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      1 /*
      2  * Copyright (C) 2009 The Android Open Source Project
      3  *
      4  * Licensed under the Apache License, Version 2.0 (the "License");
      5  * you may not use this file except in compliance with the License.
      6  * You may obtain a copy of the License at
      7  *
      8  *      http://www.apache.org/licenses/LICENSE-2.0
      9  *
     10  * Unless required by applicable law or agreed to in writing, software
     11  * distributed under the License is distributed on an "AS IS" BASIS,
     12  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
     13  * See the License for the specific language governing permissions and
     14  * limitations under the License.
     15  */
     16 
     17 package com.android.inputmethod.latin;
     18 
     19 import android.text.TextUtils;
     20 import android.util.Log;
     21 
     22 import com.android.inputmethod.annotations.UsedForTesting;
     23 import com.android.inputmethod.keyboard.ProximityInfo;
     24 import com.android.inputmethod.latin.SuggestedWords.SuggestedWordInfo;
     25 import com.android.inputmethod.latin.utils.CollectionUtils;
     26 import com.android.inputmethod.latin.utils.UserHistoryForgettingCurveUtils.ForgettingCurveParams;
     27 
     28 import java.util.ArrayList;
     29 import java.util.LinkedList;
     30 
     31 /**
     32  * Class for an in-memory dictionary that can grow dynamically and can
     33  * be searched for suggestions and valid words.
     34  */
     35 // TODO: Remove after binary dictionary supports dynamic update.
     36 public class ExpandableDictionary extends Dictionary {
     37     private static final String TAG = ExpandableDictionary.class.getSimpleName();
     38     /**
     39      * The weight to give to a word if it's length is the same as the number of typed characters.
     40      */
     41     private static final int FULL_WORD_SCORE_MULTIPLIER = 2;
     42 
     43     private char[] mWordBuilder = new char[Constants.DICTIONARY_MAX_WORD_LENGTH];
     44     private int mMaxDepth;
     45     private int mInputLength;
     46 
     47     private static final class Node {
     48         char mCode;
     49         int mFrequency;
     50         boolean mTerminal;
     51         Node mParent;
     52         NodeArray mChildren;
     53         ArrayList<char[]> mShortcutTargets;
     54         boolean mShortcutOnly;
     55         LinkedList<NextWord> mNGrams; // Supports ngram
     56     }
     57 
     58     private static final class NodeArray {
     59         Node[] mData;
     60         int mLength = 0;
     61         private static final int INCREMENT = 2;
     62 
     63         NodeArray() {
     64             mData = new Node[INCREMENT];
     65         }
     66 
     67         void add(final Node n) {
     68             if (mLength + 1 > mData.length) {
     69                 Node[] tempData = new Node[mLength + INCREMENT];
     70                 if (mLength > 0) {
     71                     System.arraycopy(mData, 0, tempData, 0, mLength);
     72                 }
     73                 mData = tempData;
     74             }
     75             mData[mLength++] = n;
     76         }
     77     }
     78 
     79     public interface NextWord {
     80         public Node getWordNode();
     81         public int getFrequency();
     82         public ForgettingCurveParams getFcParams();
     83         public int notifyTypedAgainAndGetFrequency();
     84     }
     85 
     86     private static final class NextStaticWord implements NextWord {
     87         public final Node mWord;
     88         private final int mFrequency;
     89         public NextStaticWord(Node word, int frequency) {
     90             mWord = word;
     91             mFrequency = frequency;
     92         }
     93 
     94         @Override
     95         public Node getWordNode() {
     96             return mWord;
     97         }
     98 
     99         @Override
    100         public int getFrequency() {
    101             return mFrequency;
    102         }
    103 
    104         @Override
    105         public ForgettingCurveParams getFcParams() {
    106             return null;
    107         }
    108 
    109         @Override
    110         public int notifyTypedAgainAndGetFrequency() {
    111             return mFrequency;
    112         }
    113     }
    114 
    115     private static final class NextHistoryWord implements NextWord {
    116         public final Node mWord;
    117         public final ForgettingCurveParams mFcp;
    118 
    119         public NextHistoryWord(Node word, ForgettingCurveParams fcp) {
    120             mWord = word;
    121             mFcp = fcp;
    122         }
    123 
    124         @Override
    125         public Node getWordNode() {
    126             return mWord;
    127         }
    128 
    129         @Override
    130         public int getFrequency() {
    131             return mFcp.getFrequency();
    132         }
    133 
    134         @Override
    135         public ForgettingCurveParams getFcParams() {
    136             return mFcp;
    137         }
    138 
    139         @Override
    140         public int notifyTypedAgainAndGetFrequency() {
    141             return mFcp.notifyTypedAgainAndGetFrequency();
    142         }
    143     }
    144 
    145     private NodeArray mRoots;
    146 
    147     private int[][] mCodes;
    148 
    149     public ExpandableDictionary(final String dictType) {
    150         super(dictType);
    151         clearDictionary();
    152         mCodes = new int[Constants.DICTIONARY_MAX_WORD_LENGTH][];
    153     }
    154 
    155     public int getMaxWordLength() {
    156         return Constants.DICTIONARY_MAX_WORD_LENGTH;
    157     }
    158 
    159     /**
    160      * Add a word with an optional shortcut to the dictionary.
    161      * @param word The word to add.
    162      * @param shortcutTarget A shortcut target for this word, or null if none.
    163      * @param frequency The frequency for this unigram.
    164      * @param shortcutFreq The frequency of the shortcut (0~15, with 15 = whitelist). Ignored
    165      *   if shortcutTarget is null.
    166      */
    167     public void addWord(final String word, final String shortcutTarget, final int frequency,
    168             final int shortcutFreq) {
    169         if (word.length() >= Constants.DICTIONARY_MAX_WORD_LENGTH) {
    170             return;
    171         }
    172         addWordRec(mRoots, word, 0, shortcutTarget, frequency, shortcutFreq, null);
    173     }
    174 
    175     /**
    176      * Add a word, recursively searching for its correct place in the trie tree.
    177      * @param children The node to recursively search for addition. Initially, the root of the tree.
    178      * @param word The word to add.
    179      * @param depth The current depth in the tree.
    180      * @param shortcutTarget A shortcut target for this word, or null if none.
    181      * @param frequency The frequency for this unigram.
    182      * @param shortcutFreq The frequency of the shortcut (0~15, with 15 = whitelist). Ignored
    183      *   if shortcutTarget is null.
    184      * @param parentNode The parent node, for up linking. Initially null, as the root has no parent.
    185      */
    186     private void addWordRec(final NodeArray children, final String word, final int depth,
    187             final String shortcutTarget, final int frequency, final int shortcutFreq,
    188             final Node parentNode) {
    189         final int wordLength = word.length();
    190         if (wordLength <= depth) return;
    191         final char c = word.charAt(depth);
    192         // Does children have the current character?
