/* * 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 #include #include "bloom_filter.h" #include "char_utils.h" #include "hash_map_compat.h" namespace latinime { class BinaryFormat { public: // Mask and flags for children address type selection. static const int MASK_GROUP_ADDRESS_TYPE = 0xC0; // Flag for single/multiple char group static const int FLAG_HAS_MULTIPLE_CHARS = 0x20; // Flag for terminal groups static const int FLAG_IS_TERMINAL = 0x10; // Flag for shortcut targets presence static const int FLAG_HAS_SHORTCUT_TARGETS = 0x08; // Flag for bigram presence static const int FLAG_HAS_BIGRAMS = 0x04; // Flag for non-words (typically, shortcut only entries) static const int FLAG_IS_NOT_A_WORD = 0x02; // Flag for blacklist static const int FLAG_IS_BLACKLISTED = 0x01; // Attribute (bigram/shortcut) related flags: // Flag for presence of more attributes static const int FLAG_ATTRIBUTE_HAS_NEXT = 0x80; // Flag for sign of offset. If this flag is set, the offset value must be negated. static const int FLAG_ATTRIBUTE_OFFSET_NEGATIVE = 0x40; // Mask for attribute probability, stored on 4 bits inside the flags byte. static const int MASK_ATTRIBUTE_PROBABILITY = 0x0F; // The numeric value of the shortcut probability that means 'whitelist'. static const int WHITELIST_SHORTCUT_PROBABILITY = 15; // Mask and flags for attribute address type selection. static const int MASK_ATTRIBUTE_ADDRESS_TYPE = 0x30; static const int UNKNOWN_FORMAT = -1; static const int SHORTCUT_LIST_SIZE_SIZE = 2; static int detectFormat(const uint8_t *const dict, const int dictSize); static int getHeaderSize(const uint8_t *const dict, const int dictSize); static int getFlags(const uint8_t *const dict, const int dictSize); static bool hasBlacklistedOrNotAWordFlag(const int flags); static void readHeaderValue(const uint8_t *const dict, const int dictSize, const char *const key, int *outValue, const int outValueSize); static int readHeaderValueInt(const uint8_t *const dict, const int dictSize, const char *const key); static int getGroupCountAndForwardPointer(const uint8_t *const dict, int *pos); static uint8_t getFlagsAndForwardPointer(const uint8_t *const dict, int *pos); static int getCodePointAndForwardPointer(const uint8_t *const dict, int *pos); static int readProbabilityWithoutMovingPointer(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 skipProbability(const uint8_t flags, const int pos); static int skipShortcuts(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 getAttributeProbabilityFromFlags(const int flags); static int getTerminalPosition(const uint8_t *const root, const int *const inWord, const int length, const bool forceLowerCaseSearch); static int getWordAtAddress(const uint8_t *const root, const int address, const int maxDepth, int *outWord, int *outUnigramProbability); static int computeProbabilityForBigram( const int unigramProbability, const int bigramProbability); static int getProbability(const int position, const std::map *bigramMap, const uint8_t *bigramFilter, const int unigramProbability); static int getBigramProbabilityFromHashMap(const int position, const hash_map_compat *bigramMap, const int unigramProbability); static float getMultiWordCostMultiplier(const uint8_t *const dict, const int dictSize); static void fillBigramProbabilityToHashMap(const uint8_t *const root, int position, hash_map_compat *bigramMap); static int getBigramProbability(const uint8_t *const root, int position, const int nextPosition, const int unigramProbability); // 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 }; private: DISALLOW_IMPLICIT_CONSTRUCTORS(BinaryFormat); static int getBigramListPositionForWordPosition(const uint8_t *const root, int position); static const int FLAG_GROUP_ADDRESS_TYPE_NOADDRESS = 0x00; static const int FLAG_GROUP_ADDRESS_TYPE_ONEBYTE = 0x40; static const int FLAG_GROUP_ADDRESS_TYPE_TWOBYTES = 0x80; static const int FLAG_GROUP_ADDRESS_TYPE_THREEBYTES = 0xC0; static const int FLAG_ATTRIBUTE_ADDRESS_TYPE_ONEBYTE = 