#include "StdInc.h"
#include "Fuzzy.h"
#include <limits>

#include "../../lib/mapObjects/MapObjects.h"
#include "../../lib/mapObjects/CommonConstructors.h"
#include "../../lib/CCreatureHandler.h"
#include "../../lib/VCMI_Lib.h"
#include "../../CCallback.h"
#include "VCAI.h"

/*
 * Fuzzy.cpp, part of VCMI engine
 *
 * Authors: listed in file AUTHORS in main folder
 *
 * License: GNU General Public License v2.0 or later
 * Full text of license available in license.txt file, in main folder
 *
*/

#define MIN_AI_STRENGHT (0.5f) //lower when combat AI gets smarter
#define UNGUARDED_OBJECT (100.0f) //we consider unguarded objects 100 times weaker than us

struct BankConfig;
class IObjectInfo;
class CBankInfo;
class Engine;
class InputVariable;
class CGTownInstance;

using namespace vstd;
//using namespace Goals;

FuzzyHelper *fh;

extern boost::thread_specific_ptr<CCallback> cb;
extern boost::thread_specific_ptr<VCAI> ai;

engineBase::engineBase()
{
	engine.addRuleBlock(&rules);
}

void engineBase::configure()
{
	engine.configure("Minimum", "Maximum", "Minimum", "AlgebraicSum", "Centroid");
	logAi->infoStream() << engine.toString();
}

void engineBase::addRule(const std::string &txt)
{
	rules.addRule(fl::Rule::parse(txt, &engine));
}

struct armyStructure
{
	float walkers, shooters, flyers;
	ui32 maxSpeed;
};

armyStructure evaluateArmyStructure (const CArmedInstance * army)
{
	ui64 totalStrenght = army->getArmyStrength();
	double walkersStrenght = 0;
	double flyersStrenght = 0;
	double shootersStrenght = 0;
	ui32 maxSpeed = 0;

	for(auto s : army->Slots())
	{
		bool walker = true;
		if (s.second->type->hasBonusOfType(Bonus::SHOOTER))
		{
			shootersStrenght += s.second->getPower();
			walker = false;
		}
		if (s.second->type->hasBonusOfType(Bonus::FLYING))
		{
			flyersStrenght += s.second->getPower();
			walker = false;
		}
		if (walker)
			walkersStrenght += s.second->getPower();

		amax (maxSpeed, s.second->type->valOfBonuses(Bonus::STACKS_SPEED));
	}
	armyStructure as;
	as.walkers = walkersStrenght / totalStrenght;
	as.shooters = shootersStrenght / totalStrenght;
	as.flyers = flyersStrenght / totalStrenght;
	as.maxSpeed = maxSpeed;
	assert(as.walkers || as.flyers || as.shooters);
	return as;
}

FuzzyHelper::FuzzyHelper()
{
	initTacticalAdvantage();
	ta.configure();
	initVisitTile();
	vt.configure();
}


void FuzzyHelper::initTacticalAdvantage()
{
	try
	{

		ta.ourShooters = new fl::InputVariable("OurShooters");
		ta.ourWalkers = new fl::InputVariable("OurWalkers");
		ta.ourFlyers = new fl::InputVariable("OurFlyers");
		ta.enemyShooters = new fl::InputVariable("EnemyShooters");
		ta.enemyWalkers = new fl::InputVariable("EnemyWalkers");
		ta.enemyFlyers = new fl::InputVariable("EnemyFlyers");

		//Tactical advantage calculation
		std::vector<fl::InputVariable*> helper =
		{
			ta.ourShooters, ta.ourWalkers, ta.ourFlyers, ta.enemyShooters, ta.enemyWalkers, ta.enemyFlyers
		};

		for (auto val : helper)
		{
			ta.engine.addInputVariable(val);
			val->addTerm(new fl::Ramp("FEW", 0.6, 0.0));
			val->addTerm(new fl::Ramp("MANY", 0.4, 1));
			val->setRange(0.0, 1.0);
		}

		ta.ourSpeed = new fl::InputVariable("OurSpeed");
		ta.enemySpeed = new fl::InputVariable("EnemySpeed");

		helper = {ta.ourSpeed, ta.enemySpeed};

		for (auto val : helper)
		{
			ta.engine.addInputVariable(val);
			val->addTerm(new fl::Ramp("LOW", 6.5, 3));
			val->addTerm(new fl::Triangle("MEDIUM", 5.5, 10.5));
			val->addTerm(new fl::Ramp("HIGH", 8.5, 16));
			val->setRange(0, 25);
		}

