CODEWITHSUNDEEP
pythontensorflowmatplotlibkerasattributeerror
pranav nerurkar
pranav nerurkar

Reputation: 648

AttributeError: 'Model' object has no attribute 'epoch' - Keras

I huild an auto encoder in keras following steps given in a simple autoencoder based on a fully-connected layer (https://blog.keras.io/building-autoencoders-in-keras.html) 

wiki_autoencoder.fit(wiki_train, wiki_train,
                epochs=100,
                batch_size=256,
                shuffle=True,
                validation_data=(wiki_test, wiki_test))

After training and cross vaidation. plotting the results gives me error given below:

    loss = wiki_autoencoder.history.history['loss']
    val_loss = wiki_autoencoder.history.history['val_loss']
    epochs = range(epochs)
    plt.figure()
    plt.plot(epochs, loss, 'bo', label='Training loss')
    plt.plot(epochs, val_loss, 'b', label='Validation loss')
    plt.title('Training and validation loss')
    plt.legend()
    plt.show()


NameError                                 Traceback (most recent call last)
<ipython-input-32-6acdd795daf3> in <module>()
      1 loss = wiki_autoencoder.history.history['loss']
      2 val_loss = wiki_autoencoder.history.history['val_loss']
----> 3 epochs = range(epochs)
      4 plt.figure()
      5 plt.plot(epochs, loss, 'bo', label='Training loss')

NameError: name 'epochs' is not defined

The second thing i tried gives be result : No handles with labels found to put in legend. however plot is generated. how do i solve this problem

enter image description here

plt.plot(wiki_autoencoder.history.history['val_loss'], 'r', wiki_autoencoder.history.history['loss'], 'bo')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.title('Training and validation loss')
plt.legend()
plt.show()

Upvotes: 4

Views: 5074

Answers (2)

Mitiku
Mitiku

Reputation: 5412

You can actually find epochs from history object.

epochs = wiki_autoencoder.history.epoch

This will give you the epochs for which the model was trained.

Upvotes: 1

LOrD_ARaGOrN
LOrD_ARaGOrN

Reputation: 4486

You need to define range properly as epochs is not defined which you used inside range(). You can use any other number apart from 100 depending on your requirement.

epochs = range(100)

Upvotes: 2

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