Implementations in tf.keras.backend have duplicates in pure tensorflow. For example: tf.keras.backend.ones vs tf.ones.
My question: Can I use tensorflow instead of tf.keras.backend, by just replacing it? Both are same API?
Can I replace tf.keras.backend with tf?
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Yes, you can use tf but there might be minor difference in the results as both of them have different repo maintained.
For example the tf.keras.backend.binary_crossentropy and tf.keras.losses.binary_crossentropy have different code repo maintained but objective should remain the same.
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Most of the time, yes. To learn of the difference, do:
tf.ones?ortf.ones??if your IDE supports it; this'll show docs + source code + file locationfrom inspect import getsource; print(getsource(tf.ones))will show source codeI'd not replace
Kwithtf, though; stuff gets moved around between versions, and functionality may break. Each has its own list of imports:tensorflow/__init__.pyandtensorflow/python/keras/backend.py.