    193         final int childrenLength = children.mLength;
    194         Node childNode = null;
    195         for (int i = 0; i < childrenLength; i++) {
    196             final Node node = children.mData[i];
    197             if (node.mCode == c) {
    198                 childNode = node;
    199                 break;
    200             }
    201         }
    202         final boolean isShortcutOnly = (null != shortcutTarget);
    203         if (childNode == null) {
    204             childNode = new Node();
    205             childNode.mCode = c;
    206             childNode.mParent = parentNode;
    207             childNode.mShortcutOnly = isShortcutOnly;
    208             children.add(childNode);
    209         }
    210         if (wordLength == depth + 1) {
    211             // Terminate this word
    212             childNode.mTerminal = true;
    213             if (isShortcutOnly) {
    214                 if (null == childNode.mShortcutTargets) {
    215                     childNode.mShortcutTargets = CollectionUtils.newArrayList();
    216                 }
    217                 childNode.mShortcutTargets.add(shortcutTarget.toCharArray());
    218             } else {
    219                 childNode.mShortcutOnly = false;
    220             }
    221             childNode.mFrequency = Math.max(frequency, childNode.mFrequency);
    222             if (childNode.mFrequency > 255) childNode.mFrequency = 255;
    223             return;
    224         }
    225         if (childNode.mChildren == null) {
    226             childNode.mChildren = new NodeArray();
    227         }
    228         addWordRec(childNode.mChildren, word, depth + 1, shortcutTarget, frequency, shortcutFreq,
    229                 childNode);
    230     }
    231 
    232     @Override
    233     public ArrayList<SuggestedWordInfo> getSuggestions(final WordComposer composer,
    234             final String prevWord, final ProximityInfo proximityInfo,
    235             final boolean blockOffensiveWords, final int[] additionalFeaturesOptions) {
    236         if (composer.size() > 1) {
    237             if (composer.size() >= Constants.DICTIONARY_MAX_WORD_LENGTH) {
    238                 return null;
    239             }
    240             final ArrayList<SuggestedWordInfo> suggestions =
    241                     getWordsInner(composer, prevWord, proximityInfo);
    242             return suggestions;
    243         } else {
    244             if (TextUtils.isEmpty(prevWord)) return null;
    245             final ArrayList<SuggestedWordInfo> suggestions = CollectionUtils.newArrayList();
    246             runBigramReverseLookUp(prevWord, suggestions);
    247             return suggestions;
    248         }
    249     }
    250 
    251     private ArrayList<SuggestedWordInfo> getWordsInner(final WordComposer codes,
    252             final String prevWordForBigrams, final ProximityInfo proximityInfo) {
    253         final ArrayList<SuggestedWordInfo> suggestions = CollectionUtils.newArrayList();
    254         mInputLength = codes.size();
    255         if (mCodes.length < mInputLength) mCodes = new int[mInputLength][];
    256         final InputPointers ips = codes.getInputPointers();
    257         final int[] xCoordinates = ips.getXCoordinates();
    258         final int[] yCoordinates = ips.getYCoordinates();
    259         // Cache the codes so that we don't have to lookup an array list
    260         for (int i = 0; i < mInputLength; i++) {
    261             // TODO: Calculate proximity info here.
    262             if (mCodes[i] == null || mCodes[i].length < 1) {
    263                 mCodes[i] = new int[ProximityInfo.MAX_PROXIMITY_CHARS_SIZE];
    264             }
    265             final int x = xCoordinates != null && i < xCoordinates.length ?
    266                     xCoordinates[i] : Constants.NOT_A_COORDINATE;
    267             final int y = xCoordinates != null && i < yCoordinates.length ?
    268                     yCoordinates[i] : Constants.NOT_A_COORDINATE;
    269             proximityInfo.fillArrayWithNearestKeyCodes(x, y, codes.getCodeAt(i), mCodes[i]);
    270         }
    271         mMaxDepth = mInputLength * 3;
    272         getWordsRec(mRoots, codes, mWordBuilder, 0, false, 1, 0, -1, suggestions);
    273         for (int i = 0; i < mInputLength; i++) {
    274             getWordsRec(mRoots, codes, mWordBuilder, 0, false, 1, 0, i, suggestions);
    275         }
    276         return suggestions;
    277     }
    278 
    279     @Override
    280     public synchronized boolean isValidWord(final String word) {
    281         final Node node = searchNode(mRoots, word, 0, word.length());
    282         // If node is null, we didn't find the word, so it's not valid.
    283         // If node.mShortcutOnly is true, then it exists as a shortcut but not as a word,
    284         // so that means it's not a valid word.
    285         // If node.mShortcutOnly is false, then it exists as a word (it may also exist as
    286         // a shortcut, but this does not matter), so it's a valid word.
    287         return (node == null) ? false : !node.mShortcutOnly;
    288     }
    289 
    290     public boolean removeBigram(final String word0, final String word1) {
    291         // Refer to addOrSetBigram() about word1.toLowerCase()
    292         final Node firstWord = searchWord(mRoots, word0.toLowerCase(), 0, null);
    293         final Node secondWord = searchWord(mRoots, word1, 0, null);
    294         LinkedList<NextWord> bigrams = firstWord.mNGrams;
    295         NextWord bigramNode = null;
    296         if (bigrams == null || bigrams.size() == 0) {
    297             return false;
    298         } else {
    299             for (NextWord nw : bigrams) {
    300                 if (nw.getWordNode() == secondWord) {
    301                     bigramNode = nw;
    302                     break;
    303                 }
    304             }
    305         }
    306         if (bigramNode == null) {
    307             return false;
    308         }
    309         return bigrams.remove(bigramNode);
    310     }
    311 
    312     /**
    313      * Returns the word's frequency or -1 if not found
    314      */
    315     @UsedForTesting
    316     public int getWordFrequency(final String word) {
    317         // Case-sensitive search
    318         final Node node = searchNode(mRoots, word, 0, word.length());
    319         return (node == null) ? -1 : node.mFrequency;
    320     }
    321 
    322     public NextWord getBigramWord(final String word0, final String word1) {
    323         // Refer to addOrSetBigram() about word0.toLowerCase()
    324         final Node firstWord = searchWord(mRoots, word0.toLowerCase(), 0, null);
    325         final Node secondWord = searchWord(mRoots, word1, 0, null);
    326         LinkedList<NextWord> bigrams = firstWord.mNGrams;
    327         if (bigrams == null || bigrams.size() == 0) {
    328             return null;
    329         } else {
    330             for (NextWord nw : bigrams) {
    331                 if (nw.getWordNode() == secondWord) {
    332                     return nw;
    333                 }
    334             }
    335         }
    336         return null;
    337     }
    338 
    339     private static int computeSkippedWordFinalFreq(final int freq, final int snr,
    340             final int inputLength) {
    341         // The computation itself makes sense for >= 2, but the == 2 case returns 0
    342         // anyway so we may as well test against 3 instead and return the constant
    343         if (inputLength >= 3) {
    344             return (freq * snr * (inputLength - 2)) / (inputLength - 1);
    345         } else {
    346             return 0;
    347         }
    348     }
    349 
    350     /**
    351      * Helper method to add a word and its shortcuts.
    352      *
    353      * @param node the terminal node
    354      * @param word the word to insert, as an array of code points
    355      * @param depth the depth of the node in the tree
    356      * @param finalFreq the frequency for this word
    357      * @param suggestions the suggestion collection to add the suggestions to
    358      * @return whether there is still space for more words.
