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- ///////////////////////////////////////////////////////////////////////
- // File: unicharcompress.h
- // Description: Unicode re-encoding using a sequence of smaller numbers in
- // place of a single large code for CJK, similarly for Indic,
- // and dissection of ligatures for other scripts.
- // Author: Ray Smith
- // Created: Wed Mar 04 14:45:01 PST 2015
- //
- // (C) Copyright 2015, Google Inc.
- // 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 TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
- #define TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
- #include <unordered_map>
- #include "serialis.h"
- #include "strngs.h"
- #include "unicharset.h"
- namespace tesseract {
- // Trivial class to hold the code for a recoded unichar-id.
- class RecodedCharID {
- public:
- // The maximum length of a code.
- static const int kMaxCodeLen = 9;
- RecodedCharID() : self_normalized_(1), length_(0) {
- memset(code_, 0, sizeof(code_));
- }
- void Truncate(int length) { length_ = length; }
- // Sets the code value at the given index in the code.
- void Set(int index, int value) {
- code_[index] = value;
- if (length_ <= index) length_ = index + 1;
- }
- // Shorthand for setting codes of length 3, as all Hangul and Han codes are
- // length 3.
- void Set3(int code0, int code1, int code2) {
- length_ = 3;
- code_[0] = code0;
- code_[1] = code1;
- code_[2] = code2;
- }
- // Accessors
- int length() const { return length_; }
- int operator()(int index) const { return code_[index]; }
- // Writes to the given file. Returns false in case of error.
- bool Serialize(TFile* fp) const {
- return fp->Serialize(&self_normalized_) &&
- fp->Serialize(&length_) &&
- fp->Serialize(&code_[0], length_);
- }
- // Reads from the given file. Returns false in case of error.
- bool DeSerialize(TFile* fp) {
- return fp->DeSerialize(&self_normalized_) &&
- fp->DeSerialize(&length_) &&
- fp->DeSerialize(&code_[0], length_);
- }
- bool operator==(const RecodedCharID& other) const {
- if (length_ != other.length_) return false;
- for (int i = 0; i < length_; ++i) {
- if (code_[i] != other.code_[i]) return false;
- }
- return true;
- }
- // Hash functor for RecodedCharID.
- struct RecodedCharIDHash {
- size_t operator()(const RecodedCharID& code) const {
- size_t result = 0;
- for (int i = 0; i < code.length_; ++i) {
- result ^= code(i) << (7 * i);
- }
- return result;
- }
- };
- private:
- // True if this code is self-normalizing, ie is the master entry for indices
- // that map to the same code. Has boolean value, but int8_t for serialization.
- int8_t self_normalized_;
- // The number of elements in use in code_;
- int32_t length_;
- // The re-encoded form of the unichar-id to which this RecodedCharID relates.
- int32_t code_[kMaxCodeLen];
- };
- // Class holds a "compression" of a unicharset to simplify the learning problem
- // for a neural-network-based classifier.
- // Objectives:
- // 1 (CJK): Ids of a unicharset with a large number of classes are expressed as
- // a sequence of 3 codes with much fewer values.
- // This is achieved using the Jamo coding for Hangul and the Unicode
- // Radical-Stroke-index for Han.
- // 2 (Indic): Instead of thousands of codes with one for each grapheme, re-code
- // as the unicode sequence (but coded in a more compact space).
- // 3 (the rest): Eliminate multi-path problems with ligatures and fold confusing
- // and not significantly distinct shapes (quotes) together, ie
- // represent the fi ligature as the f-i pair, and fold u+2019 and
- // friends all onto ascii single '
- // 4 The null character and mapping to target activations:
- // To save horizontal coding space, the compressed codes are generally mapped
- // to target network activations without intervening null characters, BUT
- // in the case of ligatures, such as ff, null characters have to be included
- // so existence of repeated codes is detected at codebook-building time, and
- // null characters are embedded directly into the codes, so the rest of the
- // system doesn't need to worry about the problem (much). There is still an
- // effect on the range of ways in which the target activations can be
- // generated.
- //
- // The computed code values are compact (no unused values), and, for CJK,
- // unique (each code position uses a disjoint set of values from each other code
- // position). For non-CJK, the same code value CAN be used in multiple
- // positions, eg the ff ligature is converted to <f> <nullchar> <f>, where <f>
- // is the same code as is used for the single f.
- class UnicharCompress {
- public:
- UnicharCompress();
- UnicharCompress(const UnicharCompress& src);
- ~UnicharCompress();
- UnicharCompress& operator=(const UnicharCompress& src);
- // The 1st Hangul unicode.
