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devin/1768
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gl/feat/de
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c1776aca8a |
370
lib/crewai/src/crewai/utilities/deferred_import_utils.py
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370
lib/crewai/src/crewai/utilities/deferred_import_utils.py
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"""Lazy loader for Python packages.
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Makes it easy to load subpackages and functions on demand.
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Pulled from https://github.com/scientific-python/lazy-loader/blob/main/src/lazy_loader/__init__.py,
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modernized a little.
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"""
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import ast
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from collections.abc import Callable, Sequence
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from dataclasses import dataclass, field
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import importlib
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import importlib.metadata
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import importlib.util
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import inspect
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import os
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from pathlib import Path
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import sys
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import threading
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import types
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from typing import Any, NoReturn
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import warnings
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import packaging.requirements
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_threadlock = threading.Lock()
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@dataclass(frozen=True, slots=True)
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class _FrameData:
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"""Captured stack frame information for delayed error reporting."""
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filename: str
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lineno: int
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function: str
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code_context: Sequence[str] | None
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def attach(
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package_name: str,
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submodules: set[str] | None = None,
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submod_attrs: dict[str, list[str]] | None = None,
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) -> tuple[Callable[[str], Any], Callable[[], list[str]], list[str]]:
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"""Attach lazily loaded submodules, functions, or other attributes.
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Replaces a package's `__getattr__`, `__dir__`, and `__all__` such that
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imports work normally but occur upon first use.
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Example:
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__getattr__, __dir__, __all__ = lazy.attach(
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__name__, ["mysubmodule"], {"foo": ["someattr"]}
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)
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Args:
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package_name: The package name, typically ``__name__``.
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submodules: Set of submodule names to attach.
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submod_attrs: Mapping of submodule names to lists of attributes.
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These attributes are imported as they are used.
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Returns:
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A tuple of (__getattr__, __dir__, __all__) to assign in the package.
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"""
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submod_attrs = submod_attrs or {}
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submodules = set(submodules) if submodules else set()
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attr_to_modules = {
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attr: mod for mod, attrs in submod_attrs.items() for attr in attrs
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}
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__all__ = sorted(submodules | attr_to_modules.keys())
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def __getattr__(name: str) -> Any: # noqa: N807
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if name in submodules:
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return importlib.import_module(f"{package_name}.{name}")
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if name in attr_to_modules:
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submod_path = f"{package_name}.{attr_to_modules[name]}"
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submod = importlib.import_module(submod_path)
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attr = getattr(submod, name)
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# If the attribute lives in a file (module) with the same
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# name as the attribute, ensure that the attribute and *not*
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# the module is accessible on the package.
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if name == attr_to_modules[name]:
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pkg = sys.modules[package_name]
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pkg.__dict__[name] = attr
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return attr
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raise AttributeError(f"No {package_name} attribute {name}")
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def __dir__() -> list[str]: # noqa: N807
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return __all__.copy()
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if os.environ.get("EAGER_IMPORT"):
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for attr in set(attr_to_modules.keys()) | submodules:
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__getattr__(attr)
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return __getattr__, __dir__, __all__.copy()
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class DelayedImportErrorModule(types.ModuleType):
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"""Module type that delays raising ModuleNotFoundError until attribute access.
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Captures stack frame data to provide helpful error messages showing where
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the original import was attempted.
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"""
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def __init__(
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self,
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frame_data: _FrameData,
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*args: Any,
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message: str,
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**kwargs: Any,
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) -> None:
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"""Initialize the delayed error module.
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Args:
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frame_data: Captured frame information for error reporting.
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*args: Positional arguments passed to ModuleType.
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message: The error message to display when accessed.
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**kwargs: Keyword arguments passed to ModuleType.
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"""
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self._frame_data = frame_data
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self._message = message
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super().__init__(*args, **kwargs)
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def __getattr__(self, name: str) -> NoReturn:
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"""Raise ModuleNotFoundError with detailed context on any attribute access."""
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frame = self._frame_data
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code = "".join(frame.code_context) if frame.code_context else ""
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raise ModuleNotFoundError(
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f"{self._message}\n\n"
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"This error is lazily reported, having originally occurred in\n"
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f" File {frame.filename}, line {frame.lineno}, in {frame.function}\n\n"
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f"----> {code.strip()}"
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)
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def load(
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fullname: str,
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*,
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require: str | None = None,
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error_on_import: bool = False,
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suppress_warning: bool = False,
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) -> types.ModuleType:
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"""Return a lazily imported proxy for a module.
