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
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
|
/*
* Copyright (C) 2011 The Android Open Source Project
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include <assert.h>
#include <stdio.h>
#include <string.h>
#define LOG_TAG "LatinIME: correction.cpp"
#include "correction.h"
#include "proximity_info.h"
namespace latinime {
//////////////////////
// inline functions //
//////////////////////
static const char QUOTE = '\'';
inline bool Correction::isQuote(const unsigned short c) {
const unsigned short userTypedChar = mProximityInfo->getPrimaryCharAt(mInputIndex);
return (c == QUOTE && userTypedChar != QUOTE);
}
////////////////
// Correction //
////////////////
Correction::Correction(const int typedLetterMultiplier, const int fullWordMultiplier)
: TYPED_LETTER_MULTIPLIER(typedLetterMultiplier), FULL_WORD_MULTIPLIER(fullWordMultiplier) {
}
void Correction::initCorrection(const ProximityInfo *pi, const int inputLength,
const int maxDepth) {
mProximityInfo = pi;
mInputLength = inputLength;
mMaxDepth = maxDepth;
mMaxEditDistance = mInputLength < 5 ? 2 : mInputLength / 2;
}
void Correction::initCorrectionState(
const int rootPos, const int childCount, const bool traverseAll) {
latinime::initCorrectionState(mCorrectionStates, rootPos, childCount, traverseAll);
// TODO: remove
mCorrectionStates[0].mSkipPos = mSkipPos;
}
void Correction::setCorrectionParams(const int skipPos, const int excessivePos,
const int transposedPos, const int spaceProximityPos, const int missingSpacePos) {
// TODO: remove
mSkipPos = skipPos;
// TODO: remove
mCorrectionStates[0].mSkipPos = skipPos;
mExcessivePos = excessivePos;
mTransposedPos = transposedPos;
mSpaceProximityPos = spaceProximityPos;
mMissingSpacePos = missingSpacePos;
}
void Correction::checkState() {
if (DEBUG_DICT) {
int inputCount = 0;
if (mSkipPos >= 0) ++inputCount;
if (mExcessivePos >= 0) ++inputCount;
if (mTransposedPos >= 0) ++inputCount;
// TODO: remove this assert
assert(inputCount <= 1);
}
}
int Correction::getFreqForSplitTwoWords(const int firstFreq, const int secondFreq) {
return Correction::RankingAlgorithm::calcFreqForSplitTwoWords(firstFreq, secondFreq, this);
}
int Correction::getFinalFreq(const int freq, unsigned short **word, int *wordLength) {
const int outputIndex = mTerminalOutputIndex;
const int inputIndex = mTerminalInputIndex;
*wordLength = outputIndex + 1;
if (mProximityInfo->sameAsTyped(mWord, outputIndex + 1) || outputIndex < MIN_SUGGEST_DEPTH) {
return -1;
}
// TODO: Remove this
if (mSkipPos >= 0 && mSkippedCount <= 0) {
return -1;
}
*word = mWord;
const bool sameLength = (mExcessivePos == mInputLength - 1) ? (mInputLength == inputIndex + 2)
: (mInputLength == inputIndex + 1);
return Correction::RankingAlgorithm::calculateFinalFreq(
inputIndex, outputIndex, freq, sameLength, this);
}
bool Correction::initProcessState(const int outputIndex) {
if (mCorrectionStates[outputIndex].mChildCount <= 0) {
return false;
}
mOutputIndex = outputIndex;
--(mCorrectionStates[outputIndex].mChildCount);
mInputIndex = mCorrectionStates[outputIndex].mInputIndex;
mNeedsToTraverseAllNodes = mCorrectionStates[outputIndex].mNeedsToTraverseAllNodes;
mProximityCount = mCorrectionStates[outputIndex].mProximityCount;
mSkippedCount = mCorrectionStates[outputIndex].mSkippedCount;
mSkipPos = mCorrectionStates[outputIndex].mSkipPos;
mSkipping = false;
mMatching = false;
return true;
}
int Correction::goDownTree(
const int parentIndex, const int childCount, const int firstChildPos) {
mCorrectionStates[mOutputIndex].mParentIndex = parentIndex;
mCorrectionStates[mOutputIndex].mChildCount = childCount;
mCorrectionStates[mOutputIndex].mSiblingPos = firstChildPos;
return mOutputIndex;
}
// TODO: remove
int Correction::getOutputIndex() {
return mOutputIndex;
}
// TODO: remove
int Correction::getInputIndex() {
