[137] | 1 | // This file is a part of the Framsticks GDK. |
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[197] | 2 | // Copyright (C) 1999-2014 Maciej Komosinski and Szymon Ulatowski. See LICENSE.txt for details. |
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[137] | 3 | // Refer to http://www.framsticks.com/ for further information. |
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| 4 | |
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[135] | 5 | #include "nn_layout.h" |
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| 6 | #include <vector> |
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| 7 | #include "common/nonstd_stl.h" |
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[247] | 8 | #ifdef __BORLANDC__ |
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| 9 | #include <alloc.h> //borland needs for alloc/free |
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| 10 | #endif |
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[135] | 11 | |
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| 12 | #define DB(x) |
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| 13 | |
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| 14 | #if DB(1)+0 |
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| 15 | #include <assert.h> |
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| 16 | #endif |
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| 17 | |
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| 18 | class block; |
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| 19 | |
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| 20 | /** Information about a single element (neuron). There are N einfo objects in an array called "einfo" */ |
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| 21 | struct einfo |
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| 22 | { |
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| 23 | /** Element's owner */ |
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| 24 | class block *block; |
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| 25 | |
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| 26 | /** Integer coordinates (neurons are simply placed in a grid, (x,y) is a grid cell) */ |
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| 27 | int x, y; |
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| 28 | }; |
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| 29 | |
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| 30 | /** Array[0..N-1] - one einfo for each neuron */ |
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| 31 | static struct einfo* einfo; |
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| 32 | |
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| 33 | /** Array[0..N-1] - initially each neuron resides in its own block. The algorithm merges blocks until one single block is created */ |
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| 34 | static block **blocks; |
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| 35 | |
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| 36 | /** N = number of neurons */ |
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| 37 | static int N; |
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| 38 | |
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| 39 | /** Provides neuron connections information and receives the layout result */ |
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| 40 | static NNLayoutState *nn; |
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| 41 | |
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| 42 | static char *JEDEN = (char*)"1"; |
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| 43 | |
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| 44 | /** Block is a group of neurons. |
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| 45 | After "blocking" some neurons, their relative location will not change. */ |
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| 46 | class block |
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| 47 | { |
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| 48 | public: |
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| 49 | |
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| 50 | /** Block's id is its index in the "blocks" array */ |
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| 51 | int id; |
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| 52 | |
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| 53 | /** Block members (neurons), or actually neuron indexes (0..N-1 ints) */ |
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| 54 | std::vector<int> elementy; |
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| 55 | |
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| 56 | /** Block's bounding box (a rectangle containing all elemens) |
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| 57 | w=maxx-minx+1; h=maxy-miny+1; |
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| 58 | */ |
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| 59 | int w, h; |
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| 60 | int minx, miny, maxx, maxy; |
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| 61 | |
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| 62 | /** 2d array, w*h cells, indicating if a given (x,y) location is taken. |
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| 63 | This speeds up checking if neurons from two blocks overlap. |
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| 64 | */ |
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| 65 | char *map; |
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| 66 | |
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| 67 | /** Creating an initial block consisting of a single neuron */ |
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| 68 | block(int nr) : id(nr), w(1), h(1), minx(0), miny(0), maxx(0), maxy(0) |
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| 69 | { |
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| 70 | DB(printf("new block(%d)\n", nr)); |
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| 71 | dodajelement(nr, 0, 0); |
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| 72 | blocks[id] = this; |
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| 73 | map = JEDEN; |
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| 74 | } |
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| 75 | |
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| 76 | ~block() |
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| 77 | { |
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| 78 | DB(printf("~ block(%d)\n", id)); |
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| 79 | blocks[id] = 0; |
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| 80 | zwolnijmape(); |
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| 81 | } |
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| 82 | |
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| 83 | void zwolnijmape(void) |
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| 84 | { |
