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hyperrogue/rogueviz/sag/annealing.cpp
2024-07-24 21:18:13 +02:00

268 lines
6.3 KiB
C++

// RogueViz -- SAG embedder: the implementation of Simulated Annealing
// Copyright (C) 2011-2024 Zeno Rogue, see 'hyper.cpp' for details
#include "../rogueviz.h"
namespace rogueviz {
namespace sag {
enum eSagmode { sagOff, sagHC, sagSA };
eSagmode sagmode; // 0 - off, 1 - hillclimbing, 2 - SA
const char *sagmodes[3] = {"off", "HC", "SA"};
ld temperature = 0;
int hightemp = 10;
int lowtemp = -15;
long long numiter = 0;
int vizsa_start;
int vizsa_len = 5;
bool chance(double p) {
p *= double(hrngen.max()) + 1;
auto l = hrngen();
auto pv = (decltype(l)) p;
if(l < pv) return true;
if(l == pv) return chance(p-pv);
return false;
}
bool twoway = false;
int moves, nomoves;
void saiter() {
int DN = isize(sagid);
int t1 = hrand(DN);
int sid1 = sagid[t1];
int sid2;
int s = twoway ? pick(1,4) : hrand(4)+1;
if(s == 4) sid2 = hrand(isize(sagcells));
else {
sid2 = sid1;
for(int ii=0; ii<s; ii++) sid2 = hrand_elt(neighbors[sid2]);
}
int t2 = allow_doubles ? -1 : sagnode[sid2];
sagnode[sid1] = -1; sagid[t1] = -1;
sagnode[sid2] = -1; if(t2 >= 0) sagid[t2] = -1;
double change =
costat(t1,sid2) + costat(t2,sid1) - costat(t1,sid1) - costat(t2,sid2);
sagnode[sid1] = t1; sagid[t1] = sid1;
sagnode[sid2] = t2; if(t2 >= 0) sagid[t2] = sid2;
if(change > 0 && (sagmode == sagHC || !chance(exp(-change * exp(-temperature))))) { nomoves++; return; }
moves++;
sagnode[sid1] = t2; sagnode[sid2] = t1;
sagid[t1] = sid2; if(t2 >= 0) sagid[t2] = sid1;
if(should_good) {
auto dcost = cost;
compute_cost();
println(hlog, "dcost=", dcost, " change=", change, " cost=", cost, " error = ", dcost + change - cost);
if(abs(dcost + change - cost) > .1) throw hr_exception("dcost fail");
cost = dcost;
}
cost += change;
}
ld checkmark_cost;
int hillclimb() {
int DN = isize(sagid);
int changes = 0;
vector<ld> succ;
for(int t1=0; t1<DN; t1++) {
int sid1 = sagid[t1];
for(int sid2: neighbors[sid1]) {
int t2 = allow_doubles ? -1 : sagnode[sid2];
sagnode[sid1] = -1; sagid[t1] = -1;
sagnode[sid2] = -1; if(t2 >= 0) sagid[t2] = -1;
double change =
costat(t1,sid2) + costat(t2,sid1) - (costat(t1,sid1) + costat(t2,sid2));
if(change >= -1e-10) {
sagnode[sid1] = t1; sagid[t1] = sid1;
sagnode[sid2] = t2; if(t2 >= 0) sagid[t2] = sid2;
}
else {
changes++;
sagnode[sid1] = t2; sagnode[sid2] = t1;
sagid[t1] = sid2; if(t2 >= 0) sagid[t2] = sid1;
cost += change;
succ.push_back(change);
break;
}
}
}
// println(hlog, "successes = ", succ);
return changes;
}
int checkmark_hillclimb() {
compute_cost();
if(cost > checkmark_cost) {
println(hlog, "checkmark failed");
throw hr_exception("checkmark failed");
return 0;
}
checkmark_cost = cost;
return hillclimb();
}
int view_each = 1000;
void dofullsa(ld satime) {
sagmode = sagSA;
int t1 = SDL_GetTicks();
int tl = -999999;
