model.py

# -*- coding:utf-8 -*-
"""
@Time: 2022/03/03 12:23
@Author: KI
@File: model.py
@Motto: Hungry And Humble
"""
from torch import nn


class ANN(nn.Module):
    def __init__(self, args, name):
        super(ANN, self).__init__()
        self.name = name
        self.len = 0
        self.loss = 0
        self.fc1 = nn.Linear(args.input_dim, 16)
        self.relu = nn.ReLU()
        self.sigmoid = nn.Sigmoid()
        self.dropout = nn.Dropout()
        self.fc2 = nn.Linear(16, 32)
        self.fc3 = nn.Linear(32, 16)
        self.fc4 = nn.Linear(16, 1)

    def forward(self, data):
        # print(data.shape)
        data = data.view(data.shape[0], -1)
        x = self.fc1(data)
        x = self.sigmoid(x)
        x = self.fc2(x)
        x = self.sigmoid(x)
        x = self.fc3(x)
        x = self.sigmoid(x)
        x = self.fc4(x)
        x = self.sigmoid(x)

        return x