return mInputIndex;
}
// TODO: remove
bool Correction::needsToTraverseAllNodes() {
return mNeedsToTraverseAllNodes;
}
void Correction::incrementInputIndex() {
++mInputIndex;
}
void Correction::incrementOutputIndex() {
++mOutputIndex;
mCorrectionStates[mOutputIndex].mParentIndex = mCorrectionStates[mOutputIndex - 1].mParentIndex;
mCorrectionStates[mOutputIndex].mChildCount = mCorrectionStates[mOutputIndex - 1].mChildCount;
mCorrectionStates[mOutputIndex].mSiblingPos = mCorrectionStates[mOutputIndex - 1].mSiblingPos;
mCorrectionStates[mOutputIndex].mInputIndex = mInputIndex;
mCorrectionStates[mOutputIndex].mNeedsToTraverseAllNodes = mNeedsToTraverseAllNodes;
mCorrectionStates[mOutputIndex].mProximityCount = mProximityCount;
mCorrectionStates[mOutputIndex].mSkippedCount = mSkippedCount;
mCorrectionStates[mOutputIndex].mSkipping = mSkipping;
mCorrectionStates[mOutputIndex].mSkipPos = mSkipPos;
mCorrectionStates[mOutputIndex].mMatching = mMatching;
}
void Correction::startToTraverseAllNodes() {
mNeedsToTraverseAllNodes = true;
}
bool Correction::needsToPrune() const {
return (mOutputIndex - 1 >= (mTransposedPos >= 0 ? mInputLength - 1 : mMaxDepth)
|| mProximityCount > mMaxEditDistance);
}
Correction::CorrectionType Correction::processSkipChar(
const int32_t c, const bool isTerminal) {
mWord[mOutputIndex] = c;
if (needsToTraverseAllNodes() && isTerminal) {
mTerminalInputIndex = mInputIndex;
mTerminalOutputIndex = mOutputIndex;
incrementOutputIndex();
return TRAVERSE_ALL_ON_TERMINAL;
} else {
incrementOutputIndex();
return TRAVERSE_ALL_NOT_ON_TERMINAL;
}
}
Correction::CorrectionType Correction::processCharAndCalcState(
const int32_t c, const bool isTerminal) {
CorrectionType currentStateType = NOT_ON_TERMINAL;
// This has to be done for each virtual char (this forwards the "inputIndex" which
// is the index in the user-inputted chars, as read by proximity chars.
if (mExcessivePos == mOutputIndex && mInputIndex < mInputLength - 1) {
incrementInputIndex();
}
bool skip = false;
if (mSkipPos >= 0) {
if (mSkippedCount == 0 && mSkipPos < mOutputIndex) {
if (DEBUG_DICT) {
assert(mSkipPos == mOutputIndex - 1);
}
++mSkipPos;
}
skip = mSkipPos == mOutputIndex;
mSkipping = true;
}
if (mNeedsToTraverseAllNodes || isQuote(c)) {
return processSkipChar(c, isTerminal);
} else {
int inputIndexForProximity = mInputIndex;
if (mTransposedPos >= 0) {
if (mInputIndex == mTransposedPos) {
++inputIndexForProximity;
}
if (mInputIndex == (mTransposedPos + 1)) {
--inputIndexForProximity;
}
}
const bool checkProximityChars =
!(mSkipPos >= 0 || mExcessivePos >= 0 || mTransposedPos >= 0);
int matchedProximityCharId = mProximityInfo->getMatchedProximityId(
inputIndexForProximity, c, checkProximityChars);
if (ProximityInfo::UNRELATED_CHAR == matchedProximityCharId) {
if (skip) {
// Skip this letter and continue deeper
++mSkippedCount;
return processSkipChar(c, isTerminal);
} else {
return UNRELATED;
}
} else if (ProximityInfo::SAME_OR_ACCENTED_OR_CAPITALIZED_CHAR == matchedProximityCharId) {
// If inputIndex is greater than mInputLength, that means there is no
// proximity chars. So, we don't need to check proximity.
mMatching = true;
} else if (ProximityInfo::NEAR_PROXIMITY_CHAR == matchedProximityCharId) {
incrementProximityCount();
}
mWord[mOutputIndex] = c;
const bool isSameAsUserTypedLength = mInputLength
== getInputIndex() + 1
|| (mExcessivePos == mInputLength - 1
&& getInputIndex() == mInputLength - 2);
if (isSameAsUserTypedLength && isTerminal) {
mTerminalInputIndex = mInputIndex;
mTerminalOutputIndex = mOutputIndex;
currentStateType = ON_TERMINAL;
}
// Start traversing all nodes after the index exceeds the user typed length
if (isSameAsUserTypedLength) {
startToTraverseAllNodes();
}
// Finally, we are ready to go to the next character, the next "virtual node".
// We should advance the input index.
