tesseract v5.3.3.20231005
unicharcompress.h
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1
2// File: unicharcompress.h
3// Description: Unicode re-encoding using a sequence of smaller numbers in
4// place of a single large code for CJK, similarly for Indic,
5// and dissection of ligatures for other scripts.
6// Author: Ray Smith
7//
8// (C) Copyright 2015, Google Inc.
9// Licensed under the Apache License, Version 2.0 (the "License");
10// you may not use this file except in compliance with the License.
11// You may obtain a copy of the License at
12// http://www.apache.org/licenses/LICENSE-2.0
13// Unless required by applicable law or agreed to in writing, software
14// distributed under the License is distributed on an "AS IS" BASIS,
15// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
16// See the License for the specific language governing permissions and
17// limitations under the License.
18//
20
21#ifndef TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
22#define TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
23
24#include <unordered_map>
25#include <vector>
26#include "serialis.h"
27#include "unicharset.h"
28
29namespace tesseract {
30
31// Trivial class to hold the code for a recoded unichar-id.
33public:
34 // The maximum length of a code.
35 static const int kMaxCodeLen = 9;
36
37 RecodedCharID() : self_normalized_(1), length_(0) {
38 memset(code_, 0, sizeof(code_));
39 }
40 void Truncate(int length) {
41 length_ = length;
42 }
43 // Sets the code value at the given index in the code.
44 void Set(int index, int value) {
45 code_[index] = value;
46 if (length_ <= index) {
47 length_ = index + 1;
48 }
49 }
50 // Shorthand for setting codes of length 3, as all Hangul and Han codes are
51 // length 3.
52 void Set3(int code0, int code1, int code2) {
53 length_ = 3;
54 code_[0] = code0;
55 code_[1] = code1;
56 code_[2] = code2;
57 }
58 bool empty() const {
59 return length_ == 0;
60 }
61 // Accessors
62 int length() const {
63 return length_;
64 }
65 int operator()(int index) const {
66 return code_[index];
67 }
68
69 // Writes to the given file. Returns false in case of error.
70 bool Serialize(TFile *fp) const {
71 return fp->Serialize(&self_normalized_) && fp->Serialize(&length_) &&
72 fp->Serialize(&code_[0], length_);
73 }
74 // Reads from the given file. Returns false in case of error.
75 bool DeSerialize(TFile *fp) {
76 return fp->DeSerialize(&self_normalized_) && fp->DeSerialize(&length_) &&
77 fp->DeSerialize(&code_[0], length_);
78 }
79 bool operator==(const RecodedCharID &other) const {
80 if (length_ != other.length_) {
81 return false;
82 }
83 for (int i = 0; i < length_; ++i) {
84 if (code_[i] != other.code_[i]) {
85 return false;
86 }
87 }
88 return true;
89 }
90 // Hash functor for RecodedCharID.
92 uint64_t operator()(const RecodedCharID &code) const {
93 uint64_t result = 0;
94 for (int i = 0; i < code.length_; ++i) {
95 result ^= static_cast<uint64_t>(code(i)) << (7 * i);
96 }
97 return result;
98 }
99 };
100
101private:
102 // True if this code is self-normalizing, ie is the master entry for indices
103 // that map to the same code. Has boolean value, but int8_t for serialization.
104 int8_t self_normalized_;
105 // The number of elements in use in code_;
106 int32_t length_;
107 // The re-encoded form of the unichar-id to which this RecodedCharID relates.
108 int32_t code_[kMaxCodeLen];
109};
110
111// Class holds a "compression" of a unicharset to simplify the learning problem
112// for a neural-network-based classifier.
113// Objectives:
114// 1 (CJK): Ids of a unicharset with a large number of classes are expressed as
115// a sequence of 3 codes with much fewer values.
116// This is achieved using the Jamo coding for Hangul and the Unicode
117// Radical-Stroke-index for Han.
118// 2 (Indic): Instead of thousands of codes with one for each grapheme, re-code
119// as the unicode sequence (but coded in a more compact space).
120// 3 (the rest): Eliminate multi-path problems with ligatures and fold confusing
121// and not significantly distinct shapes (quotes) together, ie
122// represent the fi ligature as the f-i pair, and fold u+2019 and
123// friends all onto ascii single '
124// 4 The null character and mapping to target activations:
125// To save horizontal coding space, the compressed codes are generally mapped
126// to target network activations without intervening null characters, BUT
127// in the case of ligatures, such as ff, null characters have to be included
128// so existence of repeated codes is detected at codebook-building time, and
129// null characters are embedded directly into the codes, so the rest of the
130// system doesn't need to worry about the problem (much). There is still an
131// effect on the range of ways in which the target activations can be
132// generated.
133//
134// The computed code values are compact (no unused values), and, for CJK,
135// unique (each code position uses a disjoint set of values from each other code
136// position). For non-CJK, the same code value CAN be used in multiple
137// positions, eg the ff ligature is converted to <f> <nullchar> <f>, where <f>
138// is the same code as is used for the single f.
140public:
144 UnicharCompress &operator=(const UnicharCompress &src);
145
146 // The 1st Hangul unicode.
147 static const int kFirstHangul = 0xac00;
148 // The number of Hangul unicodes.
149 static const int kNumHangul = 11172;
150 // The number of Jamos for each of the 3 parts of a Hangul character, being
151 // the Leading consonant, Vowel and Trailing consonant.
