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zeek/doc/scripts/base/frameworks/sumstats/main.zeek.rst
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:tocdepth: 3
base/frameworks/sumstats/main.zeek
==================================
.. zeek:namespace:: SumStats
The summary statistics framework provides a way to
summarize large streams of data into simple reduced
measurements.
:Namespace: SumStats
Summary
~~~~~~~
Types
#####
======================================================= ========================================================================
:zeek:type:`SumStats::Calculation`: :zeek:type:`enum` Type to represent the calculations that are available.
:zeek:type:`SumStats::Key`: :zeek:type:`record` Represents a thing which is having summarization
results collected for it.
:zeek:type:`SumStats::Observation`: :zeek:type:`record` Represents data being added for a single observation.
:zeek:type:`SumStats::Reducer`: :zeek:type:`record` Represents a reducer.
:zeek:type:`SumStats::Result`: :zeek:type:`table` Type to store a table of results for multiple reducers indexed by
observation stream identifier.
:zeek:type:`SumStats::ResultTable`: :zeek:type:`table` Type to store a table of sumstats results indexed by keys.
:zeek:type:`SumStats::ResultVal`: :zeek:type:`record` Result calculated for an observation stream fed into a reducer.
:zeek:type:`SumStats::SumStat`: :zeek:type:`record` Represents a SumStat, which consists of an aggregation of reducers along
with mechanisms to handle various situations like the epoch ending
or thresholds being crossed.
======================================================= ========================================================================
Redefinitions
#############
=================================================== ==============================================================================================
:zeek:type:`SumStats::Reducer`: :zeek:type:`record`
:New Fields: :zeek:type:`SumStats::Reducer`
ssname: :zeek:type:`string` :zeek:attr:`&optional`
calc_funcs: :zeek:type:`vector` of :zeek:type:`SumStats::Calculation` :zeek:attr:`&optional`
=================================================== ==============================================================================================
Functions
#########
======================================================= ==================================================================
:zeek:id:`SumStats::create`: :zeek:type:`function` Create a summary statistic.
:zeek:id:`SumStats::key2str`: :zeek:type:`function` Helper function to represent a :zeek:type:`SumStats::Key` value as
a simple string.
:zeek:id:`SumStats::next_epoch`: :zeek:type:`function` Manually end the current epoch for a sumstat.
:zeek:id:`SumStats::observe`: :zeek:type:`function` Add data into an observation stream.
:zeek:id:`SumStats::request_key`: :zeek:type:`function` Dynamically request a sumstat key.
======================================================= ==================================================================
Detailed Interface
~~~~~~~~~~~~~~~~~~
Types
#####
.. zeek:type:: SumStats::Calculation
:source-code: base/frameworks/sumstats/main.zeek 10 13
:Type: :zeek:type:`enum`
.. zeek:enum:: SumStats::PLACEHOLDER SumStats::Calculation
.. zeek:enum:: SumStats::AVERAGE SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/average.zeek` is loaded)
Calculate the average of the values.
.. zeek:enum:: SumStats::HLL_UNIQUE SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
Calculate the number of unique values.
.. zeek:enum:: SumStats::LAST SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/last.zeek` is loaded)
Keep last X observations in a queue.
.. zeek:enum:: SumStats::MAX SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/max.zeek` is loaded)
Find the maximum value.
.. zeek:enum:: SumStats::MIN SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/min.zeek` is loaded)
Find the minimum value.
.. zeek:enum:: SumStats::SAMPLE SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sample.zeek` is loaded)
Get uniquely distributed random samples from the observation
stream.
.. zeek:enum:: SumStats::VARIANCE SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/variance.zeek` is loaded)
Calculate the variance of the values.
.. zeek:enum:: SumStats::STD_DEV SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/std-dev.zeek` is loaded)
Calculate the standard deviation of the values.
.. zeek:enum:: SumStats::SUM SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sum.zeek` is loaded)
Calculate the sum of the values. For string values,
this will be the number of strings.
.. zeek:enum:: SumStats::TOPK SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/topk.zeek` is loaded)
Keep a top-k list of values.
.. zeek:enum:: SumStats::UNIQUE SumStats::Calculation
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/unique.zeek` is loaded)
Calculate the number of unique values.
Type to represent the calculations that are available. The calculations
are all defined as plugins.
