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queryStats.txt
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=========================
$queryStats (aggregation)
=========================
.. default-domain:: mongodb
.. contents:: On this page
:local:
:backlinks: none
:depth: 2
:class: singlecol
Definition
----------
.. pipeline:: $queryStats
.. include:: /includes/aggregation/queryStats/unsupported-warning.rst
.. include:: /includes/aggregation/queryStats/description.rst
``$queryStats`` collects and reports metrics for
:method:`~db.collection.aggregate()`, :method:`~db.collection.find()`,
and :method:`~db.collection.distinct()` queries. ``$queryStats`` does
not collect information for queries that use :ref:`{+qe+}
<qe-manual-feature-qe>`.
Requirements
------------
The ``$queryStats`` stage is enabled on deployments hosted on
:atlas:`MongoDB Atlas </>` with a cluster tier of at least M10.
To run the ``$queryStats`` stage, your pipeline must meet the following
requirements:
- The pipeline must be run on the ``admin`` database.
- ``$queryStats`` must be the first stage in the pipeline.
Syntax
------
.. code-block:: javascript
db.adminCommand( {
aggregate: 1,
pipeline: [
{
$queryStats: {
transformIdentifiers: {
algorithm: <string>,
hmacKey: <binData> /* subtype 8 - used for sensitive data */
}
}
}
],
cursor: { }
} )
.. important::
You cannot run ``$queryStats`` on a specific collection. For complete
examples, see :ref:`queryStats-examples`.
Command Fields
~~~~~~~~~~~~~~
``$queryStats`` takes the following fields:
.. list-table::
:header-rows: 1
:widths: 10 10 10 20
* - Field
- Necessity
- Type
- Description
* - ``transformIdentifiers``
- Optional
- Document
- Specifies additional transformation options for the
``$queryStats`` output.
* - | ``transformIdentifiers``
| ``.algorithm``
- Required if specifying the ``transformIdentifiers`` object
- String
- The type of hash transformation applied to namespace information
and field names in output. The only currently supported
``algorithm`` value is ``hmac-sha-256``.
* - | ``transformIdentifiers``
| ``.hmacKey``
- Required if specifying the ``transformIdentifiers`` object
- binData
- The private key input in the HMAC transformation.
Access Control
--------------
If your deployment enforces access control, the user running
``$queryStats`` must have the following permissions:
- To run ``$queryStats`` without the ``transformIdentifiers`` option,
the user must have the :authaction:`queryStatsRead` privilege action.
- To run ``$queryStats`` with the ``transformIdentifiers`` option, the
user must have the both the :authaction:`queryStatsRead` and
:authaction:`queryStatsReadTransformed` privilege actions.
The built-in :authrole:`clusterMonitor` role provides the
``queryStatsRead`` and ``queryStatsReadTransformed`` privileges. The
following example grants the ``clusterMonitor`` role on the ``admin``
database:
.. code-block:: javascript
db.grantRolesToUser(
"<user>",
[ { role: "clusterMonitor", db: "admin" } ]
)
Behavior
--------
The following sections describe behavioral details of the
``$queryStats`` stage.
How $queryStats Tracks Query Statistics
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Statistics for the ``$queryStats`` stage are tracked in a virtual
collection that is stored in-memory. The memory limit for the virtual
collection is 1% of the system's total memory.
How $queryStats Groups Returned Documents
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
``$queryStats`` groups queries with common properties into the same
output document. The resulting document is called a **query stats
entry**.
``$queryStats`` groups similar queries together by normalizing
user-provided field values to their data types. For example, a filter
specified as ``{ item: 'card' }`` is normalized to ``{ item :
'?string'}``. ``$queryStats`` also normalizes the values of some query
options like ``hint`` and ``comment``.
``$queryStats`` preserves literal values for options like
``readConcern`` and ``readPreference``.
For the complete list of options included in a query stats entry, see
:ref:`queryStats-find-query-shape`.
How $queryStats Transforms Data Using transformIdentifiers
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
When an HMAC key is specified to the ``transformIdentifiers`` option,
``$queryStats`` uses the HMAC key to apply an HMAC-SHA-256 hash function
on the following data:
- Document field names
- Collection names
- Database names
``$queryStats`` **does not** apply the HMAC transformation to the
following data:
- MQL keywords such as operator names (for example, ``$gte``).
- Parameter names such as the ``partitionBy`` parameter in
:pipeline:`$setWindowFields`.
- Field values. ``$queryStats`` normalizes field values in a query to
their data types (such as number or string) when the query is
recorded. ``$queryStats`` never stores field values that contain user
data.
