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StringToHashBucketStrong


tensorflow C++ API

tensorflow::ops::StringToHashBucketStrong

Converts each string in the input Tensor to its hash mod by a number of buckets.


Summary

The hash function is deterministic on the content of the string within the process. The hash function is a keyed hash function, where attribute key defines the key of the hash function. key is an array of 2 elements.

A strong hash is important when inputs may be malicious, e.g. URLs with additional components. Adversaries could try to make their inputs hash to the same bucket for a denial-of-service attack or to skew the results. A strong hash prevents this by making it difficult, if not infeasible, to compute inputs that hash to the same bucket. This comes at a cost of roughly 4x higher compute time than tf.string_to_hash_bucket_fast.

Arguments:

  • scope: A Scope object
  • input: The strings to assign a hash bucket.
  • num_buckets: The number of buckets.
  • key: The key for the keyed hash function passed as a list of two uint64 elements.

Returns:

  • Output: A Tensor of the same shape as the input string_tensor

StringToHashBucketStrong block

Source link : https://github.com/EXPNUNI/enuSpaceTensorflow/blob/master/enuSpaceTensorflow/tf_string.cpp

Argument:

  • Scope scope : A Scope object (A scope is generated automatically each page. A scope is not connected.)
  • Input input: connect Input node.
  • num_buckets : Input num_buckets in value.
  • key: Input key in value.

Return:

  • Output output : Output object of StringToHashBucketStrong class object.

Result:

  • std::vector(Tensor) product_result : Returned object of executed result by calling session.

Using Method