    359      */
    360     private boolean addWordAndShortcutsFromNode(final Node node, final char[] word, final int depth,
    361             final int finalFreq, final ArrayList<SuggestedWordInfo> suggestions) {
    362         if (finalFreq > 0 && !node.mShortcutOnly) {
    363             // Use KIND_CORRECTION always. This dictionary does not really have a notion of
    364             // COMPLETION against CORRECTION; we could artificially add one by looking at
    365             // the respective size of the typed word and the suggestion if it matters sometime
    366             // in the future.
    367             suggestions.add(new SuggestedWordInfo(new String(word, 0, depth + 1), finalFreq,
    368                     SuggestedWordInfo.KIND_CORRECTION, this /* sourceDict */,
    369                     SuggestedWordInfo.NOT_AN_INDEX /* indexOfTouchPointOfSecondWord */,
    370                     SuggestedWordInfo.NOT_A_CONFIDENCE /* autoCommitFirstWordConfidence */));
    371             if (suggestions.size() >= Suggest.MAX_SUGGESTIONS) return false;
    372         }
    373         if (null != node.mShortcutTargets) {
    374             final int length = node.mShortcutTargets.size();
    375             for (int shortcutIndex = 0; shortcutIndex < length; ++shortcutIndex) {
    376                 final char[] shortcut = node.mShortcutTargets.get(shortcutIndex);
    377                 suggestions.add(new SuggestedWordInfo(new String(shortcut, 0, shortcut.length),
    378                         finalFreq, SuggestedWordInfo.KIND_SHORTCUT, this /* sourceDict */,
    379                         SuggestedWordInfo.NOT_AN_INDEX /* indexOfTouchPointOfSecondWord */,
    380                         SuggestedWordInfo.NOT_A_CONFIDENCE /* autoCommitFirstWordConfidence */));
    381                 if (suggestions.size() > Suggest.MAX_SUGGESTIONS) return false;
    382             }
    383         }
    384         return true;
    385     }
    386 
    387     /**
    388      * Recursively traverse the tree for words that match the input. Input consists of
    389      * a list of arrays. Each item in the list is one input character position. An input
    390      * character is actually an array of multiple possible candidates. This function is not
    391      * optimized for speed, assuming that the user dictionary will only be a few hundred words in
    392      * size.
    393      * @param roots node whose children have to be search for matches
    394      * @param codes the input character codes
    395      * @param word the word being composed as a possible match
    396      * @param depth the depth of traversal - the length of the word being composed thus far
    397      * @param completion whether the traversal is now in completion mode - meaning that we've
    398      * exhausted the input and we're looking for all possible suffixes.
    399      * @param snr current weight of the word being formed
    400      * @param inputIndex position in the input characters. This can be off from the depth in
    401      * case we skip over some punctuations such as apostrophe in the traversal. That is, if you type
    402      * "wouldve", it could be matching "would've", so the depth will be one more than the
    403      * inputIndex
    404      * @param suggestions the list in which to add suggestions
    405      */
    406     // TODO: Share this routine with the native code for BinaryDictionary
    407     private void getWordsRec(final NodeArray roots, final WordComposer codes, final char[] word,
    408             final int depth, final boolean completion, final int snr, final int inputIndex,
    409             final int skipPos, final ArrayList<SuggestedWordInfo> suggestions) {
    410         final int count = roots.mLength;
    411         final int codeSize = mInputLength;
    412         // Optimization: Prune out words that are too long compared to how much was typed.
    413         if (depth > mMaxDepth) {
    414             return;
    415         }
    416         final int[] currentChars;
    417         if (codeSize <= inputIndex) {
    418             currentChars = null;
    419         } else {
    420             currentChars = mCodes[inputIndex];
    421         }
    422 
    423         for (int i = 0; i < count; i++) {
    424             final Node node = roots.mData[i];
    425             final char c = node.mCode;
    426             final char lowerC = toLowerCase(c);
    427             final boolean terminal = node.mTerminal;
    428             final NodeArray children = node.mChildren;
    429             final int freq = node.mFrequency;
    430             if (completion || currentChars == null) {
    431                 word[depth] = c;
    432                 if (terminal) {
    433                     final int finalFreq;
    434                     if (skipPos < 0) {
    435                         finalFreq = freq * snr;
    436                     } else {
    437                         finalFreq = computeSkippedWordFinalFreq(freq, snr, mInputLength);
    438                     }
    439                     if (!addWordAndShortcutsFromNode(node, word, depth, finalFreq, suggestions)) {
    440                         // No space left in the queue, bail out
    441                         return;
    442                     }
    443                 }
    444                 if (children != null) {
    445                     getWordsRec(children, codes, word, depth + 1, true, snr, inputIndex,
    446                             skipPos, suggestions);
    447                 }
    448             } else if ((c == Constants.CODE_SINGLE_QUOTE
    449                     && currentChars[0] != Constants.CODE_SINGLE_QUOTE) || depth == skipPos) {
    450                 // Skip the ' and continue deeper
    451                 word[depth] = c;
    452                 if (children != null) {
    453                     getWordsRec(children, codes, word, depth + 1, completion, snr, inputIndex,
    454                             skipPos, suggestions);
    455                 }
    456             } else {
    457                 // Don't use alternatives if we're looking for missing characters
    458                 final int alternativesSize = skipPos >= 0 ? 1 : currentChars.length;
    459                 for (int j = 0; j < alternativesSize; j++) {
    460                     final int addedAttenuation = (j > 0 ? 1 : 2);
    461                     final int currentChar = currentChars[j];
    462                     if (currentChar == Constants.NOT_A_CODE) {
    463                         break;
    464                     }
    465                     if (currentChar == lowerC || currentChar == c) {
    466                         word[depth] = c;
    467 
    468                         if (codeSize == inputIndex + 1) {
    469                             if (terminal) {
    470                                 final int finalFreq;
    471                                 if (skipPos < 0) {
    472                                     finalFreq = freq * snr * addedAttenuation
    473                                             * FULL_WORD_SCORE_MULTIPLIER;
    474                                 } else {
    475                                     finalFreq = computeSkippedWordFinalFreq(freq,
    476                                             snr * addedAttenuation, mInputLength);
    477                                 }
    478                                 if (!addWordAndShortcutsFromNode(node, word, depth, finalFreq,
    479                                         suggestions)) {
    480                                     // No space left in the queue, bail out
    481                                     return;
    482                                 }
    483                             }
    484                             if (children != null) {
    485                                 getWordsRec(children, codes, word, depth + 1,
    486                                         true, snr * addedAttenuation, inputIndex + 1,
    487                                         skipPos, suggestions);
    488                             }
    489                         } else if (children != null) {
    490                             getWordsRec(children, codes, word, depth + 1,
    491                                     false, snr * addedAttenuation, inputIndex + 1,
    492                                     skipPos, suggestions);
    493                         }
    494                     }
    495                 }
    496             }
    497         }
    498     }
    499 
    500     public int setBigramAndGetFrequency(final String word0, final String word1,
    501             final int frequency) {
    502         return setBigramAndGetFrequency(word0, word1, frequency, null /* unused */);
    503     }
    504 
    505     public int setBigramAndGetFrequency(final String word0, final String word1,
    506             final ForgettingCurveParams fcp) {
    507         return setBigramAndGetFrequency(word0, word1, 0 /* unused */, fcp);
    508     }
    509 
    510     /**
    511      * Adds bigrams to the in-memory trie structure that is being used to retrieve any word
    512      * @param word0 the first word of this bigram
    513      * @param word1 the second word of this bigram
    514      * @param frequency frequency for this bigram
    515      * @param fcp an instance of ForgettingCurveParams to use for decay policy
    516      * @return returns the final bigram frequency
    517      */
    518     private int setBigramAndGetFrequency(final String word0, final String word1,
    519             final int frequency, final ForgettingCurveParams fcp) {
    520         if (TextUtils.isEmpty(word0)) {
    521             Log.e(TAG, "Invalid bigram previous word: " + word0);
    522             return frequency;
    523         }
    524         // We don't want results to be different according to case of the looked up left hand side
    525         // word. We do want however to return the correct case for the right hand side.