.. zeek:type:: SumStats::Key
:source-code: base/frameworks/sumstats/main.zeek 16 30
:Type: :zeek:type:`record`
.. zeek:field:: str :zeek:type:`string` :zeek:attr:`&optional`
A non-address related summarization or a sub-key for
an address based summarization. An example might be
successful SSH connections by client IP address
where the client string would be the key value.
Another example might be number of HTTP requests to
a particular value in a Host header. This is an
example of a non-host based metric since multiple
IP addresses could respond for the same Host
header value.
.. zeek:field:: host :zeek:type:`addr` :zeek:attr:`&optional`
Host is the value to which this metric applies.
Represents a thing which is having summarization
results collected for it.
.. zeek:type:: SumStats::Observation
:source-code: base/frameworks/sumstats/main.zeek 34 41
:Type: :zeek:type:`record`
.. zeek:field:: num :zeek:type:`count` :zeek:attr:`&optional`
Count value.
.. zeek:field:: dbl :zeek:type:`double` :zeek:attr:`&optional`
Double value.
.. zeek:field:: str :zeek:type:`string` :zeek:attr:`&optional`
String value.
.. zeek:field:: uid :zeek:type:`string` :zeek:attr:`&optional`
(present if :doc:`/scripts/policy/protocols/http/detect-sql-injection.zeek` is loaded)
Represents data being added for a single observation.
Only supply a single field at a time!
.. zeek:type:: SumStats::Reducer
:source-code: base/frameworks/sumstats/main.zeek 44 59
:Type: :zeek:type:`record`
.. zeek:field:: stream :zeek:type:`string`
Observation stream identifier for the reducer
to attach to.
.. zeek:field:: apply :zeek:type:`set` [:zeek:type:`SumStats::Calculation`]
The calculations to perform on the data points.
.. zeek:field:: pred :zeek:type:`function` (key: :zeek:type:`SumStats::Key`, obs: :zeek:type:`SumStats::Observation`) : :zeek:type:`bool` :zeek:attr:`&optional`
A predicate so that you can decide per key if you
would like to accept the data being inserted.
.. zeek:field:: normalize_key :zeek:type:`function` (key: :zeek:type:`SumStats::Key`) : :zeek:type:`SumStats::Key` :zeek:attr:`&optional`
A function to normalize the key. This can be used to
aggregate or normalize the entire key.
.. zeek:field:: ssname :zeek:type:`string` :zeek:attr:`&optional`
.. zeek:field:: calc_funcs :zeek:type:`vector` of :zeek:type:`SumStats::Calculation` :zeek:attr:`&optional`
.. zeek:field:: hll_error_margin :zeek:type:`double` :zeek:attr:`&default` = ``0.01`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
The error margin for HLL.
.. zeek:field:: hll_confidence :zeek:type:`double` :zeek:attr:`&default` = ``0.95`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
The confidence for HLL.
.. zeek:field:: num_last_elements :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/last.zeek` is loaded)
Number of elements to keep.
.. zeek:field:: num_samples :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sample.zeek` is loaded)
The number of sample Observations to collect.
.. zeek:field:: topk_size :zeek:type:`count` :zeek:attr:`&default` = ``500`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/topk.zeek` is loaded)
Number of elements to keep in the top-k list.
.. zeek:field:: unique_max :zeek:type:`count` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/unique.zeek` is loaded)
Maximum number of unique values to store.
Represents a reducer.
.. zeek:type:: SumStats::Result
:source-code: base/frameworks/sumstats/main.zeek 78 78
:Type: :zeek:type:`table` [:zeek:type:`string`] of :zeek:type:`SumStats::ResultVal`
Type to store a table of results for multiple reducers indexed by
observation stream identifier.
.. zeek:type:: SumStats::ResultTable
:source-code: base/frameworks/sumstats/main.zeek 81 81
:Type: :zeek:type:`table` [:zeek:type:`SumStats::Key`] of :zeek:type:`SumStats::Result`
Type to store a table of sumstats results indexed by keys.
.. zeek:type:: SumStats::ResultVal
:source-code: base/frameworks/sumstats/main.zeek 63 74
:Type: :zeek:type:`record`
.. zeek:field:: begin :zeek:type:`time`
The time when the first observation was added to
this result value.
