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			1186 lines
		
	
	
		
			32 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
			
		
		
	
	
			1186 lines
		
	
	
		
			32 KiB
		
	
	
	
		
			C++
		
	
	
	
	
	
| #include "rogueviz.h"
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| 
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| // SAG visualizer (e.g. Reddit roguelikes, GitHub languages)
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| //-----------------------------------------------------------
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| 
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| // see: https://www.youtube.com/watch?v=mDG3_f8R2Ns (SAG boardgames)
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| // see: https://www.youtube.com/watch?v=WSyygk_3j9o (SAG roguelikes)
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| // see: https://www.youtube.com/watch?v=HWQkDkeEUeM (SAG programming languages)
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| 
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| #include "dhrg/dhrg.h"
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| #include <thread>
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| 
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| namespace rogueviz {
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| 
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| namespace sag {
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| 
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|   int threads = 1;
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| 
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|   int informat; /* format ID */
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| 
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|   bool turn(int delta);
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|   
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|   int sagpar = 0;
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| 
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|   int best_cost = 1000000000;
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| 
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|   enum eSagmode { sagOff, sagHC, sagSA };
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|   
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|   eSagmode sagmode; // 0 - off, 1 - hillclimbing, 2 - SA
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| 
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|   const char *sagmodes[3] = {"off", "HC", "SA"};
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|   
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|   ld temperature = -4;
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|   const char *loadfname;
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|   
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|   string auto_save;
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| 
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|   bool auto_visualize = true;
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| 
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|   int vizsa_start;
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|   int vizsa_len;
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|   
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|   /** all the SAG cells */
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|   vector<cell*> sagcells;
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| 
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|   /** table of distances between SAG cells */
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|   vector<vector<int>> sagdist;
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| 
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|   /** what node is on sagcells[i] */
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|   vector<int> sagnode;
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| 
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|   /** node i is on sagcells[sagid[i]] */
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|   vector<int> sagid;
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| 
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|   /** sagcells[ids[c]]] == c */
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|   map<cell*, int> ids;
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| 
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|   /** if i in neighbors[j], sagcells[i] is a neighbor of sagcells[j] */
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|   vector<vector<int>> neighbors;
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|   
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|   ld pdist(hyperpoint hi, hyperpoint hj);
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|   
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|   /** matrix for every sagcell */
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|   vector<transmatrix> cell_matrix;
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|   
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|   /** precision of geometric distances */
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|   int gdist_prec;
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|   
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|   /** the maximum value in sagdist +1 */
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|   int max_sag_dist;
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| 
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|   vector<edgeinfo> sagedges;  
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|   vector<vector<int>> edges_yes, edges_no;
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| 
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|   int logistic_cost; /* 0 = disable, 1 = enable */
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|   dhrg::logistic lgsag(1, 1);
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|   
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|   vector<ld> loglik_tab_y, loglik_tab_n;
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| 
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|   int ipturn = 100;
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|   int numiter = 0;
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|   
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|   int hightemp = 10;
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|   int lowtemp = -15;
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|   
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|   /* for the embedding method: */  
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|   bool embedding;
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|   dhrg::logistic lgemb(1, 1);
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|   vector<hyperpoint> placement;  
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| 
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|   void optimize_sag_loglik();
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| 
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|   void compute_dists() {
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|     int N = isize(sagcells);
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| 
