source: cpp/frams/genetics/fS/fS_general.cpp @ 978

// This file is a part of Framsticks SDK.  http://www.framsticks.com/
// Copyright (C) 2019-2020  Maciej Komosinski and Szymon Ulatowski.
// See LICENSE.txt for details.

#include <float.h>
#include "fS_general.h"
#include "frams/model/geometry/geometryutils.h"
#include "frams/genetics/genooperators.h"
#include "common/Convert.h"
#include "frams/util/rndutil.h"
#include "frams/neuro/neurolibrary.h"
#include "../genooperators.h"

int fS_Genotype::precision = 4;
bool fS_Genotype::TURN_WITH_ROTATION = false;


double fS_stod(const string&  str, int start, size_t* size)
{
        try
        {
                return std::stod(str, size);
        }
        catch(const std::invalid_argument& ex)
        {
                throw fS_Exception("Invalid numeric value", start);
        }
        catch(const std::out_of_range& ex)
        {
                throw fS_Exception("Invalid numeric value; out of range", start);
        }
}

State::State(State *_state)
{
        location = Pt3D(_state->location);
        v = Pt3D(_state->v);
        fr = _state->fr;
        s = _state->s;
        stif = _state->stif;
}

State::State(Pt3D _location, Pt3D _v)
{
        location = Pt3D(_location);
        v = Pt3D(_v);
}

void State::addVector(const double length)
{
        location += v * length;
}

void rotateVector(Pt3D &vector, const Pt3D &rotation)
{
        Orient rotmatrix = Orient_1;
        rotmatrix.rotate(rotation);
        vector = rotmatrix.transform(vector);
}

void State::rotate(const Pt3D &rotation)
{
       rotateVector(v, rotation);
       v.normalize();
}


fS_Neuron::fS_Neuron(const char *str, int start, int length)
{
        if (length == 0)
                return;

        vector<SString> inputStrings;
        strSplit(SString(str, length), NEURON_INTERNAL_SEPARATOR, false, inputStrings);
        if (inputStrings.empty())
                return;

        int inputStart = 0;
        SString details = "N";

        SString tmp = inputStrings[0];
        if(tmp.indexOf(':') != -1)
                tmp = tmp.substr(0, tmp.indexOf(':'));

        if (NeuroLibrary::staticlibrary.findClassIndex(tmp, true) != -1)
        {
                inputStart = 1;
                details = inputStrings[0];
        }
        setDetails(details);

        for (int i = inputStart; i < int(inputStrings.size()); i++)
        {
                SString keyValue = inputStrings[i];
                int separatorIndex = keyValue.indexOf(NEURON_I_W_SEPARATOR);
                const char *buffer = keyValue.c_str();
                size_t keyLength;
                double value;
                if (separatorIndex == -1)
                {
                        keyLength = keyValue.length();
                        value = DEFAULT_NEURO_CONNECTION_WEIGHT;
                } else
                {
                        keyLength = separatorIndex;
                        size_t valueLength = keyValue.length() - (separatorIndex);
                        value = fS_stod(buffer + separatorIndex + 1, start, &valueLength);
                }
                inputs[fS_stod(buffer, start, &keyLength)] = value;
        }
}

Node::Node(Substring &restOfGeno, Node *_parent)
{
        parent = _parent;
        partDescription = new Substring(restOfGeno);

        try
        {
                extractModifiers(restOfGeno);
                extractPartType(restOfGeno);
                extractNeurons(restOfGeno);
                extractParams(restOfGeno);

                partDescription->shortenBy(restOfGeno.len);
                if (restOfGeno.len > 0)
                        getChildren(restOfGeno);
        }
        catch(fS_Exception &e)
        {
                cleanUp();
                throw e;
        }
}

Node::~Node()
{
        cleanUp();
}

void Node::cleanUp()
{
        delete partDescription;
        if (state != nullptr)
                delete state;
        for (int i = 0; i < int(neurons.size()); i++)
                delete neurons[i];
        for (int i = 0; i < int(children.size()); i++)
                delete children[i];
}

int Node::getPartPosition(Substring &restOfGenotype)
{
        for (int i = 0; i < restOfGenotype.len; i++)
        {
                if (GENE_TO_SHAPETYPE.find(restOfGenotype.at(i)) != GENE_TO_SHAPETYPE.end())
                        return i;
        }
        return -1;
}

void Node::extractModifiers(Substring &restOfGenotype)
{
        int partTypePosition = getPartPosition(restOfGenotype);
        if (partTypePosition == -1)
                throw fS_Exception("Part type missing", restOfGenotype.start);

