add load_with_extra function for modules to load checkpoints with extended whitelist

This commit is contained in:
AUTOMATIC 2022-11-06 11:20:23 +03:00
parent 9cd1a66648
commit 6e4de5b442

View File

@ -23,11 +23,18 @@ def encode(*args):
class RestrictedUnpickler(pickle.Unpickler):
extra_handler = None
def persistent_load(self, saved_id):
assert saved_id[0] == 'storage'
return TypedStorage()
def find_class(self, module, name):
if self.extra_handler is not None:
res = self.extra_handler(module, name)
if res is not None:
return res
if module == 'collections' and name == 'OrderedDict':
return getattr(collections, name)
if module == 'torch._utils' and name in ['_rebuild_tensor_v2', '_rebuild_parameter']:
@ -52,7 +59,7 @@ class RestrictedUnpickler(pickle.Unpickler):
return set
# Forbid everything else.
raise pickle.UnpicklingError(f"global '{module}/{name}' is forbidden")
raise Exception(f"global '{module}/{name}' is forbidden")
allowed_zip_names = ["archive/data.pkl", "archive/version"]
@ -69,7 +76,7 @@ def check_zip_filenames(filename, names):
raise Exception(f"bad file inside {filename}: {name}")
def check_pt(filename):
def check_pt(filename, extra_handler):
try:
# new pytorch format is a zip file
@ -78,6 +85,7 @@ def check_pt(filename):
with z.open('archive/data.pkl') as file:
unpickler = RestrictedUnpickler(file)
unpickler.extra_handler = extra_handler
unpickler.load()
except zipfile.BadZipfile:
@ -85,16 +93,42 @@ def check_pt(filename):
# if it's not a zip file, it's an olf pytorch format, with five objects written to pickle
with open(filename, "rb") as file:
unpickler = RestrictedUnpickler(file)
unpickler.extra_handler = extra_handler
for i in range(5):
unpickler.load()
def load(filename, *args, **kwargs):
return load_with_extra(filename, *args, **kwargs)
def load_with_extra(filename, extra_handler=None, *args, **kwargs):
"""
this functon is intended to be used by extensions that want to load models with
some extra classes in them that the usual unpickler would find suspicious.
Use the extra_handler argument to specify a function that takes module and field name as text,
and returns that field's value:
```python
def extra(module, name):
if module == 'collections' and name == 'OrderedDict':
return collections.OrderedDict
return None
safe.load_with_extra('model.pt', extra_handler=extra)
```
The alternative to this is just to use safe.unsafe_torch_load('model.pt'), which as the name implies is
definitely unsafe.
"""
from modules import shared
try:
if not shared.cmd_opts.disable_safe_unpickle:
check_pt(filename)
check_pt(filename, extra_handler)
except pickle.UnpicklingError:
print(f"Error verifying pickled file from {filename}:", file=sys.stderr)