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| 85 | if (map) |
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| 86 | { |
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| 87 | if (map != JEDEN) free(map); |
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| 88 | map = 0; |
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| 89 | } |
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| 90 | } |
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| 91 | |
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| 92 | void potrzebnamapa(void) |
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| 93 | { |
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| 94 | if (map) return; |
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| 95 | odtworzmape(); |
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| 96 | } |
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| 97 | |
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| 98 | void odtworzmape(void) |
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| 99 | { |
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| 100 | zwolnijmape(); |
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| 101 | w = maxx - minx + 1; |
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| 102 | h = maxy - miny + 1; |
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| 103 | map = (char*)calloc(1, w*h); |
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| 104 | int i, e; |
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| 105 | DB(printf("mapa bloku #%ld\n", id)); |
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| 106 | for (i = 0; i < elementy.size(); i++) |
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| 107 | { |
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| 108 | e = elementy[i]; |
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| 109 | map[w*(einfo[e].y - miny) + (einfo[e].x - minx)] = 1; |
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| 110 | } |
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| 111 | DB(for (i = 0; i < h; i++){ for (e = 0; e < w; e++)printf("%c", map[w*i + e] ? '*' : '.'); printf("\n"); }) |
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| 112 | } |
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| 113 | |
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| 114 | /** Add a neuron to a block at location(x,y) */ |
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| 115 | void dodajelement(int nr, int x, int y) |
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| 116 | { |
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| 117 | elementy.push_back(nr); |
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| 118 | einfo[nr].x = x; |
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| 119 | einfo[nr].y = y; |
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| 120 | einfo[nr].block = this; |
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| 121 | } |
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| 122 | }; |
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| 123 | |
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| 124 | static int moznadolaczyc(block *b, block *b2, int dx, int dy) |
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| 125 | { |
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| 126 | /* Check if block b2 can be merged with b with b2 shifted by (dx,dy) so no overlap occurs. |
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| 127 | All coordinates are relative to b->minx/miny |
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| 128 | */ |
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| 129 | int x1, y1, x2, y2; // union rectangle |
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| 130 | x1 = max(0, b2->minx - b->minx + dx); |
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| 131 | x2 = min(b->maxx - b->minx, -b->minx + dx + b2->maxx); |
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| 132 | if (x1 > x2) return 1; |
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| 133 | y1 = max(0, b2->miny - b->miny + dy); |
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| 134 | y2 = min(b->maxy - b->miny, -b->miny + dy + b2->maxy); |
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| 135 | if (y1 > y2) return 1; |
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| 136 | int x, y; |
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| 137 | dx += b2->minx - b->minx; //dx,dy relative to minx,miny |
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| 138 | dy += b2->miny - b->miny; |
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| 139 | b->potrzebnamapa(); |
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| 140 | b2->potrzebnamapa(); |
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| 141 | for (y = y1; y <= y2; y++) |
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| 142 | { |
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| 143 | for (x = x1; x <= x2; x++) |
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| 144 | if (b->map[b->w*y + x] && b2->map[b2->w*(y - dy) + (x - dx)]) return 0; |
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| 145 | } |
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| 146 | return 1; |
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| 147 | } |
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| 148 | |
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| 149 | /** Merge b2 with b shifting b2 by (dx,dy) - adds all b2's neurons to b and deletes b2 */ |
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| 150 | static int dolaczblock(block *b, block *b2, int dx, int dy) |
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| 151 | { // return 1 if successful |
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| 152 | if (!moznadolaczyc(b, b2, dx, dy)) return 0; // merging causes no collision |
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| 153 | DB(printf("#%ld(%ld,%ld,%ld,%ld) + #%ld(%ld,%ld,%ld,%ld)<%ld,%ld>", b->id, b->minx, b->miny, b->maxx, b->maxy, b2->id, b2->minx, b2->miny, b2->maxx, b2->maxy, dx, dy)); |
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| 154 | |
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| 155 | b->zwolnijmape(); |
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| 156 | int i, e; |
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| 157 | for (i = 0; i < b2->elementy.size(); i++) |
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| 158 | { |
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| 159 | e = b2->elementy[i]; |
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| 160 | b->dodajelement(e, einfo[e].x + dx, einfo[e].y + dy); |
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| 161 | } |
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| 162 | b->minx = min(b->minx, dx + b2->minx); |
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| 163 | b->miny = min(b->miny, dy + b2->miny); |
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| 164 | b->maxx = max(b->maxx, dx + b2->maxx); |
