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ColossalAI/colossalai/shardformer/_utils.py

113 lines
3.2 KiB

import re
def get_obj_list_element(obj, attr: str):
r"""
Get the element of the list in the object
If the attr is a normal attribute, return the attribute of the object.
If the attr is a index type, return the element of the index in the list, like `layers[0]`.
Args:
obj (Object): The object to get
attr (str): The suffix of the attribute to get
"""
re_pattern = r'\[\d+\]'
prog = re.compile(re_pattern)
result = prog.search(attr)
if result:
matched_brackets = result.group()
matched_index = matched_brackets.replace('[', '')
matched_index = matched_index.replace(']', '')
attr_ = attr.replace(matched_brackets, '')
container_obj = getattr(obj, attr_)
obj = container_obj[int(matched_index)]
else:
obj = getattr(obj, attr)
return obj
def set_obj_list_element(obj, attr: str, value):
r"""
Set the element to value of a list object
It used like set_obj_list_element(obj, 'lyaers[0]', new_layer), it will set obj.layers[0] to value
Args:
obj (object): The object to set
attr (str): the string including a list index like `layers[0]`
"""
re_pattern = r'\[\d+\]'
prog = re.compile(re_pattern)
result = prog.search(attr)
if result:
matched_brackets = result.group()
matched_index = matched_brackets.replace('[', '')
matched_index = matched_index.replace(']', '')
attr_ = attr.replace(matched_brackets, '')
container_obj = getattr(obj, attr_)
container_obj[int(matched_index)] = value
else:
setattr(obj, attr, value)
def hasattr_(obj, attr: str):
r"""
Check whether the object has the multi sublevel attr
Args:
obj (object): The object to check
attr (str): The multi level attr to check
"""
attrs = attr.split('.')
for a in attrs:
try:
obj = get_obj_list_element(obj, a)
except AttributeError:
return False
return True
def setattr_(obj, attr: str, value, ignore: bool = False):
r"""
Set the object's multi sublevel attr to value, if ignore, ignore when it doesn't exist
Args:
obj (object): The object to set
attr (str): The multi level attr to set
value (Any): The value to set
ignore (bool): Whether to ignore when the attr doesn't exist
"""
attrs = attr.split('.')
for a in attrs[:-1]:
try:
obj = get_obj_list_element(obj, a)
except AttributeError:
if ignore:
return
raise AttributeError(f"Object {obj.__class__.__name__} has no attribute {attr}")
set_obj_list_element(obj, attrs[-1], value)
def getattr_(obj, attr: str, ignore: bool = False):
r"""
Get the object's multi sublevel attr
Args:
obj (object): The object to set
attr (str): The multi level attr to set
ignore (bool): Whether to ignore when the attr doesn't exist
"""
attrs = attr.split('.')
for a in attrs:
try:
obj = get_obj_list_element(obj, a)
except AttributeError:
if ignore:
return None
raise AttributeError(f"Object {obj.__class__.__name__} has no attribute {attr}")
return obj