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|     neighbors.clear();
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|     neighbors.resize(N);
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|     
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|     for(int i=0; i<N; i++)
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|       for(cell *c1: adj_minefield_cells(sagcells[i]))
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|         if(ids.count(c1)) neighbors[i].push_back(ids[c1]);
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| 
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|     const ld ERROR = -17.3;
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|     transmatrix unknown = Id; unknown[0][0] = ERROR;
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|     cell_matrix.clear();
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|     cell_matrix.resize(N, unknown);
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|     vector<int> visited;
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| 
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|     auto visit = [&] (int id, const transmatrix& T) {
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|       if(cell_matrix[id][0][0] != ERROR) return;
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|       cell_matrix[id] = T;
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|       visited.push_back(id);
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|       };
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|       
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|     visit(0, Id);
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|     for(int i=0; i<isize(visited); i++) {
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|       cell *c0 = sagcells[i];
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|       const transmatrix& T0 = cell_matrix[i];
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|       for(int d=0; d<c0->type; d++)
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|         if(ids.count(c0->move(d)))
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|           visit(ids[c0->move(d)], T0 * currentmap->adj(c0, d));
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|       }
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|     
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|     if(gdist_prec) {
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|       for(int i=0; i<N; i++)
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|       for(int j=0; j<N; j++)
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|         sagdist[i][j] = (pdist(tC0(cell_matrix[i]), tC0(cell_matrix[j])) + .5) * gdist_prec;
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|       }
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|     
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|     else {
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|       sagdist.clear();
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|       sagdist.resize(N);
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|       for(int i=0; i<N; i++) {
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|         auto &sdi = sagdist[i];
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|         sdi.resize(N, N);
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|         vector<int> q;
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|         auto visit = [&] (int j, int dist) { if(sdi[j] < N) return; sdi[j] = dist; q.push_back(j); };
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|         visit(i, 0);
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|         for(int j=0; j<isize(q); j++) for(int k: neighbors[q[j]]) visit(k, sdi[q[j]]+1);
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|         }
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|       }
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|     
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|     max_sag_dist = 0;
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|     for(auto& d: sagdist) for(auto& x: d) max_sag_dist = max(max_sag_dist, x);
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|     max_sag_dist++;
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|     }
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| 
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|   bool legacy;
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| 
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|   /* legacy method */
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|   void init_snake(int n) {
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|     sagcells.clear();
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|     ids.clear();
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| 
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|     auto enlist = [&] (cellwalker cw) {
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|       ids[cw.at] = isize(sagcells);
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|       sagcells.push_back(cw.at);
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|       };
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| 
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|     cellwalker cw = cwt;
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|     enlist(cw);
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|     cw += wstep;
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|     enlist(cw);
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|     for(int i=2; i<n; i++) {
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|       cw += wstep;
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|       while(ids.count(cw.at)) {
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|         cw = cw + wstep + 1 + wstep;
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|         }
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|       enlist(cw); cw += 1;
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|       }
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|     }
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| 
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|   void init_sag_cells() {
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|     sagcells = currentmap->allcells();
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|     int N = isize(sagcells);
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| 
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|     ids.clear();
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|     for(int i=0; i<N; i++) ids[sagcells[i]] = i;
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|     }
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| 
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|   ld hub_penalty;
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|   string hub_filename;
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|   vector<int> hubval;
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|   
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|   double costat(int vid, int sid) {
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|     if(vid < 0) return 0;
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|     double cost = 0;
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|     