For an example of transformed output, see
:ref:`queryStats-example-transformed`.
$queryStats Log Entries
~~~~~~~~~~~~~~~~~~~~~~~
.. |queryStats| replace:: ``$queryStats``
.. include:: /includes/aggregation/queryStats/logging-intro.rst
To learn how to control ``$queryStats`` logging behavior, see
:ref:`queryStats-toggle-logging`.
.. _queryStats-change-stream-behavior:
Change Streams
~~~~~~~~~~~~~~
Query stats for :ref:`change streams <changeStreams>` are updated when
one of these events occur:
- A cursor is created
- A :dbcommand:`getMore` operation completes
- A cursor closes
Query stats reported for change streams have these behaviors:
- Execution metrics such as ``totalExecMicros`` contain information for
the most recent operation (cursor creation, ``getMore``, or cursor close).
- Internal ``getMore`` operations increment the ``execCount`` metric.
- ``firstResponseExecMicros`` and ``totalExecMicros`` are always the
same because stats are collected and updated for each ``getMore``
operation.
- When the cursor closes, ``lastExecutionMicros`` is 0.
Output
------
``$queryStats`` returns an array of query stats entries. Some query
stats entry properties contain literal values, and some properties are
normalized to group common queries.
Query stats entries contain the following top-level documents:
.. list-table::
:header-rows: 1
:widths: 10 20
* - Document
- Description
* - ``key``
- The unique combination of attributes that define an entry in the
query stats output. The ``key`` contains attributes such as:
- :ref:`Query shape <query-shapes>`
- Client information
- Read concern
- :ref:`Collection type <queryStats-collectionType>`
Each unique combination of attributes creates a separate
entry in the ``$queryStats`` virtual collection.
* - ``asOf``
- The UTC time when ``$queryStats`` read this entry from the
``$queryStats`` virtual collection. ``asOf`` does not necessarily
return the same UTC time for each result. Internally, the data
structure is partitioned, and each partition will be read at an
individual point in time.
* - ``metrics``
- Contains aggregated runtime metrics associated with each query
stats entry. Each query stats entry records statistics for each
query that shares the same key.
Each document in the output array contains the following fields:
.. list-table::
:header-rows: 1
:widths: 10 25 10 55
* - Field
- Type
- Literal or Normalized
- Description
* - ``key``
- Document
- Literal
- Contains the query shape and additional query attributes that
group a set of queries together
* - ``key.queryShape``
- Document
- Literal
- Contains attributes used to group similar queries together. For
more information, see :ref:`queryStats-queryShape`.
* - ``key.client``
- Document
- Literal
- Describes client information associated with the key
* - ``key.client.application``
- Document
- Literal
- The client application name
* - ``key.client.driver``
- Document
- Literal
- Describes the driver used to issue the query
* - ``key.client.driver.name``
- String
- Literal
- Name of the driver used to issue the query. Possible values
include ``mongosh`` and ``nodejs``.
* - ``key.client.driver.version``
- String
- Literal
- Version number of the driver used to issue the query
* - ``key.client.os``
- Document
- Literal
- Describes the operating system used by the client that issued the
query
* - ``key.client.os.type``
- String
- Literal
- Type of the operating system
* - ``key.client.os.name``
- String
- Literal
- Name of the operating system
* - ``key.client.os.architecture``
- String
- Literal
- Architecture of the operating system. Possible values include
``arm64`` and ``x86_64``.
* - ``key.client.os.version``
- String
- Literal
- Version number of the operating system
* - ``key.readConcern``
- Document
- Literal
- The :ref:`read concern <read-concern>` for the key
* - ``key.collectionType``
- String
- Literal
- The type of collection the query was issued on. For more
information, see :ref:`queryStats-collectionType`.
* - ``key.hint``
- Document or String
- Normalized
- The index that was used as a :ref:`hint <cursor-hint>` for the
query
* - ``key.batchSize``
- String
- Normalized
- The :ref:`batch size <cursor-batchSize>` for the key. Batch size
specifies the maximum number of documents that can be returned in each batch of a query
result. By default, the initial batch size is the lesser of ``101`` documents or 16
mebibytes (MiB) worth of documents. Subsequent batches have a maximum size of 16 MiB. ``batchSize`` can enforce a
smaller limit than 16 MiB, but not a larger one. When set, the
``batchSize`` is the lesser of ``batchSize`` documents or 16 MiB worth of
documents.