    526         // So we want to squash the case of the left hand side, and preserve that of the right
    527         // hand side word.
    528         final String word0Lower = word0.toLowerCase();
    529         if (TextUtils.isEmpty(word0Lower) || TextUtils.isEmpty(word1)) {
    530             Log.e(TAG, "Invalid bigram pair: " + word0 + ", " + word0Lower + ", " + word1);
    531             return frequency;
    532         }
    533         final Node firstWord = searchWord(mRoots, word0Lower, 0, null);
    534         final Node secondWord = searchWord(mRoots, word1, 0, null);
    535         LinkedList<NextWord> bigrams = firstWord.mNGrams;
    536         if (bigrams == null || bigrams.size() == 0) {
    537             firstWord.mNGrams = CollectionUtils.newLinkedList();
    538             bigrams = firstWord.mNGrams;
    539         } else {
    540             for (NextWord nw : bigrams) {
    541                 if (nw.getWordNode() == secondWord) {
    542                     return nw.notifyTypedAgainAndGetFrequency();
    543                 }
    544             }
    545         }
    546         if (fcp != null) {
    547             // history
    548             firstWord.mNGrams.add(new NextHistoryWord(secondWord, fcp));
    549         } else {
    550             firstWord.mNGrams.add(new NextStaticWord(secondWord, frequency));
    551         }
    552         return frequency;
    553     }
    554 
    555     /**
    556      * Searches for the word and add the word if it does not exist.
    557      * @return Returns the terminal node of the word we are searching for.
    558      */
    559     private Node searchWord(final NodeArray children, final String word, final int depth,
    560             final Node parentNode) {
    561         final int wordLength = word.length();
    562         final char c = word.charAt(depth);
    563         // Does children have the current character?
    564         final int childrenLength = children.mLength;
    565         Node childNode = null;
    566         for (int i = 0; i < childrenLength; i++) {
    567             final Node node = children.mData[i];
    568             if (node.mCode == c) {
    569                 childNode = node;
    570                 break;
    571             }
    572         }
    573         if (childNode == null) {
    574             childNode = new Node();
    575             childNode.mCode = c;
    576             childNode.mParent = parentNode;
    577             children.add(childNode);
    578         }
    579         if (wordLength == depth + 1) {
    580             // Terminate this word
    581             childNode.mTerminal = true;
    582             return childNode;
    583         }
    584         if (childNode.mChildren == null) {
    585             childNode.mChildren = new NodeArray();
    586         }
    587         return searchWord(childNode.mChildren, word, depth + 1, childNode);
    588     }
    589 
    590     private void runBigramReverseLookUp(final String previousWord,
    591             final ArrayList<SuggestedWordInfo> suggestions) {
    592         // Search for the lowercase version of the word only, because that's where bigrams
    593         // store their sons.
    594         final Node prevWord = searchNode(mRoots, previousWord.toLowerCase(), 0,
    595                 previousWord.length());
    596         if (prevWord != null && prevWord.mNGrams != null) {
    597             reverseLookUp(prevWord.mNGrams, suggestions);
    598         }
    599     }
    600 
    601     // Local to reverseLookUp, but do not allocate each time.
    602     private final char[] mLookedUpString = new char[Constants.DICTIONARY_MAX_WORD_LENGTH];
    603 
    604     /**
    605      * reverseLookUp retrieves the full word given a list of terminal nodes and adds those words
    606      * to the suggestions list passed as an argument.
    607      * @param terminalNodes list of terminal nodes we want to add
    608      * @param suggestions the suggestion collection to add the word to
    609      */
    610     private void reverseLookUp(final LinkedList<NextWord> terminalNodes,
    611             final ArrayList<SuggestedWordInfo> suggestions) {
    612         Node node;
    613         int freq;
    614         for (NextWord nextWord : terminalNodes) {
    615             node = nextWord.getWordNode();
    616             freq = nextWord.getFrequency();
    617             int index = Constants.DICTIONARY_MAX_WORD_LENGTH;
    618             do {
    619                 --index;
    620                 mLookedUpString[index] = node.mCode;
    621                 node = node.mParent;
    622             } while (node != null && index > 0);
    623 
    624             // If node is null, we have a word longer than MAX_WORD_LENGTH in the dictionary.
    625             // It's a little unclear how this can happen, but just in case it does it's safer
    626             // to ignore the word in this case.
    627             if (freq >= 0 && node == null) {
    628                 suggestions.add(new SuggestedWordInfo(new String(mLookedUpString, index,
    629                         Constants.DICTIONARY_MAX_WORD_LENGTH - index),
    630                         freq, SuggestedWordInfo.KIND_CORRECTION, this /* sourceDict */,
    631                         SuggestedWordInfo.NOT_AN_INDEX /* indexOfTouchPointOfSecondWord */,
    632                         SuggestedWordInfo.NOT_A_CONFIDENCE /* autoCommitFirstWordConfidence */));
    633             }
    634         }
    635     }
    636 
    637     /**
    638      * Recursively search for the terminal node of the word.
    639      *
    640      * One iteration takes the full word to search for and the current index of the recursion.
    641      *
    642      * @param children the node of the trie to search under.
    643      * @param word the word to search for. Only read [offset..length] so there may be trailing chars
    644      * @param offset the index in {@code word} this recursion should operate on.
    645      * @param length the length of the input word.