.. zeek:field:: end :zeek:type:`time`
The time when the last observation was added to
this result value.
.. zeek:field:: num :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
The number of observations received.
.. zeek:field:: average :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/average.zeek` is loaded)
For numeric data, this is the average of all values.
.. zeek:field:: hll_unique :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
If cardinality is being tracked, the number of unique
items is tracked here.
.. zeek:field:: card :zeek:type:`opaque` of cardinality :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
.. zeek:field:: hll_error_margin :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
.. zeek:field:: hll_confidence :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/hll_unique.zeek` is loaded)
.. zeek:field:: last_elements :zeek:type:`Queue::Queue` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/last.zeek` is loaded)
This is the queue where elements are maintained.
Don't access this value directly, instead use the
:zeek:see:`SumStats::get_last` function to get a vector of
the current element values.
.. zeek:field:: max :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/max.zeek` is loaded)
For numeric data, this tracks the maximum value.
.. zeek:field:: min :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/min.zeek` is loaded)
For numeric data, this tracks the minimum value.
.. zeek:field:: samples :zeek:type:`vector` of :zeek:type:`SumStats::Observation` :zeek:attr:`&default` = ``[]`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sample.zeek` is loaded)
This is the vector in which the samples are maintained.
.. zeek:field:: sample_elements :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sample.zeek` is loaded)
Number of total observed elements.
.. zeek:field:: num_samples :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sample.zeek` is loaded)
.. zeek:field:: variance :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/variance.zeek` is loaded)
For numeric data, this is the variance.
.. zeek:field:: prev_avg :zeek:type:`double` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/variance.zeek` is loaded)
.. zeek:field:: var_s :zeek:type:`double` :zeek:attr:`&default` = ``0.0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/variance.zeek` is loaded)
.. zeek:field:: std_dev :zeek:type:`double` :zeek:attr:`&default` = ``0.0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/std-dev.zeek` is loaded)
For numeric data, this calculates the standard deviation.
.. zeek:field:: sum :zeek:type:`double` :zeek:attr:`&default` = ``0.0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/sum.zeek` is loaded)
For numeric data, this tracks the sum of all values.
.. zeek:field:: topk :zeek:type:`opaque` of topk :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/topk.zeek` is loaded)
A handle which can be passed to some built-in functions to get
the top-k results.
.. zeek:field:: unique :zeek:type:`count` :zeek:attr:`&default` = ``0`` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/unique.zeek` is loaded)
If cardinality is being tracked, the number of unique
values is tracked here.
.. zeek:field:: unique_max :zeek:type:`count` :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/unique.zeek` is loaded)
.. zeek:field:: unique_vals :zeek:type:`set` [:zeek:type:`SumStats::Observation`] :zeek:attr:`&optional`
(present if :doc:`/scripts/base/frameworks/sumstats/plugins/unique.zeek` is loaded)
Result calculated for an observation stream fed into a reducer.
Most of the fields are added by plugins.
.. zeek:type:: SumStats::SumStat
:source-code: base/frameworks/sumstats/main.zeek 91 144
:Type: :zeek:type:`record`
.. zeek:field:: name :zeek:type:`string`
An arbitrary name for the sumstat so that it can
be referred to later.
.. zeek:field:: epoch :zeek:type:`interval`
The interval at which this sumstat should be "broken"
and the *epoch_result* callback called. The
results are also reset at this time so any threshold
based detection needs to be set to a
value that should be expected to happen within
this epoch.
Passing an epoch of zero (e.g. ``0 secs``) causes this
sumstat to be set to manual epochs. You will have to manually
end the epoch by calling :zeek:see:`SumStats::next_epoch`.
.. zeek:field:: reducers :zeek:type:`set` [:zeek:type:`SumStats::Reducer`]
The reducers for the SumStat.
.. zeek:field:: threshold_val :zeek:type:`function` (key: :zeek:type:`SumStats::Key`, result: :zeek:type:`SumStats::Result`) : :zeek:type:`double` :zeek:attr:`&optional`
A function that will be called once for each observation in order
to calculate a value from the :zeek:see:`SumStats::Result` structure
which will be used for thresholding.
This function is required if a *threshold* value or
a *threshold_series* is given.
.. zeek:field:: threshold :zeek:type:`double` :zeek:attr:`&optional`
The threshold value for calling the *threshold_crossed* callback.