* - ``key.comment``
- String
- Normalized
- Comment associated with the key
* - ``key.maxTimeMS``
- String
- Normalized
- :ref:`maxTimeMS <cursor-maxTimeMS>` value associated with the key
* - ``key.noCursorTimeout``
- Boolean
- Normalized
- :ref:`noCursorTimeout <cursor-noCursorTimeout>` option
associated with the key
* - ``key.allowPartialResults``
- String
- Literal
- :ref:`allowPartialResults <cursor-allowPartialResults>` option
associated with the key
* - ``key.readPreference``
- String
- Literal
- :ref:`Read preference <read-preference>` associated with the key
* - ``key.apiVersion``
- String
- Literal
- The Stable API version associated with the key. See
:ref:`stable-api`.
* - ``key.apiStrict``
- Boolean
- Literal
- The ``apiStrict`` parameter value associated with the key. See
:ref:`Stable API Parameters <stable-api-params>`.
* - ``key.apiDeprecationErrors``
- Boolean
- Literal
- The ``apiDeprecationErrors`` parameter value associated with the
key. See :ref:`Stable API Parameters <stable-api-params>`.
* - ``keyHash``
- String
- Literal
- A hashed representation of the values in the ``key``. Each unique
``keyHash`` value corresponds to a unique entry in the
``$queryStats`` memory store.
* - ``queryShapeHash``
- String
- Literal
- .. include:: /includes/query-shape-hash-field.rst
* - ``metrics``
- Document
- Literal
- Describes runtime statistics for the key
* - ``metrics.lastExecutionMicros``
- NumberLong
- Literal
- Execution runtime for the most recent query for all queries with
the given key
* - ``metrics.execCount``
- NumberLong
- Literal
- Number of times that queries with the given key have been
executed
* - ``metrics.keysExamined``
- Document
- Literal
- Describes the number of keys examined by queries
* - | ``metrics``
| ``.keysExamined``
| ``.sum``
- Integer
- Literal
- Total number of keys examined
* - | ``metrics``
| ``.keysExamined``
| ``.max``
- NumberLong
- Literal
- Maximum number of keys examined
* - | ``metrics``
| ``.keysExamined``
| ``.min``
- NumberLong
- Literal
- Fewest number of keys examined
* - | ``metrics``
| ``.keysExamined``
| ``.sumOfSquares``
- NumberDecimal
- Literal
- Sum of squares of number of keys examined.
A high ``sumOfSquares`` value indicates high variance in the
number of keys examined in individual queries.
* - ``metrics.docsExamined``
- Document
- Literal
- Describes the number of documents examined by queries
* - | ``metrics``
| ``.docsExamined``
| ``.sum``
- Integer
- Literal
- Total number of documents examined in the query
* - | ``metrics``
| ``.docsExamined``
| ``.max``
- NumberLong
- Literal
- Maximum number of documents examined
* - | ``metrics``
| ``.docsExamined``
| ``.min``
- NumberLong
- Literal
- Minimum number of documents examined
* - | ``metrics``
| ``.docsExamined``
| ``.sumOfSquares``
- NumberDecimal
- Literal
- Sum of squares of number of documents examined.
A high ``sumOfSquares`` value indicates high variance in the
number of documents examined in individual queries.
* - ``metrics.hasSortStage``
- Boolean
- Literal
- ``true`` when MongoDB must sort the documents after it receives
the documents from a cursor.
* - ``metrics.usedDisk``
- Boolean
- Literal
- ``true`` when the query writes data to temporary files due to
memory restrictions.
* - ``metrics.fromMultiPlanner``
- Boolean
- Literal
- ``true`` when the query planner evaluates multiple plans before
choosing the winning execution plan for the query.
* - ``metrics.fromPlanCache``
- Boolean
- Literal
- ``true`` when the query planner is able to use a plan from the
plan cache.
* - ``metrics.totalExecMicros``
- Document
- Literal
- Describes the total time spent running queries with the given
key. If the query resulted in :dbcommand:`getMores <getMore>`,
``totalExecMicros`` includes the time spent processing the
``getMore`` requests. ``totalExecMicros`` does not include time
spent waiting for the client.
All subfields of ``totalExecMicros`` are reported in
microseconds.
* - | ``metrics``
| ``.totalExecMicros``
| ``.sum``
- NumberLong
- Literal
- Total time spent running queries with the given key
* - | ``metrics``
| ``.totalExecMicros``
| ``.max``
- NumberLong
- Literal
- Longest amount of time spent running a query with the given key
* - | ``metrics``
| ``.totalExecMicros``
| ``.min``
- NumberLong
- Literal
- Shortest amount of time spent running a query with the given key
* - | ``metrics``
| ``.totalExecMicros``
| ``.sumOfSquares``
- NumberDecimal
- Literal
- Sum of squares of the total execution times for all queries
with the given key. A high ``sumOfSquares`` value indicates
high variance in query execution times.