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|     if(logistic_cost) {
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|       auto &s = sagdist[sid];
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|       for(auto j: edges_yes[vid])
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|         cost += loglik_tab_y[s[sagid[j]]];
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|       for(auto j: edges_no[vid])
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|         cost += loglik_tab_n[s[sagid[j]]];
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|       return -cost;
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|       }
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|     
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|     vertexdata& vd = vdata[vid];
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|     for(int j=0; j<isize(vd.edges); j++) {
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|       edgeinfo *ei = vd.edges[j].second;
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|       int t2 = vd.edges[j].first;
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|       if(sagid[t2] != -1) cost += sagdist[sid][sagid[t2]] * ei->weight2;
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|       }
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|     
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|     if(!hubval.empty()) {
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|       for(auto sid2: neighbors[sid]) {
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|         int vid2 = sagnode[sid2];
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|         if(vid2 >= 0 && (hubval[vid] & hubval[vid]) == 0)
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|           cost += hub_penalty;
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|         }
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|       }
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|     
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|     return cost;
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|     }
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|   
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|   // std::mt19937 los;
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| 
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|   double cost;
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| 
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|   vector<double> chgs;  
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|   
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|   edgetype *sag_edge;
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| 
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|   void forgetedges(int id) {
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|     for(int i=0; i<isize(vdata[id].edges); i++) 
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|       vdata[id].edges[i].second->orig = NULL;
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|     }
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|   
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|   bool chance(double p) {
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|     p *= double(hrngen.max()) + 1;
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|     auto l = hrngen();
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|     auto pv = (decltype(l)) p;
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|     if(l < pv) return true;
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|     if(l == pv) return chance(p-pv);
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|     return false;
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|     }
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| 
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|   void saiter() {
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|     int DN = isize(sagid);
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|     int t1 = hrand(DN);
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|     int sid1 = sagid[t1];
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|     
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|     int sid2;
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|     
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|     int s = hrand(4)+1;
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|     
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|     if(s == 4) sid2 = hrand(isize(sagcells));
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|     else {
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|       sid2 = sid1;
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|       for(int ii=0; ii<s; ii++) sid2 = hrand_elt(neighbors[sid2]);
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|       }
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|     int t2 = sagnode[sid2];
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|     
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|     sagnode[sid1] = -1; sagid[t1] = -1;
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|     sagnode[sid2] = -1; if(t2 >= 0) sagid[t2] = -1;
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|     
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|     double change = 
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|       costat(t1,sid2) + costat(t2,sid1) - costat(t1,sid1) - costat(t2,sid2);
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|     
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|     sagnode[sid1] = t1; sagid[t1] = sid1;
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|     sagnode[sid2] = t2; if(t2 >= 0) sagid[t2] = sid2;
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|     
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|     if(change > 0 && (sagmode == sagHC || !chance(exp(-change * exp(-temperature))))) return;
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| 
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|     sagnode[sid1] = t2; sagnode[sid2] = t1;
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|     sagid[t1] = sid2; if(t2 >= 0) sagid[t2] = sid1;
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|     cost += change;
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|     }
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|   
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|   void prepare_graph() {
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|     int DN = isize(sagid);
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| 
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|     set<pair<int, int>> alledges;
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|     for(auto e: sagedges) {
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|       if(e.i == e.j) continue;
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|       alledges.emplace(e.i, e.j);
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|       alledges.emplace(e.j, e.i);
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|       }
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|     
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|     edges_yes.clear(); edges_yes.resize(DN);
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|     edges_no.clear(); edges_no.resize(DN);
