#   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.

# TODO: import all neural network related api under this directory,
# including layers, linear, conv, rnn etc.

from .layer import norm
from .functional import extension
from .layer import common
from .layer import rnn
from .utils import weight_norm_hook

from . import initializer

__all__ = []
__all__ += norm.__all__
__all__ += extension.__all__
__all__ += common.__all__
__all__ += rnn.__all__
__all__ += weight_norm_hook.__all__

# TODO: define alias in nn directory
from .clip import ClipGradByGlobalNorm  #DEFINE_ALIAS
from .clip import ClipGradByNorm  #DEFINE_ALIAS
from .clip import ClipGradByValue  #DEFINE_ALIAS
# from .clip import set_gradient_clip        #DEFINE_ALIAS
from .clip import clip  #DEFINE_ALIAS
from .clip import clip_by_norm  #DEFINE_ALIAS
from .control_flow import cond  #DEFINE_ALIAS
# from .control_flow import DynamicRNN        #DEFINE_ALIAS
# from .control_flow import StaticRNN        #DEFINE_ALIAS
from .control_flow import while_loop  #DEFINE_ALIAS
# from .control_flow import rnn        #DEFINE_ALIAS
# from .decode import BeamSearchDecoder        #DEFINE_ALIAS
# from .decode import Decoder        #DEFINE_ALIAS
# from .decode import beam_search  #DEFINE_ALIAS
# from .decode import beam_search_decode  #DEFINE_ALIAS
# from .decode import crf_decoding        #DEFINE_ALIAS
# from .decode import ctc_greedy_decoder        #DEFINE_ALIAS
# from .decode import dynamic_decode        #DEFINE_ALIAS
from .decode import gather_tree  #DEFINE_ALIAS
# from .input import Input        #DEFINE_ALIAS
from .layer.activation import ELU  #DEFINE_ALIAS
from .layer.activation import GELU  #DEFINE_ALIAS
from .layer.activation import Tanh  #DEFINE_ALIAS
from .layer.activation import Hardshrink  #DEFINE_ALIAS
from .layer.activation import Hardtanh  #DEFINE_ALIAS
from .layer.activation import PReLU  #DEFINE_ALIAS
from .layer.activation import ReLU  #DEFINE_ALIAS
from .layer.activation import ReLU6  #DEFINE_ALIAS
from .layer.activation import SELU  #DEFINE_ALIAS
from .layer.activation import LeakyReLU  #DEFINE_ALIAS
from .layer.activation import Sigmoid  #DEFINE_ALIAS
from .layer.activation import LogSigmoid
from .layer.activation import Softmax  #DEFINE_ALIAS
from .layer.activation import Softplus  #DEFINE_ALIAS
from .layer.activation import Softshrink  #DEFINE_ALIAS
from .layer.activation import Softsign  #DEFINE_ALIAS
from .layer.activation import Tanhshrink  #DEFINE_ALIAS
from .layer.activation import LogSoftmax  #DEFINE_ALIAS
from .layer.activation import HSigmoid  #DEFINE_ALIAS
from .layer.common import BilinearTensorProduct  #DEFINE_ALIAS
from .layer.common import Pool2D  #DEFINE_ALIAS
from .layer.common import Pad2D  #DEFINE_ALIAS
from .layer.common import ReflectionPad1d  #DEFINE_ALIAS
from .layer.common import ReplicationPad1d  #DEFINE_ALIAS
from .layer.common import ConstantPad1d  #DEFINE_ALIAS
from .layer.common import ReflectionPad2d  #DEFINE_ALIAS
from .layer.common import ReplicationPad2d  #DEFINE_ALIAS
from .layer.common import ConstantPad2d  #DEFINE_ALIAS
from .layer.common import ZeroPad2d  #DEFINE_ALIAS
from .layer.common import ReplicationPad3d  #DEFINE_ALIAS
from .layer.common import ConstantPad3d  #DEFINE_ALIAS
from .layer.common import CosineSimilarity  #DEFINE_ALIAS
from .layer.common import Embedding  #DEFINE_ALIAS
from .layer.common import Linear  #DEFINE_ALIAS
from .layer.common import Flatten  #DEFINE_ALIAS
from .layer.common import Upsample  #DEFINE_ALIAS
from .layer.common import UpsamplingNearest2d  #DEFINE_ALIAS
from .layer.common import UpsamplingBilinear2d  #DEFINE_ALIAS
from .layer.common import Bilinear  #DEFINE_ALIAS
from .layer.common import Dropout  #DEFINE_ALIAS
from .layer.common import Dropout2d  #DEFINE_ALIAS
from .layer.common import Dropout3d  #DEFINE_ALIAS
from .layer.common import AlphaDropout  #DEFINE_ALIAS

