| 1 | /**************************************************************************** | 
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| 2 | ** | 
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| 3 | ** Copyright (C) 2009 Nokia Corporation and/or its subsidiary(-ies). | 
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| 4 | ** Contact: Qt Software Information (qt-info@nokia.com) | 
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| 5 | ** | 
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| 6 | ** This file is part of the Qt Linguist of the Qt Toolkit. | 
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| 7 | ** | 
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| 8 | ** $QT_BEGIN_LICENSE:LGPL$ | 
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| 9 | ** Commercial Usage | 
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| 10 | ** Licensees holding valid Qt Commercial licenses may use this file in | 
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| 11 | ** accordance with the Qt Commercial License Agreement provided with the | 
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| 12 | ** Software or, alternatively, in accordance with the terms contained in | 
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| 13 | ** a written agreement between you and Nokia. | 
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| 14 | ** | 
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| 15 | ** GNU Lesser General Public License Usage | 
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| 16 | ** Alternatively, this file may be used under the terms of the GNU Lesser | 
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| 17 | ** General Public License version 2.1 as published by the Free Software | 
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| 18 | ** Foundation and appearing in the file LICENSE.LGPL included in the | 
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| 19 | ** packaging of this file.  Please review the following information to | 
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| 20 | ** ensure the GNU Lesser General Public License version 2.1 requirements | 
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| 21 | ** will be met: http://www.gnu.org/licenses/old-licenses/lgpl-2.1.html. | 
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| 22 | ** | 
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| 23 | ** In addition, as a special exception, Nokia gives you certain | 
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| 24 | ** additional rights. These rights are described in the Nokia Qt LGPL | 
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| 25 | ** Exception version 1.0, included in the file LGPL_EXCEPTION.txt in this | 
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| 26 | ** package. | 
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| 27 | ** | 
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| 28 | ** GNU General Public License Usage | 
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| 29 | ** Alternatively, this file may be used under the terms of the GNU | 
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| 30 | ** General Public License version 3.0 as published by the Free Software | 
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| 31 | ** Foundation and appearing in the file LICENSE.GPL included in the | 
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| 32 | ** packaging of this file.  Please review the following information to | 
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| 33 | ** ensure the GNU General Public License version 3.0 requirements will be | 
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| 34 | ** met: http://www.gnu.org/copyleft/gpl.html. | 
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| 35 | ** | 
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| 36 | ** If you are unsure which license is appropriate for your use, please | 
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| 37 | ** contact the sales department at qt-sales@nokia.com. | 
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| 38 | ** $QT_END_LICENSE$ | 
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| 39 | ** | 
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| 40 | ****************************************************************************/ | 
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| 41 |  | 
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| 42 | #include "simtexth.h" | 
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| 43 | #include "translator.h" | 
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| 44 |  | 
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| 45 | #include <QtCore/QByteArray> | 
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| 46 | #include <QtCore/QString> | 
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| 47 | #include <QtCore/QList> | 
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| 48 |  | 
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| 49 |  | 
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| 50 | QT_BEGIN_NAMESPACE | 
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| 51 |  | 
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| 52 | typedef QList<TranslatorMessage> TML; | 
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| 53 |  | 
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| 54 | /* | 
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| 55 | How similar are two texts?  The approach used here relies on co-occurrence | 
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| 56 | matrices and is very efficient. | 
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| 57 |  | 
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| 58 | Let's see with an example: how similar are "here" and "hither"?  The | 
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| 59 | co-occurrence matrix M for "here" is M[h,e] = 1, M[e,r] = 1, M[r,e] = 1, and 0 | 
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| 60 | elsewhere; the matrix N for "hither" is N[h,i] = 1, N[i,t] = 1, ..., | 
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| 61 | N[h,e] = 1, N[e,r] = 1, and 0 elsewhere.  The union U of both matrices is the | 
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| 62 | matrix U[i,j] = max { M[i,j], N[i,j] }, and the intersection V is | 
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| 63 | V[i,j] = min { M[i,j], N[i,j] }.  The score for a pair of texts is | 
