3RNN/Lib/site-packages/tensorflow/tools/common/traverse.py

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# Copyright 2015 The TensorFlow Authors. 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.
# ==============================================================================
"""Traversing Python modules and classes."""
import enum
import sys
from tensorflow.python.util import tf_inspect
__all__ = ['traverse']
def _traverse_internal(root, visit, stack, path):
"""Internal helper for traverse."""
# Only traverse modules and classes
if not tf_inspect.isclass(root) and not tf_inspect.ismodule(root):
return
try:
children = tf_inspect.getmembers(root)
# Add labels for duplicate values in Enum.
if tf_inspect.isclass(root) and issubclass(root, enum.Enum):
for enum_member in root.__members__.items():
if enum_member not in children:
children.append(enum_member)
children = sorted(children)
except ImportError:
# Children could be missing for one of two reasons:
# 1. On some Python installations, some modules do not support enumerating
# members, leading to import errors.
# 2. Children are lazy-loaded.
try:
children = []
for child_name in root.__all__:
children.append((child_name, getattr(root, child_name)))
except AttributeError:
children = []
new_stack = stack + [root]
visit(path, root, children)
for name, child in children:
# Do not descend into built-in modules
if tf_inspect.ismodule(
child) and child.__name__ in sys.builtin_module_names:
continue
# Break cycles
if any(child is item for item in new_stack): # `in`, but using `is`
continue
child_path = path + '.' + name if path else name
_traverse_internal(child, visit, new_stack, child_path)
def traverse(root, visit):
"""Recursively enumerate all members of `root`.
Similar to the Python library function `os.path.walk`.
Traverses the tree of Python objects starting with `root`, depth first.
Parent-child relationships in the tree are defined by membership in modules or
classes. The function `visit` is called with arguments
`(path, parent, children)` for each module or class `parent` found in the tree
of python objects starting with `root`. `path` is a string containing the name
with which `parent` is reachable from the current context. For example, if
`root` is a local class called `X` which contains a class `Y`, `visit` will be
called with `('Y', X.Y, children)`).
If `root` is not a module or class, `visit` is never called. `traverse`
never descends into built-in modules.
`children`, a list of `(name, object)` pairs are determined by
`tf_inspect.getmembers`. To avoid visiting parts of the tree, `children` can
be modified in place, using `del` or slice assignment.
Cycles (determined by reference equality, `is`) stop the traversal. A stack of
objects is kept to find cycles. Objects forming cycles may appear in
`children`, but `visit` will not be called with any object as `parent` which
is already in the stack.
Traversing system modules can take a long time, it is advisable to pass a
`visit` callable which denylists such modules.
Args:
root: A python object with which to start the traversal.
visit: A function taking arguments `(path, parent, children)`. Will be
called for each object found in the traversal.
"""
_traverse_internal(root, visit, [], '')