[Python] Cannot see all `Dense` layer info from `search_space_summary()` when using...

Discussão em 'Python' iniciado por Stack, Abril 14, 2025.

  1. Stack

    Stack Membro Participativo

    I am trying to use keras-tuner to tune hyperparameters, like

    !pip install keras-tuner --upgrade
    import keras_tuner as kt
    from tensorflow.keras.models import Sequential
    from tensorflow.keras.layers import Dense, Flatten
    from tensorflow.keras.optimizers import Adam

    def build_model(hp):
    model = Sequential([
    Flatten(input_shape=(28, 28)),
    Dense(units= hp.Int('units', min_value = 16, max_value = 64, step = 16), activation='relu'),
    Dense(units = hp.Int('units', min_value = 8, max_value = 20, step = 2), activation='softmax')
    ])

    model.compile(
    optimizer=Adam(learning_rate=hp.Float('learning_rate', min_value=1e-4, max_value=1e-2, sampling='LOG')),
    loss='sparse_categorical_crossentropy',
    metrics=['accuracy']
    )
    return model

    # Create a RandomSearch Tuner
    tuner = kt.RandomSearch(
    build_model,
    objective='val_accuracy',
    max_trials=10,
    executions_per_trial=2
    )

    # Display a summary of the search space
    tuner.search_space_summary()


    shows

    Search space summary
    Default search space size: 2
    units (Int)
    {'default': None, 'conditions': [], 'min_value': 16, 'max_value': 64, 'step': 16, 'sampling': 'linear'}
    learning_rate (Float)
    {'default': 0.0001, 'conditions': [], 'min_value': 0.0001, 'max_value': 0.01, 'step': None, 'sampling': 'log'}


    However, when checking the search_space_summary() output, there is only the 1st Dense layer is shown in the summary, while the information about the 2nd Dense layer, i.e., Dense(units = hp.Int('units', min_value = 8, max_value = 20, step = 2), activation='softmax'), is not seen.

    Did I misconfigured something or it is supposed to yield the output like that? Could anyone help me to understand why it outputs the summary like this?

    Continue reading...

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