# Copyright 2022-2024 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 from collections.abc import Callable, Iterable, Iterator from typing import Any from optree.typing import CustomTreeNode, FlattenFunc, MetaData, PyTree, T, U, UnflattenFunc class InternalError(RuntimeError): ... MAX_RECURSION_DEPTH: int # Set if the type allows subclassing (see CPython's Include/object.h) Py_TPFLAGS_BASETYPE: int # (1UL << 10) GLIBCXX_USE_CXX11_ABI: bool def flatten( tree: PyTree[T], leaf_predicate: Callable[[T], bool] | None = None, node_is_leaf: bool = False, namespace: str = '', ) -> tuple[list[T], PyTreeSpec]: ... def flatten_with_path( tree: PyTree[T], leaf_predicate: Callable[[T], bool] | None = None, node_is_leaf: bool = False, namespace: str = '', ) -> tuple[list[tuple[Any, ...]], list[T], PyTreeSpec]: ... def make_leaf( node_is_leaf: bool = False, namespace: str = '', # unused ) -> PyTreeSpec: ... def make_none( node_is_leaf: bool = False, namespace: str = '', # unused ) -> PyTreeSpec: ... def make_from_collection( collection: CustomTreeNode[PyTreeSpec], node_is_leaf: bool = False, namespace: str = '', ) -> PyTreeSpec: ... def is_leaf( obj: T, leaf_predicate: Callable[[T], bool] | None = None, node_is_leaf: bool = False, namespace: str = '', ) -> bool: ... def all_leaves( iterable: Iterable[T], leaf_predicate: Callable[[T], bool] | None = None, node_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, ...]: ... 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 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, full_tree: PyTree[T]) -> list[PyTree[T]]: ... def broadcast_to_common_suffix(self, other: PyTreeSpec) -> PyTreeSpec: ... def compose(self, inner_treespec: PyTreeSpec) -> PyTreeSpec: ... def walk( self, f_node: Callable[[tuple[U, ...], MetaData], U], f_leaf: Callable[[T], U] | None, leaves: Iterable[T], ) -> U: ... def paths(self) -> list[tuple[Any, ...]]: ... def entries(self) -> list[Any]: ... def entry(self, index: int) -> Any: ... def children(self) -> list[PyTreeSpec]: ... def child(self, index: int) -> PyTreeSpec: ... def is_leaf(self, strict: bool = True) -> bool: ... def is_prefix(self, other: PyTreeSpec, strict: bool = False) -> bool: ... def is_suffix(self, other: PyTreeSpec, 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: ... class PyTreeIter(Iterator[T]): def __init__( self, tree: PyTree[T], leaf_predicate: Callable[[T], bool] | None = None, node_is_leaf: bool = False, namespace: str = '', ) -> None: ... def __iter__(self) -> PyTreeIter[T]: ... def __next__(self) -> T: ... def register_node( cls: type[CustomTreeNode[T]], flatten_func: FlattenFunc, unflatten_func: UnflattenFunc, namespace: str = '', ) -> None: ... def unregister_node( cls: type[CustomTreeNode[T]], namespace: str = '', ) -> None: ...