📅  最后修改于: 2023-12-03 14:39:23.651000             🧑  作者: Mango
This error occurs when trying to access the attribute GradientDescentOptimizer
from the module tensorflow._api.v2.train
, which does not exist.
In TensorFlow 2.x, the training API has been revamped. The GradientDescentOptimizer
class has been moved to the tensorflow.keras.optimizers
module. To fix this error, you need to update your code to use the new optimizer.
Here's an example of how to replace GradientDescentOptimizer
with SGD
(Stochastic Gradient Descent) optimizer from the tensorflow.keras.optimizers
module:
import tensorflow as tf
# Define your model
model = tf.keras.models.Sequential()
model.add(tf.keras.layers.Dense(10, input_shape=(10,)))
# Compile your model with the optimizer
optimizer = tf.keras.optimizers.SGD(learning_rate=0.01)
model.compile(optimizer=optimizer, loss='mse')
# Train your model
model.fit(x_train, y_train, epochs=10)
In the above code, we import tf.keras.optimizers
module and create an instance of SGD
optimizer with a specified learning rate (0.01 in this case). We then compile the model using this optimizer and train the model accordingly.
Make sure to adapt the code to your specific use case, as this is just an example.