/* * 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. */ #ifndef LATINIME_BINARY_FORMAT_H #define LATINIME_BINARY_FORMAT_H #include #include "bloom_filter.h" #include "unigram_dictionary.h" namespace latinime { class BinaryFormat { private: const static int32_t MINIMAL_ONE_BYTE_CHARACTER_VALUE = 0x20; const static int32_t CHARACTER_ARRAY_TERMINATOR = 0x1F; const static int MULTIPLE_BYTE_CHARACTER_ADDITIONAL_SIZE = 2; public: const static int UNKNOWN_FORMAT = -1; // Originally, format version 1 had a 16-bit magic number, then the version number `01' // then options that must be 0. Hence the first 32-bits of the format are always as follow // and it's okay to consider them a magic number as a whole. const static uint32_t FORMAT_VERSION_1_MAGIC_NUMBER = 0x78B10100; const static unsigned int FORMAT_VERSION_1_HEADER_SIZE = 5; // The versions of Latin IME that only handle format version 1 only test for the magic // number, so we had to change it so that version 2 files would be rejected by older // implementations. On this occasion, we made the magic number 32 bits long. const static uint32_t FORMAT_VERSION_2_MAGIC_NUMBER = 0x9BC13AFE; const static int CHARACTER_ARRAY_TERMINATOR_SIZE = 1; const static int SHORTCUT_LIST_SIZE_SIZE = 2; static int detectFormat(const uint8_t* const dict); static unsigned int getHeaderSize(const uint8_t* const dict); static unsigned int getFlags(const uint8_t* const dict); static int getGroupCountAndForwardPointer(const uint8_t* const dict, int* pos); static uint8_t getFlagsAndForwardPointer(const uint8_t* const dict, int* pos); static int32_t getCharCodeAndForwardPointer(const uint8_t* const dict, int* pos); static int readFrequencyWithoutMovingPointer(const uint8_t* const dict, const int pos); static int skipOtherCharacters(const uint8_t* const dict, const int pos); static int skipChildrenPosition(const uint8_t flags, const int pos); static int skipFrequency(const uint8_t flags, const int pos); static int skipShortcuts(const uint8_t* const dict, const uint8_t flags, const int pos); static int skipBigrams(const uint8_t* const dict, const uint8_t flags, const int pos); static int skipAllAttributes(const uint8_t* const dict, const uint8_t flags, const int pos); static int skipChildrenPosAndAttributes(const uint8_t* const dict, const uint8_t flags, const int pos); static int readChildrenPosition(const uint8_t* const dict, const uint8_t flags, const int pos); static bool hasChildrenInFlags(const uint8_t flags); static int getAttributeAddressAndForwardPointer(const uint8_t* const dict, const uint8_t flags, int *pos); static int getTerminalPosition(const uint8_t* const root, const int32_t* const inWord, const int length); static int getWordAtAddress(const uint8_t* const root, const int address, const int maxDepth, uint16_t* outWord, int* outUnigramFrequency); static int computeFrequencyForBigram(const int unigramFreq, const int bigramFreq); static int getProbability(const int position, const std::map *bigramMap, const uint8_t *bigramFilter, const int unigramFreq); // Flags for special processing // Those *must* match the flags in makedict (BinaryDictInputOutput#*_PROCESSING_FLAG) or // something very bad (like, the apocalypse) will happen. Please update both at the same time. enum { REQUIRES_GERMAN_UMLAUT_PROCESSING = 0x1, REQUIRES_FRENCH_LIGATURES_PROCESSING = 0x4 }; const static unsigned int NO_FLAGS = 0; }; inline int BinaryFormat::detectFormat(const uint8_t* const dict) { // The magic number is stored big-endian. const uint32_t magicNumber = (dict[0] << 24) + (dict[1] << 16) + (dict[2] << 8) + dict[3]; switch (magicNumber) { case FORMAT_VERSION_1_MAGIC_NUMBER: // Format 1 header is exactly 5 bytes long and looks like: // Magic number (2 bytes) 0x78 0xB1 // Version number (1 byte) 0x01 // Options (2 bytes) must be 0x00 0x00 return 1; case FORMAT_VERSION_2_MAGIC_NUMBER: // Format 2 header is as follows: // Magic number (4 bytes) 0x9B 0xC1 0x3A 0xFE // Version number (2 bytes) 0x00 0x02 // Options (2 bytes) // Header size (4 bytes) : integer, big endian return (dict[4] << 8) + dict[5]; default: return UNKNOWN_FORMAT; } } inline unsigned int BinaryFormat::getFlags(const uint8_t* const dict) { switch (detectFormat(dict)) { case 1: return NO_FLAGS; default: return (dict[6] << 8) + dict[7]; } } inline unsigned int BinaryFormat::getHeaderSize(const uint8_t* const dict) { switch (detectFormat(dict)) { case 1: return FORMAT_VERSION_1_HEADER_SIZE; case 2: // See the format