        for (int i = 0; i < partTypePosition; i++)
        {
                // Extract modifiers and joint
                char mType = restOfGenotype.at(i);
                if (JOINTS.find(tolower(mType)) != string::npos)
                        joint = tolower(mType);
                else if (MODIFIERS.find(toupper(mType)) != string::npos)
                        modifiers[toupper(mType)] += isupper(mType) ? 1 : -1;
                else
                        throw fS_Exception("Invalid modifier", restOfGenotype.start + i);
        }
        restOfGenotype.startFrom(partTypePosition);
}

void Node::extractPartType(Substring &restOfGenotype)
{
        auto itr = GENE_TO_SHAPETYPE.find(restOfGenotype.at(0));
        if (itr == GENE_TO_SHAPETYPE.end())
                throw fS_Exception("Invalid part type", restOfGenotype.start);

        partType = itr->second;
        restOfGenotype.startFrom(1);
}

vector<int> getSeparatorPositions(const char *str, int len, char separator, char endSign, int &endIndex)
{
        endIndex = -1;
        vector<int> separators {-1};
        for (int i = 0; i < len; i++)
        {
                if (str[i] == separator)
                        separators.push_back(i);
                else if (str[i] == endSign)
                {
                        endIndex = i;
                        break;
                }
        }
        separators.push_back(endIndex); // End of string as last separator
        return separators;
}

void Node::extractNeurons(Substring &restOfGenotype)
{
        if (restOfGenotype.len == 0 || restOfGenotype.at(0) != NEURON_START)
                return;

        const char *ns = restOfGenotype.c_str() + 1;
        int neuronsEndIndex;
        vector<int> separators = getSeparatorPositions(ns, restOfGenotype.len, NEURON_SEPARATOR, NEURON_END, neuronsEndIndex);
        if(neuronsEndIndex == -1)
                throw fS_Exception("Lacking neuro end sign", restOfGenotype.start);

        for (int i = 0; i < int(separators.size()) - 1; i++)
        {
                int start = separators[i] + 1;
                int length = separators[i + 1] - start;
                fS_Neuron *newNeuron = new fS_Neuron(ns + start, restOfGenotype.start + start, length);
                neurons.push_back(newNeuron);
        }

        restOfGenotype.startFrom(neuronsEndIndex + 2);
}

void Node::extractParams(Substring &restOfGenotype)
{
        if (restOfGenotype.len == 0 || restOfGenotype.at(0) != PARAM_START)
                return;

        const char *paramString = restOfGenotype.c_str() + 1;

        // Find the indexes of the parameter separators
        int paramsEndIndex;
        vector<int> separators = getSeparatorPositions(paramString, restOfGenotype.len, PARAM_SEPARATOR, PARAM_END, paramsEndIndex);
        if(paramsEndIndex == -1)
                throw fS_Exception("Lacking param end sign", restOfGenotype.start);
        for (int i = 0; i < int(separators.size()) - 1; i++)
        {
                int start = separators[i] + 1;
                int length = separators[i + 1] - start;
                const char *buffer = paramString + start;

                // Find the index of key-value separator
                int separatorIndex = -1;
                for (int i = 0; i < length; i++)
                {
                        if (buffer[i] == PARAM_KEY_VALUE_SEPARATOR)
                        {
                                separatorIndex = i;
                                break;
                        }
                }
                if (-1 == separatorIndex)
                        throw fS_Exception("Parameter separator expected", restOfGenotype.start);

                // Compute the value of parameter and assign it to the key
                int valueStartIndex = separatorIndex + 1;
                string key(buffer, separatorIndex);
                if(std::find(PARAMS.begin(), PARAMS.end(), key) == PARAMS.end())
                        throw fS_Exception("Invalid parameter key", restOfGenotype.start + start);

                const char *val = buffer + valueStartIndex;
                size_t len = length - valueStartIndex;
                double value = fS_stod(val, restOfGenotype.start + start + valueStartIndex, &len);
                if((key==SIZE_X || key==SIZE_Y || key==SIZE_Z) && value <= 0.0)
                        throw fS_Exception("Invalid value of radius parameter", restOfGenotype.start + start + valueStartIndex);

                params[key] = value;

