1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
|
/*
* 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 3 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, see <http://www.gnu.org/licenses/>.
*/
#include <math.h>
#include "stl_lite.h"
#include "novel_types.h"
#include "phrase_index.h"
#include "facade_phrase_table3.h"
#include "phrase_lookup.h"
using namespace pinyin;
/*
const gfloat PhraseLookup::bigram_lambda = lambda;
const gfloat PhraseLookup::unigram_lambda = 1 - lambda;
*/
static bool populate_prefixes(GPtrArray * steps_index,
GPtrArray * steps_content) {
lookup_key_t initial_key = sentence_start;
lookup_value_t initial_value(log(1.f));
initial_value.m_handles[1] = sentence_start;
LookupStepContent initial_step_content = (LookupStepContent)
g_ptr_array_index(steps_content, 0);
g_array_append_val(initial_step_content, initial_value);
LookupStepIndex initial_step_index = (LookupStepIndex)
g_ptr_array_index(steps_index, 0);
g_hash_table_insert(initial_step_index, GUINT_TO_POINTER(initial_key),
GUINT_TO_POINTER(initial_step_content->len - 1));
return true;
}
static bool init_steps(GPtrArray * steps_index,
GPtrArray * steps_content,
int nstep) {
/* add null start step */
g_ptr_array_set_size(steps_index, nstep);
g_ptr_array_set_size(steps_content, nstep);
for ( int i = 0; i < nstep; ++i ){
/* initialize steps_index */
g_ptr_array_index(steps_index, i) = g_hash_table_new
(g_direct_hash, g_direct_equal);
/* initialize steps_content */
g_ptr_array_index(steps_content, i) = g_array_new
(FALSE, FALSE, sizeof(lookup_value_t));
}
return true;
}
static void clear_steps(GPtrArray * steps_index,
GPtrArray * steps_content){
/* clear steps_index */
for ( size_t i = 0; i < steps_index->len; ++i){
GHashTable * table = (GHashTable *) g_ptr_array_index(steps_index, i);
g_hash_table_destroy(table);
g_ptr_array_index(steps_index, i) = NULL;
}
/* free steps_content */
for ( size_t i = 0; i < steps_content->len; ++i){
GArray * array = (GArray *) g_ptr_array_index(steps_content, i);
g_array_free(array, TRUE);
g_ptr_array_index(steps_content, i) = NULL;
}
}
PhraseLookup::PhraseLookup(const gfloat lambda,
FacadePhraseTable3 * phrase_table,
FacadePhraseIndex * phrase_index,
Bigram * system_bigram,
Bigram * user_bigram)
: bigram_lambda(lambda),
unigram_lambda(1. - lambda)
{
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();
/* the member variables below are saved in get_best_match call. */
m_sentence = NULL;
m_sentence_length = 0;
}
PhraseLookup::~PhraseLookup(){
clear_steps(m_steps_index, m_steps_content);
g_ptr_array_free(m_steps_index, TRUE);
g_ptr_array_free(m_steps_content, TRUE);
}
bool PhraseLookup::get_best_match(int sentence_length, ucs4_t sentence[],
MatchResult & result){
m_sentence_length = sentence_length;
m_sentence = sentence;
int nstep = m_sentence_length + 1;
clear_steps(m_steps_index, m_steps_content);
init_steps(m_steps_index, m_steps_content, nstep);
populate_prefixes(m_steps_index, m_steps_content);
PhraseTokens tokens;
memset(tokens, 0, sizeof(PhraseTokens));
m_phrase_index->prepare_tokens(tokens);
for ( int i = 0; i < nstep - 1; ++i ){
for ( int m = i + 1; m < nstep; ++m ){
m_phrase_index->clear_tokens(tokens);
/* do one phrase table search. */
int result = m_phrase_table->search(m - i, sentence + i, tokens);
/* found next phrase */
if ( result & SEARCH_OK ) {
search_bigram2(i, tokens),
search_unigram2(i, tokens);
}
/* no longer phrase */
if (!(result & SEARCH_CONTINUED))
break;
}
}
m_phrase_index->destroy_tokens(tokens);
return final_step(result);
}
#if 0
bool PhraseLookup::search_unigram(int nstep, phrase_token_t token){
LookupStepContent lookup_content = (LookupStepContent)