		ta.castleWalls = new fl::InputVariable("CastleWalls");
		ta.engine.addInputVariable(ta.castleWalls);
		{
			fl::Rectangle* none = new fl::Rectangle("NONE", CGTownInstance::NONE, CGTownInstance::NONE + (CGTownInstance::FORT - CGTownInstance::NONE) * 0.5f);
			ta.castleWalls->addTerm(none);
                    
			fl::Trapezoid* medium = new fl::Trapezoid("MEDIUM", (CGTownInstance::FORT - CGTownInstance::NONE) * 0.5f, CGTownInstance::FORT,
				CGTownInstance::CITADEL, CGTownInstance::CITADEL + (CGTownInstance::CASTLE - CGTownInstance::CITADEL) * 0.5f);
			ta.castleWalls->addTerm(medium);

			fl::Ramp* high = new fl::Ramp("HIGH", CGTownInstance::CITADEL - 0.1, CGTownInstance::CASTLE);
			ta.castleWalls->addTerm(high);

			ta.castleWalls->setRange(CGTownInstance::NONE, CGTownInstance::CASTLE);
		}

		

		ta.bankPresent = new fl::InputVariable("Bank");
		ta.engine.addInputVariable(ta.bankPresent);
		{
			fl::Rectangle* termFalse = new fl::Rectangle("FALSE", 0.0, 0.5f);
			ta.bankPresent->addTerm(termFalse);
			fl::Rectangle* termTrue = new fl::Rectangle("TRUE", 0.5f, 1);
			ta.bankPresent->addTerm(termTrue);
			ta.bankPresent->setRange(0, 1);
		}

		ta.threat = new fl::OutputVariable("Threat");
		ta.engine.addOutputVariable(ta.threat);
		ta.threat->addTerm(new fl::Ramp("LOW", 1, MIN_AI_STRENGHT));
		ta.threat->addTerm(new fl::Triangle("MEDIUM", 0.8, 1.2));
		ta.threat->addTerm(new fl::Ramp("HIGH", 1, 1.5));
		ta.threat->setRange(MIN_AI_STRENGHT, 1.5);

		ta.addRule("if OurShooters is MANY and EnemySpeed is LOW then Threat is LOW");
		ta.addRule("if OurShooters is MANY and EnemyShooters is FEW then Threat is LOW");
		ta.addRule("if OurSpeed is LOW and EnemyShooters is MANY then Threat is HIGH");
		ta.addRule("if OurSpeed is HIGH and EnemyShooters is MANY then Threat is LOW");

		ta.addRule("if OurWalkers is FEW and EnemyShooters is MANY then Threat is somewhat LOW");
		ta.addRule("if OurShooters is MANY and EnemySpeed is HIGH then Threat is somewhat HIGH");
		//just to cover all cases
		ta.addRule("if OurShooters is FEW and EnemySpeed is HIGH then Threat is MEDIUM");
		ta.addRule("if EnemySpeed is MEDIUM then Threat is MEDIUM");
		ta.addRule("if EnemySpeed is LOW and OurShooters is FEW then Threat is MEDIUM");

		ta.addRule("if Bank is TRUE and OurShooters is MANY then Threat is somewhat HIGH");
		ta.addRule("if Bank is TRUE and EnemyShooters is MANY then Threat is LOW");

		ta.addRule("if CastleWalls is HIGH and OurWalkers is MANY then Threat is very HIGH");
		ta.addRule("if CastleWalls is HIGH and OurFlyers is MANY and OurShooters is MANY then Threat is MEDIUM");
		ta.addRule("if CastleWalls is MEDIUM and OurShooters is MANY and EnemyWalkers is MANY then Threat is LOW");

	}
	catch (fl::Exception & pe)
	{
		logAi->errorStream() << "initTacticalAdvantage " << ": " << pe.getWhat();
	}
}

ui64 FuzzyHelper::estimateBankDanger (const CBank * bank)
{
	//this one is not fuzzy anymore, just calculate weighted average

	auto objectInfo = VLC->objtypeh->getHandlerFor(bank->ID, bank->subID)->getObjectInfo(bank->appearance);