while(true) {
int t2 = SDL_GetTicks();
double d = (t2-t1) / (1000. * satime);
if(d > 1) break;
temperature = hightemp - (d*(hightemp-lowtemp));
for(int i=0; i<10000; i++) {
numiter++;
sag::saiter();
}
if(t2 - tl > view_each * .98) {
tl = t2;
println(hlog, format("it %12lld temp %6.4f [1/e at %13.6f] cost = %f ",
numiter, double(sag::temperature), (double) exp(sag::temperature),
double(sag::cost)));
}
}
temperature = -5;
sagmode = sagOff;
create_viz();
}
/** after how many moves should we fix the values of R and T during SA */
int recost_each;
/** 2 = fix both R and T, 1 = fix only R, 0 = fix nothing, 3 = fix both R and T but avoid fixing early */
int autofix_rt;
void optimize_sag_loglik_logistic();
void compute_loglik_tab();
bool output_fullsa = true;
void dofullsa_iterations(long long saiter) {
sagmode = sagSA;
moves = 0; nomoves = 0; numiter = 0;
// decltype(SDL_GetTicks()) t1 = SDL_GetTicks();
// println(hlog, "before dofullsa_iterations, cost = ", double(sag::cost), " iterations = ", fts(saiter));
ld last_ratio;
int lpct = 0;
bool was_fixed = false;
for(int i=0; i<saiter; i++) {
temperature = hightemp - ((i+.5)/saiter*(hightemp-lowtemp));
numiter++;
sag::saiter();
if(recost_each && moves > recost_each) {
last_ratio = moves / (moves + nomoves + 0.);
if(((autofix_rt == 3 && was_fixed) || nomoves > recost_each) && autofix_rt) {
was_fixed = true;
optimize_sag_loglik_logistic();
if(autofix_rt == 1) {
lgsag.T = best.T;
compute_loglik_tab();
compute_cost();
}
}
nomoves = 0; moves = 0;
}
int cpct = numiter * 20 / (saiter-1);
if(cpct > lpct && output_fullsa) {
lpct = cpct;
println(hlog, format("it %12lld ratio %6.3f temp %8.4f step %9.3g cost %9.2f R=%8.4f T=%8.4f",
numiter, last_ratio, double(sag::temperature), (double) exp(sag::temperature), cost, lgsag.R, lgsag.T));
}
/* if(numiter % 10000 == 0) {
auto t2 = SDL_GetTicks();
if(int(t2 - t1) > view_each) {
t1 = t2;
println(hlog, format("it %12Ld temp %6.4f [1/e at %13.6f] cost = %f ",
numiter, double(sag::temperature), (double) exp(sag::temperature),
double(sag::cost)));
}
} */
}
// println(hlog, "after dofullsa_iterations, cost = ", double(sag::cost));
temperature = -5;
sagmode = sagOff;
create_viz();
}
int anneal_read_args() {
#if CAP_COMMANDLINE
using namespace arg;
if(0) ;
else if(argis("-sagtemp")) {
shift(); sag::hightemp = argi();
shift(); sag::lowtemp = argi();
}
else if(argis("-sagfull")) {
shift(); sag::dofullsa(argf());
}
else if(argis("-sagfulli")) {
shift(); sag::dofullsa_iterations(argll());
}
else if(argis("-sagmode")) {
shift();
vizsa_start = 0;
sagmode = (eSagmode) argi();
if(sagmode == sagSA) {
shift(); temperature = argf();
}
}
else if(argis("-sag-recost")) {
method = smLogistic; prepare_method();
shift(); recost_each = argi();
shift(); autofix_rt = argi();
}
else return 1;
#endif
return 0;
}
int ahanneal = addHook(hooks_args, 100, anneal_read_args);
}
}