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| 165 | b->maxy = max(b->maxy, dy + b2->maxy); |
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| 166 | |
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| 167 | DB(printf(" -> (%ld,%ld,%ld,%ld)\n", b->minx, b->miny, b->maxx, b->maxy)); |
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| 168 | |
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| 169 | DB(printf(" ...#%ld...(%ld)...", b->id, b->elementy.size())); |
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| 170 | for (i = 0; i < b->elementy.size(); i++) |
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| 171 | { |
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| 172 | e = b->elementy[i]; |
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| 173 | DB(assert(einfo[e].x >= b->minx);) |
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| 174 | DB(assert(einfo[e].x <= b->maxx);) |
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| 175 | DB(assert(einfo[e].y >= b->miny);) |
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| 176 | DB(assert(einfo[e].y <= b->maxy);) |
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| 177 | DB(printf("(%ld)%ld,%ld ", e, einfo[e].x, einfo[e].y)); |
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| 178 | } |
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| 179 | |
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| 180 | DB(printf("\n")); |
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| 181 | |
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| 182 | delete b2; |
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| 183 | return 1; |
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| 184 | } |
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| 185 | |
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| 186 | /** e2 neuron will be connected to e neuron's input: |
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| 187 | - e and e2 belong to different blocks: shift/merge the blocks so e2 is to the left of e |
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| 188 | - same block: nothing can be done |
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| 189 | */ |
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| 190 | static void polaczjakowejscie(int e, int e2) |
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| 191 | { |
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| 192 | block *b, *b2; |
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| 193 | b = einfo[e].block; |
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| 194 | if (!einfo[e2].block) new block(e2); |
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| 195 | b2 = einfo[e2].block; |
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| 196 | if (b == b2) |
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| 197 | { |
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| 198 | DB(printf("--- b==b2 -> cancel\n")); |
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| 199 | return; |
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| 200 | } |
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| 201 | int dx, dy; |
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| 202 | dx = einfo[e].x - einfo[e2].x; |
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| 203 | dy = einfo[e].y - einfo[e2].y; |
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| 204 | DB(printf(" elem.%ld (%ld,%ld@%ld) + elem.%ld (%ld,%ld@%ld)...\n", e, einfo[e].x, einfo[e].y, b->id, e2, einfo[e2].x, einfo[e2].y, b2->id)); |
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| 205 | if (dolaczblock(b, b2, dx - 1, dy)) return; |
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| 206 | int proba; // retry - increasing the y offset (keeps x offset at -1) |
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| 207 | for (proba = 1;; proba++) |
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| 208 | { |
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| 209 | if (dolaczblock(b, b2, dx - 1, dy - proba)) return; |
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| 210 | if (dolaczblock(b, b2, dx - 1, dy + proba)) return; |
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| 211 | } |
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| 212 | } |
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| 213 | |
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| 214 | /** Retrieve the information about neuron e inputs and place the input neurons accordingly |
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| 215 | unless they are already processed |
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| 216 | */ |
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| 217 | static void ustawelement(int e) |
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| 218 | { |
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| 219 | if (einfo[e].block) |
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| 220 | { |
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| 221 | DB(printf("block#%ld exists\n", e)); |
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| 222 | return; |
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| 223 | } |
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| 224 | new block(e); |
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| 225 | int we; |
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| 226 | int n = nn->GetInputs(e); |
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| 227 | for (we = 0; we < n; we++) |
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| 228 | { |
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| 229 | int e2 = nn->GetLink(e, we); |
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| 230 | if (e2 < 0) continue; |
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| 231 | if (e == e2) continue; |
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| 232 | ustawelement(e2); |
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| 233 | polaczjakowejscie(e, e2); |
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| 234 | } |
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| 235 | } |
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| 236 | |
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| 237 | /** |
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| 238 | The algorithm: |
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| 239 | 1. Phase one |
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| 240 | - for each neuron, place its input neurons to the left |
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| 241 | (at relative location (-1,dy), where dy is any number, ideally 0) |
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| 242 | - the neuron's location in a block is never changed after the initial assignment |
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| 243 | - which means that any further connections within a given block are ignored (neurons are already fixed in place) |
