1 #include "multituner.h"
3 #include "searchtuner.h"
13 Problem::Problem(const char *_problem) : problemnumber(-1), result(UNSETVALUE) {
14 uint len = strlen(_problem);
15 problem = (char *) ourmalloc(len + 1);
16 memcpy(problem, _problem, len + 1);
23 void TunerRecord::setTime(Problem *problem, long long time) {
24 timetaken.put(problem, time);
27 long long TunerRecord::getTime(Problem *problem) {
28 if (timetaken.contains(problem))
29 return timetaken.get(problem);
33 TunerRecord *TunerRecord::changeTuner(SearchTuner *_newtuner) {
34 TunerRecord *tr = new TunerRecord(_newtuner);
35 for (uint i = 0; i < problems.getSize(); i++) {
36 tr->problems.push(problems.get(i));
41 MultiTuner::MultiTuner(uint _budget, uint _rounds, uint _timeout) :
42 budget(_budget), rounds(_rounds), timeout(_timeout), execnum(0) {
45 MultiTuner::~MultiTuner() {
46 for (uint i = 0; i < problems.getSize(); i++)
47 ourfree(problems.get(i));
48 for (uint i = 0; i < allTuners.getSize(); i++)
49 delete allTuners.get(i);
52 void MultiTuner::addProblem(const char *filename) {
53 Problem *p = new Problem(filename);
54 p->problemnumber = problems.getSize();
58 void MultiTuner::printData() {
59 model_print("*********** DATA DUMP ***********\n");
60 for (uint i = 0; i < allTuners.getSize(); i++) {
61 TunerRecord *tuner = allTuners.get(i);
62 SearchTuner *stun = tuner->getTuner();
63 model_print("Tuner %u\n", i);
65 model_print("----------------------------------\n\n\n");
66 for (uint j = 0; j < tuner->problems.getSize(); j++) {
67 Problem *problem = tuner->problems.get(j);
68 model_print("Problem %s\n", problem->getProblem());
69 model_print("Time = %lld\n", tuner->getTime(problem));
74 void MultiTuner::addTuner(SearchTuner *tuner) {
75 TunerRecord *t = new TunerRecord(tuner);
77 t->tunernumber = allTuners.getSize();
82 void MultiTuner::readData(uint numRuns) {
83 for (uint i = 0; i < numRuns; i++) {
87 snprintf(buffer, sizeof(buffer), "tunernum%u", i);
88 myfile.open (buffer, ios::in);
89 myfile >> tunernumber;
91 if (allTuners.getSize() <= tunernumber)
92 allTuners.setSize(tunernumber + 1);
93 if (allTuners.get(tunernumber) == NULL) {
94 snprintf(buffer, sizeof(buffer), "tuner%u", i);
95 allTuners.set(tunernumber, new TunerRecord(new SearchTuner(buffer)));
97 //Add any new used records
98 snprintf(buffer, sizeof(buffer), "tuner%uused", i);
99 TunerRecord *tuner = allTuners.get(tunernumber);
100 tuner->getTuner()->addUsed(buffer);
102 char problemname[512];
104 snprintf(buffer, sizeof(buffer), "problem%u", i);
105 myfile.open(buffer, ios::in);
106 myfile.getline(problemname, sizeof(problemname));
107 myfile >> problemnumber;
109 if (problems.getSize() <= problemnumber)
110 problems.setSize(problemnumber + 1);
111 if (problems.get(problemnumber) == NULL)
112 problems.set(problemnumber, new Problem(problemname));
113 Problem *problem = problems.get(problemnumber);
114 long long metric = -1;
115 int sat = IS_INDETER;
116 //Read data in from results file
117 snprintf(buffer, sizeof(buffer), "result%u", i);
119 myfile.open (buffer, ios::in);
122 if (myfile.is_open()) {
127 if (problem->result == UNSETVALUE && sat != IS_INDETER) {
128 problem->result = sat;
129 } else if (problem->result != sat && sat != IS_INDETER) {
130 model_print("******** Result has changed ********\n");
134 if (tuner->getTime(problem) == -1)
135 tuner->problems.push(problem);
136 tuner->setTime(problem, metric);
143 long long MultiTuner::evaluate(Problem *problem, TunerRecord *tuner) {