	CBankInfo * bankInfo = dynamic_cast<CBankInfo *> (objectInfo.get());

	ui64 totalStrength = 0;
	ui8 totalChance = 0;
	for (auto config : bankInfo->getPossibleGuards())
	{
		totalStrength += config.second.totalStrength * config.first;
		totalChance += config.first;
	}
	return totalStrength / totalChance;

}

float FuzzyHelper::getTacticalAdvantage (const CArmedInstance *we, const CArmedInstance *enemy)
{
	float output = 1;
	try
	{
		armyStructure ourStructure = evaluateArmyStructure(we);
		armyStructure enemyStructure = evaluateArmyStructure(enemy);

		ta.ourWalkers->setInputValue(ourStructure.walkers);
		ta.ourShooters->setInputValue(ourStructure.shooters);
		ta.ourFlyers->setInputValue(ourStructure.flyers);
		ta.ourSpeed->setInputValue(ourStructure.maxSpeed);

		ta.enemyWalkers->setInputValue(enemyStructure.walkers);
		ta.enemyShooters->setInputValue(enemyStructure.shooters);
		ta.enemyFlyers->setInputValue(enemyStructure.flyers);
		ta.enemySpeed->setInputValue(enemyStructure.maxSpeed);

		bool bank = dynamic_cast<const CBank*> (enemy);
		if (bank)
			ta.bankPresent->setInputValue(1);
		else
			ta.bankPresent->setInputValue(0);

		const CGTownInstance * fort = dynamic_cast<const CGTownInstance*> (enemy);
		if (fort)
		{
			ta.castleWalls->setInputValue(fort->fortLevel());
		}
		else
			ta.castleWalls->setInputValue(0);

		//engine.process(TACTICAL_ADVANTAGE);//TODO: Process only Tactical_Advantage
		ta.engine.process();
		output = ta.threat->getOutputValue();
	}
	catch (fl::Exception & fe)
	{
		logAi->errorStream() << "getTacticalAdvantage " << ": " << fe.getWhat();
	}

	if (output < 0 || (output != output))
	{
		fl::InputVariable* tab[] = {ta.bankPresent, ta.castleWalls, ta.ourWalkers, ta.ourShooters, ta.ourFlyers, ta.ourSpeed, ta.enemyWalkers, ta.enemyShooters, ta.enemyFlyers, ta.enemySpeed};
		std::string names[] = {"bankPresent", "castleWalls", "ourWalkers", "ourShooters", "ourFlyers", "ourSpeed", "enemyWalkers", "enemyShooters", "enemyFlyers", "enemySpeed" };
		std::stringstream log("Warning! Fuzzy engine doesn't cover this set of parameters: ");

		for (int i = 0; i < boost::size(tab); i++)
			log << names[i] << ": " << tab[i]->getInputValue() << " ";
		logAi->errorStream() << log.str();
		assert(false);
	}

	return output;
}

FuzzyHelper::TacticalAdvantage::~TacticalAdvantage()
{
	//TODO: smart pointers?
	delete ourWalkers;
	delete ourShooters;
	delete ourFlyers;
	delete enemyWalkers;
	delete enemyShooters;
	delete enemyFlyers;
	delete ourSpeed;
	delete enemySpeed;
	delete bankPresent;
	delete castleWalls;
	delete threat;
}

//shared_ptr<AbstractGoal> chooseSolution (std::vector<shared_ptr<AbstractGoal>> & vec)

Goals::TSubgoal FuzzyHelper::chooseSolution (Goals::TGoalVec vec)
{
	if (vec.empty()) //no possibilities found
		return sptr(Goals::Invalid());

	//a trick to switch between heroes less often - calculatePaths is costly
	auto sortByHeroes = [](const Goals::TSubgoal & lhs, const Goals::TSubgoal & rhs) -> bool
	{
		return lhs->hero.h < rhs->hero.h;
	};
	boost::sort (vec, sortByHeroes);

	for (auto g : vec)
	{
		setPriority(g);
	}

	auto compareGoals = [](const Goals::TSubgoal & lhs, const Goals::TSubgoal & rhs) -> bool
	{
		return lhs->priority < rhs->priority;
	};
	boost::sort (vec, compareGoals);

	return vec.back();
}

float FuzzyHelper::evaluate (Goals::Explore & g)
{
	return 1;
}
float FuzzyHelper::evaluate (Goals::RecruitHero & g)
{
	return 1; //just try to recruit hero as one of options
}
FuzzyHelper::EvalVisitTile::~EvalVisitTile()
{
	delete strengthRatio;
	delete heroStrength;
	delete turnDistance;
	delete missionImportance;
}

