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https://github.com/tesseract-ocr/tesseract.git
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509a6f0ce0
Signed-off-by: Stefan Weil <sw@weilnetz.de>
246 lines
10 KiB
C++
246 lines
10 KiB
C++
///////////////////////////////////////////////////////////////////////
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// File: unicharcompress.h
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// Description: Unicode re-encoding using a sequence of smaller numbers in
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// place of a single large code for CJK, similarly for Indic,
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// and dissection of ligatures for other scripts.
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// Author: Ray Smith
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// Created: Wed Mar 04 14:45:01 PST 2015
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//
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// (C) Copyright 2015, Google Inc.
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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// http://www.apache.org/licenses/LICENSE-2.0
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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///////////////////////////////////////////////////////////////////////
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#ifndef TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
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#define TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
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#include <unordered_map>
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#include "serialis.h"
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#include "strngs.h"
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#include "unicharset.h"
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namespace tesseract {
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// Trivial class to hold the code for a recoded unichar-id.
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class RecodedCharID {
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public:
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// The maximum length of a code.
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static const int kMaxCodeLen = 9;
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RecodedCharID() : self_normalized_(1), length_(0) {
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memset(code_, 0, sizeof(code_));
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}
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void Truncate(int length) { length_ = length; }
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// Sets the code value at the given index in the code.
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void Set(int index, int value) {
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code_[index] = value;
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if (length_ <= index) length_ = index + 1;
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}
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// Shorthand for setting codes of length 3, as all Hangul and Han codes are
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// length 3.
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void Set3(int code0, int code1, int code2) {
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length_ = 3;
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code_[0] = code0;
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code_[1] = code1;
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code_[2] = code2;
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}
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// Accessors
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int length() const { return length_; }
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int operator()(int index) const { return code_[index]; }
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// Writes to the given file. Returns false in case of error.
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bool Serialize(TFile* fp) const {
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if (fp->FWrite(&self_normalized_, sizeof(self_normalized_), 1) != 1)
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return false;
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if (fp->FWrite(&length_, sizeof(length_), 1) != 1) return false;
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if (fp->FWrite(code_, sizeof(code_[0]), length_) != length_) return false;
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return true;
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}
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// Reads from the given file. Returns false in case of error.
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// If swap is true, assumes a big/little-endian swap is needed.
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bool DeSerialize(TFile* fp) {
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if (fp->FRead(&self_normalized_, sizeof(self_normalized_), 1) != 1)
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return false;
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if (fp->FReadEndian(&length_, sizeof(length_), 1) != 1) return false;
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if (fp->FReadEndian(code_, sizeof(code_[0]), length_) != length_)
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return false;
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return true;
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}
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bool operator==(const RecodedCharID& other) const {
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if (length_ != other.length_) return false;
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for (int i = 0; i < length_; ++i) {
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if (code_[i] != other.code_[i]) return false;
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}
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return true;
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}
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// Hash functor for RecodedCharID.
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struct RecodedCharIDHash {
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size_t operator()(const RecodedCharID& code) const {
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size_t result = 0;
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for (int i = 0; i < code.length_; ++i) {
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result ^= code(i) << (7 * i);
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}
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return result;
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}
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};
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private:
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// True if this code is self-normalizing, ie is the master entry for indices
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// that map to the same code. Has boolean value, but int8_t for serialization.
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int8_t self_normalized_;
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// The number of elements in use in code_;
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int32_t length_;
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// The re-encoded form of the unichar-id to which this RecodedCharID relates.
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int32_t code_[kMaxCodeLen];
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};
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// Class holds a "compression" of a unicharset to simplify the learning problem
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// for a neural-network-based classifier.
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// Objectives:
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// 1 (CJK): Ids of a unicharset with a large number of classes are expressed as
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// a sequence of 3 codes with much fewer values.
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// This is achieved using the Jamo coding for Hangul and the Unicode
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// Radical-Stroke-index for Han.
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// 2 (Indic): Instead of thousands of codes with one for each grapheme, re-code
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// as the unicode sequence (but coded in a more compact space).
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// 3 (the rest): Eliminate multi-path problems with ligatures and fold confusing
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// and not significantly distinct shapes (quotes) together, ie
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// represent the fi ligature as the f-i pair, and fold u+2019 and
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// friends all onto ascii single '
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// 4 The null character and mapping to target activations:
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// To save horizontal coding space, the compressed codes are generally mapped
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// to target network activations without intervening null characters, BUT
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// in the case of ligatures, such as ff, null characters have to be included
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// so existence of repeated codes is detected at codebook-building time, and
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// null characters are embedded directly into the codes, so the rest of the
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// system doesn't need to worry about the problem (much). There is still an
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// effect on the range of ways in which the target activations can be
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// generated.
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//
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// The computed code values are compact (no unused values), and, for CJK,
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// unique (each code position uses a disjoint set of values from each other code
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// position). For non-CJK, the same code value CAN be used in multiple
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// positions, eg the ff ligature is converted to <f> <nullchar> <f>, where <f>
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// is the same code as is used for the single f.
