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Merge pull request #1198 from RasaHQ/tracker_store_documentation
#1195 - add documentation on how to use different tracker stores
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.. _tracker_store: | ||
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Tracker Stores | ||
============== | ||
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All conversations are stored within a `tracker store`. | ||
Rasa Core provides implementations for different store types out of the box. | ||
If you want to use another store, you can also build a custom tracker store by extending the `TrackerStore` class. | ||
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.. contents:: | ||
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InMemoryTrackerStore (default) | ||
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
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:Description: | ||
`InMemoryTrackerStore` is the default tracker store. It is used if no other tracker store is configured. | ||
It stores the conversation history in memory. | ||
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.. note:: As this store keeps all history in memory the entire history is lost if you restart Rasa Core. | ||
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:Configuration: | ||
To use the `InMemoryTrackerStore` no configuration is needed. | ||
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RedisTrackerStore | ||
~~~~~~~~~~~~~~~~~~ | ||
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:Description: | ||
`RedisTrackerStore` can be used to store the conversation history in `Redis <https://redis.io/>`_. | ||
Redis is a fast in-memory key-value store which can optionally also persist data. | ||
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:Configuration: | ||
To set up Rasa Core with Redis the following steps are required: | ||
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1. Start your Redis instance | ||
2. Add required configuration to your `endpoints.yml` | ||
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.. code-block:: yaml | ||
tracker_store: | ||
store_type: redis | ||
url: <host of the redis instance, e.g. localhost> | ||
port: <port of your redis instance, usually 6379> | ||
db: <number of your database within redis, e.g. 0> | ||
password: <password used for authentication> | ||
3. To start the Rasa Core server using your configured Redis instance, | ||
add the :code:`--endpoints` flag, e.g.: | ||
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.. code-block:: bash | ||
python -m rasa_core.run --core models/dialogue --endpoints endpoints.yml | ||
:Parameters: | ||
- ``url`` (default: ``localhost``): The url of your redis instance | ||
- ``port`` (default: ``6379``): The port which redis is running on | ||
- ``db`` (default: ``0``): The number of your redis database | ||
- ``password`` (default: ``None``): Password used for authentication | ||
(``None`` equals no authentication) | ||
- ``record_exp`` (default: ``None``): Record expiry in seconds | ||
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MongoTrackerStore | ||
~~~~~~~~~~~~~~~~~ | ||
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:Description: | ||
`MongoTrackerStore` can be used to store the conversation history in `Mongo <https://www.mongodb.com/>`_. | ||
MongoDB is a free and open-source cross-platform document-oriented NoSQL database. | ||
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:Configuration: | ||
1. Start your MongoDB instance. | ||
2. Add required configuration to your `endpoints.yml` | ||
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.. code-block:: yaml | ||
tracker_store: | ||
store_type: mongod | ||
url: <url to your mongo instance, e.g. mongodb://localhost:27017> | ||
db: <name of the db within your mongo instance, e.g. rasa> | ||
username: <username used for authentication> | ||
password: <password used for authentication> | ||
3. To start the Rasa Core server using your configured MongoDB instance, | ||
add the :code:`--endpoints` flag, e.g.: | ||
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.. code-block:: bash | ||
python -m rasa_core.run --core models/dialogue --endpoints endpoints.yml | ||
:Parameters: | ||
- ``url`` (default: ``mongodb://localhost:27017``): URL of your MongoDB | ||
- ``db`` (default: ``rasa``): The database name which should be used | ||
- ``username`` (default: ``0``): The username which is used for authentication | ||
- ``password`` (default: ``None``): The password which is used for authentication | ||
- ``collection`` (default: ``conversations``): The collection name which is | ||
used to store the conversations | ||
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Custom Tracker Store | ||
~~~~~~~~~~~~~~~~~~~~ | ||
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:Description: | ||
If you require a tracker store which is not available out of the box, you can implement your own. | ||
This is done by extending the base class `TrackerStore`. | ||
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.. autoclass:: rasa_core.tracker_store.TrackerStore | ||
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:Steps: | ||
1. Extend the `TrackerStore` base class | ||
2. Adapt the code in :code:`rasa_core.run.py` to use your custom tracker store. | ||
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.. code-block:: python | ||
[...] | ||
_agent = load_agent(cmdline_args.core, | ||
interpreter=_interpreter, | ||
endpoints=_endpoints, | ||
tracker_store=CustomTrackerStore(...)) | ||
[...] |