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Hadrons: scheduler back!
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@@ -27,6 +27,7 @@ See the full license in the file "LICENSE" in the top level distribution directo
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/* END LEGAL */
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#include <Grid/Hadrons/VirtualMachine.hpp>
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#include <Grid/Hadrons/GeneticScheduler.hpp>
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#include <Grid/Hadrons/ModuleFactory.hpp>
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using namespace Grid;
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@@ -133,6 +134,8 @@ void VirtualMachine::pushModule(VirtualMachine::ModPt &pt)
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}
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}
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}
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graphOutdated_ = true;
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memoryProfileOutdated_ = true;
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}
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else
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{
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@@ -364,6 +367,7 @@ void VirtualMachine::updateProfile(const unsigned int address)
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if (env().hasCreatedObject(a) and (profile_.object[a].module == -1))
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{
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profile_.object[a].size = env().getObjectSize(a);
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profile_.object[a].storage = env().getObjectStorage(a);
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profile_.object[a].module = address;
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profile_.module[address][a] = profile_.object[a].size;
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if (env().getObjectModule(a) < 0)
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@@ -419,37 +423,130 @@ void VirtualMachine::memoryProfile(const std::string name)
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}
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// garbage collector ///////////////////////////////////////////////////////////
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VirtualMachine::GarbageSchedule
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VirtualMachine::makeGarbageSchedule(const std::vector<unsigned int> &p) const
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VirtualMachine::GarbageSchedule
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VirtualMachine::makeGarbageSchedule(const Program &p) const
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{
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GarbageSchedule freeProg;
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freeProg.resize(p.size());
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for (unsigned int i = 0; i < env().getMaxAddress(); ++i)
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for (unsigned int a = 0; a < env().getMaxAddress(); ++a)
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{
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auto pred = [i, this](const unsigned int j)
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if (env().getObjectStorage(a) == Environment::Storage::temporary)
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{
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auto &in = module_[j].input;
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auto it = std::find(in.begin(), in.end(), i);
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return (it != in.end()) or (j == env().getObjectModule(i));
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};
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auto it = std::find_if(p.rbegin(), p.rend(), pred);
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if (it != p.rend())
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auto it = std::find(p.begin(), p.end(), env().getObjectModule(a));
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if (it != p.end())
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{
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freeProg[std::distance(p.begin(), it)].insert(a);
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}
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}
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else if (env().getObjectStorage(a) == Environment::Storage::object)
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{
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freeProg[std::distance(it, p.rend()) - 1].insert(i);
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auto pred = [a, this](const unsigned int b)
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{
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auto &in = module_[b].input;
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auto it = std::find(in.begin(), in.end(), a);
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return (it != in.end()) or (b == env().getObjectModule(a));
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};
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auto it = std::find_if(p.rbegin(), p.rend(), pred);
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if (it != p.rend())
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{
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freeProg[std::distance(it, p.rend()) - 1].insert(a);
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}
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}
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}
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return freeProg;
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}
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// high-water memory function //////////////////////////////////////////////////
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VirtualMachine::Size VirtualMachine::memoryNeeded(const Program &p)
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{
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const MemoryProfile &profile = getMemoryProfile();
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GarbageSchedule freep = makeGarbageSchedule(p);
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Size current = 0, max = 0;
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for (unsigned int i = 0; i < p.size(); ++i)
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{
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for (auto &o: profile.module[p[i]])
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{
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current += o.second;
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}
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max = std::max(current, max);
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for (auto &o: freep[i])
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{
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current -= profile.object[o].size;
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}
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}
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return max;
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}
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// genetic scheduler ///////////////////////////////////////////////////////////
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VirtualMachine::Program VirtualMachine::schedule(const GeneticPar &par)
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{
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typedef GeneticScheduler<Size, unsigned int> Scheduler;
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auto graph = getModuleGraph();
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//constrained topological sort using a genetic algorithm
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LOG(Message) << "Scheduling computation..." << std::endl;
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LOG(Message) << " #module= " << graph.size() << std::endl;
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LOG(Message) << " population size= " << par.popSize << std::endl;
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LOG(Message) << " max. generation= " << par.maxGen << std::endl;
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LOG(Message) << " max. cst. generation= " << par.maxCstGen << std::endl;
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LOG(Message) << " mutation rate= " << par.mutationRate << std::endl;
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unsigned int k = 0, gen, prevPeak, nCstPeak = 0;
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std::random_device rd;
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Scheduler::Parameters gpar;
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gpar.popSize = par.popSize;
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gpar.mutationRate = par.mutationRate;
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gpar.seed = rd();
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CartesianCommunicator::BroadcastWorld(0, &(gpar.seed), sizeof(gpar.seed));
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Scheduler::ObjFunc memPeak = [this](const Program &p)->Size
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{
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return memoryNeeded(p);
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};
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Scheduler scheduler(graph, memPeak, gpar);
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gen = 0;
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do
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{
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LOG(Debug) << "Generation " << gen << ":" << std::endl;
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scheduler.nextGeneration();
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if (gen != 0)
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{
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if (prevPeak == scheduler.getMinValue())
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{
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nCstPeak++;
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}
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else
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{
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nCstPeak = 0;
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}
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}
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prevPeak = scheduler.getMinValue();
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if (gen % 10 == 0)
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{
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LOG(Iterative) << "Generation " << gen << ": "
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<< sizeString(scheduler.getMinValue()) << std::endl;
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}
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gen++;
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} while ((gen < par.maxGen) and (nCstPeak < par.maxCstGen));
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return scheduler.getMinSchedule();
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}
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// general execution ///////////////////////////////////////////////////////////
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#define BIG_SEP "==============="
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#define SEP "---------------"
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#define MEM_MSG(size) sizeString(size)
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void VirtualMachine::executeProgram(const std::vector<unsigned int> &p) const
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void VirtualMachine::executeProgram(const Program &p) const
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{
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Size memPeak = 0, sizeBefore, sizeAfter;
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GarbageSchedule freeProg;
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@@ -481,15 +578,6 @@ void VirtualMachine::executeProgram(const std::vector<unsigned int> &p) const
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{
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env().freeObject(j);
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}
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// free temporaries
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for (unsigned int i = 0; i < env().getMaxAddress(); ++i)
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{
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if ((env().getObjectStorage(i) == Environment::Storage::temporary)
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and env().hasCreatedObject(i))
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{
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env().freeObject(i);
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}
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}
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// print used memory after garbage collection if necessary
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sizeAfter = env().getTotalSize();
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if (sizeBefore != sizeAfter)
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@@ -506,7 +594,7 @@ void VirtualMachine::executeProgram(const std::vector<unsigned int> &p) const
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void VirtualMachine::executeProgram(const std::vector<std::string> &p) const
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{
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std::vector<unsigned int> pAddress;
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Program pAddress;
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for (auto &n: p)
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{
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