* - | ``metrics``
| ``.firstResponseExecMicros``
- Document
- Literal
- Describes the time spent from when a query within the key began
processing to when the server returns the first batch of results
All subfields of ``firstResponseExecMicros`` are reported in
microseconds.
* - | ``metrics``
| ``.firstResponseExecMicros``
| ``.sum``
- NumberLong
- Literal
- Combined amount of time spent from the beginning of query
processing to when the server returns the first batch of results
* - | ``metrics``
| ``.firstResponseExecMicros``
| ``.max``
- NumberLong
- Literal
- Longest amount of time spent from the beginning of query
processing to when the server returns the first batch of results
* - | ``metrics``
| ``.firstResponseExecMicros``
| ``.min``
- NumberLong
- Literal
- Shortest amount of time spent from the beginning of query
processing to when the server returns the first batch of results
* - | ``metrics``
| ``.firstResponseExecMicros``
| ``.sumOfSquares``
- NumberDecimal
- Literal
- Sum of squares of amounts of time spent from the beginning of
query processing to when the server returns the first batch of
results.
A high ``sumOfSquares`` value indicates high variance in
query processing times.
* - ``metrics.docsReturned``
- Document
- Literal
- Describes the number of documents returned by queries within the
key
* - | ``metrics``
| ``.docsReturned``
| ``.sum``
- NumberLong
- Literal
- Total number of documents returned by queries with the given key
* - | ``metrics``
| ``.docsReturned``
| ``.max``
- NumberLong
- Literal
- Maximum number of documents returned by a query with the given key
* - | ``metrics``
| ``.docsReturned``
| ``.min``
- NumberLong
- Literal
- Fewest number of documents returned by a query with the given key
* - | ``metrics``
| ``.docsReturned``
| ``.sumOfSquares``
- NumberDecimal
- Literal
- Sum of squares of number of documents returned by a query within
the key.
A high ``sumOfSquares`` value indicates high variance in the
number of documents returned between individual queries.
* - ``metrics.firstSeenTimestamp``
- Date
- Literal
- Time that a query with the given key was first used since the last
restart
* - ``metrics.lastSeenTimestamp``
- Date
- Literal
- Time that a query with the given key was most recently used
.. _queryStats-collectionType:
Collection Type
~~~~~~~~~~~~~~~
The ``key.collectionType`` field indicates the type of collection that
the recorded query was issued on. The ``collectionType`` can be one of
the following values:
.. list-table::
:header-rows: 1
:widths: 10 20
* - Field
- Description
* - ``changeStream``
- The query was a :ref:`change stream operation <changeStreams>`.
* - ``collection``
- The query was issued on a standard :ref:`collection
<collections>`.
* - ``nonExistent``
- The query was issued on a collection that does not exist.
* - ``timeseries``
- The query was issued on a :ref:`timeseries collection
<manual-timeseries-collection>`.
* - ``view``
- The query was issued on a :ref:`view <views-landing-page>`.
* - ``virtual``
- The query was issued on a virtual collection. The following
operations occur in virtual collections:
- :pipeline:`$currentOp`
- :pipeline:`$documents`
- :pipeline:`$listLocalSessions`
- :pipeline:`$queryStats`
.. _queryStats-queryShape:
Query Shape
~~~~~~~~~~~
The ``key.queryShape`` document contains query shape fields. To learn
about query shapes, see :ref:`query-shapes`.
The fields in ``key.queryShape`` vary based on the
command that resulted in the query stats entry. ``$queryStats`` creates
query stats entries for :dbcommand:`aggregate`, :dbcommand:`find`,
:dbcommand:`distinct`, and :dbcommand:`count` commands.
Each query shape property corresponds to a query option. For example,
``key.queryShape.sort`` corresponds to the :method:`~cursor.sort()`
specification for the query shape.
.. _queryStats-find-query-shape:
find Command Query Shape
````````````````````````
The following table describes the query shape properties for ``find``
commands.
