airflow/utils/decorators.py
def apply_defaults(func):
    """
    Function decorator that Looks for an argument named "default_args", and
    fills the unspecified arguments from it.

    Since python2.* isn't clear about which arguments are missing when
    calling a function, and that this can be quite confusing with multi-level
    inheritance and argument defaults, this decorator also alerts with
    specific information about the missing arguments.
    """

    # Cache inspect.signature for the wrapper closure to avoid calling it
    # at every decorated invocation. This is separate sig_cache created
    # per decoration, i.e. each function decorated using apply_defaults will
    # have a different sig_cache.
    sig_cache = signature(func)
    non_optional_args = {
        name for (name, param) in sig_cache.parameters.items()
        if param.default == param.empty and
        param.name != 'self' and
        param.kind not in (param.VAR_POSITIONAL, param.VAR_KEYWORD)}

    @wraps(func)
    def wrapper(*args, **kwargs):
        if len(args) > 1:
            raise AirflowException(
                "Use keyword arguments when initializing operators")
        dag_args = {}
        dag_params = {}

        dag = kwargs.get('dag', None) or settings.CONTEXT_MANAGER_DAG
        if dag:
            dag_args = copy(dag.default_args) or {}
            dag_params = copy(dag.params) or {}

        params = {}
        if 'params' in kwargs:
            params = kwargs['params']
        dag_params.update(params)

        default_args = {}
        if 'default_args' in kwargs:
            default_args = kwargs['default_args']
            if 'params' in default_args:
                dag_params.update(default_args['params'])
                del default_args['params']

        dag_args.update(default_args)
        default_args = dag_args

        for arg in sig_cache.parameters:
            if arg not in kwargs and arg in default_args:
                kwargs[arg] = default_args[arg]
        missing_args = list(non_optional_args - set(kwargs))
        if missing_args:
            msg = "Argument {0} is required".format(missing_args)
            raise AirflowException(msg)

        kwargs['params'] = dag_params

        result = func(*args, **kwargs)
        return result
    return wrapper
def apply_defaults(func):
    """
    Function decorator that Looks for an argument named "default_args", and
    fills the unspecified arguments from it.

    Since python2.* isn't clear about which arguments are missing when
    calling a function, and that this can be quite confusing with multi-level
    inheritance and argument defaults, this decorator also alerts with
    specific information about the missing arguments.
    """

    # Cache inspect.signature for the wrapper closure to avoid calling it
    # at every decorated invocation. This is separate sig_cache created
    # per decoration, i.e. each function decorated using apply_defaults will
    # have a different sig_cache.
    sig_cache = signature(func)
    non_optional_args = {
        name for (name, param) in sig_cache.parameters.items()
        if param.default == param.empty and
        param.name != 'self' and
        param.kind not in (param.VAR_POSITIONAL, param.VAR_KEYWORD)}

    @wraps(func)
    def wrapper(*args, **kwargs):
        if len(args) > 1:
            raise AirflowException(
                "Use keyword arguments when initializing operators")
        dag_args = {}
        dag_params = {}

        dag = kwargs.get('dag', None) or settings.CONTEXT_MANAGER_DAG
        if dag:
            dag_args = copy(dag.default_args) or {}
            dag_params = copy(dag.params) or {}

        params = {}
        if 'params' in kwargs:
            params = kwargs['params']
        dag_params.update(params)

        default_args = {}
        if 'default_args' in kwargs:
            default_args = kwargs['default_args']
            if 'params' in default_args:
                dag_params.update(default_args['params'])
                del default_args['params']

        dag_args.update(default_args)
        default_args = dag_args

        for arg in sig_cache.parameters:
            if arg not in kwargs and arg in default_args:
                kwargs[arg] = default_args[arg]
        missing_args = list(non_optional_args - set(kwargs))
        if missing_args:
            msg = "Argument {0} is required".format(missing_args)
            raise AirflowException(msg)

        kwargs['params'] = dag_params

        result = func(*args, **kwargs)
        return result
    return wrapper
Function decorator that Looks for an argument named "default_args", and
    fills the unspecified arguments from it.

    Since python2.* isn't clear about which arguments are missing when
    calling a function, and that this can be quite confusing with multi-level
    inheritance and argument defaults, this decorator also alerts with
    specific information about the missing arguments.