// We do this in this branch of the 'if traverseAllNodes' because we are still matching
// characters to input; the other branch is not matching them but searching for
// completions, this is why it does not have to do it.
incrementInputIndex();
}
// Also, the next char is one "virtual node" depth more than this char.
incrementOutputIndex();
return currentStateType;
}
Correction::~Correction() {
}
/////////////////////////
// static inline utils //
/////////////////////////
static const int TWO_31ST_DIV_255 = S_INT_MAX / 255;
static inline int capped255MultForFullMatchAccentsOrCapitalizationDifference(const int num) {
return (num < TWO_31ST_DIV_255 ? 255 * num : S_INT_MAX);
}
static const int TWO_31ST_DIV_2 = S_INT_MAX / 2;
inline static void multiplyIntCapped(const int multiplier, int *base) {
const int temp = *base;
if (temp != S_INT_MAX) {
// Branch if multiplier == 2 for the optimization
if (multiplier == 2) {
*base = TWO_31ST_DIV_2 >= temp ? temp << 1 : S_INT_MAX;
} else {
const int tempRetval = temp * multiplier;
*base = tempRetval >= temp ? tempRetval : S_INT_MAX;
}
}
}
inline static int powerIntCapped(const int base, const int n) {
if (n == 0) return 1;
if (base == 2) {
return n < 31 ? 1 << n : S_INT_MAX;
} else {
int ret = base;
for (int i = 1; i < n; ++i) multiplyIntCapped(base, &ret);
return ret;
}
}
inline static void multiplyRate(const int rate, int *freq) {
if (*freq != S_INT_MAX) {
if (*freq > 1000000) {
*freq /= 100;
multiplyIntCapped(rate, freq);
} else {
multiplyIntCapped(rate, freq);
*freq /= 100;
}
}
}
//////////////////////
// RankingAlgorithm //
//////////////////////
/* static */
int Correction::RankingAlgorithm::calculateFinalFreq(const int inputIndex, const int outputIndex,
const int freq, const bool sameLength, const Correction* correction) {
const int excessivePos = correction->getExcessivePos();
const int transposedPos = correction->getTransposedPos();
const int inputLength = correction->mInputLength;
const int typedLetterMultiplier = correction->TYPED_LETTER_MULTIPLIER;
const int fullWordMultiplier = correction->FULL_WORD_MULTIPLIER;
const ProximityInfo *proximityInfo = correction->mProximityInfo;
// TODO: use mExcessiveCount
const int matchCount = inputLength - correction->mProximityCount - (excessivePos >= 0 ? 1 : 0);
const int matchWeight = powerIntCapped(typedLetterMultiplier, matchCount);
const unsigned short* word = correction->mWord;
const bool skipped = correction->mSkippedCount > 0;
// TODO: Demote by edit distance
int finalFreq = freq * matchWeight;
if (skipped) {
if (inputLength >= 2) {
const int demotionRate = WORDS_WITH_MISSING_CHARACTER_DEMOTION_RATE
* (10 * inputLength - WORDS_WITH_MISSING_CHARACTER_DEMOTION_START_POS_10X)
/ (10 * inputLength
- WORDS_WITH_MISSING_CHARACTER_DEMOTION_START_POS_10X + 10);
if (DEBUG_DICT_FULL) {
LOGI("Demotion rate for missing character is %d.", demotionRate);
}
multiplyRate(demotionRate, &finalFreq);
} else {
finalFreq = 0;
}
}
if (transposedPos >= 0) multiplyRate(
WORDS_WITH_TRANSPOSED_CHARACTERS_DEMOTION_RATE, &finalFreq);
if (excessivePos >= 0) {
multiplyRate(WORDS_WITH_EXCESSIVE_CHARACTER_DEMOTION_RATE, &finalFreq);
if (!proximityInfo->existsAdjacentProximityChars(inputIndex)) {
// If an excessive character is not adjacent to the left char or the right char,
// we will demote this word.
multiplyRate(WORDS_WITH_EXCESSIVE_CHARACTER_OUT_OF_PROXIMITY_DEMOTION_RATE, &finalFreq);
}
}
int lengthFreq = typedLetterMultiplier;
multiplyIntCapped(powerIntCapped(typedLetterMultiplier, outputIndex), &lengthFreq);
if ((outputIndex + 1) == matchCount) {
// Full exact match
if (outputIndex > 1) {
if (DEBUG_DICT) {
LOGI("Found full matched word.");
}
multiplyRate(FULL_MATCHED_WORDS_PROMOTION_RATE, &finalFreq);
}
if (sameLength && transposedPos < 0 && !skipped && excessivePos < 0) {
finalFreq = capped255MultForFullMatchAccentsOrCapitalizationDifference(finalFreq);
}
} else if (sameLength && transposedPos < 0 && !skipped && excessivePos < 0
&& outputIndex > 0) {
// A word with proximity corrections
if (DEBUG_DICT) {
LOGI("Found one proximity correction.");
}
multiplyIntCapped(typedLetterMultiplier, &finalFreq);
multiplyRate(WORDS_WITH_PROXIMITY_CHARACTER_DEMOTION_RATE, &finalFreq);
}
if (DEBUG_DICT) {
LOGI("calc: %d, %d", outputIndex, sameLength);
}
if (sameLength) multiplyIntCapped(fullWordMultiplier, &finalFreq);
// TODO: check excessive count and transposed count
/*
If the last character of the user input word is the same as the next character
of the output word, and also all of characters of the user input are matched
to the output word, we'll promote that word a bit because
that word can be considered the combination of skipped and matched characters.
