class l3_dense(nn.Module): def __init__(self,emb_dim,num_classes): #这里三个变量代表什么呢 super(l3_dense, self).__init__() #self.flag = flag self.num_classes = num_classes self.emb_dim = emb_dim #self.layer_1 = nn.Linear(self.emb_dim, self.num_classes) self.model = nn.Sequential( nn.Linear(self.emb_dim,512), nn.BatchNorm1d(512), nn.ReLU(), nn.Dropout(p=0.2), nn.Linear(512,128), nn.BatchNorm1d(128), nn.ReLU(), nn.Dropout(p=0.2), nn.Linear(128,64), nn.BatchNorm1d(64), nn.ReLU(), nn.Dropout(p=0.2), nn.Linear(64,self.num_classes) ) def forward(self, x): # x shape os [batch_size, emb_dim] y = self.model(x) # shape is [batch_size , 512] return y
这是一个定义了一个名为l3_dense的类,它继承了nn.Module类。它的构造函数__init__接受两个参数emb_dim和num_classes,其中emb_dim表示嵌入维度,num_classes表示分类数量。
l3_dense代表第三个Dense层,super(l3_dense, self).init()是调用父类Dense的构造函数来初始化l3_dense层。这里的super()方法表示调用父类的方法,而不是直接继承。