    646      * @return Returns the terminal node of the word if the word exists
    647      */
    648     private Node searchNode(final NodeArray children, final CharSequence word, final int offset,
    649             final int length) {
    650         final int count = children.mLength;
    651         final char currentChar = word.charAt(offset);
    652         for (int j = 0; j < count; j++) {
    653             final Node node = children.mData[j];
    654             if (node.mCode == currentChar) {
    655                 if (offset == length - 1) {
    656                     if (node.mTerminal) {
    657                         return node;
    658                     }
    659                 } else {
    660                     if (node.mChildren != null) {
    661                         Node returnNode = searchNode(node.mChildren, word, offset + 1, length);
    662                         if (returnNode != null) return returnNode;
    663                     }
    664                 }
    665             }
    666         }
    667         return null;
    668     }
    669 
    670     public void clearDictionary() {
    671         mRoots = new NodeArray();
    672     }
    673 
    674     private static char toLowerCase(final char c) {
    675         char baseChar = c;
    676         if (c < BASE_CHARS.length) {
    677             baseChar = BASE_CHARS[c];
    678         }
    679         if (baseChar >= 'A' && baseChar <= 'Z') {
    680             return (char)(baseChar | 32);
    681         } else if (baseChar > 127) {
    682             return Character.toLowerCase(baseChar);
    683         }
    684         return baseChar;
    685     }
    686 
    687     /**
    688      * Table mapping most combined Latin, Greek, and Cyrillic characters
    689      * to their base characters.  If c is in range, BASE_CHARS[c] == c
    690      * if c is not a combined character, or the base character if it
    691      * is combined.
    692      *
    693      * cf. native/jni/src/utils/char_utils.cpp
    694      */
    695     private static final char BASE_CHARS[] = {
    696         /* U+0000 */ 0x0000, 0x0001, 0x0002, 0x0003, 0x0004, 0x0005, 0x0006, 0x0007,
    697         /* U+0008 */ 0x0008, 0x0009, 0x000A, 0x000B, 0x000C, 0x000D, 0x000E, 0x000F,
    698         /* U+0010 */ 0x0010, 0x0011, 0x0012, 0x0013, 0x0014, 0x0015, 0x0016, 0x0017,
    699         /* U+0018 */ 0x0018, 0x0019, 0x001A, 0x001B, 0x001C, 0x001D, 0x001E, 0x001F,
    700         /* U+0020 */ 0x0020, 0x0021, 0x0022, 0x0023, 0x0024, 0x0025, 0x0026, 0x0027,
    701         /* U+0028 */ 0x0028, 0x0029, 0x002A, 0x002B, 0x002C, 0x002D, 0x002E, 0x002F,
    702         /* U+0030 */ 0x0030, 0x0031, 0x0032, 0x0033, 0x0034, 0x0035, 0x0036, 0x0037,
    703         /* U+0038 */ 0x0038, 0x0039, 0x003A, 0x003B, 0x003C, 0x003D, 0x003E, 0x003F,
    704         /* U+0040 */ 0x0040, 0x0041, 0x0042, 0x0043, 0x0044, 0x0045, 0x0046, 0x0047,
    705         /* U+0048 */ 0x0048, 0x0049, 0x004A, 0x004B, 0x004C, 0x004D, 0x004E, 0x004F,
    706         /* U+0050 */ 0x0050, 0x0051, 0x0052, 0x0053, 0x0054, 0x0055, 0x0056, 0x0057,
    707         /* U+0058 */ 0x0058, 0x0059, 0x005A, 0x005B, 0x005C, 0x005D, 0x005E, 0x005F,
    708         /* U+0060 */ 0x0060, 0x0061, 0x0062, 0x0063, 0x0064, 0x0065, 0x0066, 0x0067,
    709         /* U+0068 */ 0x0068, 0x0069, 0x006A, 0x006B, 0x006C, 0x006D, 0x006E, 0x006F,
    710         /* U+0070 */ 0x0070, 0x0071, 0x0072, 0x0073, 0x0074, 0x0075, 0x0076, 0x0077,
    711         /* U+0078 */ 0x0078, 0x0079, 0x007A, 0x007B, 0x007C, 0x007D, 0x007E, 0x007F,
    712         /* U+0080 */ 0x0080, 0x0081, 0x0082, 0x0083, 0x0084, 0x0085, 0x0086, 0x0087,
    713         /* U+0088 */ 0x0088, 0x0089, 0x008A, 0x008B, 0x008C, 0x008D, 0x008E, 0x008F,
    714         /* U+0090 */ 0x0090, 0x0091, 0x0092, 0x0093, 0x0094, 0x0095, 0x0096, 0x0097,
    715         /* U+0098 */ 0x0098, 0x0099, 0x009A, 0x009B, 0x009C, 0x009D, 0x009E, 0x009F,
    716         /* U+00A0 */ 0x0020, 0x00A1, 0x00A2, 0x00A3, 0x00A4, 0x00A5, 0x00A6, 0x00A7,
    717         /* U+00A8 */ 0x0020, 0x00A9, 0x0061, 0x00AB, 0x00AC, 0x00AD, 0x00AE, 0x0020,
    718         /* U+00B0 */ 0x00B0, 0x00B1, 0x0032, 0x0033, 0x0020, 0x03BC, 0x00B6, 0x00B7,
    719         /* U+00B8 */ 0x0020, 0x0031, 0x006F, 0x00BB, 0x0031, 0x0031, 0x0033, 0x00BF,
    720         /* U+00C0 */ 0x0041, 0x0041, 0x0041, 0x0041, 0x0041, 0x0041, 0x00C6, 0x0043,
    721         /* U+00C8 */ 0x0045, 0x0045, 0x0045, 0x0045, 0x0049, 0x0049, 0x0049, 0x0049,
    722         /* U+00D0 */ 0x00D0, 0x004E, 0x004F, 0x004F, 0x004F, 0x004F, 0x004F, 0x00D7,
    723         /* U+00D8 */ 0x004F, 0x0055, 0x0055, 0x0055, 0x0055, 0x0059, 0x00DE, 0x0073,
    724             // U+00D8: Manually changed from 00D8 to 004F
    725               // TODO: Check if it's really acceptable to consider  a diacritical variant of O
