--- id: objects title: Creating objects and calling functions sidebar_label: Creating objects and calling functions --- ### Instantiating objects and calling methods and functions Use `hydra.utils.call()` (or its alias `hydra.utils.instantiate()`) to instantiate objects, call functions and call class methods. While `instantiate` is an alias for `call`, you may prefer to use `call` for invoking functions and class methods, and `instantiate` for creating objects. ```python def call(config: Union[ObjectConf, DictConfig], *args: Any, **kwargs: Any) -> Any: """ :param config: An ObjectConf or DictConfig describing what to call and what params to use :param args: optional positional parameters pass-through :param kwargs: optional named parameters pass-through :return: the return value from the specified class or method """ ``` ### ObjectConf definition ObjectConf is defined in `hydra.types.ObjectConf`: ```python @dataclass class ObjectConf(Dict[str, Any]): # class, class method or function name cls: str = MISSING # parameters to pass to cls when calling it params: Any = field(default_factory=dict) ``` ### Example config node ```yaml # target class name, function name or class method fully qualified name cls: foo.Bar # optional parameters dictionary to pass when calling the target params: x: 10 ``` #### Example usage models.py ```python class Foo: def __init__(x: int, y: int) -> None: self.x = x self.y = y @classmethod def class_method(self, z: int) -> Any: return self(z, 10) @staticmethod def static_method(z: int) -> int: return z + 1 def bar(z: int) -> int: return z + 2 ``` config.yaml ```yaml myobject: cls: models.Foo params: x: 10 y: 20 myclassmethod: cls: models.Foo.class_method params: z: 5 mystaticmethod: cls: models.Foo.static_method params: z: 15 myfunction: cls: models.bar params: z: 15 ``` Now to test these instantiate / call them as follows: ```python import hydra @hydra.main(config_path="config.yaml") def app(cfg): foo1: Foo = hydra.utils.call(cfg.myobject) # Foo(10, 20) foo2: Foo = hydra.utils.call(cfg.myclassmethod) # Foo(5, 10) ret1: int = hydra.utils.call(cfg.mystaticmethod) # 16 ret2: int = hydra.utils.call(cfg.myfunction) # 17 ``` ### Real World Example One of the best ways to drive different behavior in the application is to instantiate different implementations of an interface. The code using the instantiated object only knows the interface which remains constant, but the behavior is determined by the actual object instance. A Database connection interface may have a `connect()` method, implemented by different database drivers. ```python class DBConnection: def connect(self): pass class MySQLConnection(DBConnection): def __init__(self, host, user, password): self.host = host self.user = user self.password = password def connect(self): print( "MySQL connecting to {} with user={} and password={}".format( self.host, self.user, self.password ) ) class PostgreSQLConnection(DBConnection): def __init__(self, host, user, password, database): self.host = host self.user = user self.password = password self.database = database def connect(self): print( "PostgreSQL connecting to {} " "with user={} and password={} and database={}".format( self.host, self.user, self.password, self.database ) ) ``` To support this, we can have a parallel config structure: ```text conf/ ├── config.yaml └── db ├── mysql.yaml └── postgresql.yaml ``` Config file: `config.yaml` ```yaml defaults: - db: mysql ``` Config file: `db/mysql.yaml` ```yaml db: cls: tutorial.objects_example.objects.MySQLConnection params: host: localhost user: root password: 1234 ``` db/postgresql.yaml: ```yaml db: cls: tutorial.objects_example.objects.PostgreSQLConnection params: host: localhost user: root password: 1234 database: tutorial ``` With this, you can instantiate the object from the configuration with a single line of code: ```python @hydra.main(config_path="conf", config_name="config") def my_app(cfg): connection = hydra.utils.instantiate(cfg.db) connection.connect() ``` MySQL is the default per the `config.yaml` file: ```text $ python my_app.py MySQL connecting to localhost with user=root and password=1234 ``` Change the instantiated object class and override values from the command line: ```text $ python my_app.py db=postgresql db.params.password=abcde PostgreSQL connecting to localhost with user=root and password=abcde and database=tutorial ```