of the header in the comment in detectFormat() above return (dict[8] << 24) + (dict[9] << 16) + (dict[10] << 8) + dict[11]; default: return std::numeric_limits::max(); } } inline int BinaryFormat::getGroupCountAndForwardPointer(const uint8_t* const dict, int* pos) { const int msb = dict[(*pos)++]; if (msb < 0x80) return msb; return ((msb & 0x7F) << 8) | dict[(*pos)++]; } inline uint8_t BinaryFormat::getFlagsAndForwardPointer(const uint8_t* const dict, int* pos) { return dict[(*pos)++]; } inline int32_t BinaryFormat::getCharCodeAndForwardPointer(const uint8_t* const dict, int* pos) { const int origin = *pos; const int32_t character = dict[origin]; if (character < MINIMAL_ONE_BYTE_CHARACTER_VALUE) { if (character == CHARACTER_ARRAY_TERMINATOR) { *pos = origin + 1; return NOT_A_CHARACTER; } else { *pos = origin + 3; const int32_t char_1 = character << 16; const int32_t char_2 = char_1 + (dict[origin + 1] << 8); return char_2 + dict[origin + 2]; } } else { *pos = origin + 1; return character; } } inline int BinaryFormat::readFrequencyWithoutMovingPointer(const uint8_t* const dict, const int pos) { return dict[pos]; } inline int BinaryFormat::skipOtherCharacters(const uint8_t* const dict, const int pos) { int currentPos = pos; int32_t character = dict[currentPos++]; while (CHARACTER_ARRAY_TERMINATOR != character) { if (character < MINIMAL_ONE_BYTE_CHARACTER_VALUE) { currentPos += MULTIPLE_BYTE_CHARACTER_ADDITIONAL_SIZE; } character = dict[currentPos++]; } return currentPos; } static inline int attributeAddressSize(const uint8_t flags) { static const int ATTRIBUTE_ADDRESS_SHIFT = 4; return (flags & UnigramDictionary::MASK_ATTRIBUTE_ADDRESS_TYPE) >> ATTRIBUTE_ADDRESS_SHIFT; /* Note: this is a value-dependant optimization of what may probably be more readably written this way: switch (flags * UnigramDictionary::MASK_ATTRIBUTE_ADDRESS_TYPE) { case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_ONEBYTE: return 1; case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_TWOBYTES: return 2; case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_THREEBYTE: return 3; default: return 0; } */ } static inline int skipExistingBigrams(const uint8_t* const dict, const int pos) { int currentPos = pos; uint8_t flags = BinaryFormat::getFlagsAndForwardPointer(dict, ¤tPos); while (flags & UnigramDictionary::FLAG_ATTRIBUTE_HAS_NEXT) { currentPos += attributeAddressSize(flags); flags = BinaryFormat::getFlagsAndForwardPointer(dict, ¤tPos); } currentPos += attributeAddressSize(flags); return currentPos; } static inline int childrenAddressSize(const uint8_t flags) { static const int CHILDREN_ADDRESS_SHIFT = 6; return (UnigramDictionary::MASK_GROUP_ADDRESS_TYPE & flags) >> CHILDREN_ADDRESS_SHIFT; /* See the note in attributeAddressSize. The same applies here */ } static inline int shortcutByteSize(const uint8_t* const dict, const int pos) { return ((int)(dict[pos] << 8)) + (dict[pos + 1]); } inline int BinaryFormat::skipChildrenPosition(const uint8_t flags, const int pos) { return pos + childrenAddressSize(flags); } inline int BinaryFormat::skipFrequency(const uint8_t flags, const int pos) { return UnigramDictionary::FLAG_IS_TERMINAL & flags ? pos + 1 : pos; } inline int BinaryFormat::skipShortcuts(const uint8_t* const dict, const uint8_t flags, const int pos) { if (UnigramDictionary::FLAG_HAS_SHORTCUT_TARGETS & flags) { return pos + shortcutByteSize(dict, pos); } else { return pos; } } inline int BinaryFormat::skipBigrams(const uint8_t* const dict, const uint8_t flags, const int pos) { if (UnigramDictionary::FLAG_HAS_BIGRAMS & flags) { return skipExistingBigrams(dict, pos); } else { return pos; } } inline int BinaryFormat::skipAllAttributes(const uint8_t* const dict, const uint8_t flags, const int pos) { // This function skips all attributes: shortcuts and bigrams. int newPos = pos; newPos = skipShortcuts(dict, flags, newPos); newPos = skipBigrams(dict, flags, newPos); return newPos; } inline int BinaryFormat::skipChildrenPosAndAttributes(const uint8_t* const dict, const uint8_t flags, const int pos) { int currentPos = pos; currentPos = skipChildrenPosition(flags, currentPos); currentPos = skipAllAttributes(dict, flags, currentPos); return currentPos; } inline int BinaryFormat::readChildrenPosition(const uint8_t* const dict, const uint8_t flags, const int pos) { int offset = 0; switch (UnigramDictionary::MASK_GROUP_ADDRESS_TYPE & flags) { case UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_ONEBYTE: