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python saving tensorflow variables
I am confused about how the Tensorflow variables are saved, so here is what I try to understand:
import tensorflow as tf
with tf.Session() as sess:
model = tf.keras.Sequential()
model.add(tf.keras.layers.Dense(5, activation=tf.nn.relu, input_shape=(784,)))
#model.add(tf.keras.layers.Dense(1, activation=tf.nn.sigmoid))
model.compile(optimizer=tf.train.AdamOptimizer(2e-4), loss=’mse’)
x = tf.keras.Input(shape=(784,))
y = tf.keras.layers.Dense(3)(x)
model.fit(x, y, epochs=10)
cnt = 0
save_path = saver.save(sess, “output.model”)
with open(save_path, ‘r’) as f:
for line in f:
if line.startswith(‘Epoch’):
cnt += 1
print(“epoch:”, cnt, “loss:”, sess.run(model.loss))
The model is saved and I can read it in the terminal, so the model is saved.
But is it possible to read the model saved inside the script?
A:
Yes, it is possible.
From here,
Restoring a model from a directory is usually no longer needed. However, you can use the model_dir argument for tf.keras.Model to write the model to a directory of your choice.
import tensor
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When working with an SPListItem what is the difference between doing:
ListItem item = list.GetItemById(id);
and
SPListItem item = list.Items.GetItemById(id);
which one is best.
I think the above is bad because it retrieves all items but I can’t think of a reason why I would do that?
A:
Using Items[0] is clearly better since it will only return the top level item in the list.
There could be situations when you need to get access to the child items as well, for example when calculating the link to open up the file, when calculating hyperlinks for the item, when preparing the document.
In some of those cases you may need to retrieve all the items. GetItemById() will only return the first top level item in the list and not the child items.
A:
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