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| 64 |  | 
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| 65 | score = (sum of V[i,j] over all i, j) / (sum of U[i,j] over all i, j), | 
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| 66 |  | 
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| 67 | a formula suggested by Arnt Gulbrandsen.  Here we have | 
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| 68 |  | 
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| 69 | score = 2 / 6, | 
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| 70 |  | 
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| 71 | or one third. | 
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| 72 |  | 
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| 73 | The implementation differs from this in a few details.  Most importantly, | 
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| 74 | repetitions are ignored; for input "xxx", M[x,x] equals 1, not 2. | 
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| 75 | */ | 
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| 76 |  | 
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| 77 | /* | 
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| 78 | Every character is assigned to one of 20 buckets so that the co-occurrence | 
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| 79 | matrix requires only 20 * 20 = 400 bits, not 256 * 256 = 65536 bits or even | 
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| 80 | more if we want the whole Unicode.  Which character falls in which bucket is | 
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| 81 | arbitrary. | 
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| 82 |  | 
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| 83 | The second half of the table is a replica of the first half, because of | 
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| 84 | laziness. | 
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| 85 | */ | 
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| 86 | static const int indexOf[256] = { | 
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| 87 | 0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, | 
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| 88 | 0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, | 
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| 89 | //      !   "   #   $   %   &   '   (   )   *   +   ,   -   .   / | 
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| 90 | 0,  2,  6,  7,  10, 12, 15, 19, 2,  6,  7,  10, 12, 15, 19, 0, | 
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| 91 | //  0   1   2   3   4   5   6   7   8   9   :   ;   <   =   >   ? | 
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| 92 | 1,  3,  4,  5,  8,  9,  11, 13, 14, 16, 2,  6,  7,  10, 12, 15, | 
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| 93 | //  @   A   B   C   D   E   F   G   H   I   J   K   L   M   N   O | 
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| 94 | 0,  1,  2,  3,  4,  5,  6,  7,  8,  9,  6,  10, 11, 12, 13, 14, | 
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| 95 | //  P   Q   R   S   T   U   V   W   X   Y   Z   [   \   ]   ^   _ | 
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| 96 | 15, 12, 16, 17, 18, 19, 2,  10, 15, 7,  19, 2,  6,  7,  10, 0, | 
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| 97 | //  `   a   b   c   d   e   f   g   h   i   j   k   l   m   n   o | 
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| 98 | 0,  1,  2,  3,  4,  5,  6,  7,  8,  9,  6,  10, 11, 12, 13, 14, | 
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| 99 | //  p   q   r   s   t   u   v   w   x   y   z   {   |   }   ~ | 
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| 100 | 15, 12, 16, 17, 18, 19, 2,  10, 15, 7,  19, 2,  6,  7,  10, 0, | 
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| 101 |  | 
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| 102 | 0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, | 
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| 103 | 0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0, | 
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| 104 | 0,  2,  6,  7,  10, 12, 15, 19, 2,  6,  7,  10, 12, 15, 19, 0, | 
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| 105 | 1,  3,  4,  5,  8,  9,  11, 13, 14, 16, 2,  6,  7,  10, 12, 15, | 
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| 106 | 0,  1,  2,  3,  4,  5,  6,  7,  8,  9,  6,  10, 11, 12, 13, 14, | 
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| 107 | 15, 12, 16, 17, 18, 19, 2,  10, 15, 7,  19, 2,  6,  7,  10, 0, | 
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| 108 | 0,  1,  2,  3,  4,  5,  6,  7,  8,  9,  6,  10, 11, 12, 13, 14, | 
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| 109 | 15, 12, 16, 17, 18, 19, 2,  10, 15, 7,  19, 2,  6,  7,  10, 0 | 
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| 110 | }; | 
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| 111 |  | 
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| 112 | /* | 
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| 113 | The entry bitCount[i] (for i between 0 and 255) is the number of bits used to | 
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| 114 | represent i in binary. | 
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| 115 | */ | 
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| 116 | static const int bitCount[256] = { | 
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| 117 | 0,  1,  1,  2,  1,  2,  2,  3,  1,  2,  2,  3,  2,  3,  3,  4, | 
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| 118 | 1,  2,  2,  3,  2,  3,  3,  4,  2,  3,  3,  4,  3,  4,  4,  5, | 
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| 119 | 1,  2,  2,  3,  2,  3,  3,  4,  2,  3,  3,  4,  3,  4,  4,  5, | 
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| 120 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 121 | 1,  2,  2,  3,  2,  3,  3,  4,  2,  3,  3,  4,  3,  4,  4,  5, | 
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| 122 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 123 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 124 | 3,  4,  4,  5,  4,  5,  5,  6,  4,  5,  5,  6,  5,  6,  6,  7, | 
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| 125 | 1,  2,  2,  3,  2,  3,  3,  4,  2,  3,  3,  4,  3,  4,  4,  5, | 
