annotate mupdf-source/thirdparty/tesseract/src/classify/normmatch.cpp @ 38:8934ac156ef5

Allow to build with the PyPI package "clang" instead of "libclang". 1. It seems to be maintained. 2. In the FreeBSD base system there is no pre-built libclang.so. If you need this library you have to install llvm from ports additionally. 2. On FreeBSD there is no pre-built wheel "libclang" with a packaged libclang.so.
author Franz Glasner <fzglas.hg@dom66.de>
date Tue, 23 Sep 2025 10:27:15 +0200
parents b50eed0cc0ef
children
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1 /******************************************************************************
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2 ** Filename: normmatch.c
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3 ** Purpose: Simple matcher based on character normalization features.
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4 ** Author: Dan Johnson
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5 **
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6 ** (c) Copyright Hewlett-Packard Company, 1988.
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7 ** Licensed under the Apache License, Version 2.0 (the "License");
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8 ** you may not use this file except in compliance with the License.
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9 ** You may obtain a copy of the License at
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10 ** http://www.apache.org/licenses/LICENSE-2.0
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11 ** Unless required by applicable law or agreed to in writing, software
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12 ** distributed under the License is distributed on an "AS IS" BASIS,
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13 ** WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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14 ** See the License for the specific language governing permissions and
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15 ** limitations under the License.
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16 ******************************************************************************/
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17 /*----------------------------------------------------------------------------
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18 Include Files and Type Defines
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19 ----------------------------------------------------------------------------*/
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20 #include "normmatch.h"
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22 #include "classify.h"
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23 #include "clusttool.h"
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24 #include "helpers.h"
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25 #include "normfeat.h"
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26 #include "params.h"
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27 #include "unicharset.h"
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29 #include <cmath>
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30 #include <cstdio>
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31 #include <sstream> // for std::istringstream
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33 namespace tesseract {
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34
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35 struct NORM_PROTOS {
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36 NORM_PROTOS(size_t n) : NumProtos(n), Protos(n) {
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37 }
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38 int NumParams = 0;
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39 int NumProtos;
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40 PARAM_DESC *ParamDesc = nullptr;
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41 std::vector<LIST> Protos;
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42 };
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44 /*----------------------------------------------------------------------------
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45 Private Code
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46 ----------------------------------------------------------------------------*/
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47
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48 /**
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49 * @name NormEvidenceOf
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50 *
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51 * Return the new type of evidence number corresponding to this
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52 * normalization adjustment. The equation that represents the transform is:
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53 * 1 / (1 + (NormAdj / midpoint) ^ curl)
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54 */
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55 static float NormEvidenceOf(float NormAdj) {
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56 NormAdj /= static_cast<float>(classify_norm_adj_midpoint);
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57
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58 if (classify_norm_adj_curl == 3) {
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59 NormAdj = NormAdj * NormAdj * NormAdj;
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60 } else if (classify_norm_adj_curl == 2) {
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61 NormAdj = NormAdj * NormAdj;
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62 } else {
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63 NormAdj = std::pow(NormAdj, static_cast<float>(classify_norm_adj_curl));
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64 }
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65 return (1 / (1 + NormAdj));
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66 }
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67
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68 /*----------------------------------------------------------------------------
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69 Variables
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70 ----------------------------------------------------------------------------*/
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71
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72 /** control knobs used to control the normalization adjustment process */
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73 double_VAR(classify_norm_adj_midpoint, 32.0, "Norm adjust midpoint ...");
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74 double_VAR(classify_norm_adj_curl, 2.0, "Norm adjust curl ...");
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75 /** Weight of width variance against height and vertical position. */
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76 const float kWidthErrorWeighting = 0.125f;
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77
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78 /*----------------------------------------------------------------------------
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79 Public Code
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80 ----------------------------------------------------------------------------*/
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81 /**
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82 * This routine compares Features against each character
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83 * normalization proto for ClassId and returns the match
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84 * rating of the best match.
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85 * @param ClassId id of class to match against
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86 * @param feature character normalization feature
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87 * @param DebugMatch controls dump of debug info
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88 *
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89 * Globals:
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90 * #NormProtos character normalization prototypes
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91 *
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92 * @return Best match rating for Feature against protos of ClassId.
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93 */
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94 float Classify::ComputeNormMatch(CLASS_ID ClassId, const FEATURE_STRUCT &feature, bool DebugMatch) {
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95 if (ClassId >= NormProtos->NumProtos) {
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96 ClassId = NO_CLASS;
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97 }
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98
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99 /* handle requests for classification as noise */
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100 if (ClassId == NO_CLASS) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
101 /* kludge - clean up constants and make into control knobs later */
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
102 float Match = (feature.Params[CharNormLength] * feature.Params[CharNormLength] * 500.0f +
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
103 feature.Params[CharNormRx] * feature.Params[CharNormRx] * 8000.0f +
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
104 feature.Params[CharNormRy] * feature.Params[CharNormRy] * 8000.0f);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
105 return (1 - NormEvidenceOf(Match));
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
106 }
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parents:
diff changeset
107
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
108 if (DebugMatch) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
109 tprintf("\nChar norm for class %s\n", unicharset.id_to_unichar(ClassId));
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
110 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
111
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
112 LIST Protos = NormProtos->Protos[ClassId];
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
113 if (Protos == nullptr) {
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
114 // Avoid FP overflow in NormEvidenceOf.