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The proxy module delays actual import until first attribute access.
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Example:
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np = lazy.load("numpy")
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def myfunc():
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np.norm(...)
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Warning:
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Lazily loading subpackages causes the parent package to be eagerly
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loaded. Use `lazy_loader.attach` instead for subpackages.
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Args:
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fullname: The full name of the module to import (e.g., "scipy").
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require: A PEP-508 dependency requirement (e.g., "numpy >=1.24").
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If specified, raises an error if the installed version doesn't match.
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error_on_import: If True, raise import errors immediately.
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If False (default), delay errors until module is accessed.
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suppress_warning: If True, suppress the warning when loading subpackages.
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Returns:
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A proxy module that loads on first attribute access.
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"""
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with _threadlock:
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module = sys.modules.get(fullname)
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# Most common, short-circuit
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if module is not None and require is None:
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return module
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have_module = module is not None
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if not suppress_warning and "." in fullname:
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msg = (
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"subpackages can technically be lazily loaded, but it causes the "
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"package to be eagerly loaded even if it is already lazily loaded. "
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"So, you probably shouldn't use subpackages with this lazy feature."
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)
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warnings.warn(msg, RuntimeWarning, stacklevel=2)
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spec = None
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if not have_module:
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spec = importlib.util.find_spec(fullname)
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have_module = spec is not None
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if not have_module:
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not_found_message = f"No module named '{fullname}'"
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elif require is not None:
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try:
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have_module = _check_requirement(require)
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except ModuleNotFoundError as e:
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raise ValueError(
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f"Found module '{fullname}' but cannot test "
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"requirement '{require}'. "
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"Requirements must match distribution name, not module name."
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) from e
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not_found_message = f"No distribution can be found matching '{require}'"
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if not have_module:
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if error_on_import:
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raise ModuleNotFoundError(not_found_message)
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parent = inspect.stack()[1]
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frame_data = _FrameData(
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filename=parent.filename,
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lineno=parent.lineno,
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function=parent.function,
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code_context=parent.code_context,
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)
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del parent
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return DelayedImportErrorModule(
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frame_data,
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"DelayedImportErrorModule",
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message=not_found_message,
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)
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if spec is not None:
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module = importlib.util.module_from_spec(spec)
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sys.modules[fullname] = module
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if spec.loader is not None:
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loader = importlib.util.LazyLoader(spec.loader)
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loader.exec_module(module)
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|
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if module is None:
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raise ModuleNotFoundError(f"No module named '{fullname}'")
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return module
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def _check_requirement(require: str) -> bool:
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"""Verify that a package requirement is satisfied.
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Args:
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require: A dependency requirement as defined in PEP-508.
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|
Returns:
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|
True if the installed version matches the requirement, False otherwise.
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|
Raises:
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|
ModuleNotFoundError: If the package is not installed.
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"""
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req = packaging.requirements.Requirement(require)
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|
return req.specifier.contains(
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importlib.metadata.version(req.name),
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prereleases=True,
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|
)
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@dataclass
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class _StubVisitor(ast.NodeVisitor):
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|
"""AST visitor to parse a stub file for submodules and submod_attrs."""
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|
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|
_submodules: set[str] = field(default_factory=set)
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_submod_attrs: dict[str, list[str]] = field(default_factory=dict)
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|
def visit_ImportFrom(self, node: ast.ImportFrom) -> None:
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|
"""Visit an ImportFrom node and extract submodule/attribute information.
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|
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|
Args:
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|
node: The AST ImportFrom node to visit.
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|
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|
Raises:
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|
ValueError: If the import is not a relative import or uses star import.