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| 126 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 127 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 128 | 3,  4,  4,  5,  4,  5,  5,  6,  4,  5,  5,  6,  5,  6,  6,  7, | 
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| 129 | 2,  3,  3,  4,  3,  4,  4,  5,  3,  4,  4,  5,  4,  5,  5,  6, | 
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| 130 | 3,  4,  4,  5,  4,  5,  5,  6,  4,  5,  5,  6,  5,  6,  6,  7, | 
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| 131 | 3,  4,  4,  5,  4,  5,  5,  6,  4,  5,  5,  6,  5,  6,  6,  7, | 
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| 132 | 4,  5,  5,  6,  5,  6,  6,  7,  5,  6,  6,  7,  6,  7,  7,  8 | 
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| 133 | }; | 
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| 134 |  | 
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| 135 | struct CoMatrix | 
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| 136 | { | 
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| 137 | /* | 
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| 138 | The matrix has 20 * 20 = 400 entries.  This requires 50 bytes, or 13 | 
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| 139 | words.  Some operations are performed on words for more efficiency. | 
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| 140 | */ | 
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| 141 | union { | 
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| 142 | quint8 b[52]; | 
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| 143 | quint32 w[13]; | 
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| 144 | }; | 
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| 145 |  | 
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| 146 | CoMatrix() { memset( b, 0, 52 ); } | 
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| 147 |  | 
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| 148 | CoMatrix(const QString &str) | 
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| 149 | { | 
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| 150 | QByteArray ba = str.toUtf8(); | 
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| 151 | const char *text = ba.constData(); | 
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| 152 | char c = '\0', d; | 
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| 153 | memset( b, 0, 52 ); | 
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| 154 | /* | 
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| 155 | The Knuth books are not in the office only for show; they help make | 
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| 156 | loops 30% faster and 20% as readable. | 
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| 157 | */ | 
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| 158 | while ( (d = *text) != '\0' ) { | 
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| 159 | setCoOccurence( c, d ); | 
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| 160 | if ( (c = *++text) != '\0' ) { | 
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| 161 | setCoOccurence( d, c ); | 
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| 162 | text++; | 
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| 163 | } | 
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| 164 | } | 
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| 165 | } | 
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| 166 |  | 
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| 167 | void setCoOccurence( char c, char d ) { | 
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| 168 | int k = indexOf[(uchar) c] + 20 * indexOf[(uchar) d]; | 
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| 169 | b[k >> 3] |= (1 << (k & 0x7)); | 
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| 170 | } | 
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| 171 |  | 
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| 172 | int worth() const { | 
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| 173 | int w = 0; | 
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| 174 | for ( int i = 0; i < 50; i++ ) | 
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| 175 | w += bitCount[b[i]]; | 
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| 176 | return w; | 
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| 177 | } | 
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| 178 | }; | 
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| 179 |  | 
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| 180 | static inline CoMatrix reunion(const CoMatrix &m, const CoMatrix &n) | 
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| 181 | { | 
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| 182 | CoMatrix p; | 
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| 183 | for (int i = 0; i < 13; ++i) | 
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| 184 | p.w[i] = m.w[i] | n.w[i]; | 
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| 185 | return p; | 
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| 186 | } | 
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| 187 |  | 
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| 188 | static inline CoMatrix intersection(const CoMatrix &m, const CoMatrix &n) | 
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| 189 | { | 
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| 190 | CoMatrix p; | 
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| 191 | for (int i = 0; i < 13; ++i) | 
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| 192 | p.w[i] = m.w[i] & n.w[i]; | 
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| 193 | return p; | 
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| 194 | } | 
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| 195 |  | 
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| 196 | StringSimilarityMatcher::StringSimilarityMatcher(const QString &stringToMatch) | 
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| 197 | { | 
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| 198 | m_cm = new CoMatrix(stringToMatch); | 
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| 199 | m_length = stringToMatch.length(); | 
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| 200 | } | 
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| 201 |  | 
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| 202 | int StringSimilarityMatcher::getSimilarityScore(const QString &strCandidate) | 
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| 203 | { | 
