# Copyright (c) 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 # 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 abc import ABC from typing import Dict, List, Optional from nemo.core.classes import NeuralModule from nemo.core.neural_types import ChannelType, MaskType, NeuralType __all__ = ['MegatronDecoderModule'] class MegatronDecoderModule(NeuralModule, ABC): """ Base class for encoder neural module to be used in NLP models. """ @property def input_types(self) -> Optional[Dict[str, NeuralType]]: return { "dec_input": NeuralType(('B', 'T', 'D'), ChannelType()), "dec_attn_mask": NeuralType(('B', 'T'), MaskType()), "enc_output": NeuralType(('B', 'T', 'D'), ChannelType()), "enc_attn_mask": NeuralType(('B', 'T'), MaskType()), } @property def input_names(self) -> List[str]: return ['dec_input', 'dec_attn_mask', 'enc_output', 'enc_attn_mask'] @property def output_names(self) -> List[str]: return ['decoder_output'] @property def output_types(self) -> Optional[Dict[str, NeuralType]]: return {"dec_output": NeuralType(('B', 'T', 'D'), ChannelType())}