mirror of https://github.com/hpcaitech/ColossalAI
aibig-modeldata-parallelismdeep-learningdistributed-computingfoundation-modelsheterogeneous-traininghpcinferencelarge-scalemodel-parallelismpipeline-parallelism
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
112 lines
3.2 KiB
112 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
|
|
|