’s query cache and thus restrict the cache’s memory consumption.

These value can also be adjusted at runtime as follows:

require("@arangodb/aql/cache").properties({ 
  maxResults: 200,
  maxResultsSize: 8 * 1024 * 1024,
  maxEntrySize: 1024 * 1024,
  includeSystem: false 
});

The above will limit the number of cached results in the query results cache to 200 results per database, and to 8 MB cumulated query result size per database. The maximum size of each query cache entry is restricted to 8MB. Queries that involve system collections are excluded from caching.

Per-query configuration

When a query is sent to the server for execution and the cache is set to on or demand, the query executor will look into the query’s cache attribute. If the query cache mode is on, then not setting this attribute or setting it to anything but false will make the query executor consult the query cache. If the query cache mode is demand, then setting the cache attribute to true will make the executor look for the query in the query cache. When the query cache mode is off, the executor will not look for the query in the cache.

The cache attribute can be set as follows via the db._createStatement() function:

var stmt = db._createStatement({ 
  query: "FOR doc IN users LIMIT 5 RETURN doc",
  cache: true  /* cache attribute set here */
}); 

stmt.execute();

When using the db._query() function, the cache attribute can be set as follows:

db._query({ 
  query: "FOR doc IN users LIMIT 5 RETURN doc",
  cache: true  /* cache attribute set here */
});

The cache attribute can be set via the HTTP REST API POST /_api/cursor, too.

Each query result returned will contain a cached attribute. This will be set to true if the result was retrieved from the query cache, and false otherwise. Clients can use this attribute to check if a specific query was served from the cache or not.

Query results cache inspection

The contents of the query results cache can be checked at runtime using the cache’s toArray() function:

require("@arangodb/aql/cache").toArray();

This will return a list of all query results stored in the current database’s query results cache.

The query results cache for the current database can be cleared at runtime using the cache’s clear function:

require("@arangodb/aql/cache").clear();

Restrictions

Query results that are returned from the query results cache may contain execution statistics stemming from the initial, uncached query execution. This means for a cached query results, the extra.stats attribute may contain stale data, especially in terms of the executionTime and profile attribute values.

❮  Query Optimization

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