152 static const int kLCount = 19;
153 static const int kVCount = 21;
154 static const int kTCount = 28;
155
156 // Computes the encoding for the given unicharset. It is a requirement that
157 // the file training/langdata/radical-stroke.txt have been read into the
158 // input string radical_stroke_table.
159 // Returns false if the encoding cannot be constructed.
160 bool ComputeEncoding(const UNICHARSET &unicharset, int null_id, std::string *radical_stroke_table);
161 // Sets up an encoder that doesn't change the unichars at all, so it just
162 // passes them through unchanged.
163 void SetupPassThrough(const UNICHARSET &unicharset);
164 // Sets up an encoder directly using the given encoding vector, which maps
165 // unichar_ids to the given codes.
166 void SetupDirect(const std::vector<RecodedCharID> &codes);
167
168 // Returns the number of different values that can be used in a code, ie
169 // 1 + the maximum value that will ever be used by an RecodedCharID code in
170 // any position in its array.
171 int code_range() const {
172 return code_range_;
173 }
174
175 // Encodes a single unichar_id. Returns the length of the code, (or zero if
176 // invalid input), and the encoding itself in code.
177 int EncodeUnichar(unsigned unichar_id, RecodedCharID *code) const;
178 // Decodes code, returning the original unichar-id, or
179 // INVALID_UNICHAR_ID if the input is invalid.
180 int DecodeUnichar(const RecodedCharID &code) const;
181 // Returns true if the given code is a valid start or single code.
182 bool IsValidFirstCode(int code) const {
183 return is_valid_start_[code];
184 }
185 // Returns a list of valid non-final next codes for a given prefix code,
186 // which may be empty.
187 const std::vector<int> *GetNextCodes(const RecodedCharID &code) const {
188 auto it = next_codes_.find(code);
189 return it == next_codes_.end() ? nullptr : it->second;
190 }
191 // Returns a list of valid final codes for a given prefix code, which may
192 // be empty.
193 const std::vector<int> *GetFinalCodes(const RecodedCharID &code) const {
194 auto it = final_codes_.find(code);
195 return it == final_codes_.end() ? nullptr : it->second;
196 }
197
198 // Writes to the given file. Returns false in case of error.
199 bool Serialize(TFile *fp) const;
200 // Reads from the given file. Returns false in case of error.
201
202 bool DeSerialize(TFile *fp);
203
204 // Returns a string containing a text file that describes the encoding thus:
205 // <index>[,<index>]*<tab><UTF8-str><newline>
206 // In words, a comma-separated list of one or more indices, followed by a tab
207 // and the UTF-8 string that the code represents per line. Most simple scripts
208 // will encode a single index to a UTF8-string, but Chinese, Japanese, Korean
209 // and the Indic scripts will contain a many-to-many mapping.
210 // See the class comment above for details.
211 std::string GetEncodingAsString(const UNICHARSET &unicharset) const;
212
213 // Helper decomposes a Hangul unicode to 3 parts, leading, vowel, trailing.
214 // Note that the returned values are 0-based indices, NOT unicode Jamo.
215 // Returns false if the input is not in the Hangul unicode range.
216 static bool DecomposeHangul(int unicode, int *leading, int *vowel, int *trailing);
217
218private:
219 // Renumbers codes to eliminate unused values.
220 void DefragmentCodeValues(int encoded_null);
221 // Computes the value of code_range_ from the encoder_.
222 void ComputeCodeRange();
223 // Initializes the decoding hash_map from the encoder_ array.
224 void SetupDecoder();
225 // Frees allocated memory.
226 void Cleanup();
227
228 // The encoder that maps a unichar-id to a sequence of small codes.
229 // encoder_ is the only part that is serialized. The rest is computed on load.
230 std::vector<RecodedCharID> encoder_;
231 // Decoder converts the output of encoder back to a unichar-id.
232 std::unordered_map<RecodedCharID, int, RecodedCharID::RecodedCharIDHash> decoder_;
233 // True if the index is a valid single or start code.
234 std::vector<bool> is_valid_start_;
235 // Maps a prefix code to a list of valid next codes.
236 // The map owns the vectors.
237 std::unordered_map<RecodedCharID, std::vector<int> *, RecodedCharID::RecodedCharIDHash>
238 next_codes_;
239 // Maps a prefix code to a list of valid final codes.
240 // The map owns the vectors.
241 std::unordered_map<RecodedCharID, std::vector<int> *, RecodedCharID::RecodedCharIDHash>
242 final_codes_;
243 // Max of any value in encoder_ + 1.
244 int code_range_;
245};
246
247} // namespace tesseract.
248
249#endif // TESSERACT_CCUTIL_UNICHARCOMPRESS_H_
int value
bool DeSerialize(bool swap, FILE *fp, std::vector< T > &data)
Definition: helpers.h:205
bool Serialize(FILE *fp, const std::vector< T > &data)
Definition: helpers.h:236
bool DeSerialize(std::string &data)
Definition: serialis.cpp:94
bool Serialize(const std::string &data)
Definition: serialis.cpp:107
bool DeSerialize(TFile *fp)
bool Serialize(TFile *fp) const
void Truncate(int length)
void Set(int index, int value)
static const int kMaxCodeLen
int operator()(int index) const
void Set3(int code0, int code1, int code2)
bool operator==(const RecodedCharID &other) const
uint64_t operator()(const RecodedCharID &code) const
const std::vector< int > * GetFinalCodes(const RecodedCharID &code) const
bool IsValidFirstCode(int code) const
const std::vector< int > * GetNextCodes(const RecodedCharID &code) const
#define TESS_API
Definition: export.h:32