Count the values for each of the provided keys. :param iterable[byte|str] keys: list of keys :rtype: dict[byte|s

Return an unordered storage system based on the specified config. The canonical example of such a storage container is ``defaultdict(set)``.

Upsert an iterable of values with the same key. Note: this is used when treating a Cassandra partition as a set. Since we up

:returns: bool -- If their seeds and hash values are both equal then two are equivalent.

Get a pickable state by removing unpickable objects. :rtype: dict[str, any] :return: the state

Instantiate a new token-based transformer. Parameters ---------- token_pattern : str The regex used to id

Instantiate a new embedding-based transformer Parameters ---------- token_pattern : str The regex used to

Instantiate a new embedding-based transformer Parameters ---------- token_pattern : str The regex used to

Instantiate a new distribution transformer that extracts distribution information from input values. Parameters ----------

This object performs qgram extraction. Parameters ---------- qgram_size : Optional[int] The default qgram

The base LSH index class. Parameters ---------- hash_size : int The expected size of the input hashcodes