from .layer.pooling import AvgPool1d  #DEFINE_ALIAS
from .layer.pooling import AvgPool2d  #DEFINE_ALIAS
from .layer.pooling import AvgPool3d  #DEFINE_ALIAS
from .layer.pooling import MaxPool1d  #DEFINE_ALIAS
from .layer.pooling import MaxPool2d  #DEFINE_ALIAS
from .layer.pooling import MaxPool3d  #DEFINE_ALIAS
from .layer.pooling import AdaptiveAvgPool1d  #DEFINE_ALIAS
from .layer.pooling import AdaptiveAvgPool2d  #DEFINE_ALIAS
from .layer.pooling import AdaptiveAvgPool3d  #DEFINE_ALIAS

from .layer.pooling import AdaptiveMaxPool1d  #DEFINE_ALIAS
from .layer.pooling import AdaptiveMaxPool2d  #DEFINE_ALIAS
from .layer.pooling import AdaptiveMaxPool3d  #DEFINE_ALIAS
from .layer.conv import Conv1d  #DEFINE_ALIAS
from .layer.conv import Conv2d  #DEFINE_ALIAS
from .layer.conv import Conv3d  #DEFINE_ALIAS
from .layer.conv import ConvTranspose1d  #DEFINE_ALIAS
from .layer.conv import ConvTranspose2d  #DEFINE_ALIAS
from .layer.conv import ConvTranspose3d  #DEFINE_ALIAS
# from .layer.conv import TreeConv        #DEFINE_ALIAS
# from .layer.conv import Conv1D        #DEFINE_ALIAS
from .layer.extension import RowConv  #DEFINE_ALIAS
# from .layer.learning_rate import CosineDecay        #DEFINE_ALIAS
# from .layer.learning_rate import ExponentialDecay        #DEFINE_ALIAS
# from .layer.learning_rate import InverseTimeDecay        #DEFINE_ALIAS
# from .layer.learning_rate import NaturalExpDecay        #DEFINE_ALIAS
# from .layer.learning_rate import NoamDecay        #DEFINE_ALIAS
# from .layer.learning_rate import PiecewiseDecay        #DEFINE_ALIAS
# from .layer.learning_rate import PolynomialDecay        #DEFINE_ALIAS
from .layer.common import Linear
# from .layer.loss import NCELoss        #DEFINE_ALIAS
from .layer.loss import BCEWithLogitsLoss  #DEFINE_ALIAS
from .layer.loss import CrossEntropyLoss  #DEFINE_ALIAS
from .layer.loss import MSELoss  #DEFINE_ALIAS
from .layer.loss import L1Loss  #DEFINE_ALIAS
from .layer.loss import NLLLoss  #DEFINE_ALIAS
from .layer.loss import BCELoss  #DEFINE_ALIAS
from .layer.loss import KLDivLoss  #DEFINE_ALIAS
from .layer.loss import MarginRankingLoss  #DEFINE_ALIAS
from .layer.loss import CTCLoss  #DEFINE_ALIAS
from .layer.loss import SmoothL1Loss  #DEFINE_ALIAS
from .layer.norm import BatchNorm  #DEFINE_ALIAS
from .layer.norm import SyncBatchNorm  #DEFINE_ALIAS
from .layer.norm import GroupNorm  #DEFINE_ALIAS
from .layer.norm import LayerNorm  #DEFINE_ALIAS
from .layer.norm import SpectralNorm  #DEFINE_ALIAS
from .layer.norm import InstanceNorm  #DEFINE_ALIAS
from .layer.norm import InstanceNorm1d  #DEFINE_ALIAS
from .layer.norm import InstanceNorm2d  #DEFINE_ALIAS
from .layer.norm import InstanceNorm3d  #DEFINE_ALIAS
from .layer.norm import BatchNorm1d  #DEFINE_ALIAS
from .layer.norm import BatchNorm2d  #DEFINE_ALIAS
from .layer.norm import BatchNorm3d  #DEFINE_ALIAS

from .layer.rnn import RNNCellBase  #DEFINE_ALIAS
from .layer.rnn import SimpleRNNCell  #DEFINE_ALIAS
from .layer.rnn import LSTMCell  #DEFINE_ALIAS
from .layer.rnn import GRUCell  #DEFINE_ALIAS
from .layer.rnn import RNN  #DEFINE_ALIAS
from .layer.rnn import BiRNN  #DEFINE_ALIAS
from .layer.rnn import SimpleRNN  #DEFINE_ALIAS
from .layer.rnn import LSTM  #DEFINE_ALIAS
from .layer.rnn import GRU  #DEFINE_ALIAS

from .layer.transformer import MultiHeadAttention
from .layer.transformer import TransformerEncoderLayer
from .layer.transformer import TransformerEncoder
from .layer.transformer import TransformerDecoderLayer
from .layer.transformer import TransformerDecoder
from .layer.transformer import Transformer
from .layer.distance import PairwiseDistance  #DEFINE_ALIAS

from .layer.vision import PixelShuffle

from .layer import loss  #DEFINE_ALIAS
from .layer import conv  #DEFINE_ALIAS
from .layer import vision  #DEFINE_ALIAS
from ..fluid.dygraph.layers import Layer  #DEFINE_ALIAS
from ..fluid.dygraph.container import LayerList, ParameterList, Sequential  #DEFINE_ALIAS