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|
"""
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|
if node.level != 1:
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|
raise ValueError(
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|
"Only within-module imports are supported (`from .* import`)"
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|
)
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|
names = [alias.name for alias in node.names]
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|
if node.module:
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|
if "*" in names:
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|
raise ValueError(
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|
f"lazy stub loader does not support star import "
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|
f"`from {node.module} import *`"
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|
)
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|
self._submod_attrs.setdefault(node.module, []).extend(names)
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|
else:
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|
self._submodules.update(names)
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|
|
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|
|
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|
def attach_stub(
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|
package_name: str,
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|
filename: str,
|
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|
) -> tuple[Callable[[str], Any], Callable[[], list[str]], list[str]]:
|
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|
"""Attach lazily loaded submodules and functions from a type stub.
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|
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|
Parses a `.pyi` stub file to infer submodules and attributes. This allows
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|
static type checkers to find imports while providing lazy loading at runtime.
|
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|
|
||||||
|
Args:
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|
package_name: The package name, typically ``__name__``.
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|
filename: Path to `.py` file with an adjacent `.pyi` file.
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|
Typically use ``__file__``.
|
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|
|
||||||
|
Returns:
|
||||||
|
A tuple of (__getattr__, __dir__, __all__) to assign in the package.
|
||||||
|
|
||||||
|
Raises:
|
||||||
|
ValueError: If stub file is not found or contains invalid imports.
|
||||||
|
"""
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|
path = Path(filename)
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|
stubfile = path if path.suffix == ".pyi" else path.with_suffix(".pyi")
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|
|
||||||
|
if not stubfile.exists():
|
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|
raise ValueError(f"Cannot load imports from non-existent stub {stubfile!r}")
|
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|
|
||||||
|
visitor = _StubVisitor()
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|
visitor.visit(ast.parse(stubfile.read_text()))
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|
return attach(package_name, visitor._submodules, visitor._submod_attrs)
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|
|
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|
|
||||||
|
def lazy_exports_stub(package_name: str, filename: str) -> None:
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|
"""Install lazy loading on a module based on its .pyi stub file.
|
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|
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|
Parses the adjacent `.pyi` stub file to determine what to export lazily.
|
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|
Type checkers see the stub, runtime gets lazy loading.
|
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|
|
||||||
|
Example:
|
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|
# __init__.py
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|
from crewai.utilities.lazy import lazy_exports_stub
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|
lazy_exports_stub(__name__, __file__)
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|
|
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|
# __init__.pyi
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|
from .config import ChromaDBConfig, ChromaDBSettings
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|
from .types import EmbeddingType
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|
|
||||||
|
Args:
|
||||||
|
package_name: The package name, typically ``__name__``.
|
||||||
|
filename: Path to the module file, typically ``__file__``.
|
||||||
|
"""
|
||||||
|
__getattr__, __dir__, __all__ = attach_stub(package_name, filename)
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|
module = sys.modules[package_name]
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||||||
|
module.__getattr__ = __getattr__ # type: ignore[method-assign]
|
||||||
|
module.__dir__ = __dir__ # type: ignore[method-assign]
|
||||||
|
module.__dict__["__all__"] = __all__
|
||||||
|
|
||||||
|
|
||||||
|
def lazy_exports(
|
||||||
|
package_name: str,
|
||||||
|
submod_attrs: dict[str, list[str]],
|
||||||
|
submodules: set[str] | None = None,
|
||||||
|
) -> None:
|
||||||
|
"""Install lazy loading on a module.
|
||||||
|
|
||||||
|
Example:
|
||||||
|
from crewai.utilities.lazy import lazy_exports
|
||||||
|
|
||||||
|
lazy_exports(__name__, {
|
||||||
|
'config': ['ChromaDBConfig', 'ChromaDBSettings'],
|
||||||
|
'types': ['EmbeddingType'],
|
||||||
|
})
|
||||||
|
|
||||||
|
Args:
|
||||||
|
package_name: The package name, typically ``__name__``.
|
||||||
|
submod_attrs: Mapping of submodule names to lists of attributes.
|
||||||
|
submodules: Optional set of submodule names to expose directly.
|
||||||
|
"""
|
||||||
|
__getattr__, __dir__, __all__ = attach(package_name, submodules, submod_attrs)
|
||||||
|
module = sys.modules[package_name]
|
||||||
|
module.__getattr__ = __getattr__ # type: ignore[method-assign]
|
||||||
|
module.__dir__ = __dir__ # type: ignore[method-assign]
|
||||||
|
module.__dict__["__all__"] = __all__
|
||||||
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