    726             // U+00DF: Manually changed from 00DF to 0073
    727         /* U+00E0 */ 0x0061, 0x0061, 0x0061, 0x0061, 0x0061, 0x0061, 0x00E6, 0x0063,
    728         /* U+00E8 */ 0x0065, 0x0065, 0x0065, 0x0065, 0x0069, 0x0069, 0x0069, 0x0069,
    729         /* U+00F0 */ 0x00F0, 0x006E, 0x006F, 0x006F, 0x006F, 0x006F, 0x006F, 0x00F7,
    730         /* U+00F8 */ 0x006F, 0x0075, 0x0075, 0x0075, 0x0075, 0x0079, 0x00FE, 0x0079,
    731             // U+00F8: Manually changed from 00F8 to 006F
    732               // TODO: Check if it's really acceptable to consider  a diacritical variant of o
    733         /* U+0100 */ 0x0041, 0x0061, 0x0041, 0x0061, 0x0041, 0x0061, 0x0043, 0x0063,
    734         /* U+0108 */ 0x0043, 0x0063, 0x0043, 0x0063, 0x0043, 0x0063, 0x0044, 0x0064,
    735         /* U+0110 */ 0x0110, 0x0111, 0x0045, 0x0065, 0x0045, 0x0065, 0x0045, 0x0065,
    736         /* U+0118 */ 0x0045, 0x0065, 0x0045, 0x0065, 0x0047, 0x0067, 0x0047, 0x0067,
    737         /* U+0120 */ 0x0047, 0x0067, 0x0047, 0x0067, 0x0048, 0x0068, 0x0126, 0x0127,
    738         /* U+0128 */ 0x0049, 0x0069, 0x0049, 0x0069, 0x0049, 0x0069, 0x0049, 0x0069,
    739         /* U+0130 */ 0x0049, 0x0131, 0x0049, 0x0069, 0x004A, 0x006A, 0x004B, 0x006B,
    740         /* U+0138 */ 0x0138, 0x004C, 0x006C, 0x004C, 0x006C, 0x004C, 0x006C, 0x004C,
    741         /* U+0140 */ 0x006C, 0x004C, 0x006C, 0x004E, 0x006E, 0x004E, 0x006E, 0x004E,
    742             // U+0141: Manually changed from 0141 to 004C
    743             // U+0142: Manually changed from 0142 to 006C
    744         /* U+0148 */ 0x006E, 0x02BC, 0x014A, 0x014B, 0x004F, 0x006F, 0x004F, 0x006F,
    745         /* U+0150 */ 0x004F, 0x006F, 0x0152, 0x0153, 0x0052, 0x0072, 0x0052, 0x0072,
    746         /* U+0158 */ 0x0052, 0x0072, 0x0053, 0x0073, 0x0053, 0x0073, 0x0053, 0x0073,
    747         /* U+0160 */ 0x0053, 0x0073, 0x0054, 0x0074, 0x0054, 0x0074, 0x0166, 0x0167,
    748         /* U+0168 */ 0x0055, 0x0075, 0x0055, 0x0075, 0x0055, 0x0075, 0x0055, 0x0075,
    749         /* U+0170 */ 0x0055, 0x0075, 0x0055, 0x0075, 0x0057, 0x0077, 0x0059, 0x0079,
    750         /* U+0178 */ 0x0059, 0x005A, 0x007A, 0x005A, 0x007A, 0x005A, 0x007A, 0x0073,
    751         /* U+0180 */ 0x0180, 0x0181, 0x0182, 0x0183, 0x0184, 0x0185, 0x0186, 0x0187,
    752         /* U+0188 */ 0x0188, 0x0189, 0x018A, 0x018B, 0x018C, 0x018D, 0x018E, 0x018F,
    753         /* U+0190 */ 0x0190, 0x0191, 0x0192, 0x0193, 0x0194, 0x0195, 0x0196, 0x0197,
    754         /* U+0198 */ 0x0198, 0x0199, 0x019A, 0x019B, 0x019C, 0x019D, 0x019E, 0x019F,
    755         /* U+01A0 */ 0x004F, 0x006F, 0x01A2, 0x01A3, 0x01A4, 0x01A5, 0x01A6, 0x01A7,
    756         /* U+01A8 */ 0x01A8, 0x01A9, 0x01AA, 0x01AB, 0x01AC, 0x01AD, 0x01AE, 0x0055,
    757         /* U+01B0 */ 0x0075, 0x01B1, 0x01B2, 0x01B3, 0x01B4, 0x01B5, 0x01B6, 0x01B7,
    758         /* U+01B8 */ 0x01B8, 0x01B9, 0x01BA, 0x01BB, 0x01BC, 0x01BD, 0x01BE, 0x01BF,
    759         /* U+01C0 */ 0x01C0, 0x01C1, 0x01C2, 0x01C3, 0x0044, 0x0044, 0x0064, 0x004C,
    760         /* U+01C8 */ 0x004C, 0x006C, 0x004E, 0x004E, 0x006E, 0x0041, 0x0061, 0x0049,
    761         /* U+01D0 */ 0x0069, 0x004F, 0x006F, 0x0055, 0x0075, 0x0055, 0x0075, 0x0055,
    762             // U+01D5: Manually changed from 00DC to 0055
    763             // U+01D6: Manually changed from 00FC to 0075
    764             // U+01D7: Manually changed from 00DC to 0055
    765         /* U+01D8 */ 0x0075, 0x0055, 0x0075, 0x0055, 0x0075, 0x01DD, 0x0041, 0x0061,
    766             // U+01D8: Manually changed from 00FC to 0075
    767             // U+01D9: Manually changed from 00DC to 0055
    768             // U+01DA: Manually changed from 00FC to 0075
    769             // U+01DB: Manually changed from 00DC to 0055
    770             // U+01DC: Manually changed from 00FC to 0075
    771             // U+01DE: Manually changed from 00C4 to 0041
    772             // U+01DF: Manually changed from 00E4 to 0061
    773         /* U+01E0 */ 0x0041, 0x0061, 0x00C6, 0x00E6, 0x01E4, 0x01E5, 0x0047, 0x0067,
    774             // U+01E0: Manually changed from 0226 to 0041
    775             // U+01E1: Manually changed from 0227 to 0061
    776         /* U+01E8 */ 0x004B, 0x006B, 0x004F, 0x006F, 0x004F, 0x006F, 0x01B7, 0x0292,
    777             // U+01EC: Manually changed from 01EA to 004F
    778             // U+01ED: Manually changed from 01EB to 006F
    779         /* U+01F0 */ 0x006A, 0x0044, 0x0044, 0x0064, 0x0047, 0x0067, 0x01F6, 0x01F7,
    780         /* U+01F8 */ 0x004E, 0x006E, 0x0041, 0x0061, 0x00C6, 0x00E6, 0x004F, 0x006F,
    781             // U+01FA: Manually changed from 00C5 to 0041
    782             // U+01FB: Manually changed from 00E5 to 0061
    783             // U+01FE: Manually changed from 00D8 to 004F
    784               // TODO: Check if it's really acceptable to consider  a diacritical variant of O
