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# 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: ...