nvtext Namespace Reference

NVText APIs. More...

Classes
struct	bpe_merge_pairs
	The table of merge pairs for the BPE encoder. More...
struct	hashed_vocabulary
	The vocabulary data for use with the subword_tokenize function. More...
struct	tokenizer_result
	Result object for the subword_tokenize functions. More...
struct	tokenize_vocabulary
	Vocabulary object to be used with nvtext::tokenize_with_vocabulary. More...

Enumerations
enum class	letter_type { CONSONANT , VOWEL }
	Used for specifying letter type to check. More...

Functions
std::unique_ptr< bpe_merge_pairs >	load_merge_pairs (cudf::strings_column_view const &merge_pairs, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Create a nvtext::bpe_merge_pairs from a strings column. More...
std::unique_ptr< cudf::column >	byte_pair_encoding (cudf::strings_column_view const &input, bpe_merge_pairs const &merges_pairs, cudf::string_scalar const &separator=cudf::string_scalar(" "), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Byte pair encode the input strings. More...
std::unique_ptr< cudf::column >	edit_distance (cudf::strings_column_view const &input, cudf::strings_column_view const &targets, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Compute the edit distance between individual strings in two strings columns. More...
std::unique_ptr< cudf::column >	edit_distance_matrix (cudf::strings_column_view const &input, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Compute the edit distance between all the strings in the input column. More...
std::unique_ptr< cudf::column >	generate_ngrams (cudf::strings_column_view const &input, cudf::size_type ngrams, cudf::string_scalar const &separator, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a single column of strings by generating ngrams from a strings column. More...
std::unique_ptr< cudf::column >	generate_character_ngrams (cudf::strings_column_view const &input, cudf::size_type ngrams=2, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Generates ngrams of characters within each string. More...
std::unique_ptr< cudf::column >	hash_character_ngrams (cudf::strings_column_view const &input, cudf::size_type ngrams=5, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Hashes ngrams of characters within each string. More...
std::unique_ptr< cudf::column >	jaccard_index (cudf::strings_column_view const &input1, cudf::strings_column_view const &input2, cudf::size_type width, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Computes the Jaccard similarity between individual rows in two strings columns. More...
std::unique_ptr< cudf::column >	minhash (cudf::strings_column_view const &input, cudf::numeric_scalar< uint32_t > seed=0, cudf::size_type width=4, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash value for each string. More...
std::unique_ptr< cudf::column >	minhash (cudf::strings_column_view const &input, cudf::device_span< uint32_t const > seeds, cudf::size_type width=4, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each string per seed. More...
std::unique_ptr< cudf::column >	minhash_permuted (cudf::strings_column_view const &input, uint32_t seed, cudf::device_span< uint32_t const > parameter_a, cudf::device_span< uint32_t const > parameter_b, cudf::size_type width, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each string. More...
std::unique_ptr< cudf::column >	minhash64 (cudf::strings_column_view const &input, cudf::numeric_scalar< uint64_t > seed=0, cudf::size_type width=4, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash value for each string. More...
std::unique_ptr< cudf::column >	minhash64 (cudf::strings_column_view const &input, cudf::device_span< uint64_t const > seeds, cudf::size_type width=4, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each string per seed. More...
std::unique_ptr< cudf::column >	minhash64_permuted (cudf::strings_column_view const &input, uint64_t seed, cudf::device_span< uint64_t const > parameter_a, cudf::device_span< uint64_t const > parameter_b, cudf::size_type width, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each string. More...
std::unique_ptr< cudf::column >	word_minhash (cudf::lists_column_view const &input, cudf::device_span< uint32_t const > seeds, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each row of strings per seed. More...
std::unique_ptr< cudf::column >	word_minhash64 (cudf::lists_column_view const &input, cudf::device_span< uint64_t const > seeds, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the minhash values for each row of strings per seed. More...
std::unique_ptr< cudf::column >	ngrams_tokenize (cudf::strings_column_view const &input, cudf::size_type ngrams, cudf::string_scalar const &delimiter, cudf::string_scalar const &separator, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a single column of strings by tokenizing the input strings column and then producing ngrams of each string. More...