0x10; static const int FLAG_ATTRIBUTE_ADDRESS_TYPE_TWOBYTES = 0x20; static const int FLAG_ATTRIBUTE_ADDRESS_TYPE_THREEBYTES = 0x30; // Any file smaller than this is not a dictionary. static const int DICTIONARY_MINIMUM_SIZE = 4; // 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. static const int FORMAT_VERSION_1_MAGIC_NUMBER = 0x78B10100; static const 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. static const int FORMAT_VERSION_2_MAGIC_NUMBER = -1681835266; // 0x9BC13AFE // Magic number (4 bytes), version (2 bytes), options (2 bytes), header size (4 bytes) = 12 static const int FORMAT_VERSION_2_MINIMUM_SIZE = 12; static const int CHARACTER_ARRAY_TERMINATOR_SIZE = 1; static const int MINIMAL_ONE_BYTE_CHARACTER_VALUE = 0x20; static const int CHARACTER_ARRAY_TERMINATOR = 0x1F; static const int MULTIPLE_BYTE_CHARACTER_ADDITIONAL_SIZE = 2; static const int NO_FLAGS = 0; static int skipAllAttributes(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); }; AK_FORCE_INLINE int BinaryFormat::detectFormat(const uint8_t *const dict, const int dictSize) { // The magic number is stored big-endian. // If the dictionary is less than 4 bytes, we can't even read the magic number, so we don't // understand this format. if (dictSize < DICTIONARY_MINIMUM_SIZE) return UNKNOWN_FORMAT; const int 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: // Version 2 dictionaries are at least 12 bytes long (see below details for the header). // If this dictionary has the version 2 magic number but is less than 12 bytes long, then // it's an unknown format and we need to avoid confidently reading the next bytes. if (dictSize < FORMAT_VERSION_2_MINIMUM_SIZE) return UNKNOWN_FORMAT; // 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 int BinaryFormat::getFlags(const uint8_t *const dict, const int dictSize) { switch (detectFormat(dict, dictSize)) { case 1: return NO_FLAGS; // TODO: NO_FLAGS is unused anywhere else? default: return (dict[6] << 8) + dict[7]; } } inline bool BinaryFormat::hasBlacklistedOrNotAWordFlag(const int flags) { return (flags & (FLAG_IS_BLACKLISTED | FLAG_IS_NOT_A_WORD)) != 0; } inline int BinaryFormat::getHeaderSize(const uint8_t *const dict, const int dictSize) { switch (detectFormat(dict, dictSize)) { 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 S_INT_MAX; } } inline void BinaryFormat::readHeaderValue(const uint8_t *const dict, const int dictSize, const char *const key, int *outValue, const int outValueSize) { int outValueIndex = 0; // Only format 2 and above have header attributes as {key,value} string pairs. For prior // formats, we just return an empty string, as if the key wasn't found. if (2 <= detectFormat(dict, dictSize)) { const int headerOptionsOffset = 4 /* magic number */ + 2 /* dictionary version */ + 2 /* flags */; const int headerSize = (dict[headerOptionsOffset] << 24) + (dict[headerOptionsOffset + 1] << 16) + (dict[headerOptionsOffset + 2] << 8) + dict[headerOptionsOffset + 3]; const int headerEnd = headerOptionsOffset + 4 + headerSize; int index = headerOptionsOffset + 4; while (index < headerEnd) { int keyIndex = 0; int codePoint = getCodePointAndForwardPointer(dict, &index); while (codePoint != NOT_A_CODE_POINT) { if (codePoint != key[keyIndex++]) { break; } codePoint = getCodePointAndForwardPointer(dict, &index); } if (codePoint == NOT_A_CODE_POINT && key[keyIndex] == 0) { // We found the key! Copy and return the value. codePoint = getCodePointAndForwardPointer(dict, &index); while (codePoint != NOT_A_CODE_POINT && outValueIndex < outValueSize) { outValue[outValueIndex++] = codePoint; codePoint = getCodePointAndForwardPointer(dict, &index); } // Finished copying. Break to go to the termination code. break; } // We didn't find the key, skip the remainder of it and its value while (codePoint != NOT_A_CODE_POINT) { codePoint = getCodePointAndForwardPointer(dict, &index); } codePoint = getCodePointAndForwardPointer(dict, &index); while (codePoint != NOT_A_CODE_POINT) { codePoint = getCodePointAndForwardPointer(dict, &index); } } // We couldn't find it - fall through and return an empty value. } // Put a terminator 0 if possible at all (always unless outValueSize is <= 0) if (outValueIndex >= outValueSize) outValueIndex = outValueSize - 1; if (outValueIndex >= 0) outValue[outValueIndex] = 0; } inline int BinaryFormat::readHeaderValueInt(const uint8_t *const dict, const int dictSize, const char *const key) { const int bufferSize = LARGEST_INT_DIGIT_COUNT; int intBuffer[bufferSize]; char charBuffer[bufferSize]; BinaryFormat::readHeaderValue(dict, dictSize, key, intBuffer, bufferSize); for (int i = 0; i < bufferSize; ++i) { charBuffer[i] = intBuffer[i]; } // If not a number, return S_INT_MIN if (!isdigit(charBuffer[0])) return S_INT_MIN; return atoi(charBuffer); } AK_FORCE_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 float BinaryFormat::getMultiWordCostMultiplier(const uint8_t *const dict, const int dictSize) { const int headerValue = readHeaderValueInt(dict, dictSize, "MULTIPLE_WORDS_DEMOTION_RATE"); if (headerValue == S_INT_MIN) { return 1.0f; } if (headerValue <= 0) { return static_cast(MAX_VALUE_FOR_WEIGHTING); } return 100.0f / static_cast(headerValue); } inline uint8_t BinaryFormat::getFlagsAndForwardPointer(const uint8_t *const dict, int *pos) { return dict[(*pos)++]; } AK_FORCE_INLINE int BinaryFormat::getCodePointAndForwardPointer(const uint8_t *const dict, int *pos) { const int origin = *pos; const int codePoint = dict[origin]; if (codePoint < MINIMAL_ONE_BYTE_CHARACTER_VALUE) { if (codePoint == CHARACTER_ARRAY_TERMINATOR) { *pos = origin + 1; return NOT_A_CODE_POINT; } else { *pos = origin + 3; const int char_1 = codePoint << 16; const int char_2 = char_1 + (dict[origin + 1] << 8); return char_2 + dict[origin + 2]; } } else { *pos = origin + 1; return codePoint; } } inline int BinaryFormat::readProbabilityWithoutMovingPointer(const uint8_t *const dict, const int pos) { return dict[pos]; } AK_FORCE_INLINE int BinaryFormat::skipOtherCharacters(const uint8_t *const dict, const int pos) { int currentPos = pos; int 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 & BinaryFormat::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 * BinaryFormat::MASK_ATTRIBUTE_ADDRESS_TYPE) { case FLAG_ATTRIBUTE_ADDRESS_TYPE_ONEBYTE: return 1; case FLAG_ATTRIBUTE_ADDRESS_TYPE_TWOBYTES: return 2; case FLAG_ATTRIBUTE_ADDRESS_TYPE_THREEBYTE: return 3; default: return 0; } */ } static AK_FORCE_INLINE int skipExistingBigrams(const uint8_t *const dict, const int pos) { int currentPos = pos; uint8_t flags = BinaryFormat::getFlagsAndForwardPointer(dict, ¤tPos); while (flags & BinaryFormat::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 (BinaryFormat::MASK_GROUP_ADDRESS_TYPE & flags) >> CHILDREN_ADDRESS_SHIFT; /* See the note in attributeAddressSize. The same applies here */ } static AK_FORCE_INLINE int shortcutByteSize(const uint8_t *const dict, const int pos) { return (static_cast(dict[pos] << 8)) + (dict[pos + 1]); } inline int BinaryFormat::skipChildrenPosition(const uint8_t flags, const int pos) { return pos + childrenAddressSize(flags); } inline int BinaryFormat::skipProbability(const uint8_t flags, const int pos) { return FLAG_IS_TERMINAL & flags ? pos + 1 : pos; } AK_FORCE_INLINE int BinaryFormat::skipShortcuts(const uint8_t *const dict, const uint8_t flags, const int pos) { if (FLAG_HAS_SHORTCUT_TARGETS & flags) { return pos + shortcutByteSize(dict, pos); } else { return pos; } } AK_FORCE_INLINE int BinaryFormat::skipBigrams(const uint8_t *const dict, const uint8_t flags, const int pos) { if (FLAG_HAS_BIGRAMS & flags) { return skipExistingBigrams(dict, pos); } else { return pos; } } AK_FORCE_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; } AK_FORCE_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; } AK_FORCE_INLINE int BinaryFormat::readChildrenPosition(const uint8_t *const dict, const uint8_t flags, const int pos) { int offset = 0; switch (MASK_GROUP_ADDRESS_TYPE & flags) { case