/* * libpinyin * Library to deal with pinyin. * * Copyright (C) 2010 Peng Wu * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 2 of the License, or * (at your option) any later version. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. */ #include #include "stl_lite.h" #include "novel_types.h" #include "phrase_index.h" #include "facade_phrase_table.h" #include "ngram.h" #include "phrase_lookup.h" using namespace pinyin; const gfloat PhraseLookup::bigram_lambda = LAMBDA_PARAMETER; const gfloat PhraseLookup::unigram_lambda = 1 - LAMBDA_PARAMETER; PhraseLookup::PhraseLookup(FacadePhraseTable * phrase_table, FacadePhraseIndex * phrase_index, Bigram * system_bigram, Bigram * user_bigram){ m_phrase_table = phrase_table; m_phrase_index = phrase_index; m_system_bigram = system_bigram; m_user_bigram = user_bigram; m_steps_index = g_ptr_array_new(); m_steps_content = g_ptr_array_new(); } PhraseLookup::~PhraseLookup(){ //free m_steps_index for ( size_t i = 0; i < m_steps_index->len; ++i){ GHashTable * table = (GHashTable *) g_ptr_array_index(m_steps_index, i); g_hash_table_destroy(table); } g_ptr_array_free(m_steps_index, TRUE); m_steps_index = NULL; //free m_steps_content for ( size_t i = 0; i < m_steps_content->len; ++i){ GArray * array = (GArray *) g_ptr_array_index(m_steps_content, i); g_array_free(array, TRUE); } g_ptr_array_free(m_steps_content, TRUE); } bool PhraseLookup::get_best_match(int sentence_length, utf16_t sentence[], MatchResults & results){ m_sentence_length = sentence_length; m_sentence = sentence; int nstep = m_sentence_length + 1; //free m_steps_index for ( size_t i = 0; i < m_steps_index->len; ++i){ GHashTable * table = (GHashTable *) g_ptr_array_index(m_steps_index, i); g_hash_table_destroy(table); g_ptr_array_index(m_steps_index, i) = NULL; } //free m_steps_content for ( size_t i = 0; i < m_steps_content->len; ++i){ GArray * array = (GArray *) g_ptr_array_index(m_steps_content, i); g_array_free(array, TRUE); g_ptr_array_index(m_steps_content, i) = NULL; } //add null start step g_ptr_array_set_size(m_steps_index, nstep); g_ptr_array_set_size(m_steps_content, nstep); for ( int i = 0; i < nstep; ++i ){ //initialize m_steps_index g_ptr_array_index(m_steps_index, i) = g_hash_table_new(g_direct_hash, g_direct_equal); //initialize m_steps_content g_ptr_array_index(m_steps_content, i) = g_array_new(FALSE, FALSE, sizeof(lookup_value_t)); } lookup_key_t initial_key = sentence_start; lookup_value_t initial_value(log(1)); initial_value.m_handles[1] = sentence_start; GArray * initial_step_content = (GArray *) g_ptr_array_index(m_steps_content, 0); initial_step_content = g_array_append_val(initial_step_content, initial_value); GHashTable * initial_step_index = (GHashTable *) g_ptr_array_index(m_steps_index, 0); g_hash_table_insert(initial_step_index, GUINT_TO_POINTER(initial_key), GUINT_TO_POINTER(initial_step_content->len - 1)); for ( int i = 0; i < nstep - 1; ++i ){ for ( int m = i + 1; m < nstep; ++m ){ phrase_token_t next_token = null_token; int result = m_phrase_table->search(m - i, sentence + i, next_token); /* found next phrase */ if ( result & SEARCH_OK ) { search_bigram(i, next_token), search_unigram(i, next_token); } /* no longer phrase */ if (!(result & SEARCH_CONTINUED)) break; } } return final_step(results); } bool PhraseLookup::search_unigram(int nstep, phrase_token_t token){ GArray * lookup_content = (GArray *) g_ptr_array_index(m_steps_content, nstep); if ( 0 == lookup_content->len ) return false; lookup_value_t * max_value = &g_array_index(lookup_content, lookup_value_t, 0); /* find the maximum node */ for ( size_t i = 1; i < lookup_content->len; ++i ){ lookup_value_t * cur_value = &g_array_index(lookup_content, lookup_value_t, i); if ( cur_value->m_poss > max_value->m_poss ) max_value = cur_value; } return unigram_gen_next_step(nstep, max_value, token); } bool PhraseLookup::search_bigram(int nstep, phrase_token_t token){ bool found = false; GArray * lookup_content = (GArray *) g_ptr_array_index(m_steps_content, nstep); if ( 0 == lookup_content->len ) return false; for ( size_t i = 0; i < lookup_content->len; ++i ){ lookup_value_t * cur_value = &g_array_index(lookup_content, lookup_value_t, i); phrase_token_t index_token = cur_value->m_handles[1]; SingleGram * system, * user; m_system_bigram->load(index_token, system); m_user_bigram->load(index_token, user); if ( !merge_single_gram(&m_merged_single_gram, system, user) ) continue; guint32 freq; if ( m_merged_single_gram.get_freq(token, freq) ){ guint32 total_freq; m_merged_single_gram.get_total_freq(total_freq); gfloat bigram_poss = freq / (gfloat) total_freq; found = bigram_gen_next_step(nstep, cur_value, token, bigram_poss) || found; } if (system) delete system; if (user) delete user; } return found; } bool PhraseLookup::unigram_gen_next_step(int nstep, lookup_value_t * cur_value, phrase_token_t token){ if ( m_phrase_index->get_phrase_item(token, m_cache_phrase_item)) return false; size_t phrase_length = m_cache_phrase_item.get_phrase_length(); gdouble elem_poss = m_cache_phrase_item.get_unigram_frequency() / (gdouble) m_phrase_index->get_phrase_index_total_freq(); if ( elem_poss < DBL_EPSILON ) return false; lookup_value_t next_value; next_value.m_handles[0] = cur_value->m_handles[1]; next_value.m_handles[1] = token; next_value.m_poss = cur_value->m_poss + log(elem_poss * unigram_lambda); next_value.m_last_step = nstep; return save_next_step(nstep + phrase_length, cur_value, &next_value); } bool PhraseLookup::bigram_gen_next_step(int nstep, lookup_value_t * cur_value, phrase_token_t token, gfloat bigram_poss){ if ( m_phrase_index->get_phrase_item(token, m_cache_phrase_item)) return false; size_t phrase_length = m_cache_phrase_item.get_phrase_length(); gdouble unigram_poss = m_cache_phrase_item.get_unigram_frequency() / (gdouble) m_phrase_index->get_phrase_index_total_freq(); if ( bigram_poss < FLT_EPSILON && unigram_poss < DBL_EPSILON ) return false; lookup_value_t next_value; next_value.m_handles[0] = cur_value->m_handles[1]; next_value.m_handles[1] = token; next_value.m_poss = cur_value->m_poss + log( bigram_lambda * bigram_poss + unigram_lambda * unigram_poss ); next_value.m_last_step = nstep; return save_next_step(nstep + phrase_length, cur_value, &next_value); } bool PhraseLookup::save_next_step(int next_step_pos, lookup_value_t * cur_value, lookup_value_t * next_value){ lookup_key_t next_key = next_value->m_handles[1]; GHashTable * next_lookup_index = (GHashTable *) g_ptr_array_index(m_steps_index, next_step_pos); GArray * next_lookup_content = (GArray *) g_ptr_array_index(m_steps_content, next_step_pos); gpointer key, value; gboolean lookup_result = g_hash_table_lookup_extended(next_lookup_index, GUINT_TO_POINTER(next_key), &key, &value); size_t step_index = GPOINTER_TO_UINT(value); if ( !lookup_result ){ g_array_append_val(next_lookup_content, *next_value); g_hash_table_insert(next_lookup_index, GUINT_TO_POINTER(next_key), GUINT_TO_POINTER(next_lookup_content->len - 1)); return true; }else{ lookup_value_t * orig_next_value = &g_array_index(next_lookup_content, lookup_value_t, step_index); if ( orig_next_value->m_poss < next_value->m_poss ){ orig_next_value->m_handles[0] = next_value->m_handles[0]; assert(orig_next_value->m_handles[1] == next_value->m_handles[1]); orig_next_value->m_poss = next_value->m_poss; orig_next_value->m_last_step = next_value->m_last_step; return true; } return false; } } bool PhraseLookup::final_step(MatchResults & results ){ //reset results g_array_set_size(results, m_steps_content->len); for ( size_t i = 0; i < results->len; ++i ){ phrase_token_t * token = &g_array_index(results, phrase_token_t, i); *token = null_token; } //find max element size_t last_step_pos = m_steps_content->len - 1; GArray * last_step_content = (GArray *) g_ptr_array_index(m_steps_content, last_step_pos); if ( last_step_content->len == 0 ) return false; lookup_value_t * max_value = &g_array_index(last_step_content, lookup_value_t, 0); for ( size_t i = 1; i < last_step_content->len; ++i ){ lookup_value_t * cur_value = &g_array_index(last_step_content, lookup_value_t, i); if ( cur_value->m_poss > max_value->m_poss ) max_value = cur_value; } //backtracing while( true ){ int cur_step_pos = max_value->m_last_step; if ( -1 == cur_step_pos ) break; phrase_token_t * token = &g_array_index(results, phrase_token_t, cur_step_pos); *token = max_value->m_handles[1]; phrase_token_t last_token = max_value->m_handles[0]; GHashTable * lookup_step_index = (GHashTable *) g_ptr_array_index(m_steps_index, cur_step_pos); gpointer key, value; gboolean result = g_hash_table_lookup_extended(lookup_step_index, GUINT_TO_POINTER(last_token), &key, &value); if ( !result ) return false; GArray * lookup_step_content = (GArray *) g_ptr_array_index(m_steps_content, cur_step_pos); max_value = &g_array_index(lookup_step_content, lookup_value_t, GPOINTER_TO_UINT(value)); } //no need to reverse the result return true; }