28b8b9d39f53d8327dbf658048a81b7046ae398f,magpie/nn/models.py,,cnn,#,19

Before Change

    model.add(Dropout(0.5))
    model.add(Flatten())

    model.add(Dense(output_length, activation="sigmoid"))

    model.compile(
        loss="binary_crossentropy",
        optimizer="adam",

After Change

    NB_FILTER = 256
    NGRAM_LENGTHS = [1, 2, 3, 4, 5]

    conv_layers, inputs = [], []

    for ngram_length in NGRAM_LENGTHS:
        current_input = Input(shape=(SAMPLE_LENGTH, embedding_size))
        inputs.append(current_input)

Instances