std::unique_ptr< cudf::column >	normalize_spaces (cudf::strings_column_view const &input, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a new strings column by normalizing the whitespace in each string in the input column. More...
std::unique_ptr< cudf::column >	normalize_characters (cudf::strings_column_view const &input, bool do_lower_case, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Normalizes strings characters for tokenizing. More...
std::unique_ptr< cudf::column >	replace_tokens (cudf::strings_column_view const &input, cudf::strings_column_view const &targets, cudf::strings_column_view const &replacements, cudf::string_scalar const &delimiter=cudf::string_scalar{""}, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Replaces specified tokens with corresponding replacement strings. More...
std::unique_ptr< cudf::column >	filter_tokens (cudf::strings_column_view const &input, cudf::size_type min_token_length, cudf::string_scalar const &replacement=cudf::string_scalar{""}, cudf::string_scalar const &delimiter=cudf::string_scalar{""}, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Removes tokens whose lengths are less than a specified number of characters. More...
std::unique_ptr< cudf::column >	is_letter (cudf::strings_column_view const &input, letter_type ltype, cudf::size_type character_index, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns boolean column indicating if character_index of the input strings is a consonant or vowel. More...
std::unique_ptr< cudf::column >	is_letter (cudf::strings_column_view const &input, letter_type ltype, cudf::column_view const &indices, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns boolean column indicating if character at indices[i] of input[i] is a consonant or vowel. More...
std::unique_ptr< cudf::column >	porter_stemmer_measure (cudf::strings_column_view const &input, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the Porter Stemmer measurements of a strings column. More...
std::unique_ptr< hashed_vocabulary >	load_vocabulary_file (std::string const &filename_hashed_vocabulary, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Load the hashed vocabulary file into device memory. More...
tokenizer_result	subword_tokenize (cudf::strings_column_view const &strings, hashed_vocabulary const &vocabulary_table, uint32_t max_sequence_length, uint32_t stride, bool do_lower_case, bool do_truncate, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Creates a tokenizer that cleans the text, splits it into tokens and returns token-ids from an input vocabulary. More...
std::unique_ptr< cudf::column >	tokenize (cudf::strings_column_view const &input, cudf::string_scalar const &delimiter=cudf::string_scalar{""}, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a single column of strings by tokenizing the input strings column using the provided characters as delimiters. More...
std::unique_ptr< cudf::column >	tokenize (cudf::strings_column_view const &input, cudf::strings_column_view const &delimiters, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a single column of strings by tokenizing the input strings column using multiple strings as delimiters. More...
std::unique_ptr< cudf::column >	count_tokens (cudf::strings_column_view const &input, cudf::string_scalar const &delimiter=cudf::string_scalar{""}, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the number of tokens in each string of a strings column. More...
std::unique_ptr< cudf::column >	count_tokens (cudf::strings_column_view const &input, cudf::strings_column_view const &delimiters, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the number of tokens in each string of a strings column by using multiple strings delimiters to identify tokens in each string. More...
std::unique_ptr< cudf::column >	character_tokenize (cudf::strings_column_view const &input, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns a single column of strings by converting each character to a string. More...
std::unique_ptr< cudf::column >	detokenize (cudf::strings_column_view const &input, cudf::column_view const &row_indices, cudf::string_scalar const &separator=cudf::string_scalar(" "), rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Creates a strings column from a strings column of tokens and an associated column of row ids. More...
std::unique_ptr< tokenize_vocabulary >	load_vocabulary (cudf::strings_column_view const &input, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Create a tokenize_vocabulary object from a strings column. More...
std::unique_ptr< cudf::column >	tokenize_with_vocabulary (cudf::strings_column_view const &input, tokenize_vocabulary const &vocabulary, cudf::string_scalar const &delimiter, cudf::size_type default_id=-1, rmm::cuda_stream_view stream=cudf::get_default_stream(), rmm::device_async_resource_ref mr=cudf::get_current_device_resource_ref())
	Returns the token ids for the input string by looking up each delimited token in the given vocabulary. More...

Detailed Description

NVText APIs.