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;
LookupStepContent lookup_content = (LookupStepContent)
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;
}
#endif
bool PhraseLookup::search_unigram2(int nstep, PhraseTokens tokens){
bool found = false;
LookupStepContent lookup_content = (LookupStepContent)
g_ptr_array_index(m_steps_content, nstep);
if ( 0 == lookup_content->len )
return found;
/* find the maximum node */
lookup_value_t * max_value = &g_array_index
(lookup_content, lookup_value_t, 0);
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;
}
/* iterate over tokens */
for (size_t n = 0; n < PHRASE_INDEX_LIBRARY_COUNT; ++n) {
GArray * array = tokens[n];
if (NULL == array)
continue;
/* just skip the loop when the length is zero. */
for (size_t k = 0; k < array->len; ++k) {
phrase_token_t token =
g_array_index(array, phrase_token_t, k);
found = unigram_gen_next_step
(nstep, max_value, token) || found;
}
}
return found;
}
bool PhraseLookup::search_bigram2(int nstep, PhraseTokens tokens){
bool found = false;
LookupStepContent lookup_content = (LookupStepContent)
g_ptr_array_index(m_steps_content, nstep);
if (0 == lookup_content->len)
return found;
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 = NULL, * user = NULL;
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;
/* iterate over tokens */
for (size_t n = 0; n < PHRASE_INDEX_LIBRARY_COUNT; ++n) {
GArray * array = tokens[n];
if (NULL == array)
continue;
/* just skip the loop when the length is zero. */
for (size_t k = 0; k < array->len; ++k) {
phrase_token_t token =
g_array_index(array, phrase_token_t, k);
guint32 freq = 0;
if (m_merged_single_gram.get_freq(token, freq)) {
guint32 total_freq = 0;
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_cached_phrase_item))
return false;
size_t phrase_length = m_cached_phrase_item.get_phrase_length();
gdouble elem_poss = m_cached_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_cached_phrase_item))
return false;
size_t phrase_length = m_cached_phrase_item.get_phrase_length();
gdouble unigram_poss = m_cached_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){
LookupStepIndex next_lookup_index = (LookupStepIndex)
g_ptr_array_index(m_steps_index, next_step_pos);
LookupStepContent next_lookup_content = (LookupStepContent)
g_ptr_array_index(m_steps_content, next_step_pos);
lookup_key_t next_key = next_value->m_handles[1];
gpointer key = NULL, value = NULL;
gboolean lookup_result = g_hash_table_lookup_extended
(next_lookup_index, GUINT_TO_POINTER(next_key), &key, &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{
size_t step_index = GPOINTER_TO_UINT(value);
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(MatchResult & result){
/* reset results */
g_array_set_size(result, m_steps_content->len - 1);
for ( size_t i = 0; i < result->len; ++i ){
phrase_token_t * token = &g_array_index(result, phrase_token_t, i);
*token = null_token;
}
/* find max element */
size_t last_step_pos = m_steps_content->len - 1;
LookupStepContent last_step_content = (LookupStepContent) 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
(result, phrase_token_t, cur_step_pos);
*token = max_value->m_handles[1];
phrase_token_t last_token = max_value->m_handles[0];
LookupStepIndex lookup_step_index = (LookupStepIndex) g_ptr_array_index(m_steps_index, cur_step_pos);
gpointer key = NULL, value = NULL;
gboolean result = g_hash_table_lookup_extended
(lookup_step_index, GUINT_TO_POINTER(last_token), &key, &value);
if ( !result )
return false;
LookupStepContent lookup_step_content = (LookupStepContent)
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;
}
|