Label the provided report(s).

Loads a vocabulary file into a dictionary.

Context manager which seeds the NumPy PRNG with the specified seed and restores the state afterward

Check ETag on S3 object.

Pull a file directly from S3.

r"""Scatter with support for kwargs dictionary

This function disables printing when not in master process

This function disables printing when not in master process

Serializes this instance to a Python dictionary.

Tokenize word using bpe merge rules :param merge_rules: dict [(a,b)] -> id, merge table, ids are in increasing order :param word: string

Convert `url` into a hashed filename in a repeatable way. If `etag` is specified, append its hash to the url's, delimited by a period.

:param line: str :return:

Constructs a BasicTokenizer. Args: do_lower_case: Whether to lower case the input.

:param bpe_dropout_rate: float [0,1) :param merge_table: dict [(token_1, token_2)] -> priority

:param bpe_dropout_rate: float [0,1) :param merge_table: dict [(token_1, token_2)] -> priority

Constructs BertConfig. Args: vocab_size_or_config_json_file: Vocabulary size of `inputs_ids` in `BertModel`. hidden_s

Construct a layernorm module in the TF style (epsilon inside the square root).