model_zoo.py 文件源码

def create(self):
        assert self._config.merge_mode in ['max', 'ave', 'sum'], \
                'Merge mode of this model is either max, ave or sum'

        model_list = [None] * self._config.language_cnn_views
        for j in xrange(1,self._config.language_cnn_views+1):
            current_view = Sequential()
            self.textual_embedding(current_view, mask_zero=True)
            current_view.add(Convolution1D(
                nb_filter=self._config.language_cnn_filters,
                filter_length=j,
                border_mode='valid',
                activation=self._config.language_cnn_activation,
                subsample_length=1))
            self.temporal_pooling(current_view)
            model_list[j-1] = current_view

        self.add(Merge(model_list, mode='concat'))
        self.deep_mlp()
        self.add(Dense(self._config.output_dim))
        self.add(Activation('softmax'))