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|     
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|     for(int i=0; i<DN; i++) for(int j=0; j<DN; j++) if(i != j) {
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|       if(alledges.count({i, j}))
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|         edges_yes[i].push_back(j);
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|       else
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|         edges_no[i].push_back(j);
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|       }          
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| 
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|     sagnode.clear();
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|     sagnode.resize(isize(sagcells), -1);
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|     for(int i=0; i<DN; i++)
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|       sagnode[sagid[i]] = i;
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|     cost = 0;
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|     for(int i=0; i<DN; i++)
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|       cost += costat(i, sagid[i]);
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|     cost /= 2;
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|     }
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|   
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|   void reassign() {
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|     int DN = isize(sagid);
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|     for(int i=0; i<DN; i++) {
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|       vdata[i].m->base = sagcells[sag::sagid[i]];
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|       forgetedges(i);
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|       }
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|     shmup::fixStorage();
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|     }
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| 
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|   void load_sag_solution(const string& fname) {
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|     printf("Loading the sag from: %s\n", fname.c_str());
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|     FILE *sf = fopen(fname.c_str(), "rt");
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|     if(!sf) { printf("Failed to open file.\n"); exit(1); }
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|     int SN = isize(sagcells);
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|     if(sf) while(true) {
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|       string lab;
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|       while(true) {
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|         int c = fgetc(sf);
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|         if(c == EOF) goto afterload;
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|         else if(c == ',' || c == ';') break;
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|         else if(rv_ignore(c)) ;
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|         else lab += c;
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|         }
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|       int sid = -1;
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|       int err = fscanf(sf, "%d", &sid);
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|       if(sid < 0 || sid >= SN || err < 1) sid = -1;
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|       if(!labeler.count(lab)) {
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|         printf("unknown vertex: %s\n", lab.c_str());
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|         }
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|       else {
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|         int id = getid(lab);
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|         sagid[id] = sid;
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|         }
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|       }
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|     afterload: 
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|     if(sf) fclose(sf);
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| 
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|     prepare_graph();
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|     reassign();
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|     }
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|   
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|   void dofullsa(int satime) {
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|     sagmode = sagSA;
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|     int t1 = SDL_GetTicks();
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|     int tl = -999999;
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|     
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|     while(true) {
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|       int t2 = SDL_GetTicks();
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|       double d = (t2-t1) / (1000. * satime);
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|       if(d > 1) break;
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| 
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|       temperature = hightemp - (d*(hightemp-lowtemp));
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|       for(int i=0; i<10000; i++) {
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|         numiter++;
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|         sag::saiter();
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|         }
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|       
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|       if(t2 - tl > 980) {
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|         tl = t2;
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|         println(hlog, format("it %8d temp %6.4f [1/e at %13.6f] cost = %f ", 
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|           numiter, double(sag::temperature), (double) exp(sag::temperature),
 | |
|           double(sag::cost)));
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|         }
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|       
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|       }
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|     
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|     temperature = -5;
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|     sagmode = sagOff;
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|     reassign();
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|     }
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| 
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|   void dofullsa_iterations(int saiter) {
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|     sagmode = sagSA;
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| 
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|     decltype(SDL_GetTicks()) t1 = -999999;
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| 