.. list-table::
:header-rows: 1
:widths: 10 10 10
* - Field
- Type
- Literal or Normalized
* - ``key.queryShape.filter``
- Document
- Normalized
* - ``key.queryShape.sort``
- Document
- Literal
* - ``key.queryShape.projection``
- Document
- Normalized
* - ``key.queryShape.skip``
- Integer
- Normalized
* - ``key.queryShape.limit``
- Integer
- Normalized
* - ``key.queryShape.singleBatch``
- Boolean
- Literal
* - ``key.queryShape.max``
- Document
- Normalized
* - ``key.queryShape.min``
- Document
- Normalized
* - ``key.queryShape.returnKey``
- Boolean
- Literal
* - ``key.queryShape.showRecordId``
- Boolean
- Literal
* - ``key.queryShape.tailable``
- Boolean
- Literal
* - ``key.queryShape.oplogReplay``
- Boolean
- Literal
* - ``key.queryShape.awaitData``
- Boolean
- Literal
* - ``key.queryShape.collation``
- Document
- Literal
* - ``key.queryShape.allowDiskUse``
- Boolean
- Literal
* - ``key.queryShape.let``
- Document
- Normalized
.. _queryStats-aggregate-query-shape:
aggregate Command Query Shape
`````````````````````````````
The following table describes the query shape properties for
``aggregate`` commands.
.. list-table::
:header-rows: 1
:widths: 10 10 10
* - Field
- Type
- Literal or Normalized
* - ``key.queryShape.pipeline``
- Array
- Normalized
* - ``key.queryShape.explain``
- Boolean
- Literal
* - ``key.queryShape.allowDiskUse``
- Boolean
- Literal
* - ``key.queryShape.collation``
- Document
- Literal
* - ``key.queryShape.hint``
- String or Document
- Normalized
* - ``key.queryShape.let``
- Document
- Normalized
.. _queryStats-distinct-query-shape:
distinct Command Query Shape
````````````````````````````
The following table describes the query shape properties for
``distinct`` commands.
.. list-table::
:header-rows: 1
:widths: 10 10 10
* - Field
- Type
- Literal or Normalized
* - ``key.queryShape.collation``
- Document
- Normalized
* - ``key.queryShape.key``
- String
- Literal
* - ``key.queryShape.query``
- Document
- Normalized
.. _queryStats-count-query-shape:
count Command Query Shape
`````````````````````````
The following table describes the query shape properties for
``count`` commands.
.. list-table::
:header-rows: 1
:widths: 10 10 10
* - Field
- Type
- Literal or Normalized
* - ``key.queryShape.collation``
- Document
- Normalized
* - ``key.queryShape.query``
- Document
- Normalized
* - ``key.queryShape.limit``
- Integer
- Normalized
* - ``key.queryShape.skip``
- Integer
- Normalized
Supplemental Metrics
~~~~~~~~~~~~~~~~~~~~
Query stats entries may contain a ``metrics.supplementalMetrics`` document that
provides additional information about your queries.
.. _queryStats-vectorSearch:
$vectorSearch Metrics
`````````````````````
If your query shape contains :pipeline:`$vectorSearch`, ``$queryStats``
outputs the following supplemental metrics:
.. list-table::
:header-rows: 1
:widths: 20 25 55
* - Field
- Type
- Description
* - | ``metrics``
| ``.supplementalMetrics``
| ``.vectorSearch``
- Document
- Supplemental metrics about a ``$vectorSearch`` aggregation stage
* - | ``metrics``
| ``.supplementalMetrics``
| ``.vectorSearch``
| ``.limit``
- Document
- Metrics related to the ``limit`` value of the ``$vectorSearch`` aggregation stage
* - | ``metrics``
| ``.supplementalMetrics``
| ``.vectorSearch``
| ``.numCandidatesLimitRatio``
- Document
- Metrics related to the ``numCandidates`` value of the ``$vectorSearch``
aggregation stage. ``$queryStats`` expresses these metrics as a ratio of
``numCandidates`` divided by the ``limit`` value.
.. _queryStats-examples:
Examples
--------
To run the examples in this section, start with the following data:
.. code-block:: javascript
db.products.insertMany(
[
{ item: "card", qty: 15 },
{ item: "envelope", qty: 20 },
{ item: "stamps" , qty: 30 }
]
)
Then, run these commands:
.. code-block:: javascript
db.products.find( { item: "card" } )
db.products.aggregate( [
{
$match: { qty: { $gt: 20 } }
}
] )
The following examples show the output of ``$queryStats`` using
different types of data transformation:
- :ref:`queryStats-example-untransformed`
- :ref:`queryStats-example-transformed`
The example ``$queryStats`` output in the following sections may vary
based on the execution of other commands.
.. _queryStats-example-untransformed:
Untransformed Example
~~~~~~~~~~~~~~~~~~~~~