# -*- encoding: utf-8 -*- # Copyright (c) 2020 PaddlePaddle Authors. 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 # 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. from paddle import nn from paddle.nn.layer import activation class Activation(nn.Layer): """ The wrapper of activations For example: >>> relu = Activation("relu") >>> print(relu) >>> sigmoid = Activation("sigmoid") >>> print(sigmoid) >>> not_exit_one = Activation("not_exit_one") KeyError: "not_exit_one does not exist in the current dict_keys(['elu', 'gelu', 'hardshrink', 'tanh', 'hardtanh', 'prelu', 'relu', 'relu6', 'selu', 'leakyrelu', 'sigmoid', 'softmax', 'softplus', 'softshrink', 'softsign', 'tanhshrink', 'logsigmoid', 'logsoftmax', 'hsigmoid'])" Args: act (str): the activation name in lowercase """ def __init__(self, act=None): super(Activation, self).__init__() self._act = act upper_act_names = activation.__all__ lower_act_names = [act.lower() for act in upper_act_names] act_dict = dict(zip(lower_act_names, upper_act_names)) if act is not None: if act in act_dict.keys(): act_name = act_dict[act] self.act_func = eval("activation.{}()".format(act_name)) else: raise KeyError("{} does not exist in the current {}".format( act, act_dict.keys())) def forward(self, x): if self._act is not None: return self.act_func(x) else: return x