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|     for(int i=0; i<saiter; i++) {
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| 
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|       temperature = hightemp - ((i+.5)/saiter*(hightemp-lowtemp));
 | |
|       numiter++;
 | |
|       sag::saiter();
 | |
| 
 | |
|       if(numiter % 10000 == 0) {
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|         auto t2 = SDL_GetTicks();
 | |
|         if(t2 - t1 > 1000) {
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|           t1 = t2;
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|           println(hlog, format("it %8d temp %6.4f [1/e at %13.6f] cost = %f ",
 | |
|             numiter, double(sag::temperature), (double) exp(sag::temperature),
 | |
|             double(sag::cost)));
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|           }
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|         }
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|       }
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| 
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|     temperature = -5;
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|     sagmode = sagOff;
 | |
|     reassign();
 | |
|     }
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| 
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|   void iterate() {
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|     if(!sagmode) return;
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|     int t1 = SDL_GetTicks();
 | |
|     for(int i=0; i<ipturn; i++) {
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|       numiter++;
 | |
|       sag::saiter();
 | |
|       }
 | |
|     int t2 = SDL_GetTicks();
 | |
|     int t = t2 - t1;
 | |
|     if(t < 50) ipturn *= 2;
 | |
|     else if(t > 200) ipturn /= 2;
 | |
|     else ipturn = ipturn * 100 / t;
 | |
|     print(hlog, format("it %8d temp %6.4f [2:%8.6f,10:%8.6f,50:%8.6f] cost = %f\n", 
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|       numiter, double(sag::temperature), 
 | |
|       (double) exp(-2 * exp(-sag::temperature)),
 | |
|       (double) exp(-10 * exp(-sag::temperature)),
 | |
|       (double) exp(-50 * exp(-sag::temperature)),
 | |
|       (double) sag::cost));
 | |
| 
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|     if(auto_visualize) reassign();
 | |
|     }
 | |
|   
 | |
|   void save_sag_solution(const string& fname) {
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|     FILE *f = fopen(fname.c_str(), "wt");
 | |
|     for(int i=0; i<isize(sagid); i++)
 | |
|       fprintf(f, "%s;%d\n", vdata[i].name.c_str(), sagid[i]);
 | |
|     fclose(f);
 | |
|     }
 | |
| 
 | |
|   void compute_loglik_tab() {
 | |
|     loglik_tab_y.resize(max_sag_dist);
 | |
|     loglik_tab_n.resize(max_sag_dist);
 | |
|     for(int i=0; i<max_sag_dist; i++) {
 | |
|       loglik_tab_y[i] = lgsag.lyes(i);
 | |
|       loglik_tab_n[i] = lgsag.lno(i);
 | |
|       }
 | |
|     }
 | |
| 
 | |
|   void optimize_sag_loglik() {
 | |
|     vector<int> indist(max_sag_dist, 0);
 | |
|     
 | |
|     const int mul = 1;
 | |
| 
 | |
|     int N = isize(sagid);
 | |
|     for(int i=0; i<N; i++)
 | |
|     for(int j=0; j<i; j++) {
 | |
|       int d = sagdist[sagid[i]][sagid[j]];
 | |
|       indist[d]++;
 | |
|       }
 | |
|     
 | |
|     vector<int> pedge(max_sag_dist, 0);
 | |
|       
 | |
|     for(int i=0; i<isize(sagedges); i++) {
 | |
|       edgeinfo& ei = sagedges[i];
 | |
|       if(int(sagdist[sagid[ei.i]][sagid[ei.j]] * mul) == 136) printf("E %d,%d\n", ei.i, ei.j);
 | |
|       if(ei.i != ei.j)
 | |
|       if(ei.weight >= sag_edge->visible_from)
 | |
|         pedge[sagdist[sagid[ei.i]][sagid[ei.j]] * mul]++;
 | |
|       }
 | |
|     
 | |
|     for(int d=0; d<max_sag_dist; d++) 
 | |
|       if(indist[d])
 | |
|         printf("%2d: %7d/%7d %7.3lf\n", 
 | |
|           d, pedge[d], indist[d], double(pedge[d] * 100. / indist[d]));
 | |
|         
 | |
|     ld loglik = 0;
 | |
|     for(int d=0; d<max_sag_dist; d++) {
 | |
|       int p = pedge[d], pq = indist[d];
 | |
|       int q = pq - p;
 | |
|       if(p && q) {
 | |
|         loglik += p * log(p) + q * log(q) - pq * log(pq);
 | |
|         println(hlog, tie(d, p, q), loglik);
 | |
|         }
 | |
|       }
 | |
|     
 | |
|     println(hlog, "loglikelihood best = ", fts(loglik));
 | |
|     
 | |
|     auto logisticf = [&] (dhrg::logistic&  l) {
 | |
|       ld loglik = 0;
 | |
|       for(int d=0; d<max_sag_dist; d++) {
 | |
|         int p = pedge[d], pq = indist[d];
 | |
|         if(p) loglik += p * l.lyes(d);
 | |
|         if(pq > p) loglik += (pq-p) * l.lno(d);
 | |
|         }
 | |
|       return loglik;
 | |
|       };
 | |
|     
 | |
|     dhrg::fast_loglik_cont(lgsag, logisticf, nullptr, 1, 1e-5);
 | |
|     println(hlog, "loglikelihood logistic = ", logisticf(lgsag), " R= ", lgsag.R, " T= ", lgsag.T);    
 | |
|     
 | |
|     if(logistic_cost) {
 | |
|       compute_loglik_tab();
 | |
|       prepare_graph();       
 | |
|       println(hlog, "cost = ", cost);
 | |
|       }
 | |
|     }
 | |
| 
 | |
|   void disttable_add(ld dist, int qty0, int qty1) {
 | |
|     using namespace dhrg;
 | |
|     size_t i = dist * llcont_approx_prec;
 | |
|     constexpr array<ll, 2> zero = {0, 0};
 | |
|     while(disttable_approx.size() <= i) disttable_approx.push_back(zero);
 | |
|     disttable_approx[i][0] += qty0;
 | |
|     disttable_approx[i][1] += qty1;
 | |
|     }
 | |
|   
 | |
|   ld approx_01(hyperpoint h) {
 | |
|     ld d = 0;
 | |
|     if(h[0] > 1) {
 | |
|       ld z = log(h[0]);
 | |
|       d += z; h[1] *= h[0]; h[0] = 1; h[2] += z;
 | |
|       }
 | |
|     d += h[0];
 | |
|     if(h[1] > 1) {
 | |
|       ld z = log(h[1]);
 | |
|       d += z; h[1] = 1; h[2] -= z;
 | |
|       }
 | |
|     d += h[1];
 | |
|     d += abs(h[2]);
 | |
|     return d;
 | |
|     }
 | |
| 
 | |
|   ld pdist(hyperpoint hi, hyperpoint hj) {
 | |
|     if(sol) {
 | |
|       hyperpoint h = rgpushxto0(hi) * hj;
 | |
|       
 | |
|       h[0] = abs(h[0]);
 | |
|       h[1] = abs(h[1]);
 | |
|       
 | |
|       ld d1 = approx_01(h);
 | |
|       ld d2 = approx_01(hyperpoint(h[1], h[0], -h[2], 1));
 | |
| 
 | |
|       h = rgpushxto0(hj) * hi;
 | |
|       
 | |
|       h[0] = abs(h[0]);
 | |
|       h[1] = abs(h[1]);
 | |
|       
 | |
|       ld d3 = approx_01(h);
 | |
|       ld d4 = approx_01(hyperpoint(h[1], h[0], -h[2], 1));
 | |
| 
 | |
|       return min(min(d1, d2), min(d3, d4));
 | |
|       }
 | |
|     return geo_dist(hi, hj);
 | |
|     };
 | |
| 
 | |
|   ld pdist(int i, int j) {
 | |
|     return pdist(placement[i], placement[j]);
 | |
|     };
 | |
| 
 | |
|   void prepare_embedding() {
 | |
|     map<int, transmatrix> maps;    
 | |
|     vector<int> visited;
 | |
| 
 | |
|     auto visit = [&] (int id, const transmatrix& T) {
 | |
|       if(maps.count(id)) return;
 | |
|       maps[id] = T;
 | |
|       visited.push_back(id);
 | |
|       };
 | |
|       
 | |
|     visit(0, Id);
 | |
|     for(int i=0; i<isize(visited); i++) {
 | |
|       cell *c0 = sagcells[i];
 | |
|       transmatrix T0 = maps[i];
 | |
|       for(int d=0; d<c0->type; d++)
 | |
|         if(ids.count(c0->move(d)))
 | |
|           visit(ids[c0->move(d)], T0 * currentmap->adj(c0, d));
 | |
|       }
 | |
|     
 | |
|     int DN = isize(sagid);
 | |