void FuzzyHelper::initVisitTile()
{
	try
	{
		vt.strengthRatio = new fl::InputVariable("strengthRatio"); //hero must be strong enough to defeat guards
		vt.heroStrength = new fl::InputVariable("heroStrength"); //we want to use weakest possible hero
		vt.turnDistance = new fl::InputVariable("turnDistance"); //we want to use hero who is near
		vt.missionImportance = new fl::InputVariable("lockedMissionImportance"); //we may want to preempt hero with low-priority mission
		vt.value = new fl::OutputVariable("Value");
		vt.value->setMinimum(0);
		vt.value->setMaximum(5);

		std::vector<fl::InputVariable*> helper = {vt.strengthRatio, vt.heroStrength, vt.turnDistance, vt.missionImportance};
		for (auto val : helper)
		{
			vt.engine.addInputVariable(val);
		}
		vt.engine.addOutputVariable(vt.value);

		vt.strengthRatio->addTerm(new fl::Ramp("LOW", SAFE_ATTACK_CONSTANT, 0));
		vt.strengthRatio->addTerm(new fl::Ramp("HIGH", SAFE_ATTACK_CONSTANT, SAFE_ATTACK_CONSTANT * 3));
		vt.strengthRatio->setRange(0, SAFE_ATTACK_CONSTANT * 3 );

		//strength compared to our main hero
		vt.heroStrength->addTerm(new fl::Ramp("LOW", 0.2, 0));
		vt.heroStrength->addTerm(new fl::Triangle("MEDIUM", 0.2, 0.8));
		vt.heroStrength->addTerm(new fl::Ramp("HIGH", 0.5, 1));
		vt.heroStrength->setRange(0.0, 1.0);

		vt.turnDistance->addTerm(new fl::Ramp("SMALL", 0.5, 0));
		vt.turnDistance->addTerm(new fl::Triangle("MEDIUM", 0.1, 0.8));
		vt.turnDistance->addTerm(new fl::Ramp("LONG", 0.5, 3));
		vt.turnDistance->setRange(0.0, 3.0);

		vt.missionImportance->addTerm(new fl::Ramp("LOW", 2.5, 0));
		vt.missionImportance->addTerm(new fl::Triangle("MEDIUM", 2, 3));
		vt.missionImportance->addTerm(new fl::Ramp("HIGH", 2.5, 5));
		vt.missionImportance->setRange(0.0, 5.0);

		//an issue: in 99% cases this outputs center of mass (2.5) regardless of actual input :/
		 //should be same as "mission Importance" to keep consistency
		vt.value->addTerm(new fl::Ramp("LOW", 2.5, 0));
		vt.value->addTerm(new fl::Triangle("MEDIUM", 2, 3)); //can't be center of mass :/
		vt.value->addTerm(new fl::Ramp("HIGH", 2.5, 5));
		vt.value->setRange(0.0,5.0);

		//use unarmed scouts if possible
		vt.addRule("if strengthRatio is HIGH and heroStrength is LOW then Value is very HIGH");
		//we may want to use secondary hero(es) rather than main hero
		vt.addRule("if strengthRatio is HIGH and heroStrength is MEDIUM then Value is somewhat HIGH");
		vt.addRule("if strengthRatio is HIGH and heroStrength is HIGH then Value is somewhat LOW");
		//don't assign targets to heroes who are too weak, but prefer targets of our main hero (in case we need to gather army)
		vt.addRule("if strengthRatio is LOW and heroStrength is LOW then Value is very LOW");
		//attempt to arm secondary heroes is not stupid
		vt.addRule("if strengthRatio is LOW and heroStrength is MEDIUM then Value is somewhat HIGH");
		vt.addRule("if strengthRatio is LOW and heroStrength is HIGH then Value is LOW");

		//do not cancel important goals
		vt.addRule("if lockedMissionImportance is HIGH then Value is very LOW");
		vt.addRule("if lockedMissionImportance is MEDIUM then Value is somewhat LOW");
		vt.addRule("if lockedMissionImportance is LOW then Value is HIGH");
		//pick nearby objects if it's easy, avoid long walks
		vt.addRule("if turnDistance is SMALL then Value is HIGH");
		vt.addRule("if turnDistance is MEDIUM then Value is MEDIUM");
		vt.addRule("if turnDistance is LONG then Value is LOW");
	}
	catch (fl::Exception & fe)
	{
		logAi->errorStream() << "visitTile " << ": " << fe.getWhat();
	}
}

float FuzzyHelper::evaluate (Goals::VisitTile & g)
{
	//we assume that hero is already set and we want to choose most suitable one for the mission
	if (!g.hero)
		return 0;