offset = dict[pos]; break; case UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_TWOBYTES: offset = dict[pos] << 8; offset += dict[pos + 1]; break; case UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_THREEBYTES: offset = dict[pos] << 16; offset += dict[pos + 1] << 8; offset += dict[pos + 2]; break; default: // If we come here, it means we asked for the children of a word with // no children. return -1; } return pos + offset; } inline bool BinaryFormat::hasChildrenInFlags(const uint8_t flags) { return (UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_NOADDRESS != (UnigramDictionary::MASK_GROUP_ADDRESS_TYPE & flags)); } inline int BinaryFormat::getAttributeAddressAndForwardPointer(const uint8_t* const dict, const uint8_t flags, int *pos) { int offset = 0; const int origin = *pos; switch (UnigramDictionary::MASK_ATTRIBUTE_ADDRESS_TYPE & flags) { case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_ONEBYTE: offset = dict[origin]; *pos = origin + 1; break; case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_TWOBYTES: offset = dict[origin] << 8; offset += dict[origin + 1]; *pos = origin + 2; break; case UnigramDictionary::FLAG_ATTRIBUTE_ADDRESS_TYPE_THREEBYTES: offset = dict[origin] << 16; offset += dict[origin + 1] << 8; offset += dict[origin + 2]; *pos = origin + 3; break; } if (UnigramDictionary::FLAG_ATTRIBUTE_OFFSET_NEGATIVE & flags) { return origin - offset; } else { return origin + offset; } } // This function gets the byte position of the last chargroup of the exact matching word in the // dictionary. If no match is found, it returns NOT_VALID_WORD. inline int BinaryFormat::getTerminalPosition(const uint8_t* const root, const int32_t* const inWord, const int length) { int pos = 0; int wordPos = 0; while (true) { // If we already traversed the tree further than the word is long, there means // there was no match (or we would have found it). if (wordPos > length) return NOT_VALID_WORD; int charGroupCount = BinaryFormat::getGroupCountAndForwardPointer(root, &pos); const int32_t wChar = inWord[wordPos]; while (true) { // If there are no more character groups in this node, it means we could not // find a matching character for this depth, therefore there is no match. if (0 >= charGroupCount) return NOT_VALID_WORD; const int charGroupPos = pos; const uint8_t flags = BinaryFormat::getFlagsAndForwardPointer(root, &pos); int32_t character = BinaryFormat::getCharCodeAndForwardPointer(root, &pos); if (character == wChar) { // This is the correct node. Only one character group may start with the same // char within a node, so either we found our match in this node, or there is // no match and we can return NOT_VALID_WORD. So we will check all the characters // in this character group indeed does match. if (UnigramDictionary::FLAG_HAS_MULTIPLE_CHARS & flags) { character = BinaryFormat::getCharCodeAndForwardPointer(root, &pos); while (NOT_A_CHARACTER != character) { ++wordPos; // If we shoot the length of the word we search for, or if we find a single // character that does not match, as explained above, it means the word is // not in the dictionary (by virtue of this chargroup being the only one to // match the word on the first character, but not matching the whole word). if (wordPos > length) return NOT_VALID_WORD; if (inWord[wordPos] != character) return NOT_VALID_WORD; character = BinaryFormat::getCharCodeAndForwardPointer(root, &pos); } } // If we come here we know that so far, we do match. Either we are on a terminal // and we match the length, in which case we found it, or we traverse children. // If we don't match the length AND don't have children, then a word in the // dictionary fully matches a prefix of the searched word but not the full word. ++wordPos; if (UnigramDictionary::FLAG_IS_TERMINAL & flags) { if (wordPos == length) { return charGroupPos; } pos = BinaryFormat::skipFrequency(UnigramDictionary::FLAG_IS_TERMINAL, pos); } if (UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_NOADDRESS == (UnigramDictionary::MASK_GROUP_ADDRESS_TYPE & flags)) { return NOT_VALID_WORD; } // We have children and we are still shorter than the word we are searching for, so // we need to traverse children. Put the pointer on the children position, and // break pos = BinaryFormat::readChildrenPosition(root, flags, pos); break; } else { // This chargroup does not match, so skip the remaining part and go to the next. if (UnigramDictionary::FLAG_HAS_MULTIPLE_CHARS & flags) { pos = BinaryFormat::skipOtherCharacters(root, pos); } pos = BinaryFormat::skipFrequency(flags, pos); pos = BinaryFormat::skipChildrenPosAndAttributes(root, flags, pos); } --charGroupCount; } } } // This function searches for a terminal in the dictionary by its address. // Due to the fact that words are ordered in the dictionary in a strict breadth-first order, // it is possible to check for this with advantageous complexity. For each node, we search // for groups with children and compare the children address with the address we look for. // When we shoot the address we look for, it means the word we look for is in the children // of the previous group. The only tricky part is the fact that if we arrive at the end of a // node with the last group's children address still less than what we are searching for, we // must descend the last group's children (for example, if the word we are searching for starts // with a z, it's the last group of the root node, so all children addresses will be smaller // than the address we look for, and we have to descend the z node). /* Parameters : * root: the dictionary buffer * address: the byte position of the last chargroup of the word we are searching for (this is * what is stored as the "bigram address" in each bigram) * outword: an array to write the found word, with MAX_WORD_LENGTH size. * outUnigramFrequency: a pointer to an int to write the frequency into. * Return value : the length of the word, of 0 if the word was not found. */ inline int BinaryFormat::getWordAtAddress(const uint8_t* const root, const int address, const int maxDepth, uint16_t* outWord, int* outUnigramFrequency) { int pos = 0; int wordPos = 0; // One iteration of the outer loop iterates through nodes. As stated above, we will only // traverse nodes that are actually a part of the terminal we are searching, so each time // we enter this loop we are one depth level further than last time. // The only reason we count nodes is because we want to reduce the probability of infinite // looping in case there is a bug. Since we know there is an upper bound to the depth we are // supposed to traverse, it does not hurt to count iterations. for (int loopCount = maxDepth; loopCount > 0; --loopCount) { int lastCandidateGroupPos = 0; // Let's loop through char groups in this node searching for either the terminal // or one of its ascendants. for (int charGroupCount = getGroupCountAndForwardPointer(root, &pos); charGroupCount > 0; --charGroupCount) { const int startPos = pos; const uint8_t flags = getFlagsAndForwardPointer(root, &pos); const int32_t character = getCharCodeAndForwardPointer(root, &pos); if (address == startPos) { // We found the address. Copy the rest of the word in the buffer and return // the length. outWord[wordPos] = character; if (UnigramDictionary::FLAG_HAS_MULTIPLE_CHARS & flags) { int32_t nextChar = getCharCodeAndForwardPointer(root, &pos); // We count chars in order to avoid infinite loops if the file is broken or // if there is some other bug int charCount = maxDepth; while (NOT_A_CHARACTER != nextChar && --charCount > 0) { outWord[++wordPos] = nextChar; nextChar = getCharCodeAndForwardPointer(root, &pos); } } *outUnigramFrequency = readFrequencyWithoutMovingPointer(root, pos); return ++wordPos; } // We need to skip past this char group, so skip any remaining chars after the // first and possibly the frequency. if (UnigramDictionary::FLAG_HAS_MULTIPLE_CHARS & flags) { pos = skipOtherCharacters(root, pos); } pos = skipFrequency(flags, pos); // The fact that this group has children is very important. Since we already know // that this group does not match, if it has no children we know it is irrelevant // to what we are searching for. const bool hasChildren = (UnigramDictionary::FLAG_GROUP_ADDRESS_TYPE_NOADDRESS != (UnigramDictionary::MASK_GROUP_ADDRESS_TYPE & flags)); // We will write in `found' whether we have passed the children address we are // searching for. For example if we search for "beer", the children of b are less // than the address we are searching for and the children of c are greater. When we // come here for c, we realize this is too big, and that we should descend b. bool found; if (hasChildren) { // Here comes the tricky part. First, read the children position. const int childrenPos = readChildrenPosition(root, flags, pos); if (childrenPos > address) { // If the children pos is greater than address, it means the previous chargroup, // which