gistfile1.txt

conv_model = Sequential()
conv_model.add(Embedding(max_features, embedding_size, input_length=maxlen))
conv_model.add(Dropout(0.25))
conv_model.add(Convolution1D(nb_filter=nb_filter,
                        filter_length=filter_length,
                        border_mode='valid',
                        activation='relu',
                        subsample_length=1))
conv_model.add(MaxPooling1D(pool_length=pool_length))
conv_model.add(LSTM(lstm_output_size))
conv_model.add(Dense(128, activation='relu'))
conv_model.add(Dropout(0.5))
conv_model.add(Dense(1, activation='sigmoid'))

conv_model.compile(loss='binary_crossentropy',
                   optimizer=rms, class_mode="binary")