|     placement.resize(DN);
 | |
|     for(int i=0; i<DN; i++) placement[i] = tC0(maps[sagid[i]]);    
 | |
|     }
 | |
|   
 | |
|   int embiter;
 | |
|   
 | |
|   void compute_loglik() {    
 | |
|     dhrg::llcont_approx_prec = 10;
 | |
|     
 | |
|     dhrg::disttable_approx.clear();
 | |
|     int DN = isize(sagid);
 | |
|     for(int i=0; i<DN; i++)
 | |
|     for(int j=0; j<i; j++)
 | |
|       disttable_add(pdist(i, j), 1, 0);
 | |
| 
 | |
|     for(int i=0; i<isize(sagedges); i++) {
 | |
|       edgeinfo& ei = sagedges[i];
 | |
|       if(ei.i != ei.j)
 | |
|         disttable_add(pdist(ei.i, ei.j), -1, 1);
 | |
|       }
 | |
|     
 | |
|     dhrg::logisticfun lc = dhrg::loglik_cont_approx;
 | |
| 
 | |
|     dhrg::fast_loglik_cont(lgemb, lc, nullptr, 1, 1e-5);
 | |
|     
 | |
|     println(hlog, "loglik = ", format("%.6f", lc(lgemb)), " R = ", lgemb.R, " T = ", lgemb.T, " iterations = ", embiter);
 | |
|     }
 | |
| 
 | |
|   void reassign_embedding() {
 | |
|     int DN = isize(sagid);
 | |
|     for(int i=0; i<DN; i++) {
 | |
|       vdata[i].m->base = sagcells[0];
 | |
|       vdata[i].m->at = rgpushxto0(placement[i]);
 | |
|       virtualRebase(vdata[i].m);
 | |
|       forgetedges(i);
 | |
|       }
 | |
|     shmup::fixStorage();
 | |
|     }
 | |
| 
 | |
|   void improve_embedding() {
 | |
|     embiter++;
 | |
|     if(placement.empty()) {
 | |
|       prepare_embedding();
 | |
|       compute_loglik();
 | |
|       }
 | |
|     ld eps = .1;
 | |
|     int DN = isize(sagid);
 | |
| 
 | |
|     hyperpoint h = C0;
 | |
|     for(int i=0; i<WDIM; i++) h[i] += (hrandf() - 0.5) * eps;
 | |
|     h = normalize(h);
 | |
|     
 | |
|     auto nplacement = placement;
 | |
|     parallelize(DN, [&] (int a, int b) {
 | |
|       for(int i=a; i<b; i++) {
 | |
| 
 | |
|         hyperpoint np = rgpushxto0(placement[i]) * h;
 | |
|         
 | |
|         ld change;
 | |
|         for(auto e: edges_yes[i]) change -= lgemb.lyes(pdist(placement[i], placement[e]));
 | |
|         for(auto e: edges_no[i]) change -= lgemb.lno(pdist(placement[i], placement[e]));
 | |
|         for(auto e: edges_yes[i]) change += lgemb.lyes(pdist(np, placement[e]));
 | |
|         for(auto e: edges_no[i]) change += lgemb.lno(pdist(np, placement[e]));
 | |
|   
 | |
|         if(change > 0) nplacement[i] = np;
 | |
|         }
 | |
|       return 0;
 | |
|       });
 | |
|     
 | |
|     placement = nplacement;
 | |
|     }
 | |
|   
 | |
|   int embturn = 1;
 | |
|   void embedding_iterate() {
 | |
|     int t1 = SDL_GetTicks();
 | |
|     for(int i=0; i<embturn; i++) {
 | |
|       improve_embedding();
 | |
|       }
 | |
|     int t2 = SDL_GetTicks();
 | |
|     int t = t2 - t1;
 | |
|     if(t < 50) embturn *= 2;
 | |
|     else if(t > 200) embturn = (embturn + 1) / 2;
 | |
|     else embturn = (embturn * 100 + (t-1)) / t;
 | |
|     
 | |
|     compute_loglik();
 | |
|     if(auto_visualize) reassign_embedding();
 | |
|     }
 | |
| 
 | |
|   void save_embedding(const string& fname) {
 | |
|     fhstream f(fname, "wt");
 | |
|     for(int i=0; i<isize(sagid); i++) {
 | |
|       println(f, vdata[i].name);
 | |
|       for(int d=0; d<MDIM; d++)
 | |
|         println(f, format("%.20f", placement[i][d]));
 | |
|       }
 | |
|     }
 | |
| 
 | |
|   void load_embedding(const string& fname) {
 | |
|     prepare_embedding();
 | |
|     fhstream f(fname, "rt");
 | |
|     if(informat == 2) {
 | |
|       /* H2 embedding */
 | |
|       while(!feof(f.f)) {
 | |
|         string lab = scan<string>(f);
 | |
|         int id;
 | |
|         if(!labeler.count(lab)) {
 | |
|           printf("unknown vertex: %s\n", lab.c_str());
 | |
|           continue;
 | |
|           }
 | |
|         else id = getid(lab);
 | |
|         ld alpha, r;
 | |
|         if(1) {
 | |
|           dynamicval<eGeometry> g(geometry, gNormal);
 | |
|           hyperpoint h;
 | |
|           for(int d=0; d<MDIM; d++) h[d] = scan<ld>(f);
 | |
|           alpha = atan2(h);
 | |
|           r = hdist0(h);
 | |
|           println(hlog, "read ", lab, " as ", h, " which is ", tie(alpha, r));
 | |
|           }
 | |
|         placement[id] = direct_exp(cspin(0, 2, alpha) * ctangent(0, r));
 | |
|         println(hlog, "dist = ", pdist(placement[id], C0), " expected: ", r);
 | |
|         }
 | |
|       }
 | |
|     else if(informat == 3) {
 | |
|       /* BFKL */
 | |
|       string ignore;
 | |
|       if(!scan(f, ignore, ignore, ignore, ignore, ignore, ignore, ignore, ignore)) {
 | |
|         printf("Error: incorrect format of the first line\n"); exit(1);
 | |
|         }      
 | |
|       while(true) {
 | |
|         string lab = scan<string>(f);
 | |
|         if(lab == "" || lab == "#ROGUEVIZ_ENDOFDATA") break;
 | |
|         ld r, alpha;
 | |
|         if(!scan(f, r, alpha)) { printf("Error: incorrect format of r/alpha\n"); exit(1); }
 | |
|         hyperpoint h = spin(alpha * degree) * xpush0(r);
 | |
|   
 | |
|         if(!labeler.count(lab)) {
 | |
|           printf("unknown vertex: %s\n", lab.c_str());
 | |
|           }
 | |
|         else {
 | |
|           int id = getid(lab);
 | |
|           placement[id] = h;
 | |
|           }      
 | |
|         }
 | |
|       }
 | |
|     else if(informat == 4) {
 | |
|       while(true) {
 | |
|         string lab = scan<string>(f);
 | |
|         if(lab == "") break;
 | |
|         ld r, alpha;
 | |
|         if(!scan(f, r, alpha)) { printf("Error: incorrect format of r/alpha\n"); exit(1); }
 | |
|         hyperpoint h = spin(alpha) * xpush0(r);
 | |
|   
 | |
|         if(!labeler.count(lab)) {
 | |
|           printf("unknown vertex: %s\n", lab.c_str());
 | |
|           }
 | |
|         else {
 | |
|           int id = getid(lab);
 | |
|           placement[id] = h;
 | |
|           }      
 | |
|         }
 | |
|       }
 | |
|     else {
 | |
|       while(!feof(f.f)) {
 | |
|         string lab = scan<string>(f);
 | |
|         int id;
 | |
|         if(!labeler.count(lab)) {
 | |
|           printf("unknown vertex: %s\n", lab.c_str());
 | |
|           continue;
 | |
|           }
 | |
|         else id = getid(lab);
 | |
|         hyperpoint h;
 | |
|         for(int d=0; d<MDIM; d++) h[d] = scan<ld>(f);
 | |
|         placement[id] = h;
 | |
|         }
 | |
|       }
 | |
|     reassign_embedding();
 | |
|     compute_loglik();
 | |
|     }
 | |
|   
 | |
|   void read_hubs(const string& fname) {
 | |
|     hubval.resize(isize(vdata), -1);
 | |
|     fhstream f(fname, "rt");
 | |
|     if(!f.f) { printf("Failed to open hub file: %s\n", fname.c_str()); exit(1); }
 | |
|     println(hlog, "loading hubs: ", fname);
 | |
|     while(!feof(f.f)) {
 | |
|       string l1, l2;
 | |
|       while(true) {
 | |
|         int c = fgetc(f.f);
 | |
|         if(c == EOF) return;
 | |
|         else if(c == ';') break;
 | |
|         else if(rv_ignore(c)) ;
 | |
|         else l1 += c;
 | |
|         }
 | |
|       while(true) {
 | |
|         int c = fgetc(f.f);
 | |
|         if(c == EOF) return;
 | |
|         else if(c == ';') return;
 | |
|         else if(rv_ignore(c)) break;
 | |
|         else l2 += c;
 | |
|         }
 | |
|       if(!id_known(l1)) {
 | |
|         printf("label unknown: %s\n", l1.c_str());
 | |
|         exit(1);
 | |
|         }
 | |
|       hubval[getid(l1)] = atoi(l2.c_str());
 | |
|       }
 | |
|     }
 | |
|   
 | |
|   void readsag(const char *fname) {
