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Fix allowlisting of builtins for weights_only unpickler #129244
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Fix allowlisting of builtins for weights_only unpickler #129244
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/129244
Note: Links to docs will display an error until the docs builds have been completed. ✅ No FailuresAs of commit afb4496 with merge base 0acd09a ( This comment was automatically generated by Dr. CI and updates every 15 minutes. |
torch/_weights_only_unpickler.py
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| # weights = torch.load(buf, weights_only = True) | ||
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| import functools as _functools | ||
| from _compat_pickle import IMPORT_MAPPING, NAME_MAPPING |
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Have a comment that this is privte cpython.
try/catch to handle when it's missing (nice error message)
And make it is available for all versions we use.
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To avoid warning on import torch, I'm warning only when Unpickler.load is called, does this sound reasonable to you?
albanD
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Looks good!
…n.add_safe_globals (#129251) Previously, allowlisting functions/classes via `torch.serialization.add_safe_globals(obj)` for the `weights_only` Unpickler had the following effect: - For a [`GLOBAL`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1939) instruction, `GLOBAL obj.__module__ obj.__name__` would be allowed and translated back to obj to be pushed back to the stack. - For a [`REDUCE`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1982) instruction where we expect the stack to contain `func` and `args`, `func` is allowed if it was added via `add_safe_globals` However, it did not have an effect on `BUILD` and `NEWOBJ` instructions Some classes may be rebuilt via [`NEWOBJ`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L2091-L2104) instruction, which indicates that their constructor should be used to rebuild the class. Further, a [`BUILD`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1984-L2007) instruction might be used if an object's `__reduce__`/`__reduce_ex__` returns a non-None value for `state`. Which indicates a `__setstate__` or `__dict__.update`. **This PR makes sure that adding objects to the allowlist will also allow `NEWOBJ` and `BUILD` instructions for them.** In particular, the update for `NEWOBJ` should unblock allowlisting of [`ScaledMMConfig`](https://github.com/pytorch-labs/float8_experimental/blob/d4ade877dff327ea7f51e91f7cc218ae956e8cfd/float8_experimental/float8_tensor.py#L26-L30) in float8_experimental @drisspg Pull Request resolved: #129251 Approved by: https://github.com/albanD ghstack dependencies: #129244
Also changes default for `weights_only` to `None` per comment below (hence the `suppress-bc-linter` tag) Pull Request resolved: #129239 Approved by: https://github.com/albanD ghstack dependencies: #129244, #129251
Pull Request resolved: #129396 Approved by: https://github.com/albanD ghstack dependencies: #129244, #129251, #129239
ghstack-source-id: de329c7 Pull Request resolved: pytorch#129244 (cherry picked from commit cc99c01)
* Fix allowlisting of builtins for weights_only unpickler ghstack-source-id: de329c7 Pull Request resolved: #129244 (cherry picked from commit cc99c01) * Allow NEWOBJ instruction for items added via torch.serialization.add_safe_globals ghstack-source-id: 34a8fc3 Pull Request resolved: #129251 (cherry picked from commit 50b888d) * Add warning for weights_only ghstack-source-id: ffa772c Pull Request resolved: #129239 (cherry picked from commit b3f9aa3f8f4c03b40fed53423d4a0a9340e3bd09) * Add example for torch.serialization.add_safe_globals ghstack-source-id: 6dc3275 Pull Request resolved: #129396 (cherry picked from commit ed8c36eda0f4dcf7b1d9c5eb2fb1cdccdf3fee6e)
Since we use [`DEFAULT_PROTOCOL=2`](https://github.com/pytorch/pytorch/blob/main/torch/serialization.py#L62), some functions/classes that were renamed from python 2-->3 will be pickled with their python2 name. This PR ensures that when a mod `GLOBAL <python2_mod>.<python2_name> ` is encountered, [following the strategy used by pickle](https://github.com/python/cpython/blob/main/Lib/pickle.py#L1590C13-L1593C63) it is properly mapped to `<python3_mod>.<python3_name>`. This fix ensures that `add_safe_globals` works properly for such functions/classes (i.e. users will allowlist the python3 func and the weights_only unpickler will do the appropriate translation when checking whether a class was allowlisted). An example is as follows: `__builtin__` was named to `builtins`, see the [release notes for Python 3.0](https://docs.python.org/3/whatsnew/3.0.html) > Renamed module `__builtin__` to [`builtins`](https://docs.python.org/3/library/builtins.html#module-builtins) (removing the underscores, adding an ‘s’). The __builtins__ variable found in most global namespaces is unchanged. To modify a builtin, you should use [builtins](https://docs.python.org/3/library/builtins.html#module-builtins), not `__builtins__`! However, since we use [`DEFAULT_PROTOCOL=2`](https://github.com/pytorch/pytorch/blob/main/torch/serialization.py#L62), builtins will be pickled with their module string as `__builtin__`. ```python >>> import pickle >>> import pickletools >>> print.__module__ 'builtins' >>> with open('print.pkl', 'wb') as f: >>> pickle.dump(print, f, protocol=2) # 2 because this is the default protocol used by pytorch >>> with open('print.pkl', 'rb') as f: >>> pickletools.dis(f) 0: \x80 PROTO 2 2: c GLOBAL '__builtin__ print' # pickle saves the module string as __builtin__ !!! :( 21: q BINPUT 0 23: . STOP ``` Pull Request resolved: pytorch#129244 Approved by: https://github.com/albanD
