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TensorFlow lesser known features
Albert Zeyer edited this page Jun 5, 2020
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16 revisions
I sometimes stumble upon features in TensorFlow which look potentially powerful or interesting, which I did not know about before.
This wiki page is supposed to be a collection of such features.
(Once some of them becomes more central to RETURNN, we might want to have a separate wiki page for it.
E.g. Distributed TensorFlow.
To find them, it is interesting to just browse through tf.raw_ops
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tf.math.divide_no_nan
/tf.div_no_nan
. Computes x/y and return 0 if y==0 (no nan). tf.math.reduce_euclidean_norm
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tf.switch_case
andtf.case
tf.strings.to_hash_bucket
tf.strings.ngrams
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tf.compat.v1.get_session_handle
. keep tensor alive in the session, and access it in future calls viaget_session_tensor
, or use it forfeed_dict
DenseHashTable
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ConditionalAccumulator
. accumulate / aggregate gradients