| 113 | |
| 114 | class TikTecModel(nn.Module): |
| 115 | def __init__(self, word_dim=300, mfcc_dim=650, visual_dim=1000, obj_num=45, CVRL_gru_dim=200, ASRL_gru_dim=500, VCIF_d_H=200, VCIF_gru_f_dim=200, VCIF_gru_w_dim=100, VCIF_dropout=0.2, MLP_hidden_dims=[512], MLP_dropout=0.2): |
| 116 | super(TikTecModel, self).__init__() |
| 117 | self.CVRL = CVRL(d_w=word_dim, d_f=visual_dim, obj_num=obj_num, gru_dim=CVRL_gru_dim) |
| 118 | self.ASRL = ASRL(d_w=(word_dim + mfcc_dim), gru_dim=ASRL_gru_dim) |
| 119 | self.VCIF = VCIF(d_f=visual_dim, d_w=2*ASRL_gru_dim, d_H=VCIF_d_H, gru_f_dim=VCIF_gru_f_dim, gru_w_dim=VCIF_gru_w_dim, dropout=VCIF_dropout) |
| 120 | self.MLP = MLP(VCIF_gru_f_dim + VCIF_gru_w_dim, MLP_hidden_dims, 2, MLP_dropout) |
| 121 | |
| 122 | def forward(self, **kwargs): |
| 123 | # IN: |