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00000000..faf9401d --- /dev/null +++ b/404.html @@ -0,0 +1,787 @@ + + + +
+ + + + + + + + + + + + + + +To use Elasticsearch as a database provider, use the below configuration setting:
+[databases.elasticsearch]
+provider = "elasticsearch"
+database_uri = "{'hosts': ['localhost']}"
+namespace_prefix = "${PROTEAN_ENV}"
+settings = "{'number_of_shards': 3}"
+
Additional options for finer control:
+Elasticsearch instance are prefixed with the specified string. For example, if
+the namespace prefix is prod
, the index for aggregate Person
will be
+prod-person
.
Custom character to join namespace_prefix =n ${Default} yphen(-
). For example, with NAMESPACE_SEPARATOR
as _
and namespace
+prefix as prod
, the index of aggregate Person
will be prod_person
.
Index settings passed as-is to Elasticsearch instance.
+Note that if you supply a custom Elasticsearch Model with an Index
inner class, the options specified in the
+inner class override those at the config level.
In the sample below, with the configuration settings specified above, the options at Aggregate level will be
+overridden and the Elasticsearch Model will have the default index value *
and number of shards as 1
.
class Person(BaseAggregate):
+ name = String()
+ about = Text()
+
+ class Meta:
+ schema_name = "people"
+
+class PeopleModel(ElasticsearchModel):
+ name = Text(fields={"raw": Keyword()})
+ about = Text()
+
+ class Index:
+ settings = {"number_of_shards": 1}
+
The PostgreSQL adapter uses (SQLAlchemy
)[https://www.sqlalchemy.org/] under
+the covers as the ORM to communicate with the database.
[databases.default]
+provider = "postgresql"
+database_uri = "postgresql://postgres:postgres@localhost:5432/postgres"
+
postgresql
is the provider for PostgreSQL.
Connection string that specifies how to connect to a PostgreSQL database.
+Specifies the database schema to use in the database.
+You can supply a custom SQLAlchemy Model in place of the one that Protean +generates internally, allowing you full customization.
+import sqlalchemy as sa
+
+from protean import Domain
+from protean.adapters.repository.sqlalchemy import SqlalchemyModel
+from protean.fields import Integer, String
+
+domain = Domain(__file__, load_toml=False)
+domain.config["databases"]["default"] = {
+ "provider": "postgresql",
+ "database_uri": "postgresql://postgres:postgres@localhost:5432/postgres",
+}
+
+
+@domain.aggregate
+class Provider:
+ name = String()
+ age = Integer()
+
+
+@domain.model(part_of=Provider)
+class ProviderCustomModel:
+ name = sa.Column(sa.Text)
+ age = sa.Column(sa.Integer)
+
+
+domain.init()
+with domain.domain_context():
+ model_cls = domain.repository_for(Provider)._model
+ assert issubclass(model_cls, SqlalchemyModel)
+
Note
+The column names specified in the model should exactly match the attribute +names of the Aggregate or Entity it represents.
+A core tenet in Protean's philosophy is to separate the domain +from the underlying infrastructure. It enables you to code +and test models without worrying about technology and plug in a +component when ready. This lets you delay your decision on technology +until the last responsible moment.
+Protean's design is based on the Ports and Adapters architecture, +also known as Hexagonal Architecture, +allowing loosely coupled components that can be easily connected and swapped.
+Ports are abstract interfaces that define a specific type of interaction +between the application and the outside world. They define a protocol that can +be implemented by concrete technology implementations called adapters.
+Adapters are the glue between the application and the outside world. They +tailor the exchanges between the external technology and the ports that +represent the requirements of the inside of the application.
+Protean exposes several ports with an array of built-in adapters for +each port.
+The Database port defines the interface for interacting +with persistent storage +systems. It abstracts the underlying database technology, allowing Protean to +support various databases without changing the core application logic.
+Current Implementations:
+The Broker port defines the interface for message brokers and pub/sub systems. +It enables communication between different parts of the ecosystem via messages, +facilitating asynchronous processing and decoupling.
+Note
+Protean internally uses an Event Store that acts both as an event +storage mechanism as well as a message delivery mechanism within a Protean-based +application. Brokers are more focused on integration with other systems.
+Current Implementations:
+The Cache port defines the interface for interacting with caching systems. It +exposes APIs to temporarily store and retrieve data, improving application +performance by reducing the need for repeated database access.
+Current Implementations:
+The Event Store port defines the interface for event sourcing and event store +systems. It handles the storage and retrieval of events, which are the +fundamental units of change in event-driven architectures. This port ensures +that all state changes are recorded as a sequence of events, providing a +complete audit trail and enabling features like event replay and temporal +queries.