- static const int kFirstHangul = 0xac00;
- // The number of Hangul unicodes.
- static const int kNumHangul = 11172;
- // The number of Jamos for each of the 3 parts of a Hangul character, being
- // the Leading consonant, Vowel and Trailing consonant.
- static const int kLCount = 19;
- static const int kVCount = 21;
- static const int kTCount = 28;
- // Computes the encoding for the given unicharset. It is a requirement that
- // the file training/langdata/radical-stroke.txt have been read into the
- // input string radical_stroke_table.
- // Returns false if the encoding cannot be constructed.
- bool ComputeEncoding(const UNICHARSET& unicharset, int null_id,
- STRING* radical_stroke_table);
- // Sets up an encoder that doesn't change the unichars at all, so it just
- // passes them through unchanged.
- void SetupPassThrough(const UNICHARSET& unicharset);
- // Sets up an encoder directly using the given encoding vector, which maps
- // unichar_ids to the given codes.
- void SetupDirect(const GenericVector<RecodedCharID>& codes);
- // Returns the number of different values that can be used in a code, ie
- // 1 + the maximum value that will ever be used by an RecodedCharID code in
- // any position in its array.
- int code_range() const { return code_range_; }
- // Encodes a single unichar_id. Returns the length of the code, (or zero if
- // invalid input), and the encoding itself in code.
- int EncodeUnichar(int unichar_id, RecodedCharID* code) const;
- // Decodes code, returning the original unichar-id, or
- // INVALID_UNICHAR_ID if the input is invalid.
- int DecodeUnichar(const RecodedCharID& code) const;
- // Returns true if the given code is a valid start or single code.
- bool IsValidFirstCode(int code) const { return is_valid_start_[code]; }
- // Returns a list of valid non-final next codes for a given prefix code,
- // which may be empty.
- const GenericVector<int>* GetNextCodes(const RecodedCharID& code) const {
- auto it = next_codes_.find(code);
- return it == next_codes_.end() ? nullptr : it->second;
- }
- // Returns a list of valid final codes for a given prefix code, which may
- // be empty.
- const GenericVector<int>* GetFinalCodes(const RecodedCharID& code) const {
- auto it = final_codes_.find(code);
- return it == final_codes_.end() ? nullptr : it->second;
- }
- // Writes to the given file. Returns false in case of error.
- bool Serialize(TFile* fp) const;
- // Reads from the given file. Returns false in case of error.
- bool DeSerialize(TFile* fp);
- // Returns a STRING containing a text file that describes the encoding thus:
- // <index>[,<index>]*<tab><UTF8-str><newline>
- // In words, a comma-separated list of one or more indices, followed by a tab
- // and the UTF-8 string that the code represents per line. Most simple scripts
- // will encode a single index to a UTF8-string, but Chinese, Japanese, Korean
- // and the Indic scripts will contain a many-to-many mapping.
- // See the class comment above for details.
- STRING GetEncodingAsString(const UNICHARSET& unicharset) const;
- // Helper decomposes a Hangul unicode to 3 parts, leading, vowel, trailing.
- // Note that the returned values are 0-based indices, NOT unicode Jamo.
- // Returns false if the input is not in the Hangul unicode range.
- static bool DecomposeHangul(int unicode, int* leading, int* vowel,
- int* trailing);
- private:
- // Renumbers codes to eliminate unused values.
- void DefragmentCodeValues(int encoded_null);
- // Computes the value of code_range_ from the encoder_.
- void ComputeCodeRange();
- // Initializes the decoding hash_map from the encoder_ array.
- void SetupDecoder();
- // Frees allocated memory.
- void Cleanup();
- // The encoder that maps a unichar-id to a sequence of small codes.
- // encoder_ is the only part that is serialized. The rest is computed on load.
- GenericVector<RecodedCharID> encoder_;
- // Decoder converts the output of encoder back to a unichar-id.
- std::unordered_map<RecodedCharID, int, RecodedCharID::RecodedCharIDHash>
- decoder_;
- // True if the index is a valid single or start code.
- GenericVector<bool> is_valid_start_;
- // Maps a prefix code to a list of valid next codes.
- // The map owns the vectors.
- std::unordered_map<RecodedCharID, GenericVectorEqEq<int>*,
- RecodedCharID::RecodedCharIDHash>
- next_codes_;
- // Maps a prefix code to a list of valid final codes.
- // The map owns the vectors.
- std::unordered_map<RecodedCharID, GenericVectorEqEq<int>*,
- RecodedCharID::RecodedCharIDHash>
- final_codes_;
- // Max of any value in encoder_ + 1.
- int code_range_;
- };
- } // namespace tesseract.
- #endif // TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
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