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class UnicharCompress {
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public:
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UnicharCompress();
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UnicharCompress(const UnicharCompress& src);
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~UnicharCompress();
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UnicharCompress& operator=(const UnicharCompress& src);
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// The 1st Hangul unicode.
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static const int kFirstHangul = 0xac00;
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// The number of Hangul unicodes.
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static const int kNumHangul = 11172;
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// The number of Jamos for each of the 3 parts of a Hangul character, being
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// the Leading consonant, Vowel and Trailing consonant.
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static const int kLCount = 19;
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static const int kVCount = 21;
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static const int kTCount = 28;
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// Computes the encoding for the given unicharset. It is a requirement that
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// the file training/langdata/radical-stroke.txt have been read into the
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// input string radical_stroke_table.
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// Returns false if the encoding cannot be constructed.
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bool ComputeEncoding(const UNICHARSET& unicharset, int null_id,
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STRING* radical_stroke_table);
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// Sets up an encoder that doesn't change the unichars at all, so it just
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// passes them through unchanged.
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void SetupPassThrough(const UNICHARSET& unicharset);
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// Sets up an encoder directly using the given encoding vector, which maps
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// unichar_ids to the given codes.
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void SetupDirect(const GenericVector<RecodedCharID>& codes);
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// Returns the number of different values that can be used in a code, ie
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// 1 + the maximum value that will ever be used by an RecodedCharID code in
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// any position in its array.
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int code_range() const { return code_range_; }
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// Encodes a single unichar_id. Returns the length of the code, (or zero if
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// invalid input), and the encoding itself in code.
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int EncodeUnichar(int unichar_id, RecodedCharID* code) const;
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// Decodes code, returning the original unichar-id, or
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// INVALID_UNICHAR_ID if the input is invalid.
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int DecodeUnichar(const RecodedCharID& code) const;
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// Returns true if the given code is a valid start or single code.
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bool IsValidFirstCode(int code) const { return is_valid_start_[code]; }
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// Returns a list of valid non-final next codes for a given prefix code,
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// which may be empty.
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const GenericVector<int>* GetNextCodes(const RecodedCharID& code) const {
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auto it = next_codes_.find(code);
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return it == next_codes_.end() ? nullptr : it->second;
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}
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// Returns a list of valid final codes for a given prefix code, which may
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// be empty.
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const GenericVector<int>* GetFinalCodes(const RecodedCharID& code) const {
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auto it = final_codes_.find(code);
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return it == final_codes_.end() ? nullptr : it->second;
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}
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// Writes to the given file. Returns false in case of error.
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bool Serialize(TFile* fp) const;
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// Reads from the given file. Returns false in case of error.
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bool DeSerialize(TFile* fp);
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// Returns a STRING containing a text file that describes the encoding thus:
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// <index>[,<index>]*<tab><UTF8-str><newline>
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// In words, a comma-separated list of one or more indices, followed by a tab
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// and the UTF-8 string that the code represents per line. Most simple scripts
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// will encode a single index to a UTF8-string, but Chinese, Japanese, Korean
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// and the Indic scripts will contain a many-to-many mapping.
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// See the class comment above for details.
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STRING GetEncodingAsString(const UNICHARSET& unicharset) const;
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// Helper decomposes a Hangul unicode to 3 parts, leading, vowel, trailing.
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// Note that the returned values are 0-based indices, NOT unicode Jamo.
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// Returns false if the input is not in the Hangul unicode range.
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static bool DecomposeHangul(int unicode, int* leading, int* vowel,
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int* trailing);
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private:
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// Renumbers codes to eliminate unused values.
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void DefragmentCodeValues(int encoded_null);
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// Computes the value of code_range_ from the encoder_.
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void ComputeCodeRange();
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// Initializes the decoding hash_map from the encoder_ array.
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void SetupDecoder();
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// Frees allocated memory.
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void Cleanup();
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// The encoder that maps a unichar-id to a sequence of small codes.
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// encoder_ is the only part that is serialized. The rest is computed on load.
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GenericVector<RecodedCharID> encoder_;
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// Decoder converts the output of encoder back to a unichar-id.
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std::unordered_map<RecodedCharID, int, RecodedCharID::RecodedCharIDHash>
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decoder_;
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// True if the index is a valid single or start code.
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GenericVector<bool> is_valid_start_;
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// Maps a prefix code to a list of valid next codes.
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// The map owns the vectors.
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std::unordered_map<RecodedCharID, GenericVectorEqEq<int>*,
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RecodedCharID::RecodedCharIDHash>
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next_codes_;
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// Maps a prefix code to a list of valid final codes.
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// The map owns the vectors.
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std::unordered_map<RecodedCharID, GenericVectorEqEq<int>*,
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RecodedCharID::RecodedCharIDHash>
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final_codes_;
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// Max of any value in encoder_ + 1.
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int code_range_;
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};
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} // namespace tesseract.
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#endif // TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
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