…n.add_safe_globals (pytorch#129251) Previously, allowlisting functions/classes via `torch.serialization.add_safe_globals(obj)` for the `weights_only` Unpickler had the following effect: - For a [`GLOBAL`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1939) instruction, `GLOBAL obj.__module__ obj.__name__` would be allowed and translated back to obj to be pushed back to the stack. - For a [`REDUCE`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1982) instruction where we expect the stack to contain `func` and `args`, `func` is allowed if it was added via `add_safe_globals` However, it did not have an effect on `BUILD` and `NEWOBJ` instructions Some classes may be rebuilt via [`NEWOBJ`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L2091-L2104) instruction, which indicates that their constructor should be used to rebuild the class. Further, a [`BUILD`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1984-L2007) instruction might be used if an object's `__reduce__`/`__reduce_ex__` returns a non-None value for `state`. Which indicates a `__setstate__` or `__dict__.update`. **This PR makes sure that adding objects to the allowlist will also allow `NEWOBJ` and `BUILD` instructions for them.** In particular, the update for `NEWOBJ` should unblock allowlisting of [`ScaledMMConfig`](https://github.com/pytorch-labs/float8_experimental/blob/d4ade877dff327ea7f51e91f7cc218ae956e8cfd/float8_experimental/float8_tensor.py#L26-L30) in float8_experimental @drisspg Pull Request resolved: pytorch#129251 Approved by: https://github.com/albanD ghstack dependencies: pytorch#129244
* Fix allowlisting of builtins for weights_only unpickler (#129244) Since we use [`DEFAULT_PROTOCOL=2`](https://github.com/pytorch/pytorch/blob/main/torch/serialization.py#L62), some functions/classes that were renamed from python 2-->3 will be pickled with their python2 name. This PR ensures that when a mod `GLOBAL <python2_mod>.<python2_name> ` is encountered, [following the strategy used by pickle](https://github.com/python/cpython/blob/main/Lib/pickle.py#L1590C13-L1593C63) it is properly mapped to `<python3_mod>.<python3_name>`. This fix ensures that `add_safe_globals` works properly for such functions/classes (i.e. users will allowlist the python3 func and the weights_only unpickler will do the appropriate translation when checking whether a class was allowlisted). An example is as follows: `__builtin__` was named to `builtins`, see the [release notes for Python 3.0](https://docs.python.org/3/whatsnew/3.0.html) > Renamed module `__builtin__` to [`builtins`](https://docs.python.org/3/library/builtins.html#module-builtins) (removing the underscores, adding an ‘s’). The __builtins__ variable found in most global namespaces is unchanged. To modify a builtin, you should use [builtins](https://docs.python.org/3/library/builtins.html#module-builtins), not `__builtins__`! However, since we use [`DEFAULT_PROTOCOL=2`](https://github.com/pytorch/pytorch/blob/main/torch/serialization.py#L62), builtins will be pickled with their module string as `__builtin__`. ```python >>> import pickle >>> import pickletools >>> print.__module__ 'builtins' >>> with open('print.pkl', 'wb') as f: >>> pickle.dump(print, f, protocol=2) # 2 because this is the default protocol used by pytorch >>> with open('print.pkl', 'rb') as f: >>> pickletools.dis(f) 0: \x80 PROTO 2 2: c GLOBAL '__builtin__ print' # pickle saves the module string as __builtin__ !!! :( 21: q BINPUT 0 23: . STOP ``` Pull Request resolved: #129244 Approved by: https://github.com/albanD * Allow BUILD/NEWOBJ instruction for items added via torch.serialization.add_safe_globals (#129251) Previously, allowlisting functions/classes via `torch.serialization.add_safe_globals(obj)` for the `weights_only` Unpickler had the following effect: - For a [`GLOBAL`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1939) instruction, `GLOBAL obj.__module__ obj.__name__` would be allowed and translated back to obj to be pushed back to the stack. - For a [`REDUCE`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1926-L1982) instruction where we expect the stack to contain `func` and `args`, `func` is allowed if it was added via `add_safe_globals` However, it did not have an effect on `BUILD` and `NEWOBJ` instructions Some classes may be rebuilt via [`NEWOBJ`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L2091-L2104) instruction, which indicates that their constructor should be used to rebuild the class. Further, a [`BUILD`](https://github.com/python/cpython/blob/3.12/Lib/pickletools.py#L1984-L2007) instruction might be used if an object's `__reduce__`/`__reduce_ex__` returns a non-None value for `state`. Which indicates a `__setstate__` or `__dict__.update`. **This PR makes sure that adding objects to the allowlist will also allow `NEWOBJ` and `BUILD` instructions for them.** In particular, the update for `NEWOBJ` should unblock allowlisting of [`ScaledMMConfig`](https://github.com/pytorch-labs/float8_experimental/blob/d4ade877dff327ea7f51e91f7cc218ae956e8cfd/float8_experimental/float8_tensor.py#L26-L30) in float8_experimental @drisspg Pull Request resolved: #129251 Approved by: https://github.com/albanD ghstack dependencies: #129244 * Remove dependency on private _compat_pickle in CPython ghstack-source-id: 7d6ee40 Pull Request resolved: #129509
Since we use
DEFAULT_PROTOCOL=2, some functions/classes that were renamed from python 2-->3 will be pickled with their python2 name. This PR ensures that when a modGLOBAL <python2_mod>.<python2_name>is encountered, following the strategy used by pickle it is properly mapped to<python3_mod>.<python3_name>.This fix ensures that
add_safe_globalsworks properly for such functions/classes (i.e. users will allowlist the python3 func and the weights_only unpickler will do the appropriate translation when checking whether a class was allowlisted).An example is as follows:
__builtin__was named tobuiltins, see the release notes for Python 3.0However, since we use
DEFAULT_PROTOCOL=2, builtins will be pickled with their module string as__builtin__.Stack from ghstack (oldest at bottom):