If you need more than one threshold value, then use
*threshold_series* instead.
.. zeek:field:: threshold_series :zeek:type:`vector` of :zeek:type:`double` :zeek:attr:`&optional`
A series of thresholds for calling the *threshold_crossed*
callback. These thresholds must be listed in ascending order,
because a threshold is not checked until the preceding one has
been crossed.
.. zeek:field:: threshold_crossed :zeek:type:`function` (key: :zeek:type:`SumStats::Key`, result: :zeek:type:`SumStats::Result`) : :zeek:type:`void` :zeek:attr:`&optional`
A callback that is called when a threshold is crossed.
A threshold is crossed when the value returned from *threshold_val*
is greater than or equal to the threshold value, but only the first
time this happens within an epoch.
.. zeek:field:: epoch_result :zeek:type:`function` (ts: :zeek:type:`time`, key: :zeek:type:`SumStats::Key`, result: :zeek:type:`SumStats::Result`) : :zeek:type:`void` :zeek:attr:`&optional`
A callback that receives each of the results at the
end of the analysis epoch. The function will be
called once for each key.
.. zeek:field:: epoch_finished :zeek:type:`function` (ts: :zeek:type:`time`) : :zeek:type:`void` :zeek:attr:`&optional`
A callback that will be called when a single collection
interval is completed. The *ts* value will be the time of
when the collection started.
Represents a SumStat, which consists of an aggregation of reducers along
with mechanisms to handle various situations like the epoch ending
or thresholds being crossed.
It's best to not access any global state outside
of the variables given to the callbacks because there
is no assurance provided as to where the callbacks
will be executed on clusters.
Functions
#########
.. zeek:id:: SumStats::create
:source-code: base/frameworks/sumstats/main.zeek 392 437
:Type: :zeek:type:`function` (ss: :zeek:type:`SumStats::SumStat`) : :zeek:type:`void`
Create a summary statistic.
:param ss: The SumStat to create.
.. zeek:id:: SumStats::key2str
:source-code: base/frameworks/sumstats/main.zeek 285 293
:Type: :zeek:type:`function` (key: :zeek:type:`SumStats::Key`) : :zeek:type:`string`
Helper function to represent a :zeek:type:`SumStats::Key` value as
a simple string.
:param key: The metric key that is to be converted into a string.
:returns: A string representation of the metric key.
.. zeek:id:: SumStats::next_epoch
:source-code: base/frameworks/sumstats/main.zeek 272 283
:Type: :zeek:type:`function` (ss_name: :zeek:type:`string`) : :zeek:type:`bool`
Manually end the current epoch for a sumstat. Calling this function will
cause the end of the epoch processing of sumstats to start. Note that the
epoch will not end immediately - especially in a cluster settings, a number
of messages need to be exchanged between the cluster nodes.
Note that this function only can be called if the sumstat was created with
an epoch time of zero (manual epochs).
In a cluster, this function must be called on the manager; it will not have
any effect when called on workers.
:param ss_name: SumStat name.
:returns: true on success, false on failure. Failures can be: sumstat not found,
or sumstat not created for manual epochs.
.. zeek:id:: SumStats::observe
:source-code: base/frameworks/sumstats/main.zeek 439 503
:Type: :zeek:type:`function` (id: :zeek:type:`string`, orig_key: :zeek:type:`SumStats::Key`, obs: :zeek:type:`SumStats::Observation`) : :zeek:type:`void`
Add data into an observation stream. This should be
called when a script has measured some point value.
:param id: The observation stream identifier that the data
point represents.
:param key: The key that the value is related to.
:param obs: The data point to send into the stream.
.. zeek:id:: SumStats::request_key
:source-code: base/frameworks/sumstats/non-cluster.zeek 90 100
:Type: :zeek:type:`function` (ss_name: :zeek:type:`string`, key: :zeek:type:`SumStats::Key`) : :zeek:type:`SumStats::Result`
Dynamically request a sumstat key. This function should be
used sparingly and not as a replacement for the callbacks
from the :zeek:see:`SumStats::SumStat` record. The function is only
available for use within "when" statements as an asynchronous
function.
:param ss_name: SumStat name.
:param key: The SumStat key being requested.
:returns: The result for the requested sumstat key.
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