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
115 return 1.0f;
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
116 }
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parents:
diff changeset
117
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
118 float BestMatch = FLT_MAX;
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
119 iterate(Protos) {
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
120 auto Proto = reinterpret_cast<PROTOTYPE *>(Protos->first_node());
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
121 float Delta = feature.Params[CharNormY] - Proto->Mean[CharNormY];
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
122 float Match = Delta * Delta * Proto->Weight.Elliptical[CharNormY];
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
123 if (DebugMatch) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
124 tprintf("YMiddle: Proto=%g, Delta=%g, Var=%g, Dist=%g\n", Proto->Mean[CharNormY], Delta,
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
125 Proto->Weight.Elliptical[CharNormY], Match);
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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126 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
127 Delta = feature.Params[CharNormRx] - Proto->Mean[CharNormRx];
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
128 Match += Delta * Delta * Proto->Weight.Elliptical[CharNormRx];
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
129 if (DebugMatch) {
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
130 tprintf("Height: Proto=%g, Delta=%g, Var=%g, Dist=%g\n", Proto->Mean[CharNormRx], Delta,
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
131 Proto->Weight.Elliptical[CharNormRx], Match);
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Franz Glasner <fzglas.hg@dom66.de>
parents:
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132 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
133 // Ry is width! See intfx.cpp.
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
134 Delta = feature.Params[CharNormRy] - Proto->Mean[CharNormRy];
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
135 if (DebugMatch) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
136 tprintf("Width: Proto=%g, Delta=%g, Var=%g\n", Proto->Mean[CharNormRy], Delta,
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
137 Proto->Weight.Elliptical[CharNormRy]);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
138 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
139 Delta = Delta * Delta * Proto->Weight.Elliptical[CharNormRy];
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
140 Delta *= kWidthErrorWeighting;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
141 Match += Delta;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
142 if (DebugMatch) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
143 tprintf("Total Dist=%g, scaled=%g, sigmoid=%g, penalty=%g\n", Match,
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
144 Match / classify_norm_adj_midpoint, NormEvidenceOf(Match),
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
145 256 * (1 - NormEvidenceOf(Match)));
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
146 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
147
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
148 if (Match < BestMatch) {
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
149 BestMatch = Match;
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
150 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
151 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
152 return 1 - NormEvidenceOf(BestMatch);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
153 } /* ComputeNormMatch */
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
154
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
155 void Classify::FreeNormProtos() {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
156 if (NormProtos != nullptr) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
157 for (int i = 0; i < NormProtos->NumProtos; i++) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
158 FreeProtoList(&NormProtos->Protos[i]);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
159 }
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
160 delete[] NormProtos->ParamDesc;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
161 delete NormProtos;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
162 NormProtos = nullptr;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
163 }
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
164 }
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
165
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
166 /**
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
167 * This routine allocates a new data structure to hold
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
168 * a set of character normalization protos. It then fills in
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
169 * the data structure by reading from the specified File.
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
170 * @param fp open text file to read normalization protos from
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
171 * Globals: none
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
172 * @return Character normalization protos.
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
173 */
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
174 NORM_PROTOS *Classify::ReadNormProtos(TFile *fp) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
175 char unichar[2 * UNICHAR_LEN + 1];
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
176 UNICHAR_ID unichar_id;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
177 LIST Protos;
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
178 int NumProtos;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
179
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
180 /* allocate and initialization data structure */
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
181 auto NormProtos = new NORM_PROTOS(unicharset.size());
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
182
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
183 /* read file header and save in data structure */
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
184 NormProtos->NumParams = ReadSampleSize(fp);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
185 NormProtos->ParamDesc = ReadParamDesc(fp, NormProtos->NumParams);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
186
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
187 /* read protos for each class into a separate list */
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Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
188 const int kMaxLineSize = 100;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
189 char line[kMaxLineSize];
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
190 while (fp->FGets(line, kMaxLineSize) != nullptr) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
191 std::istringstream stream(line);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
192 stream.imbue(std::locale::classic());
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
193 stream >> unichar >> NumProtos;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
194 if (stream.fail()) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
195 continue;
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
196 }
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
197 if (unicharset.contains_unichar(unichar)) {
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
diff changeset
198 unichar_id = unicharset.unichar_to_id(unichar);
b50eed0cc0ef ADD: MuPDF v1.26.7: the MuPDF source as downloaded by a default build of PyMuPDF 1.26.4.
Franz Glasner <fzglas.hg@dom66.de>
parents:
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199 Protos = NormProtos->Protos[unichar_id];
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200 for (int i = 0; i < NumProtos; i++) {
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201 Protos = push_last(Protos, ReadPrototype(fp, NormProtos->NumParams));
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202 }
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203 NormProtos->Protos[unichar_id] = Protos;
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204 } else {
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205 tprintf("Error: unichar %s in normproto file is not in unichar set.\n", unichar);
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206 for (int i = 0; i < NumProtos; i++) {
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207 FreePrototype(ReadPrototype(fp, NormProtos->NumParams));
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208 }
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209 }
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210 }
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211 return NormProtos;
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212 } /* ReadNormProtos */
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213
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214 } // namespace tesseract