+Current Implementations:
+Note
+We are working on adding a comprehensive set of adapters to this list. +We welcome your contribution - head over to the section on +contributing adapters for more +information.
+You can sponsor an adapter if you want to fast-track its implemetation. +Get in touch with us for a discussion.
+A database adapter has four components that work together to make database +communication possible. Each adapter will override the corresponding base +classes for each of these components with its own implementation.
+Note
+An exception to this rule is the Session
class. It may be preferable to
+use the Session
structures provided by the database technology as-is. For
+example, PostgreSQL
adapter that is powered by SQLAlchemy
simply uses
+(and returns) the sqlalchemy.orm.Session
+object provided by SQLAlchemy
.
Base Class: protean.port.database.BaseProvider
The Provider is the main component responsible for interfacing with the +specific database technology. It contains the configuration and setup needed +to connect to the database, and it provides methods for interacting with the +database at a high level.
+The Provider acts as the bridge between the application and the database, +ensuring that the necessary connections are established and maintained. +It also handles any database-specific nuances, such as connection pooling, +transaction management, and query optimization.
+To add a new provider, subclass from the Provider Base class and implement +methods for your database technology.
+Base Class: protean.port.database.BaseDAO
The Data Access Object (DAO) is responsible for encapsulating the details of +the database interactions. It provides an abstract interface to the database, +hiding the complexity of the underlying database operations from the rest of +the application.
+The DAO defines methods for CRUD (Create, Read, Update, Delete) operations +and other database queries, translating them into the appropriate SQL or +database-specific commands.
+By using DAOs, the application code remains clean and decoupled from the +database logic. DAOs also work in conjunction in lookups to +establish a query API that works across various adapters.
+To add a new DAO for your provider, subclass from the DAO Base class and +implement methods for your database technology.
+The Session component manages the lifecycle of database transactions. It is +responsible for opening and closing connections, beginning and committing +transactions, and ensuring data consistency.
+The Session provides a context for performing database operations, +ensuring that all database interactions within a transaction are properly +managed and that resources are released appropriately. This component is +crucial for maintaining transactional integrity and for handling rollback +scenarios in case of errors.
+The Session object is usually constructed and provided by the database orm
+or technology package. For example, PostgreSQL
adapter depends on the
+sqlalchemy.orm.Session
+object provided by SQLAlchemy
.
Base Class: protean.core.model.BaseModel
The Model represents the domain entities that are persisted in the database. +It defines the structure of the data, including fields, relationships, and +constraints. It is also a high-level abstraction for working with database +records, allowing you to interact with the data using Python objects rather +than raw queries.
+Models are typically defined using a schema or an ORM +(Object-Relational Mapping) framework that maps the database tables to +Python objects.
+Implementing a model for your database technology can be slightly involved, +as ORM packages can heavily depend upon interal structures. Every +database package is structured differently. Consult existing models for +PostgreSQL +(SQLAlchemy) +and Elasticsearch +(Elasticsearch) +for examples on constructing model classes.
+Once you define a base model for your provider, Protean auto-generates the model +class for aggregates or entities when needed. You can control this behavior +by supplying an explicit hand-crafted model class for your entity.
+ + +Lookups in Protean are mechanisms used to query the database based on certain +criteria. They are customized implementations of different types of filters +that help filter and retrieve data from the database, making it easier to +perform complex queries without writing raw SQL. Lookups are typically used in +the DAO layer to fetch records that match specific conditions.
+Refer to the section on +querying +aggregates for examples of lookups. Consult the documentation on your specific +chosen adapter for more information. The adapter may support specialized +lookups for efficient or technology-specific queries.
+Adapters are initialized as part of Domain initialization. Protean creates +the provider objects in the adapter and establishes connections with the +underlying infrastructure.
+If a connection cannot be established for whatever reason, the Protean +initialization procedure immediately halts and exits with an error message:
+from protean import Domain
+
+domain = Domain(__file__, load_toml=False)
+
+# Non-existent database
+domain.config["databases"]["default"] = {
+ "provider": "postgresql",
+ "database_uri": "postgresql://postgres:postgres@localhost:5444/foobar", # (1)
+}
+
+domain.init(traverse=False)
+
+# Output
+#
+# protean.exceptions.ConfigurationError:
+# Could not connect to database at postgresql://postgres:postgres@localhost:5444/foobar
+
foobar
database does not exist on port 5444{uzH0K$v`2B$(N8xkUh`<@wq$AE|l
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z+Mqm9q8p}YUo@Lc-pxD^r4pBABz*Q`QV%E2WG={D*;ygT4Q1z*8F|N-mS=%3W-5A>
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