    785             // U+01FF: Manually changed from 00F8 to 006F
    786               // TODO: Check if it's really acceptable to consider  a diacritical variant of o
    787         /* U+0200 */ 0x0041, 0x0061, 0x0041, 0x0061, 0x0045, 0x0065, 0x0045, 0x0065,
    788         /* U+0208 */ 0x0049, 0x0069, 0x0049, 0x0069, 0x004F, 0x006F, 0x004F, 0x006F,
    789         /* U+0210 */ 0x0052, 0x0072, 0x0052, 0x0072, 0x0055, 0x0075, 0x0055, 0x0075,
    790         /* U+0218 */ 0x0053, 0x0073, 0x0054, 0x0074, 0x021C, 0x021D, 0x0048, 0x0068,
    791         /* U+0220 */ 0x0220, 0x0221, 0x0222, 0x0223, 0x0224, 0x0225, 0x0041, 0x0061,
    792         /* U+0228 */ 0x0045, 0x0065, 0x004F, 0x006F, 0x004F, 0x006F, 0x004F, 0x006F,
    793             // U+022A: Manually changed from 00D6 to 004F
    794             // U+022B: Manually changed from 00F6 to 006F
    795             // U+022C: Manually changed from 00D5 to 004F
    796             // U+022D: Manually changed from 00F5 to 006F
    797         /* U+0230 */ 0x004F, 0x006F, 0x0059, 0x0079, 0x0234, 0x0235, 0x0236, 0x0237,
    798             // U+0230: Manually changed from 022E to 004F
    799             // U+0231: Manually changed from 022F to 006F
    800         /* U+0238 */ 0x0238, 0x0239, 0x023A, 0x023B, 0x023C, 0x023D, 0x023E, 0x023F,
    801         /* U+0240 */ 0x0240, 0x0241, 0x0242, 0x0243, 0x0244, 0x0245, 0x0246, 0x0247,
    802         /* U+0248 */ 0x0248, 0x0249, 0x024A, 0x024B, 0x024C, 0x024D, 0x024E, 0x024F,
    803         /* U+0250 */ 0x0250, 0x0251, 0x0252, 0x0253, 0x0254, 0x0255, 0x0256, 0x0257,
    804         /* U+0258 */ 0x0258, 0x0259, 0x025A, 0x025B, 0x025C, 0x025D, 0x025E, 0x025F,
    805         /* U+0260 */ 0x0260, 0x0261, 0x0262, 0x0263, 0x0264, 0x0265, 0x0266, 0x0267,
    806         /* U+0268 */ 0x0268, 0x0269, 0x026A, 0x026B, 0x026C, 0x026D, 0x026E, 0x026F,
    807         /* U+0270 */ 0x0270, 0x0271, 0x0272, 0x0273, 0x0274, 0x0275, 0x0276, 0x0277,
    808         /* U+0278 */ 0x0278, 0x0279, 0x027A, 0x027B, 0x027C, 0x027D, 0x027E, 0x027F,
    809         /* U+0280 */ 0x0280, 0x0281, 0x0282, 0x0283, 0x0284, 0x0285, 0x0286, 0x0287,
    810         /* U+0288 */ 0x0288, 0x0289, 0x028A, 0x028B, 0x028C, 0x028D, 0x028E, 0x028F,
    811         /* U+0290 */ 0x0290, 0x0291, 0x0292, 0x0293, 0x0294, 0x0295, 0x0296, 0x0297,
    812         /* U+0298 */ 0x0298, 0x0299, 0x029A, 0x029B, 0x029C, 0x029D, 0x029E, 0x029F,
    813         /* U+02A0 */ 0x02A0, 0x02A1, 0x02A2, 0x02A3, 0x02A4, 0x02A5, 0x02A6, 0x02A7,
    814         /* U+02A8 */ 0x02A8, 0x02A9, 0x02AA, 0x02AB, 0x02AC, 0x02AD, 0x02AE, 0x02AF,
    815         /* U+02B0 */ 0x0068, 0x0266, 0x006A, 0x0072, 0x0279, 0x027B, 0x0281, 0x0077,
    816         /* U+02B8 */ 0x0079, 0x02B9, 0x02BA, 0x02BB, 0x02BC, 0x02BD, 0x02BE, 0x02BF,
    817         /* U+02C0 */ 0x02C0, 0x02C1, 0x02C2, 0x02C3, 0x02C4, 0x02C5, 0x02C6, 0x02C7,
    818         /* U+02C8 */ 0x02C8, 0x02C9, 0x02CA, 0x02CB, 0x02CC, 0x02CD, 0x02CE, 0x02CF,
    819         /* U+02D0 */ 0x02D0, 0x02D1, 0x02D2, 0x02D3, 0x02D4, 0x02D5, 0x02D6, 0x02D7,
    820         /* U+02D8 */ 0x0020, 0x0020, 0x0020, 0x0020, 0x0020, 0x0020, 0x02DE, 0x02DF,
    821         /* U+02E0 */ 0x0263, 0x006C, 0x0073, 0x0078, 0x0295, 0x02E5, 0x02E6, 0x02E7,
    822         /* U+02E8 */ 0x02E8, 0x02E9, 0x02EA, 0x02EB, 0x02EC, 0x02ED, 0x02EE, 0x02EF,
    823         /* U+02F0 */ 0x02F0, 0x02F1, 0x02F2, 0x02F3, 0x02F4, 0x02F5, 0x02F6, 0x02F7,
    824         /* U+02F8 */ 0x02F8, 0x02F9, 0x02FA, 0x02FB, 0x02FC, 0x02FD, 0x02FE, 0x02FF,
    825         /* U+0300 */ 0x0300, 0x0301, 0x0302, 0x0303, 0x0304, 0x0305, 0x0306, 0x0307,
    826         /* U+0308 */ 0x0308, 0x0309, 0x030A, 0x030B, 0x030C, 0x030D, 0x030E, 0x030F,
    827         /* U+0310 */ 0x0310, 0x0311, 0x0312, 0x0313, 0x0314, 0x0315, 0x0316, 0x0317,
    828         /* U+0318 */ 0x0318, 0x0319, 0x031A, 0x031B, 0x031C, 0x031D, 0x031E, 0x031F,
    829         /* U+0320 */ 0x0320, 0x0321, 0x0322, 0x0323, 0x0324, 0x0325, 0x0326, 0x0327,
    830         /* U+0328 */ 0x0328, 0x0329, 0x032A, 0x032B, 0x032C, 0x032D, 0x032E, 0x032F,
    831         /* U+0330 */ 0x0330, 0x0331, 0x0332, 0x0333, 0x0334, 0x0335, 0x0336, 0x0337,
    832         /* U+0338 */ 0x0338, 0x0339, 0x033A, 0x033B, 0x033C, 0x033D, 0x033E, 0x033F,
    833         /* U+0340 */ 0x0300, 0x0301, 0x0342, 0x0313, 0x0308, 0x0345, 0x0346, 0x0347,
    834         /* U+0348 */ 0x0348, 0x0349, 0x034A, 0x034B, 0x034C, 0x034D, 0x034E, 0x034F,
    835         /* U+0350 */ 0x0350, 0x0351, 0x0352, 0x0353, 0x0354, 0x0355, 0x0356, 0x0357,
    836         /* U+0358 */ 0x0358, 0x0359, 0x035A, 0x035B, 0x035C, 0x035D, 0x035E, 0x035F,
    837         /* U+0360 */ 0x0360, 0x0361, 0x0362, 0x0363, 0x0364, 0x0365, 0x0366, 0x0367,
    838         /* U+0368 */ 0x0368, 0x0369, 0x036A, 0x036B, 0x036C, 0x036D, 0x036E, 0x036F,