FLAG_GROUP_ADDRESS_TYPE_ONEBYTE: offset = dict[pos]; break; case FLAG_GROUP_ADDRESS_TYPE_TWOBYTES: offset = dict[pos] << 8; offset += dict[pos + 1]; break; case 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 (FLAG_GROUP_ADDRESS_TYPE_NOADDRESS != (MASK_GROUP_ADDRESS_TYPE & flags)); } AK_FORCE_INLINE int BinaryFormat::getAttributeAddressAndForwardPointer(const uint8_t *const dict, const uint8_t flags, int *pos) { int offset = 0; const int origin = *pos; switch (MASK_ATTRIBUTE_ADDRESS_TYPE & flags) { case FLAG_ATTRIBUTE_ADDRESS_TYPE_ONEBYTE: offset = dict[origin]; *pos = origin + 1; break; case FLAG_ATTRIBUTE_ADDRESS_TYPE_TWOBYTES: offset = dict[origin] << 8; offset += dict[origin + 1]; *pos = origin + 2; break; case FLAG_ATTRIBUTE_ADDRESS_TYPE_THREEBYTES: offset = dict[origin] << 16; offset += dict[origin + 1] << 8; offset += dict[origin + 2]; *pos = origin + 3; break; } if (FLAG_ATTRIBUTE_OFFSET_NEGATIVE & flags) { return origin - offset; } else { return origin + offset; } } inline int BinaryFormat::getAttributeProbabilityFromFlags(const int flags) { return flags & MASK_ATTRIBUTE_PROBABILITY; } // 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. AK_FORCE_INLINE int BinaryFormat::getTerminalPosition(const uint8_t *const root, const int *const inWord, const int length, const bool forceLowerCaseSearch) { 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 int wChar = forceLowerCaseSearch ? toLowerCase(inWord[wordPos]) : 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); int character = BinaryFormat::getCodePointAndForwardPointer(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 (FLAG_HAS_MULTIPLE_CHARS & flags) { character = BinaryFormat::getCodePointAndForwardPointer(root, &pos); while (NOT_A_CODE_POINT != 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::getCodePointAndForwardPointer(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 (FLAG_IS_TERMINAL & flags) { if (wordPos == length) { return charGroupPos; } pos = BinaryFormat::skipProbability(FLAG_IS_TERMINAL, pos); } if (FLAG_GROUP_ADDRESS_TYPE_NOADDRESS == (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 (FLAG_HAS_MULTIPLE_CHARS & flags) { pos = BinaryFormat::skipOtherCharacters(root, pos); } pos = BinaryFormat::skipProbability(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. * outUnigramProbability: a pointer to an int to write the probability into. * Return value : the length of the word, of 0 if the word was not found. */ AK_FORCE_INLINE int BinaryFormat::getWordAtAddress(const uint8_t *const root, const int address, const int maxDepth, int *outWord, int *outUnigramProbability) { 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 int character = getCodePointAndForwardPointer(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 (FLAG_HAS_MULTIPLE_CHARS & flags) { int nextChar = getCodePointAndForwardPointer(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_CODE_POINT != nextChar && --charCount > 0) { outWord[++wordPos] = nextChar; nextChar = getCodePointAndForwardPointer(root, &pos); } } *outUnigramProbability = readProbabilityWithoutMovingPointer(root, pos); return ++wordPos; } // We need to skip past this char group, so skip any remaining chars after the // first and possibly the probability. if (FLAG_HAS_MULTIPLE_CHARS & flags) { pos = skipOtherCharacters(root, pos); } pos = skipProbability(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 = (FLAG_GROUP_ADDRESS_TYPE_NOADDRESS != (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 int lastChar = getCodePointAndForwardPointer(root, &lastCandidateGroupPos); // We copy all the characters in this group to the buffer outWord[wordPos] = lastChar; if (FLAG_HAS_MULTIPLE_CHARS & lastFlags) { int nextChar = getCodePointAndForwardPointer(root, &lastCandidateGroupPos); int charCount = maxDepth; while (-1 != nextChar && --charCount > 0) { outWord[++wordPos] = nextChar; nextChar = getCodePointAndForwardPointer(root, &lastCandidateGroupPos); } } ++wordPos; // Now we only need to branch to the children address. Skip the probability if // it's there, read pos, and break to resume the search at pos. lastCandidateGroupPos = skipProbability(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 unigramProbability) { return unigramProbability; // 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 unigramProbability > 8 ? unigramProbability - 8 : (0 == unigramProbability ? 