This means that the 'sm' pattern wins over the 'ma' pattern.
e.g.)
shel -> shell [mmmma] or [mmmsm]
hel -> hello [mmmaa] or [mmsma]
m ... matching
s ... skipping
a ... traversing all
*/
if (matchCount == inputLength && matchCount >= 2 && !skipped
&& word[matchCount] == word[matchCount - 1]) {
multiplyRate(WORDS_WITH_MATCH_SKIP_PROMOTION_RATE, &finalFreq);
}
return finalFreq;
}
/* static */
int Correction::RankingAlgorithm::calcFreqForSplitTwoWords(
const int firstFreq, const int secondFreq, const Correction* correction) {
const int spaceProximityPos = correction->mSpaceProximityPos;
const int missingSpacePos = correction->mMissingSpacePos;
if (DEBUG_DICT) {
int inputCount = 0;
if (spaceProximityPos >= 0) ++inputCount;
if (missingSpacePos >= 0) ++inputCount;
assert(inputCount <= 1);
}
const bool isSpaceProximity = spaceProximityPos >= 0;
const int inputLength = correction->mInputLength;
const int firstWordLength = isSpaceProximity ? spaceProximityPos : missingSpacePos;
const int secondWordLength = isSpaceProximity
? (inputLength - spaceProximityPos - 1)
: (inputLength - missingSpacePos);
const int typedLetterMultiplier = correction->TYPED_LETTER_MULTIPLIER;
if (firstWordLength == 0 || secondWordLength == 0) {
return 0;
}
const int firstDemotionRate = 100 - 100 / (firstWordLength + 1);
int tempFirstFreq = firstFreq;
multiplyRate(firstDemotionRate, &tempFirstFreq);
const int secondDemotionRate = 100 - 100 / (secondWordLength + 1);
int tempSecondFreq = secondFreq;
multiplyRate(secondDemotionRate, &tempSecondFreq);
const int totalLength = firstWordLength + secondWordLength;
// Promote pairFreq with multiplying by 2, because the word length is the same as the typed
// length.
int totalFreq = tempFirstFreq + tempSecondFreq;
// This is a workaround to try offsetting the not-enough-demotion which will be done in
// calcNormalizedScore in Utils.java.
// In calcNormalizedScore the score will be demoted by (1 - 1 / length)
// but we demoted only (1 - 1 / (length + 1)) so we will additionally adjust freq by
// (1 - 1 / length) / (1 - 1 / (length + 1)) = (1 - 1 / (length * length))
const int normalizedScoreNotEnoughDemotionAdjustment = 100 - 100 / (totalLength * totalLength);
multiplyRate(normalizedScoreNotEnoughDemotionAdjustment, &totalFreq);
// At this moment, totalFreq is calculated by the following formula:
// (firstFreq * (1 - 1 / (firstWordLength + 1)) + secondFreq * (1 - 1 / (secondWordLength + 1)))
// * (1 - 1 / totalLength) / (1 - 1 / (totalLength + 1))
multiplyIntCapped(powerIntCapped(typedLetterMultiplier, totalLength), &totalFreq);
// This is another workaround to offset the demotion which will be done in
// calcNormalizedScore in Utils.java.
// In calcNormalizedScore the score will be demoted by (1 - 1 / length) so we have to promote
// the same amount because we already have adjusted the synthetic freq of this "missing or
// mistyped space" suggestion candidate above in this method.
const int normalizedScoreDemotionRateOffset = (100 + 100 / totalLength);
multiplyRate(normalizedScoreDemotionRateOffset, &totalFreq);
if (isSpaceProximity) {
// A word pair with one space proximity correction
if (DEBUG_DICT) {
LOGI("Found a word pair with space proximity correction.");
}
multiplyIntCapped(typedLetterMultiplier, &totalFreq);
multiplyRate(WORDS_WITH_PROXIMITY_CHARACTER_DEMOTION_RATE, &totalFreq);
}
multiplyRate(WORDS_WITH_MISSING_SPACE_CHARACTER_DEMOTION_RATE, &totalFreq);
return totalFreq;
}
} // namespace latinime
|