 | |
|     maxweight = 0;
 | |
|     sag_edge = add_edgetype("SAG edge");
 | |
|     fhstream f(fname, "rt");
 | |
|     if(!f.f) {
 | |
|       printf("Failed to open SAG file: %s\n", fname);
 | |
|       throw "failed to open SAG file";
 | |
|       }
 | |
|     if(informat == 1) {
 | |
|       scanline(f);
 | |
|       set<pair<int, int> > edges;
 | |
|       
 | |
|       int all = 0, good = 0;
 | |
|       while(!feof(f.f)) {        
 | |
|         string l1 = scan<string>(f);
 | |
|         string l2 = scan<string>(f);
 | |
|         if(l1 == "") continue;
 | |
|         if(l2 == "") continue;
 | |
|         edgeinfo ei(sag_edge);
 | |
|         ei.i = getid(l1);
 | |
|         ei.j = getid(l2);
 | |
|         if(ei.i > ei.j) swap(ei.i, ei.j);
 | |
|         all++;
 | |
|         if(edges.count({ei.i, ei.j})) continue;
 | |
|         good++;
 | |
|         edges.emplace(ei.i, ei.j);
 | |
|         ei.weight = 1;
 | |
|         sagedges.push_back(ei);
 | |
|         }
 | |
|       println(hlog, "N = ", isize(vdata), " edges = ", good, "/", all);
 | |
|       return;
 | |
|       }
 | |
|     while(!feof(f.f)) {
 | |
|       string l1, l2;
 | |
|       while(true) {
 | |
|         int c = fgetc(f.f);
 | |
|         if(c == EOF) return;
 | |
|         else if(c == ';') break;
 | |
|         else if(rv_ignore(c)) ;
 | |
|         else l1 += c;
 | |
|         }
 | |
|       while(true) {
 | |
|         int c = fgetc(f.f);
 | |
|         if(c == EOF) return;
 | |
|         else if(c == ';') break;
 | |
|         else if(rv_ignore(c)) ;
 | |
|         else l2 += c;
 | |
|         }
 | |
|       ld wei;
 | |
|       if(!scan(f, wei)) continue;
 | |
|       edgeinfo ei(sag_edge);
 | |
|       ei.i = getid(l1);
 | |
|       ei.j = getid(l2);
 | |
|       ei.weight = wei;
 | |
|       sagedges.push_back(ei);
 | |
|       }
 | |
|     }
 | |
|   
 | |
|   ld edgepower=1, edgemul=1;
 | |
| 
 | |
|   void read(string fn) {
 | |
|     fname = fn;
 | |
|     init(RV_GRAPH | RV_WHICHWEIGHT | RV_AUTO_MAXWEIGHT | RV_HAVE_WEIGHT);
 | |
| 
 | |
|     rv_hook(rogueviz::hooks_close, 100, [] { sag::sagedges.clear(); });
 | |
|     rv_hook(shmup::hooks_turn, 100, turn);
 | |
|     rv_hook(rogueviz::hooks_rvmenu, 100, [] { 
 | |
|       dialog::addSelItem(XLAT("temperature"), fts(sag::temperature), 't');
 | |
|       dialog::add_action([] {
 | |
|         dialog::editNumber(sag::temperature, sag::lowtemp, sag::hightemp, 1, 0, XLAT("temperature"), "");
 | |
|         });
 | |
|       dialog::addSelItem(XLAT("SAG mode"), sag::sagmodes[sag::sagmode], 'm');      
 | |
|       dialog::add_action([] { sag::sagmode = sag::eSagmode( (1+sag::sagmode) % 3 ); });
 | |
| 
 | |
|       dialog::addSelItem(XLAT("min temperature"), fts(sag::lowtemp), 'i');
 | |
|       dialog::add_action([] {
 | |
|         dialog::editNumber(sag::lowtemp, -20, 20, 1, 0, XLAT("min temperature"), "");
 | |
|         });
 | |
| 
 | |
|       dialog::addSelItem(XLAT("max temperature"), fts(sag::hightemp), 'i');
 | |
|       dialog::add_action([] {
 | |
|         dialog::editNumber(sag::hightemp, -20, 20, 1, 0, XLAT("high temperature"), "");
 | |
|         });
 | |
| 
 | |
|       dialog::addSelItem(XLAT("automatic cycle"), fts(sag::vizsa_len), 'c');
 | |
|       dialog::add_action([] {
 | |
|         dialog::editNumber(sag::vizsa_len, 5, 1800, 1, 0, XLAT("automatic cycle"), "");
 | |
|         });
 | |
|       
 | |
|       dialog::addBoolItem(XLAT("automatic"), sag::vizsa_start, 'a');
 | |
|       dialog::add_action([] { 
 | |
|         sag::vizsa_start = sag::vizsa_start ? 0 : SDL_GetTicks();
 | |
|         sag::sagmode = sagOff;
 | |
|         });
 | |
| 
 | |
|       dialog::addBoolItem_action(XLAT("auto-visualize"), sag::auto_visualize, 'b');
 | |
| 
 | |
|       dialog::addBoolItem_action(XLAT("continuous embedding"), sag::embedding, 'e'); 
 | |
|       });
 | |
| 
 | |
|     weight_label = "min weight";
 | |
|     temperature = 0; sagmode = sagOff;
 | |
|     readsag(fname.c_str());
 | |
|     if(hub_filename != "")
 | |
|       read_hubs(hub_filename);
 | |
|     
 | |
|     int DN = isize(vdata);
 | |
|     
 | |
|     for(int i=0; i<DN; i++) vdata[i].data = 0;
 | |
|     for(int i=0; i<isize(sagedges); i++) {
 | |
|       edgeinfo& ei = sagedges[i];
 | |
| 
 | |
|       ei.weight2 = pow((double) ei.weight, (double) edgepower) * edgemul;
 | |
|       
 | |
|       addedge0(ei.i, ei.j, &ei);
 | |
|       }
 | |
|   
 | |
|     if(legacy)
 | |
|       init_snake(2 * DN);
 | |
|     else
 | |
|       init_sag_cells();
 | |
| 
 | |
|     compute_dists();
 | |
| 
 | |
|     int SN = isize(sagcells);
 | |
|     if(SN < DN) {
 | |
|       println(hlog, "SN = ", SN, " DN = ", DN);
 | |
|       throw hr_exception("not enough cells for SAG");
 | |
|       exit(1);
 | |
|       }
 | |
|     sagid.resize(DN);
 | |
|     for(int i=0; i<DN; i++) sagid[i] = i;
 | |
|     prepare_graph();
 | |
| 
 | |
|     for(int i=0; i<DN; i++) {
 | |
|       int ii = i;
 | |
|       vertexdata& vd = vdata[ii];
 | |
|       vd.cp = colorpair(dftcolor);
 | |
|       createViz(ii, sagcells[sagid[i]], Id);
 | |
|       }
 | |
| 
 | |
|     storeall();
 | |
|     }
 | |
| 
 | |
| ld compute_mAP() {
 | |
|   ld mAP = 0;
 | |
|   int DN = isize(sagid);
 | |
|   for(int i=0; i<DN; i++) {
 | |
|     vector<int> alldist;
 | |
|     for(int j=0; j<DN; j++) if(i != j) alldist.push_back(sagdist[sagid[i]][sagid[j]]);
 | |
|     sort(alldist.begin(), alldist.end());
 | |
|     int q = isize(edges_yes[i]);
 | |
|     int qmin = q-1, qmax = q+1;
 | |
|     int threshold = alldist[q-1];
 | |
|     while(qmin && alldist[qmin-1] == threshold) qmin--;
 | |
|     while(qmax < isize(alldist)-2 && alldist[qmax+1] == threshold) qmax++;
 | |
|     ld on_threshold = (q - qmin) / (qmax + 1. - qmin);
 | |
|     int good = 0, onthr = 0;
 | |
|     for(auto j: edges_yes[i]) {
 | |
|       int d = sagdist[sagid[i]][sagid[j]];
 | |
|       if(d < threshold) good++;
 | |
|       if(d == threshold) onthr++;
 | |
|       }
 | |
|     mAP += (good + onthr * on_threshold) / q / DN;
 | |
|     }
 | |
|   return mAP;
 | |
|   }
 | |
| 
 | |
| int logid;
 | |
| 
 | |
| void output_stats() {
 | |
|   if(auto_save != "" && cost < best_cost) {
 | |
|     println(hlog, "cost ", cost, " beats ", best_cost);
 | |
|     best_cost = cost;
 | |
|     sag::save_sag_solution(auto_save);
 | |
|     }
 | |
|   println(hlog, "solution: ", sagid);
 | |
|   int DN = isize(sagid);
 | |
|   ld mAP = compute_mAP();
 | |
|   dhrg::iddata routing_result;
 | |
|   dhrg::prepare_pairs(DN, [] (int i) { return edges_yes[i]; });
 | |
|   dhrg::greedy_routing(routing_result, [] (int i, int j) { return sagdist[sagid[i]][sagid[j]]; });
 | |
|   println(hlog, "CSV;", logid++, ";", isize(sagnode), ";", DN, ";", isize(sagedges), ";", lgsag.R, ";", lgsag.T, ";", cost, ";", mAP, ";", routing_result.suc / routing_result.tot, ";", routing_result.routedist / routing_result.bestdist);
 | |
|   }
 | |
| 
 | |
| int readArgs() {
 | |
| #if CAP_COMMANDLINE
 | |
|   using namespace arg;
 | |
| 
 | |
|   if(0) ;
 | |
| 
 | |
|   else if(argis("-sagmin")) {
 | |
|     shift_arg_formula(default_edgetype.visible_from);
 | |
|     default_edgetype.visible_from_hi = default_edgetype.visible_from;
 | |
|     default_edgetype.visible_from_help = default_edgetype.visible_from;    
 | |
|     }
 | |
|   else if(argis("-sagminhi")) {
 | |
