wehub-resource-sync
44 lines
1.5 KiB
Python
44 lines
1.5 KiB
Python
# 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.
|
|
#
|
|
# The file has been adapted from the file:
|
|
# https://github.com/laekov/fastmoe/blob/master/fmoe/gates/base_gate.py
|
|
# Git commit hash: 295a615aacce7e54a37e7935274ba15e901c78e4
|
|
# We retain the following license from the original files:
|
|
# Copyright 2021, Jiaao He. All rights reserved.
|
|
# Licensed under the Apache License, Version 2.0 (the "License").
|
|
|
|
from paddle import 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
|