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28 changes: 5 additions & 23 deletions documentation/latest/_sources/user/lambda/advanced.rst.txt
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Expand Up @@ -24,32 +24,14 @@ The typical use case for a Lambda data store is to be fed by an analytic streami
update summary ``SimpleFeature``\ s with derived attributes containing analytic results. For example, when
aggregating GPS tracks, there could be a dynamically updated field for current estimated heading.

Typical streaming analytics will run in many concurrent threads, for example using `Apache Storm`_. The Lambda
Typical streaming analytics will run in many concurrent threads. The Lambda
store achieves parallelism based on the ``lambda.kafka.partitions`` parameter. Generally you should start with this
set to the number of writer threads being used, and adjust up or down as needed.

.. _Apache Storm: https://storm.apache.org/


Any data store instances used only for reads (e.g. GeoServer) should generally disable writing by setting the
``expiry`` parameter to ``Inf``. Note that there must be at least one data store instance with a valid ``expiry``,
``lambda.persist`` parameter to ``false``. Note that there must be at least one data store instance with persistence enabled,
or features will never be removed from memory and persisted to long-term storage.

Manual Persistence
------------------

Instead of allowing features to be persisted to long-term storage automatically, you may instead control exactly
when features are written. To do this, set the ``lambda.persist`` parameter to ``false`` on all data store instances.
Write and remove features from the Lambda data store using ``SimpleFeatureWriter``\ s as usual to
add and delete them from the in-memory cache. With ``lambda.persist`` disabled, this will not affect long-term storage.
Note that data stores will still expire features from memory - this is required to clean up internal state.
Make sure that the ``lambda.expiry`` parameter is set high enough that it won't remove features that you still want
available in memory.

To write features to long-term storage, instantiate an instance of the delegate data store (``AccumuloDataStore``)
using the same connection parameters as for the Lambda store. Any features written to the delegate store will
then be queryable by the Lambda store, and merged with the in-memory cache.

Monitoring State
----------------

Expand All @@ -58,10 +40,10 @@ The state of a Lambda data store can be monitored by enabling logging on the fol
================================================================= ========= ===============================================
Class Level Info
================================================================= ========= ===============================================
org.locationtech.geomesa.lambda.stream.kafka.DataStorePersistence ``debug`` Count of features written to long-term storage
org.locationtech.geomesa.lambda.stream.kafka.DataStorePersistence ``trace`` All features written to long-term storage
org.locationtech.geomesa.lambda.stream.kafka.KafkaStore ``trace`` All features written to Kafka
org.locationtech.geomesa.lambda.stream.kafka.KafkaCacheLoader ``trace`` All features read from Kafka
org.locationtech.geomesa.lambda.stream.kafka.KafkaFeatureCache ``debug`` Size of in-memory cache
org.locationtech.geomesa.lambda.stream.kafka.KafkaFeatureCache ``debug`` Partition assignments, Size of in-memory cache,
summary of writes to persistent storage
org.locationtech.geomesa.lambda.stream.kafka.KafkaFeatureCache ``trace`` All features added/removed from in-memory cache
or written to persistent storage
================================================================= ========= ===============================================
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Expand Up @@ -22,6 +22,6 @@ are described in :ref:`lambda_parameters`.
.. note::

To prevent GeoServer from participating in persistence of entries to Accumulo, you
can set the ``lambda.expiry`` parameter to ``Inf``
should set the ``lambda.persist`` parameter to ``false``

Click "Save", and GeoServer will search your Accumulo table for any GeoMesa-managed feature types.
2 changes: 1 addition & 1 deletion documentation/latest/_sources/user/lambda/overview.rst.txt
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Expand Up @@ -30,7 +30,7 @@ used directly, without the added complexity of Kafka. The Lambda data store coul
cache of recent features.

If features don't need to be stored long-term, then the Kafka data store can be used, without the complexity of
managing persistent features. The Lambda data store could still be used with ``persist`` disabled.
managing persistent features.

Integration with Other Data Stores
----------------------------------
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6 changes: 3 additions & 3 deletions documentation/latest/_sources/user/lambda/usage.rst.txt
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Expand Up @@ -23,9 +23,9 @@ Parameter Type Description
See `Producer Configs <https://kafka.apache.org/documentation.html#producerconfigs>`_
``lambda.kafka.consumer.options`` String Java-properties-formatted string that is passed directly to the Kafka consumer.
See `Consumer Configs <https://kafka.apache.org/documentation.html#consumerconfigs>`_
``lambda.expiry *`` String A duration for how long features are kept in memory before being persisted (e.g. ``10 minutes``).
Using ``Inf`` will cause the data store to not participate in persisting expired entries
``lambda.persist`` Boolean Whether expired features should be persisted to Accumulo or just discarded
``lambda.expiry`` String A duration for how long features are kept in memory before being persisted (e.g. ``10 minutes``).
``lambda.persist`` Boolean Whether this instance should participate in persisting expired features to Accumulo
``lambda.persist.batch.size`` Integer Maximum number of features to persist in one run
``geomesa.security.auths`` String Comma-delimited superset of authorizations that will be used for queries via Accumulo
``geomesa.security.force-empty-auths`` Boolean Forces authorizations to be empty
``geomesa.security.auth-provider`` String Class name for an ``AuthorizationsProvider`` implementation
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