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langchain/libs/core/langchain_core/_api/beta_decorator.py

290 lines
9.3 KiB
Python

"""Helper functions for marking parts of the LangChain API as beta.
This module was loosely adapted from matplotlibs _api/deprecation.py module:
https://github.com/matplotlib/matplotlib/blob/main/lib/matplotlib/_api/deprecation.py
.. warning::
This module is for internal use only. Do not use it in your own code.
We may change the API at any time with no warning.
"""
import contextlib
import functools
import inspect
import warnings
from typing import Any, Callable, Generator, Type, TypeVar, Union, cast
from langchain_core._api.internal import is_caller_internal
class LangChainBetaWarning(DeprecationWarning):
"""A class for issuing beta warnings for LangChain users."""
# PUBLIC API
T = TypeVar("T", bound=Union[Callable[..., Any], Type])
def beta(
*,
message: str = "",
name: str = "",
obj_type: str = "",
addendum: str = "",
) -> Callable[[T], T]:
"""Decorator to mark a function, a class, or a property as beta.
When marking a classmethod, a staticmethod, or a property, the
``@beta`` decorator should go *under* ``@classmethod`` and
``@staticmethod`` (i.e., `beta` should directly decorate the
underlying callable), but *over* ``@property``.
When marking a class ``C`` intended to be used as a base class in a
multiple inheritance hierarchy, ``C`` *must* define an ``__init__`` method
(if ``C`` instead inherited its ``__init__`` from its own base class, then
``@beta`` would mess up ``__init__`` inheritance when installing its
own (annotation-emitting) ``C.__init__``).
Arguments:
message : str, optional
Override the default beta message. The %(since)s,
%(name)s, %(alternative)s, %(obj_type)s, %(addendum)s,
and %(removal)s format specifiers will be replaced by the
values of the respective arguments passed to this function.
name : str, optional
The name of the beta object.
obj_type : str, optional
The object type being beta.
addendum : str, optional
Additional text appended directly to the final message.
Examples
--------
.. code-block:: python
@beta
def the_function_to_annotate():
pass
"""
def beta(
obj: T,
*,
_obj_type: str = obj_type,
_name: str = name,
_message: str = message,
_addendum: str = addendum,
) -> T:
"""Implementation of the decorator returned by `beta`."""
def emit_warning() -> None:
"""Emit the warning."""
warn_beta(
message=_message,
name=_name,
obj_type=_obj_type,
addendum=_addendum,
)
warned = False
def warning_emitting_wrapper(*args: Any, **kwargs: Any) -> Any:
"""Wrapper for the original wrapped callable that emits a warning.
Args:
*args: The positional arguments to the function.
**kwargs: The keyword arguments to the function.
Returns:
The return value of the function being wrapped.
"""
nonlocal warned
if not warned and not is_caller_internal():
warned = True
emit_warning()
return wrapped(*args, **kwargs)
async def awarning_emitting_wrapper(*args: Any, **kwargs: Any) -> Any:
"""Same as warning_emitting_wrapper, but for async functions."""
nonlocal warned
if not warned and not is_caller_internal():
warned = True
emit_warning()
return await wrapped(*args, **kwargs)
if isinstance(obj, type):
if not _obj_type:
_obj_type = "class"
wrapped = obj.__init__ # type: ignore
_name = _name or obj.__name__
old_doc = obj.__doc__
def finalize(_: Any, new_doc: str) -> T:
"""Finalize the annotation of a class."""
try:
obj.__doc__ = new_doc
except AttributeError: # Can't set on some extension objects.
pass
def warn_if_direct_instance(
self: Any, *args: Any, **kwargs: Any
) -> Any:
"""Warn that the class is in beta."""
nonlocal warned
if not warned and type(self) is obj and not is_caller_internal():
warned = True
emit_warning()
return wrapped(self, *args, **kwargs)
obj.__init__ = functools.wraps(obj.__init__)( # type: ignore[misc]
warn_if_direct_instance
)
return cast(T, obj)
elif isinstance(obj, property):
if not _obj_type:
_obj_type = "attribute"
wrapped = None
_name = _name or obj.fget.__name__
old_doc = obj.__doc__
class _beta_property(type(obj)): # type: ignore
"""A beta property."""
def __get__(self, instance, owner=None): # type: ignore
if instance is not None or owner is not None:
emit_warning()
return super().__get__(instance, owner)
def __set__(self, instance, value): # type: ignore
if instance is not None:
emit_warning()
return super().__set__(instance, value)
def __delete__(self, instance): # type: ignore
if instance is not None:
emit_warning()
return super().__delete__(instance)
def __set_name__(self, owner, set_name): # type: ignore
nonlocal _name
if _name == "<lambda>":
_name = set_name
def finalize(_: Any, new_doc: str) -> Any: # type: ignore
"""Finalize the property."""
return _beta_property(
fget=obj.fget, fset=obj.fset, fdel=obj.fdel, doc=new_doc
)
else:
if not _obj_type:
_obj_type = "function"
wrapped = obj
_name = _name or obj.__name__ # type: ignore
old_doc = wrapped.__doc__
def finalize( # type: ignore
wrapper: Callable[..., Any], new_doc: str
) -> T:
"""Wrap the wrapped function using the wrapper and update the docstring.
Args:
wrapper: The wrapper function.
new_doc: The new docstring.
Returns:
The wrapped function.
"""
wrapper = functools.wraps(wrapped)(wrapper)
wrapper.__doc__ = new_doc
return cast(T, wrapper)
old_doc = inspect.cleandoc(old_doc or "").strip("\n")
# old_doc can be None
if not old_doc:
old_doc = ""
# Modify the docstring to include a beta notice.
notes_header = "\nNotes\n-----"
components = [
message,
addendum,
]
details = " ".join([component.strip() for component in components if component])
new_doc = (
f"[*Beta*] {old_doc}\n"
f"{notes_header if notes_header not in old_doc else ''}\n"
f".. beta::\n"
f" {details}"
)
if inspect.iscoroutinefunction(obj):
finalized = finalize(awarning_emitting_wrapper, new_doc)
else:
finalized = finalize(warning_emitting_wrapper, new_doc)
return cast(T, finalized)
return beta
@contextlib.contextmanager
def suppress_langchain_beta_warning() -> Generator[None, None, None]:
"""Context manager to suppress LangChainDeprecationWarning."""
with warnings.catch_warnings():
warnings.simplefilter("ignore", LangChainBetaWarning)
yield
def warn_beta(
*,
message: str = "",
name: str = "",
obj_type: str = "",
addendum: str = "",
) -> None:
"""Display a standardized beta annotation.
Arguments:
message : str, optional
Override the default beta message. The
%(name)s, %(obj_type)s, %(addendum)s
format specifiers will be replaced by the
values of the respective arguments passed to this function.
name : str, optional
The name of the annotated object.
obj_type : str, optional
The object type being annotated.
addendum : str, optional
Additional text appended directly to the final message.
"""
if not message:
message = ""
if obj_type:
message += f"The {obj_type} `{name}`"
else:
message += f"`{name}`"
message += " is in beta. It is actively being worked on, so the API may change."
if addendum:
message += f" {addendum}"
warning = LangChainBetaWarning(message)
warnings.warn(warning, category=LangChainBetaWarning, stacklevel=2)
def surface_langchain_beta_warnings() -> None:
"""Unmute LangChain beta warnings."""
warnings.filterwarnings(
"default",
category=LangChainBetaWarning,
)