	//assert(cb->isInTheMap(g.tile));
	float turns = 0;
	float distance = cb->getMovementCost(g.hero.h, g.tile);
	if (!distance) //we stand on that tile
		turns = 0;
	else
	{
		if (distance < g.hero->movement) //we can move there within one turn
			turns = (fl::scalar)distance / g.hero->movement;
		else
			turns = 1 + (fl::scalar)(distance - g.hero->movement) / g.hero->maxMovePoints(true); //bool on land?
	}

	float missionImportance = 0;
	if (vstd::contains(ai->lockedHeroes, g.hero))
		missionImportance = ai->lockedHeroes[g.hero]->priority;

	float strengthRatio = 10.0f; //we are much stronger than enemy
	ui64 danger = evaluateDanger (g.tile, g.hero.h);
	if (danger)
		strengthRatio = (fl::scalar)g.hero.h->getTotalStrength() / danger;

	try
	{
		vt.strengthRatio->setInputValue(strengthRatio);
		vt.heroStrength->setInputValue((fl::scalar)g.hero->getTotalStrength() / ai->primaryHero()->getTotalStrength());
		vt.turnDistance->setInputValue(turns);
		vt.missionImportance->setInputValue(missionImportance);

		vt.engine.process();
		//engine.process(VISIT_TILE); //TODO: Process only Visit_Tile
		g.priority = vt.value->getOutputValue();
	}
	catch (fl::Exception & fe)
	{
		logAi->errorStream() << "evaluate VisitTile " << ": " << fe.getWhat();
	}
	assert (g.priority >= 0);
	return g.priority;

}
float FuzzyHelper::evaluate (Goals::VisitHero & g)
{
	auto obj = cb->getObj(ObjectInstanceID(g.objid)); //we assume for now that these goals are similar
	if (!obj)
		return -100; //hero died in the meantime
	//TODO: consider direct copy (constructor?)
	g.setpriority(Goals::VisitTile(obj->visitablePos()).sethero(g.hero).setisAbstract(g.isAbstract).accept(this));
	return g.priority;	
}
float FuzzyHelper::evaluate (Goals::GatherArmy & g)
{
	//the more army we need, the more important goal
	//the more army we lack, the less important goal
	float army = g.hero->getArmyStrength();
	return g.value / std::max(g.value - army, 1000.0f);
}

float FuzzyHelper::evaluate (Goals::ClearWayTo & g)
{
	if (!g.hero.h)
		throw cannotFulfillGoalException("ClearWayTo called without hero!");

	SectorMap sm(g.hero);
	int3 t = sm.firstTileToGet(g.hero, g.tile);

	if (t.valid())
	{
		if (isSafeToVisit(g.hero, t))
		{
			g.setpriority(Goals::VisitTile(g.tile).sethero(g.hero).setisAbstract(g.isAbstract).accept(this));
		}
		else
		{
			g.setpriority (Goals::GatherArmy(evaluateDanger(t, g.hero.h)*SAFE_ATTACK_CONSTANT).
				sethero(g.hero).setisAbstract(true).accept(this));
		}
		return g.priority;
	}
	else
		return -1;

}

float FuzzyHelper::evaluate (Goals::BuildThis & g)
{
	return 1;
}
float FuzzyHelper::evaluate (Goals::DigAtTile & g)
{
	return 0;
}
float FuzzyHelper::evaluate (Goals::CollectRes & g)
{
	return 0;
}
float FuzzyHelper::evaluate (Goals::Build & g)
{
	return 0;
}
float FuzzyHelper::evaluate (Goals::Invalid & g)
{
	return -1e10;
}
float FuzzyHelper::evaluate (Goals::AbstractGoal & g)
{
	logAi->warnStream() << boost::format("Cannot evaluate goal %s") % g.name();
	return g.priority;
}
void FuzzyHelper::setPriority (Goals::TSubgoal & g)
{
	g->setpriority(g->accept(this)); //this enforces returned value is set
}
