# Copyright (c) 2016-present, Facebook, Inc. # # 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 # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ############################################################################## # @package regularizer_context # Module caffe2.python.regularizer_context from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals from caffe2.python import context from caffe2.python.modifier_context import ( ModifierContext, UseModifierBase) @context.define_context(allow_default=True) class RegularizerContext(ModifierContext): """ provide context to allow param_info to have different regularizers """ def has_regularizer(self, name): return self._has_modifier(name) def get_regularizer(self, name): assert self.has_regularizer(name), ( "{} regularizer is not provided!".format(name)) return self._get_modifier(name) class UseRegularizer(UseModifierBase): ''' context class to allow setting the current context. Example useage with layer: regularizers = {'reg1': reg1, 'reg2': reg2} with Regularizers(regularizers): reg = RegularizerContext.current().get_regularizer('reg1') layer(reg=reg) ''' def _context_class(self): return RegularizerContext