# Copyright 2022-2025 MetaOPT Team. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== # pylint: disable=all import builtins import enum import sys from collections.abc import Callable, Collection, Iterable, Iterator from types import MappingProxyType from typing import Any, ClassVar, Final, final from typing_extensions import Self # Python 3.11+ from optree.typing import ( FlattenFunc, MetaData, PyTree, PyTreeAccessor, PyTreeEntry, T, U, UnflattenFunc, ) # Set if the type allows subclassing (see CPython's Include/object.h) Py_TPFLAGS_BASETYPE: Final[int] # (1UL << 10) # Meta-information during build-time BUILDTIME_METADATA: Final[MappingProxyType[str, Any]] PY_VERSION: Final[str] PY_VERSION_HEX: Final[int] if sys.implementation.name == 'pypy': # noqa: PYI002 PYPY_VERSION: Final[str] PYPY_VERSION_NUM: Final[int] PYPY_VERSION_HEX: Final[int] Py_DEBUG: Final[bool] Py_GIL_DISABLED: Final[bool] PYBIND11_VERSION_HEX: Final[int] PYBIND11_INTERNALS_VERSION: Final[int] PYBIND11_HAS_NATIVE_ENUM: Final[bool] PYBIND11_HAS_INTERNALS_WITH_SMART_HOLDER_SUPPORT: Final[bool] PYBIND11_HAS_SUBINTERPRETER_SUPPORT: Final[bool] GLIBCXX_USE_CXX11_ABI: Final[bool] @final class InternalError(SystemError): ... @final class PyTreeKind(enum.IntEnum): CUSTOM = 0 # a custom type LEAF = enum.auto() # an opaque leaf node NONE = enum.auto() # None TUPLE = enum.auto() # a tuple LIST = enum.auto() # a list DICT = enum.auto() # a dict NAMEDTUPLE = enum.auto() # a collections.namedtuple ORDEREDDICT = enum.auto() # a collections.OrderedDict DEFAULTDICT = enum.auto() # a collections.defaultdict DEQUE = enum.auto() # a collections.deque STRUCTSEQUENCE = enum.auto() # a PyStructSequence NUM_KINDS: ClassVar[int] MAX_RECURSION_DEPTH: Final[int] @final class PyTreeSpec: num_nodes: int num_leaves: int num_children: int none_is_leaf: bool namespace: str type: builtins.type | None kind: PyTreeKind def unflatten(self, leaves: Iterable[T], /) -> PyTree[T]: ... def flatten_up_to(self, tree: PyTree[T], /) -> list[PyTree[T]]: ... def broadcast_to_common_suffix(self, other: Self, /) -> Self: ... def transform( self, /, f_node: Callable[[Self], Self] | None = None, f_leaf: Callable[[Self], Self] | None = None, ) -> Self: ... def compose(self, inner: Self, /) -> Self: ... def traverse( self, leaves: Iterable[T], /, f_node: Callable[[Collection[U]], U] | None = None, f_leaf: Callable[[T], U] | None = None, ) -> U: ... def walk( self, leaves: Iterable[T], /, f_node: Callable[[builtins.type, MetaData, tuple[U, ...]], U] | None = None, f_leaf: Callable[[T], U] | None = None, ) -> U: ... def paths(self, /) -> list[tuple[Any, ...]]: ... def accessors(self, /) -> list[PyTreeAccessor]: ... def entries(self, /) -> list[Any]: ... def entry(self, index: int, /) -> Any: ... def children(self, /) -> list[Self]: ... def child(self, index: int, /) -> Self: ... def one_level(self, /) -> Self | None: ... def is_leaf(self, /, *, strict: bool = True) -> bool: ... def is_one_level(self, /) -> bool: ... def is_prefix(self, other: Self, /, *, strict: bool = False) -> bool: ... def is_suffix(self, other: Self, /, *, strict: bool = False) -> bool: ... def __eq__(self, other: object, /) -> bool: ... def __ne__(self, other: object, /) -> bool: ... def __lt__(self, other: object, /) -> bool: ... def __le__(self, other: object, /) -> bool: ... def __gt__(self, other: object, /) -> bool: ... def __ge__(self, other: object, /) -> bool: ... def __hash__(self, /) -> int: ... def __len__(self, /) -> int: ... @final class PyTreeIter(Iterator[T]): def __init__( self, tree: PyTree[T], /, leaf_predicate: Callable[[T], bool] | None = None, none_is_leaf: bool = False, namespace: str = '', ) -> None: ... def __iter__(self, /) -> Self: ... def __next__(self, /) -> T: ... # Functions def flatten( tree: PyTree[T], /, leaf_predicate: Callable[[T], bool] | None = None, none_is_leaf: bool = False, namespace: str = '', ) -> tuple[list[T], PyTreeSpec]: ... def flatten_with_path( tree: PyTree[T], /, leaf_predicate: Callable[[T], bool] | None = None, none_is_leaf: bool = False, namespace: str = '', ) -> tuple[list[tuple[Any, ...]], list[T], PyTreeSpec]: ... # Constructors def make_leaf( none_is_leaf: bool = False, namespace: str = '', # unused ) -> PyTreeSpec: ... def make_none( none_is_leaf: bool = False, namespace: str = '', # unused ) -> PyTreeSpec: ... def make_from_collection( collection: Collection[PyTreeSpec], /, none_is_leaf: bool = False, namespace: str = '', ) -> PyTreeSpec: ... # Utility functions def is_leaf( obj: T, /, leaf_predicate: Callable[[T], bool] | None = None, none_is_leaf: bool = False, namespace: str = '', ) -> bool: ... def all_leaves( iterable: Iterable[T], /, leaf_predicate: Callable[[T], bool] | None = None, none_is_leaf: bool = False, namespace: str = '', ) -> bool: ... def is_namedtuple(obj: object | type, /) -> bool: ... def is_namedtuple_instance(obj: object, /) -> bool: ... def is_namedtuple_class(cls: type, /) -> bool: ... def namedtuple_fields(obj: tuple | type[tuple], /) -> tuple[str, ...]: ... def is_structseq(obj: object | type, /) -> bool: ... def is_structseq_instance(obj: object, /) -> bool: ... def is_structseq_class(cls: type, /) -> bool: ... def structseq_fields(obj: tuple | type[tuple], /) -> tuple[str, ...]: ... # Registration functions def register_node( cls: type[Collection[T]], /, flatten_func: FlattenFunc[T], unflatten_func: UnflattenFunc[T], path_entry_type: type[PyTreeEntry], namespace: str = '', ) -> None: ... def unregister_node( cls: type, /, namespace: str = '', ) -> None: ... def is_dict_insertion_ordered( namespace: str = '', inherit_global_namespace: bool = True, ) -> bool: ... def set_dict_insertion_ordered( mode: bool, /, namespace: str = '', ) -> None: ...