address is stored in lastCandidateGroupPos, was the right one. found = true; } else if (1 >= charGroupCount) { // However if we are on the LAST group of this node, and we have NOT shot the // address we should descend THIS node. So we trick the lastCandidateGroupPos // so that we will descend this node, not the previous one. lastCandidateGroupPos = startPos; found = true; } else { // Else, we should continue looking. found = false; } } else { // Even if we don't have children here, we could still be on the last group of this // node. If this is the case, we should descend the last group that had children, // and their address is already in lastCandidateGroup. found = (1 >= charGroupCount); } if (found) { // Okay, we found the group we should descend. Its address is in // the lastCandidateGroupPos variable, so we just re-read it. if (0 != lastCandidateGroupPos) { const uint8_t lastFlags = getFlagsAndForwardPointer(root, &lastCandidateGroupPos); const int32_t lastChar = getCharCodeAndForwardPointer(root, &lastCandidateGroupPos); // We copy all the characters in this group to the buffer outWord[wordPos] = lastChar; if (UnigramDictionary::FLAG_HAS_MULTIPLE_CHARS & lastFlags) { int32_t nextChar = getCharCodeAndForwardPointer(root, &lastCandidateGroupPos); int charCount = maxDepth; while (-1 != nextChar && --charCount > 0) { outWord[++wordPos] = nextChar; nextChar = getCharCodeAndForwardPointer(root, &lastCandidateGroupPos); } } ++wordPos; // Now we only need to branch to the children address. Skip the frequency if // it's there, read pos, and break to resume the search at pos. lastCandidateGroupPos = skipFrequency(lastFlags, lastCandidateGroupPos); pos = readChildrenPosition(root, lastFlags, lastCandidateGroupPos); break; } else { // Here is a little tricky part: we come here if we found out that all children // addresses in this group are bigger than the address we are searching for. // Should we conclude the word is not in the dictionary? No! It could still be // one of the remaining chargroups in this node, so we have to keep looking in // this node until we find it (or we realize it's not there either, in which // case it's actually not in the dictionary). Pass the end of this group, ready // to start the next one. pos = skipChildrenPosAndAttributes(root, flags, pos); } } else { // If we did not find it, we should record the last children address for the next // iteration. if (hasChildren) lastCandidateGroupPos = startPos; // Now skip the end of this group (children pos and the attributes if any) so that // our pos is after the end of this char group, at the start of the next one. pos = skipChildrenPosAndAttributes(root, flags, pos); } } } // If we have looked through all the chargroups and found no match, the address is // not the address of a terminal in this dictionary. return 0; } static inline int backoff(const int unigramFreq) { return unigramFreq; // For some reason, applying the backoff weight gives bad results in tests. To apply the // backoff weight, we divide the probability by 2, which in our storing format means // decreasing the score by 8. // TODO: figure out what's wrong with this. // return unigramFreq > 8 ? unigramFreq - 8 : (0 == unigramFreq ? 0 : 8); } inline int BinaryFormat::computeFrequencyForBigram(const int unigramFreq, const int bigramFreq) { // We divide the range [unigramFreq..255] in 16.5 steps - in other words, we want the // unigram frequency to be the median value of the 17th step from the top. A value of // 0 for the bigram frequency represents the middle of the 16th step from the top, // while a value of 15 represents the middle of the top step. // See makedict.BinaryDictInputOutput for details. const float stepSize = ((float)MAX_FREQ - unigramFreq) / (1.5f + MAX_BIGRAM_FREQ); return (int)(unigramFreq + (bigramFreq + 1) * stepSize); } // This returns a probability in log space. inline int BinaryFormat::getProbability(const int position, const std::map *bigramMap, const uint8_t *bigramFilter, const int unigramFreq) { if (!bigramMap || !bigramFilter) return backoff(unigramFreq); if (!isInFilter(bigramFilter, position)) return backoff(unigramFreq); const std::map::const_iterator bigramFreqIt = bigramMap->find(position); if (bigramFreqIt != bigramMap->end()) { const int bigramFreq = bigramFreqIt->second; return computeFrequencyForBigram(unigramFreq, bigramFreq); } else { return backoff(unigramFreq); } } } // namespace latinime #endif // LATINIME_BINARY_FORMAT_H