146 snprintf(buffer, sizeof(buffer), "problem%u", execnum);
149 myfile.open (buffer, ios::out);
152 if (myfile.is_open()) {
153 myfile << problem->getProblem() << endl;
154 myfile << problem->problemnumber << endl;
160 snprintf(buffer, sizeof(buffer), "tunernum%u", execnum);
163 myfile.open (buffer, ios::out);
166 if (myfile.is_open()) {
167 myfile << tuner->tunernumber << endl;
172 //Write out the tuner
173 snprintf(buffer, sizeof(buffer), "tuner%u", execnum);
174 tuner->getTuner()->serialize(buffer);
177 snprintf(buffer, sizeof(buffer), "./run.sh deserializerun %s %u tuner%u result%u > log%u", problem->getProblem(), timeout, execnum, execnum, execnum);
178 int status = system(buffer);
180 long long metric = -1;
181 int sat = IS_INDETER;
184 //Read data in from results file
185 snprintf(buffer, sizeof(buffer), "result%u", execnum);
188 myfile.open (buffer, ios::in);
191 if (myfile.is_open()) {
197 snprintf(buffer, sizeof(buffer), "tuner%uused", execnum);
198 tuner->getTuner()->addUsed(buffer);
200 //Increment execution count
203 if (problem->result == UNSETVALUE && sat != IS_INDETER) {
204 problem->result = sat;
205 } else if (problem->result != sat && sat != IS_INDETER) {
206 model_print("******** Result has changed ********\n");
211 void MultiTuner::tuneComp() {
212 Vector<TunerRecord *> *tunerV = new Vector<TunerRecord *>(&tuners);
213 for (uint b = 0; b < budget; b++) {
214 model_print("Round %u of %u\n", b, budget);
215 uint tSize = tunerV->getSize();
216 for (uint i = 0; i < tSize; i++) {
217 SearchTuner *tmpTuner = mutateTuner(tunerV->get(i)->getTuner(), b);
218 TunerRecord *tmp = new TunerRecord(tmpTuner);
219 tmp->tunernumber = allTuners.getSize();
220 model_print("Mutated tuner %u to generate tuner %u\n", tunerV->get(i)->tunernumber, tmp->tunernumber);
225 Hashtable<TunerRecord *, int, uint64_t> scores;
226 for (uint i = 0; i < problems.getSize(); i++) {
227 Problem *problem = problems.get(i);
228 Vector<TunerRecord *> places;
229 for (uint j = 0; j < tunerV->getSize(); j++) {
230 TunerRecord *tuner = tunerV->get(j);
231 long long metric = tuner->getTime(problem);
233 metric = evaluate(problem, tuner);
234 if (tuner->getTime(problem) == -1) {
235 tuner->problems.push(problem);
237 LOG("%u.Problem<%s>\tTuner<%p>\tMetric<%lld>\n", i, problem->problem,tuner, metric);
238 LOG("*****************************\n");
240 tuner->setTime(problem, metric);
244 for (; k < places.getSize(); k++) {
245 if (metric < places.get(k)->getTime(problem))
248 LOG("place[%u]=Tuner<%p>\n", k, tuner);
249 places.insertAt(k, tuner);
253 for (uint k = 0; k < places.getSize() && points; k++) {
254 TunerRecord *tuner = places.get(k);
256 if (scores.contains(tuner))
257 currScore = scores.get(tuner);
259 LOG("Problem<%s>\tTuner<%p>\tmetric<%d>\n", problem->problem, tuner, currScore);
260 LOG("**************************\n");
261 scores.put(tuner, currScore);
265 Vector<TunerRecord *> ranking;
266 for (uint i = 0; i < tunerV->getSize(); i++) {
267 TunerRecord *tuner = tunerV->get(i);
269 if (scores.contains(tuner))
270 score = scores.get(tuner);
272 for (; j < ranking.getSize(); j++) {
273 TunerRecord *t = ranking.get(j);
275 if (scores.contains(t))
276 tscore = scores.get(t);
280 LOG("ranking[%u]=tuner<%p>(Score=%d)\n", j, tuner, score);
281 LOG("************************\n");
282 ranking.insertAt(j, tuner);
284 LOG("tunerSize=%u\trankingSize=%u\ttunerVSize=%u\n", tuners.getSize(), ranking.getSize(), tunerV->getSize());