|     shift_arg_formula(default_edgetype.visible_from_hi);
 | |
|     }
 | |
|   else if(argis("-sag_gdist")) {
 | |
|     shift(); sag::gdist_prec = argi();
 | |
|     }
 | |
|   else if(argis("-sagrt")) {
 | |
|     shift(); sag::lgsag.R = argf();
 | |
|     shift(); sag::lgsag.T = argf();
 | |
|     if(sag::logistic_cost) compute_loglik_tab();
 | |
|     }
 | |
|   else if(argis("-sag_use_loglik")) {  
 | |
|     shift(); sag::logistic_cost = argi();
 | |
|     if(sag::logistic_cost) compute_loglik_tab();
 | |
|     }
 | |
|   else if(argis("-sagminhelp")) {
 | |
|     shift_arg_formula(default_edgetype.visible_from_help);
 | |
|     }
 | |
|   else if(argis("-sagformat")) {
 | |
|     shift(); informat = argi();
 | |
|     }
 | |
| 
 | |
| // (1) configure edge weights
 | |
|   else if(argis("-sag-edgepower")) {
 | |
|     shift_arg_formula(sag::edgepower);
 | |
|     shift_arg_formula(sag::edgemul);
 | |
|     }
 | |
| // (1) configure temperature (high, low)
 | |
|   else if(argis("-sagtemp")) {
 | |
|     shift(); sag::hightemp = argi();
 | |
|     shift(); sag::lowtemp = argi();
 | |
|     }
 | |
| // (2) read the edge data
 | |
|   else if(argis("-sagpar")) {
 | |
|     PHASE(3);
 | |
|     shift();
 | |
|     sag::sagpar = argi();
 | |
|     }
 | |
|   else if(argis("-sag")) {
 | |
|     PHASE(3); 
 | |
|     shift(); sag::read(args());
 | |
|     }
 | |
|   else if(argis("-sagaviz")) {
 | |
|     PHASE(3); 
 | |
|     shift(); sag::auto_visualize = argi();
 | |
|     }
 | |
|   else if(argis("-saghubs")) {
 | |
|     println(hlog, "HUBS");
 | |
|     PHASE(3); 
 | |
|     shift_arg_formula(sag::hub_penalty);
 | |
|     shift(); hub_filename = args();
 | |
|     }
 | |
| // (3) load the initial positioning
 | |
|   else if(argis("-sagload")) {
 | |
|     PHASE(3); shift(); sag::load_sag_solution(args());
 | |
|     }
 | |
| // (4) perform simulated annealing: -fullsa <time in seconds>
 | |
|   else if(argis("-sagfull")) {
 | |
|     shift(); sag::dofullsa(argi());
 | |
|     }
 | |
|   else if(argis("-sagfulli")) {
 | |
|     shift(); sag::dofullsa_iterations(argi());
 | |
|     }
 | |
|   else if(argis("-sagviz")) {
 | |
|     sag::vizsa_start = SDL_GetTicks();
 | |
|     shift(); sag::vizsa_len = argi();
 | |
|     }
 | |
|   else if(argis("-sagstats")) {
 | |
|     output_stats();
 | |
|     }
 | |
|   else if(argis("-sagstats-logid")) {
 | |
|     shift(); logid = argi();
 | |
|     }
 | |
| // (5) save the positioning
 | |
|   else if(argis("-sagsave")) {
 | |
|     PHASE(3); shift(); sag::save_sag_solution(args());
 | |
|     }
 | |
|   else if(argis("-sagsave-auto")) {
 | |
|     PHASE(3); shift(); auto_save = args();
 | |
|     }
 | |
| // (6) output loglikelihood
 | |
|   else if(argis("-sagloglik")) {
 | |
|     sag::optimize_sag_loglik();
 | |
|     }
 | |
|   else if(argis("-sagmode")) {
 | |
|     shift();
 | |
|     vizsa_start = 0;
 | |
|     sagmode = (eSagmode) argi();
 | |
|     if(sagmode == sagSA) {
 | |
|       shift(); temperature = argf();
 | |
|       }
 | |
|     }
 | |
|   else if(argis("-sagembed")) {
 | |
|     sag::embedding = true;
 | |
|     }
 | |
|   else if(argis("-sagembedoff")) {
 | |
|     sag::embedding = false;
 | |
|     }
 | |
|   else if(argis("-sagsavee")) {
 | |
|     PHASE(3); shift(); sag::save_embedding(args());
 | |
|     }
 | |
|   else if(argis("-sagloade")) {
 | |
|     PHASE(3); shift(); sag::load_embedding(args());
 | |
|     }
 | |
|   else return 1;
 | |
| #endif
 | |
|   return 0;
 | |
|   }
 | |
| 
 | |
| bool turn(int delta) {
 | |
|   if(vizsa_start) {
 | |
|     auto t = ticks;
 | |
|     double d = (t-vizsa_start) / (1000. * vizsa_len);
 | |
|     if(d > 1 && logistic_cost == 2) {
 | |
|       vizsa_start = ticks;
 | |
|       optimize_sag_loglik();
 | |
|       output_stats();
 | |
|       }
 | |
|     if(d > 1) sagmode = sagOff;
 | |
|     else {
 | |
|       temperature = hightemp - (d*(hightemp-lowtemp));
 | |
|       sagmode = sagSA;
 | |
|       }
 | |
|     }
 | |
|   if(sagmode == sagOff && embedding) {
 | |
|     embedding_iterate();
 | |
|     }
 | |
|   iterate();
 | |
|   return false;
 | |
|   // shmup::pc[0]->rebase();
 | |
|   }
 | |
| 
 | |
| string cname() {
 | |
|   if(euclid) return "coord-6.txt";
 | |
|   if(PURE) return "coord-7.txt";
 | |
|   return "coord-67.txt";
 | |
|   }
 | |
| 
 | |
| int ah = addHook(hooks_args, 100, readArgs)
 | |
|   + addHook_rvslides(120, [] (string s, vector<tour::slide>& v) {
 | |
|     if(s != "data") return;
 | |
|     using namespace pres;
 | |
|     string sagf = "SAG/";
 | |
|     v.push_back(
 | |
|       slide{sagf+"Roguelikes", 63, LEGAL::UNLIMITED | QUICKGEO,
 | |
|         "A visualization of roguelikes, based on discussion on /r/reddit. "
 | |
|         "See: http://www.roguetemple.com/z/hyper/reddit.php",
 | |
|         roguevizslide('0', [] () {
 | |
|           rogueviz::dftcolor = 0x282828FF;
 | |
|     
 | |
|           rogueviz::showlabels = true;
 | |
|           part(rogueviz::default_edgetype.color, 0) = 181;
 | |
|           rogueviz::sag::edgepower = 1;
 | |
|           rogueviz::sag::edgemul = 1;
 | |
|           
 | |
|           gmatrix.clear();
 | |
|           drawthemap();
 | |
|           gmatrix0 = gmatrix;
 | |
|     
 | |
|           slide_backup(rogueviz::sag::legacy, true);
 | |
|           rogueviz::sag::read(RVPATH "roguelikes/edges.csv");
 | |
|           rogueviz::readcolor(RVPATH "roguelikes/color.csv");
 | |
|           rogueviz::sag::load_sag_solution(RVPATH "roguelikes/" + cname());
 | |
|           })    
 | |
|         }
 | |
|       );
 | |
|     v.push_back(slide  {sagf+"Programming languages of GitHub", 64, LEGAL::UNLIMITED | QUICKGEO,
 | |
|     "A visualization of programming languages.",
 | |
|     roguevizslide('0', [] () {
 | |
|       rogueviz::dftcolor = 0x282828FF;
 | |
| 
 | |
|       rogueviz::showlabels = true;
 | |
|       part(rogueviz::default_edgetype.color, 0) = 128;
 | |
|       rogueviz::sag::edgepower = .4;
 | |
|       rogueviz::sag::edgemul = .02;
 | |
|       
 | |
|       gmatrix.clear();
 | |
|       drawthemap();
 | |
|       gmatrix0 = gmatrix;
 | |
| 
 | |
|       slide_backup(rogueviz::sag::legacy, true);
 | |
|       rogueviz::sag::read(RVPATH "lang/edges.csv");
 | |
|       rogueviz::readcolor(RVPATH "lang/color.csv");
 | |
|       rogueviz::sag::load_sag_solution(RVPATH "lang/" + cname());
 | |
|       if(euclid) rogueviz::legend.clear();
 | |
|       })
 | |
|     });
 | |
|     
 | |
|     v.push_back(slide {sagf+"Boardgames", 62, LEGAL::UNLIMITED | QUICKGEO,
 | |
|         "A visualization of board games, based on discussions on Reddit.",
 | |
|     roguevizslide('0', [] () {
 | |
|       rogueviz::dftcolor = 0x282828FF;
 | |
| 
 | |
|       rogueviz::showlabels = true;
 | |
|       part(rogueviz::default_edgetype.color, 0) = 157;
 | |
|       rogueviz::sag::edgepower = 1;
 | |
|       rogueviz::sag::edgemul = 1;
 | |
|       
 | |
|       gmatrix.clear();
 | |
|       drawthemap();
 | |
|       gmatrix0 = gmatrix;
 | |
| 
 | |
|       slide_backup(rogueviz::sag::legacy, true);
 | |
|       rogueviz::sag::read(RVPATH "boardgames/edges.csv");
 | |
|       rogueviz::readcolor(RVPATH "boardgames/color.csv");
 | |
|       rogueviz::sag::load_sag_solution(RVPATH "boardgames/" + cname());
 | |
|       })
 | |
|         });
 | |
| 
 | |
|     });
 | |
| 
 | |
| EX }
 | |
| 
 | |
| }
 | 
