import io import torch from torch.package._package_pickler import create_pickler from torch.package._package_unpickler import PackageUnpickler from torch.package import sys_importer, OrderedImporter, PackageImporter, Importer from torch.serialization import _maybe_decode_ascii def _save_storages(importer, obj): serialized_storages = [] serialized_dtypes = [] def persistent_id(obj): # FIXME: the docs say that persistent_id should only return a string # but torch store returns tuples. This works only in the binary protocol # see # https://docs.python.org/2/library/pickle.html#pickling-and-unpickling-external-objects # https://github.com/python/cpython/blob/master/Lib/pickle.py#L527-L537 if torch.is_storage(obj): serialized_storages.append(obj) serialized_dtypes.append(obj.dtype) return ('storage', len(serialized_storages) - 1) return None # Write the pickle data for `obj` data_buf = io.BytesIO() importer = importer if isinstance(importer, torch.package.PackageImporter) else None importers: Importer if importer is not None: importers = OrderedImporter(importer, sys_importer) else: importers = sys_importer pickler = create_pickler(data_buf, importers) pickler.persistent_id = persistent_id pickler.dump(obj) data_value = data_buf.getvalue() return data_value, serialized_storages, serialized_dtypes, importer.zip_reader if importer else None def _load_storages(id, zip_reader, obj_bytes, serialized_storages): def persistent_load(saved_id): assert isinstance(saved_id, tuple) typename = _maybe_decode_ascii(saved_id[0]) data = saved_id[1:] assert typename == 'storage', \ f"Unknown typename for persistent_load, expected 'storage' but got '{typename}'" return serialized_storages[data[0]] importer: Importer if zip_reader is not None: importer = OrderedImporter(_get_package(zip_reader), sys_importer) else: importer = sys_importer unpickler = PackageUnpickler(importer, io.BytesIO(obj_bytes)) unpickler.persistent_load = persistent_load result = _deploy_objects[id] = unpickler.load() return result def _get_package(zip_reader): if zip_reader not in _raw_packages: _raw_packages[zip_reader] = PackageImporter(zip_reader) return _raw_packages[zip_reader] _raw_packages: dict = {} _deploy_objects: dict = {}