#ifndef CTC_BEAM_SEARCH_DECODER_H_ #define CTC_BEAM_SEARCH_DECODER_H_ #include #include #include #include "scorer.h" /* CTC Best Path Decoder * * Parameters: * probs_seq: 2-D vector that each element is a vector of probabilities * over vocabulary of one time step. * vocabulary: A vector of vocabulary. * Return: * The decoding result in string */ std::string ctc_greedy_decoder( const std::vector> &probs_seq, const std::vector &vocabulary); /* CTC Beam Search Decoder * Parameters: * probs_seq: 2-D vector that each element is a vector of probabilities * over vocabulary of one time step. * beam_size: The width of beam search. * vocabulary: A vector of vocabulary. * blank_id: ID of blank. * cutoff_prob: Cutoff probability for pruning. * cutoff_top_n: Cutoff number for pruning. * ext_scorer: External scorer to evaluate a prefix. * Return: * A vector that each element is a pair of score and decoding result, * in desending order. */ std::vector> ctc_beam_search_decoder( const std::vector> &probs_seq, int beam_size, std::vector vocabulary, int blank_id, double cutoff_prob = 1.0, int cutoff_top_n = 40, Scorer *ext_scorer = NULL); /* CTC Beam Search Decoder for batch data * Parameters: * probs_seq: 3-D vector that each element is a 2-D vector that can be used * by ctc_beam_search_decoder(). * . * beam_size: The width of beam search. * vocabulary: A vector of vocabulary. * blank_id: ID of blank. * num_processes: Number of threads for beam search. * cutoff_prob: Cutoff probability for pruning. * cutoff_top_n: Cutoff number for pruning. * ext_scorer: External scorer to evaluate a prefix. * Return: * A 2-D vector that each element is a vector of beam search decoding * result for one audio sample. */ std::vector>> ctc_beam_search_decoder_batch( const std::vector>> &probs_split, int beam_size, const std::vector &vocabulary, int blank_id, int num_processes, double cutoff_prob = 1.0, int cutoff_top_n = 40, Scorer *ext_scorer = NULL); #endif // CTC_BEAM_SEARCH_DECODER_H_