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| 204 | CoMatrix cmTarget(strCandidate); | 
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| 205 | int delta = qAbs(m_length - strCandidate.size()); | 
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| 206 | int score = ( (intersection(*m_cm, cmTarget).worth() + 1) << 10 ) / | 
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| 207 | ( reunion(*m_cm, cmTarget).worth() + (delta << 1) + 1 ); | 
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| 208 | return score; | 
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| 209 | } | 
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| 210 |  | 
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| 211 | StringSimilarityMatcher::~StringSimilarityMatcher() | 
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| 212 | { | 
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| 213 | delete m_cm; | 
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| 214 | } | 
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| 215 |  | 
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| 216 | /** | 
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| 217 | * Checks how similar two strings are. | 
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| 218 | * The return value is the score, and a higher score is more similar | 
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| 219 | * than one with a low score. | 
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| 220 | * Linguist considers a score over 190 to be a good match. | 
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| 221 | * \sa StringSimilarityMatcher | 
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| 222 | */ | 
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| 223 | int getSimilarityScore(const QString &str1, const QString &str2) | 
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| 224 | { | 
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| 225 | CoMatrix cmTarget(str2); | 
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| 226 | CoMatrix cm(str1); | 
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| 227 | int delta = qAbs(str1.size() - str2.size()); | 
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| 228 |  | 
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| 229 | int score = ( (intersection(cm, cmTarget).worth() + 1) << 10 ) | 
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| 230 | / ( reunion(cm, cmTarget).worth() + (delta << 1) + 1 ); | 
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| 231 |  | 
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| 232 | return score; | 
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| 233 | } | 
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| 234 |  | 
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| 235 | CandidateList similarTextHeuristicCandidates(const Translator *tor, | 
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| 236 | const QString &text, int maxCandidates) | 
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| 237 | { | 
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| 238 | QList<int> scores; | 
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| 239 | CandidateList candidates; | 
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| 240 |  | 
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| 241 | TML all = tor->translatedMessages(); | 
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| 242 |  | 
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| 243 | foreach (const TranslatorMessage &mtm, all) { | 
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| 244 | if (mtm.type() == TranslatorMessage::Unfinished | 
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| 245 | || mtm.translation().isEmpty()) | 
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| 246 | continue; | 
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| 247 |  | 
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| 248 | QString s = mtm.sourceText(); | 
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| 249 | int score = getSimilarityScore(s, text); | 
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| 250 |  | 
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| 251 | if (candidates.size() == maxCandidates && score > scores[maxCandidates - 1] ) | 
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| 252 | candidates.removeLast(); | 
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| 253 |  | 
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| 254 | if (candidates.size() < maxCandidates && score >= textSimilarityThreshold) { | 
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| 255 | Candidate cand( s, mtm.translation() ); | 
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| 256 |  | 
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| 257 | int i; | 
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| 258 | for (i = 0; i < candidates.size(); i++) { | 
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| 259 | if (score >= scores.at(i)) { | 
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| 260 | if (score == scores.at(i)) { | 
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| 261 | if (candidates.at(i) == cand) | 
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| 262 | goto continue_outer_loop; | 
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| 263 | } else { | 
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| 264 | break; | 
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| 265 | } | 
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| 266 | } | 
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| 267 | } | 
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| 268 | scores.insert(i, score); | 
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| 269 | candidates.insert(i, cand); | 
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| 270 | } | 
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| 271 | continue_outer_loop: | 
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| 272 | ; | 
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| 273 | } | 
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| 274 | return candidates; | 
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| 275 | } | 
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| 276 |  | 
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| 277 | QT_END_NAMESPACE | 
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