# Copyright (c) 2022 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. import paddle.nn as nn class BaseGate(nn.Layer): def __init__(self, num_expert, world_size): super().__init__() self.world_size = world_size self.num_expert = num_expert self.tot_expert = world_size * num_expert self.loss = None def forward(self, x): raise NotImplementedError("Please implement the forward function.") def set_loss(self, loss): self.loss = loss def get_loss(self, clear=True): loss = self.loss if clear: self.loss = None return loss