Source code for nvflare.fuel.utils.class_utils

# Copyright (c) 2021-2022, NVIDIA CORPORATION.  All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
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import importlib
import inspect
import pkgutil
from typing import List


[docs]def get_class(class_path): module_name, class_name = class_path.rsplit(".", 1) try: module_ = importlib.import_module(module_name) try: class_ = getattr(module_, class_name) except AttributeError: raise ValueError("Class {} does not exist".format(class_path)) except AttributeError: raise ValueError("Module {} does not exist".format(class_path)) return class_
[docs]def instantiate_class(class_path, init_params): """Method for creating an instance for the class. Args: class_path: full path of the class init_params: A dictionary that contains the name of the transform and constructor input arguments. The transform name will be appended to `medical.common.transforms` to make a full name of the transform to be built. """ c = get_class(class_path) try: if init_params: instance = c(**init_params) else: instance = c() except TypeError as e: raise ValueError("Class {} has parameters error.".format(class_path), str(e)) return instance
[docs]def get_object_method(obj, method_name): op = getattr(obj, method_name, None) if op is None or not callable(op): return None return op
[docs]def get_instance_method(instance, method_name): return get_object_method(instance, method_name)
[docs]def get_config_classname(config_dict: dict): class_name = config_dict.get("name", None) if not class_name: class_name = config_dict.get("path", "") return class_name
[docs]class ModuleScanner: def __init__(self, base_pkgs: List[str], module_names: List[str], exclude_libs=True): """Scanner to look for and load specified module names. Args: base_pkgs: base packages to look for modules in module_names: module names to load exclude_libs: excludes modules containing .libs if True. Defaults to True. """ self.base_pkgs = base_pkgs self.module_names = module_names self.exclude_libs = exclude_libs self._class_table = {} self._create_classes_table() def _create_classes_table(self): for base in self.base_pkgs: package = __import__(base) for importer, modname, ispkg in pkgutil.walk_packages(path=package.__path__, prefix=package.__name__ + "."): if modname.startswith(base): if not self.exclude_libs or (".libs" not in modname): if any(name in modname for name in self.module_names): try: module = importlib.import_module(modname) for name, obj in inspect.getmembers(module): if inspect.isclass(obj) and obj.__module__ == modname: self._class_table[name] = modname except ModuleNotFoundError as ex: pass
[docs] def get_module_name(self, class_name): return self._class_table.get(class_name, None)