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| 244 | - foreign block connections cause block merges, shifting the blocks so the (-1,dy) condition is met |
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| 245 | (which also affects all neurons in the other block, since their relative positions are fixed) |
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| 246 | - the final result is a set of blocks corresponding to the "islands" in the neural network |
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| 247 | 2. Phase two |
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| 248 | - "islands" are merged into one final block. Any relative offsets can be used, as their neurons |
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| 249 | are not connected anyway. Here a simple method is used: placing the islands in a vertical stack. |
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| 250 | */ |
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| 251 | void smartlayout(NNLayoutState *nnlayout) |
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| 252 | { |
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| 253 | DB(printf("\n >>>>>>>>> smartlayout <<<<<<<<<<<\n")); |
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| 254 | nn = nnlayout; |
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| 255 | N = nn->GetElements(); |
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| 256 | einfo = (struct einfo*)calloc(N, sizeof(struct einfo)); |
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| 257 | blocks = (class block**)calloc(N, sizeof(class block*)); |
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| 258 | |
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| 259 | int el; |
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| 260 | for (el = 0; el < N; el++) ustawelement(el); |
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| 261 | |
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| 262 | DB(printf(" - - merging blocks - -\n")); |
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| 263 | |
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| 264 | block *first; |
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| 265 | for (el = 0; el < N; el++) if (blocks[el]) { first = blocks[el]; el++; break; } |
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| 266 | while (el<N) |
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| 267 | { |
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| 268 | if ((first->maxx - first->minx)>(first->maxy - first->miny)) |
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| 269 | { |
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| 270 | int y = first->maxy + 2; |
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| 271 | int x = first->minx; |
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| 272 | int ex = first->maxx; |
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| 273 | while (el<N) |
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| 274 | { |
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| 275 | if (blocks[el]) |
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| 276 | { |
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| 277 | int dx = blocks[el]->maxx - blocks[el]->minx + 2; |
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| 278 | dolaczblock(first, blocks[el], x - blocks[el]->minx, y - blocks[el]->miny); |
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| 279 | x += dx; |
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| 280 | if (x>ex) break; |
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| 281 | } |
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| 282 | el++; |
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| 283 | } |
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| 284 | } |
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| 285 | else |
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| 286 | { |
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| 287 | int x = first->maxx + 2; |
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| 288 | int y = first->miny; |
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| 289 | int ey = first->maxy; |
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| 290 | while (el<N) |
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| 291 | { |
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| 292 | if (blocks[el]) |
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| 293 | { |
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| 294 | int dy = blocks[el]->maxy - blocks[el]->miny + 2; |
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| 295 | dolaczblock(first, blocks[el], x - blocks[el]->minx, y - blocks[el]->miny); |
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| 296 | y += dy; |
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| 297 | if (y>ey) break; |
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| 298 | } |
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| 299 | el++; |
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| 300 | } |
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| 301 | } |
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| 302 | } |
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| 303 | /* |
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| 304 | for (;el<N;el++) |
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| 305 | if (blocks[el]) |
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| 306 | dolaczblock(first,blocks[el],first->minx-blocks[el]->minx,first->maxy-blocks[el]->miny+1); |
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| 307 | */ |
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| 308 | if (first) // at this stage we have a single block containing all neurons |
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| 309 | { |
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| 310 | DB(printf(" - - setting coordinates - -\n")); |
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| 311 | int i; |
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| 312 | DB(first->odtworzmape()); |
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| 313 | for (i = 0; i < first->elementy.size(); i++) |
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| 314 | { |
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| 315 | el = first->elementy[i]; |
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| 316 | nn->SetXYWH(el, einfo[el].x * 70, -einfo[el].y * 70, 50, 50); |
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| 317 | } |
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| 318 | delete first; |
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| 319 | } |
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| 320 | |
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| 321 | free(blocks); |
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| 322 | free(einfo); |
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| 323 | DB(printf("--------------------------------\n\n")); |
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| 324 | } |
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