285 for (uint i = tuners.getSize(); i < ranking.getSize(); i++) {
286 TunerRecord *tuner = ranking.get(i);
287 model_print("Removing tuner %u\n", tuner->tunernumber);
288 for (uint j = 0; j < tunerV->getSize(); j++) {
289 if (tunerV->get(j) == tuner)
297 void MultiTuner::mapProblemsToTuners(Vector<TunerRecord *> *tunerV) {
298 for (uint i = 0; i < problems.getSize(); i++) {
299 Problem *problem = problems.get(i);
300 TunerRecord *bestTuner = NULL;
301 long long bestscore = 0;
302 for (uint j = 0; j < tunerV->getSize(); j++) {
303 TunerRecord *tuner = tunerV->get(j);
304 long long metric = tuner->getTime(problem);
306 metric = evaluate(problem, tuner);
308 tuner->setTime(problem, metric);
310 if ((bestTuner == NULL && metric != -1) ||
311 (metric < bestscore && metric != -1)) {
316 if (bestTuner != NULL)
317 bestTuner->problems.push(problem);
321 void clearVector(Vector<TunerRecord *> *tunerV) {
322 for (uint j = 0; j < tunerV->getSize(); j++) {
323 TunerRecord *tuner = tunerV->get(j);
324 tuner->problems.clear();
328 void MultiTuner::tuneK() {
329 Vector<TunerRecord *> *tunerV = new Vector<TunerRecord *>(&tuners);
330 for (uint i = 0; i < rounds; i++) {
332 mapProblemsToTuners(tunerV);
333 improveTuners(tunerV);
335 model_print("Best tuners\n");
336 for (uint j = 0; j < tunerV->getSize(); j++) {
337 TunerRecord *tuner = tunerV->get(j);
339 sprintf(buffer, "tuner%u.conf", j);
340 tuner->getTuner()->serialize(buffer);
341 tuner->getTuner()->print();
346 void MultiTuner::improveTuners(Vector<TunerRecord *> *tunerV) {
347 for (uint j = 0; j < tunerV->getSize(); j++) {
348 TunerRecord *tuner = tunerV->get(j);
349 TunerRecord *newtuner = tune(tuner);
350 tunerV->set(j, newtuner);
354 double MultiTuner::evaluateAll(TunerRecord *tuner) {
356 for (uint i = 0; i < tuner->problems.getSize(); i++) {
357 Problem *problem = tuner->problems.get(i);
358 long long metric = tuner->getTime(problem);
360 metric = evaluate(problem, tuner);
362 tuner->setTime(problem, metric);
365 double score = metric;
368 return pow(product, 1 / ((double)tuner->problems.getSize()));
371 SearchTuner *MultiTuner::mutateTuner(SearchTuner *oldTuner, uint k) {
372 SearchTuner *newTuner = oldTuner->copyUsed();
373 uint numSettings = oldTuner->getSize();
374 uint settingsToMutate = (uint)(AUTOTUNERFACTOR * (((double)numSettings) * (budget - k)) / (budget));
375 if (settingsToMutate < 1)
376 settingsToMutate = 1;
377 model_print("Mutating %u settings\n", settingsToMutate);
378 while (settingsToMutate-- != 0) {
379 newTuner->randomMutate();
384 TunerRecord *MultiTuner::tune(TunerRecord *tuner) {
385 TunerRecord *bestTuner = NULL;
386 double bestScore = DBL_MAX;
388 TunerRecord *oldTuner = tuner;
389 double base_temperature = evaluateAll(oldTuner);
390 double oldScore = base_temperature;
392 for (uint i = 0; i < budget; i++) {
393 SearchTuner *tmpTuner = mutateTuner(oldTuner->getTuner(), i);
394 TunerRecord *newTuner = oldTuner->changeTuner(tmpTuner);
395 newTuner->tunernumber = allTuners.getSize();
396 allTuners.push(newTuner);
397 double newScore = evaluateAll(newTuner);
398 newTuner->tuner->printUsed();
399 model_print("Received score %f\n", newScore);
400 double scoreDiff = newScore - oldScore; //smaller is better
401 if (newScore < bestScore) {
402 bestScore = newScore;
403 bestTuner = newTuner;
410 double currTemp = base_temperature * (((double)budget - i) / budget);
411 acceptanceP = exp(-scoreDiff / currTemp);
413 double ran = ((double)random()) / RAND_MAX;
414 if (ran <= acceptanceP) {