0 : 8); } inline int BinaryFormat::computeProbabilityForBigram( const int unigramProbability, const int bigramProbability) { // We divide the range [unigramProbability..255] in 16.5 steps - in other words, we want the // unigram probability to be the median value of the 17th step from the top. A value of // 0 for the bigram probability 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 = static_cast(MAX_PROBABILITY - unigramProbability) / (1.5f + MAX_BIGRAM_ENCODED_PROBABILITY); return unigramProbability + static_cast(static_cast(bigramProbability + 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 unigramProbability) { if (!bigramMap || !bigramFilter) return backoff(unigramProbability); if (!isInFilter(bigramFilter, position)) return backoff(unigramProbability); const std::map::const_iterator bigramProbabilityIt = bigramMap->find(position); if (bigramProbabilityIt != bigramMap->end()) { const int bigramProbability = bigramProbabilityIt->second; return computeProbabilityForBigram(unigramProbability, bigramProbability); } return backoff(unigramProbability); } // This returns a probability in log space. inline int BinaryFormat::getBigramProbabilityFromHashMap(const int position, const hash_map_compat *bigramMap, const int unigramProbability) { if (!bigramMap) return backoff(unigramProbability); const hash_map_compat::const_iterator bigramProbabilityIt = bigramMap->find(position); if (bigramProbabilityIt != bigramMap->end()) { const int bigramProbability = bigramProbabilityIt->second; return computeProbabilityForBigram(unigramProbability, bigramProbability); } return backoff(unigramProbability); } AK_FORCE_INLINE void BinaryFormat::fillBigramProbabilityToHashMap( const uint8_t *const root, int position, hash_map_compat *bigramMap) { position = getBigramListPositionForWordPosition(root, position); if (0 == position) return; uint8_t bigramFlags; do { bigramFlags = getFlagsAndForwardPointer(root, &position); const int probability = MASK_ATTRIBUTE_PROBABILITY & bigramFlags; const int bigramPos = getAttributeAddressAndForwardPointer(root, bigramFlags, &position); (*bigramMap)[bigramPos] = probability; } while (FLAG_ATTRIBUTE_HAS_NEXT & bigramFlags); } AK_FORCE_INLINE int BinaryFormat::getBigramProbability(const uint8_t *const root, int position, const int nextPosition, const int unigramProbability) { position = getBigramListPositionForWordPosition(root, position); if (0 == position) return backoff(unigramProbability); uint8_t bigramFlags; do { bigramFlags = getFlagsAndForwardPointer(root, &position); const int bigramPos = getAttributeAddressAndForwardPointer( root, bigramFlags, &position); if (bigramPos == nextPosition) { const int bigramProbability = MASK_ATTRIBUTE_PROBABILITY & bigramFlags; return computeProbabilityForBigram(unigramProbability, bigramProbability); } } while (FLAG_ATTRIBUTE_HAS_NEXT & bigramFlags); return backoff(unigramProbability); } // Returns a pointer to the start of the bigram list. AK_FORCE_INLINE int BinaryFormat::getBigramListPositionForWordPosition( const uint8_t *const root, int position) { if (NOT_VALID_WORD == position) return 0; const uint8_t flags = getFlagsAndForwardPointer(root, &position); if (!(flags & FLAG_HAS_BIGRAMS)) return 0; if (flags & FLAG_HAS_MULTIPLE_CHARS) { position = skipOtherCharacters(root, position); } else { getCodePointAndForwardPointer(root, &position); } position = skipProbability(flags, position); position = skipChildrenPosition(flags, position); position = skipShortcuts(root, flags, position); return position; } } // namespace latinime #endif // LATINIME_BINARY_FORMAT_H