    839         /* U+0370 */ 0x0370, 0x0371, 0x0372, 0x0373, 0x02B9, 0x0375, 0x0376, 0x0377,
    840         /* U+0378 */ 0x0378, 0x0379, 0x0020, 0x037B, 0x037C, 0x037D, 0x003B, 0x037F,
    841         /* U+0380 */ 0x0380, 0x0381, 0x0382, 0x0383, 0x0020, 0x00A8, 0x0391, 0x00B7,
    842         /* U+0388 */ 0x0395, 0x0397, 0x0399, 0x038B, 0x039F, 0x038D, 0x03A5, 0x03A9,
    843         /* U+0390 */ 0x03CA, 0x0391, 0x0392, 0x0393, 0x0394, 0x0395, 0x0396, 0x0397,
    844         /* U+0398 */ 0x0398, 0x0399, 0x039A, 0x039B, 0x039C, 0x039D, 0x039E, 0x039F,
    845         /* U+03A0 */ 0x03A0, 0x03A1, 0x03A2, 0x03A3, 0x03A4, 0x03A5, 0x03A6, 0x03A7,
    846         /* U+03A8 */ 0x03A8, 0x03A9, 0x0399, 0x03A5, 0x03B1, 0x03B5, 0x03B7, 0x03B9,
    847         /* U+03B0 */ 0x03CB, 0x03B1, 0x03B2, 0x03B3, 0x03B4, 0x03B5, 0x03B6, 0x03B7,
    848         /* U+03B8 */ 0x03B8, 0x03B9, 0x03BA, 0x03BB, 0x03BC, 0x03BD, 0x03BE, 0x03BF,
    849         /* U+03C0 */ 0x03C0, 0x03C1, 0x03C2, 0x03C3, 0x03C4, 0x03C5, 0x03C6, 0x03C7,
    850         /* U+03C8 */ 0x03C8, 0x03C9, 0x03B9, 0x03C5, 0x03BF, 0x03C5, 0x03C9, 0x03CF,
    851         /* U+03D0 */ 0x03B2, 0x03B8, 0x03A5, 0x03D2, 0x03D2, 0x03C6, 0x03C0, 0x03D7,
    852         /* U+03D8 */ 0x03D8, 0x03D9, 0x03DA, 0x03DB, 0x03DC, 0x03DD, 0x03DE, 0x03DF,
    853         /* U+03E0 */ 0x03E0, 0x03E1, 0x03E2, 0x03E3, 0x03E4, 0x03E5, 0x03E6, 0x03E7,
    854         /* U+03E8 */ 0x03E8, 0x03E9, 0x03EA, 0x03EB, 0x03EC, 0x03ED, 0x03EE, 0x03EF,
    855         /* U+03F0 */ 0x03BA, 0x03C1, 0x03C2, 0x03F3, 0x0398, 0x03B5, 0x03F6, 0x03F7,
    856         /* U+03F8 */ 0x03F8, 0x03A3, 0x03FA, 0x03FB, 0x03FC, 0x03FD, 0x03FE, 0x03FF,
    857         /* U+0400 */ 0x0415, 0x0415, 0x0402, 0x0413, 0x0404, 0x0405, 0x0406, 0x0406,
    858         /* U+0408 */ 0x0408, 0x0409, 0x040A, 0x040B, 0x041A, 0x0418, 0x0423, 0x040F,
    859         /* U+0410 */ 0x0410, 0x0411, 0x0412, 0x0413, 0x0414, 0x0415, 0x0416, 0x0417,
    860         /* U+0418 */ 0x0418, 0x0419, 0x041A, 0x041B, 0x041C, 0x041D, 0x041E, 0x041F,
    861             // U+0419: Manually changed from 0418 to 0419
    862         /* U+0420 */ 0x0420, 0x0421, 0x0422, 0x0423, 0x0424, 0x0425, 0x0426, 0x0427,
    863         /* U+0428 */ 0x0428, 0x0429, 0x042C, 0x042B, 0x042C, 0x042D, 0x042E, 0x042F,
    864             // U+042A: Manually changed from 042A to 042C
    865         /* U+0430 */ 0x0430, 0x0431, 0x0432, 0x0433, 0x0434, 0x0435, 0x0436, 0x0437,
    866         /* U+0438 */ 0x0438, 0x0439, 0x043A, 0x043B, 0x043C, 0x043D, 0x043E, 0x043F,
    867             // U+0439: Manually changed from 0438 to 0439
    868         /* U+0440 */ 0x0440, 0x0441, 0x0442, 0x0443, 0x0444, 0x0445, 0x0446, 0x0447,
    869         /* U+0448 */ 0x0448, 0x0449, 0x044C, 0x044B, 0x044C, 0x044D, 0x044E, 0x044F,
    870             // U+044A: Manually changed from 044A to 044C
    871         /* U+0450 */ 0x0435, 0x0435, 0x0452, 0x0433, 0x0454, 0x0455, 0x0456, 0x0456,
    872         /* U+0458 */ 0x0458, 0x0459, 0x045A, 0x045B, 0x043A, 0x0438, 0x0443, 0x045F,
    873         /* U+0460 */ 0x0460, 0x0461, 0x0462, 0x0463, 0x0464, 0x0465, 0x0466, 0x0467,
    874         /* U+0468 */ 0x0468, 0x0469, 0x046A, 0x046B, 0x046C, 0x046D, 0x046E, 0x046F,
    875         /* U+0470 */ 0x0470, 0x0471, 0x0472, 0x0473, 0x0474, 0x0475, 0x0474, 0x0475,
    876         /* U+0478 */ 0x0478, 0x0479, 0x047A, 0x047B, 0x047C, 0x047D, 0x047E, 0x047F,
    877         /* U+0480 */ 0x0480, 0x0481, 0x0482, 0x0483, 0x0484, 0x0485, 0x0486, 0x0487,
    878         /* U+0488 */ 0x0488, 0x0489, 0x048A, 0x048B, 0x048C, 0x048D, 0x048E, 0x048F,
    879         /* U+0490 */ 0x0490, 0x0491, 0x0492, 0x0493, 0x0494, 0x0495, 0x0496, 0x0497,
    880         /* U+0498 */ 0x0498, 0x0499, 0x049A, 0x049B, 0x049C, 0x049D, 0x049E, 0x049F,
    881         /* U+04A0 */ 0x04A0, 0x04A1, 0x04A2, 0x04A3, 0x04A4, 0x04A5, 0x04A6, 0x04A7,
    882         /* U+04A8 */ 0x04A8, 0x04A9, 0x04AA, 0x04AB, 0x04AC, 0x04AD, 0x04AE, 0x04AF,
    883         /* U+04B0 */ 0x04B0, 0x04B1, 0x04B2, 0x04B3, 0x04B4, 0x04B5, 0x04B6, 0x04B7,
    884         /* U+04B8 */ 0x04B8, 0x04B9, 0x04BA, 0x04BB, 0x04BC, 0x04BD, 0x04BE, 0x04BF,
    885         /* U+04C0 */ 0x04C0, 0x0416, 0x0436, 0x04C3, 0x04C4, 0x04C5, 0x04C6, 0x04C7,
    886         /* U+04C8 */ 0x04C8, 0x04C9, 0x04CA, 0x04CB, 0x04CC, 0x04CD, 0x04CE, 0x04CF,
    887         /* U+04D0 */ 0x0410, 0x0430, 0x0410, 0x0430, 0x04D4, 0x04D5, 0x0415, 0x0435,
    888         /* U+04D8 */ 0x04D8, 0x04D9, 0x04D8, 0x04D9, 0x0416, 0x0436, 0x0417, 0x0437,
    889         /* U+04E0 */ 0x04E0, 0x04E1, 0x0418, 0x0438, 0x0418, 0x0438, 0x041E, 0x043E,
    890         /* U+04E8 */ 0x04E8, 0x04E9, 0x04E8, 0x04E9, 0x042D, 0x044D, 0x0423, 0x0443,
    891         /* U+04F0 */ 0x0423, 0x0443, 0x0423, 0x0443, 0x0427, 0x0447, 0x04F6, 0x04F7,
    892         /* U+04F8 */ 0x042B, 0x044B, 0x04FA, 0x04FB, 0x04FC, 0x04FD, 0x04FE, 0x04FF,
    893     };
    894 }
    895