        }

        restOfGenotype.startFrom(paramsEndIndex + 2);
}

double Node::getParam(string key)
{
        auto item = params.find(key);
        if (item != params.end())
                return item->second;
        else
                return defaultValues.at(key);
}

double avg(double a, double b)
{
        return 0.5 * (a + b);
}

double min3(Pt3D p)
{
        double tmp = p.x;
        if (p.y < tmp)
                tmp = p.y;
        if (p.z < tmp)
                tmp = p.z;
        return tmp;
}

double max3(Pt3D p)
{
        double tmp = p.x;
        if (p.y > tmp)
                tmp = p.y;
        if (p.z > tmp)
                tmp = p.z;
        return tmp;
}

double getSphereCoordinate(double dimension, double sphereDiameter, double index, int count)
{
        if (count == 1)
                return 0;
        return (dimension - sphereDiameter) * (index / (count - 1) - 0.5);
}

Pt3D *findSphereCenters(int &sphereCount, double &sphereRadius, Pt3D radii, Pt3D rotations)
{
        double sphereRelativeDistance = SPHERE_RELATIVE_DISTANCE;
        double minRadius = min3(radii);
        if(minRadius <= 0)
            throw fS_Exception("Invalid part size", 0);
        double maxRadius = max3(radii);
        if (MAX_DIAMETER_QUOTIENT > maxRadius / minRadius)
                sphereRadius = minRadius;
        else
        {
                // When max radius is much bigger than min radius
                sphereRelativeDistance = 1.0;   // Make the spheres adjacent to speed up the computation
                sphereRadius = maxRadius / MAX_DIAMETER_QUOTIENT;
        }
        double sphereDiameter = 2 * sphereRadius;

        double *diameters = new double[3] {2 * radii.x, 2 * radii.y, 2 * radii.z};
        int counts[3];
        for (int i = 0; i < 3; i++)
        {
                counts[i] = 1;
                if (diameters[i] > sphereDiameter)
                        counts[i] += ceil((diameters[i] - sphereDiameter) / sphereDiameter / sphereRelativeDistance);
        }

        sphereCount = counts[0] * counts[1] * counts[2];
        double x, y, z;
        int totalCount = 0;
        Pt3D *centers = new Pt3D[sphereCount];
        for (double xi = 0; xi < counts[0]; xi++)
        {
                x = getSphereCoordinate(diameters[0], sphereDiameter, xi, counts[0]);
                for (double yi = 0; yi < counts[1]; yi++)
                {
                        y = getSphereCoordinate(diameters[1], sphereDiameter, yi, counts[1]);
                        for (double zi = 0; zi < counts[2]; zi++)
                        {
                                z = getSphereCoordinate(diameters[2], sphereDiameter, zi, counts[2]);
                                centers[totalCount] = Pt3D(x, y, z);
                                rotateVector(centers[totalCount], rotations);
                                totalCount++;
                        }
                }
        }
        delete[] diameters;
        return centers;
}

int isCollision(Pt3D *centersParent, Pt3D *centers, int parentSphereCount, int sphereCount, Pt3D &vector,
                                double distanceThreshold)
{
        double upperThreshold = distanceThreshold;
        double lowerThreshold = SPHERE_DISTANCE_TOLERANCE * distanceThreshold;
        double distance;
        double dx, dy, dz;
        bool existsAdjacent = false;
        Pt3D *tmpPoint;
        for (int sc = 0; sc < sphereCount; sc++)
        {
                Pt3D shiftedSphere = Pt3D(centers[sc]);
                shiftedSphere += vector;
                for (int psc = 0; psc < parentSphereCount; psc++)
                {
                        tmpPoint = &centersParent[psc];
                        dx = shiftedSphere.x - tmpPoint->x;
                        dy = shiftedSphere.y - tmpPoint->y;
                        dz = shiftedSphere.z - tmpPoint->z;
                        distance = sqrt(dx * dx + dy * dy + dz * dz);

                        if (distance <= upperThreshold)
                        {
                                if (distance >= lowerThreshold)
                                        existsAdjacent = true;
                                else
                                {
                                        return COLLISION;
                                }
                        }
                }
        }
        if (existsAdjacent)
                return ADJACENT;
        else
                return DISJOINT;
}

double Node::getDistance()
{
        Pt3D size = calculateSize();
        Pt3D parentSize = parent->calculateSize();      // Here we are sure that parent is not nullptr
        int parentSphereCount, sphereCount;
        double parentSphereRadius, sphereRadius;
        Pt3D *centersParent = findSphereCenters(parentSphereCount, parentSphereRadius, parentSize, parent->getRotation());
        Pt3D *centers = findSphereCenters(sphereCount, sphereRadius, size, getRotation());

        double distanceThreshold = sphereRadius + parentSphereRadius;
        double minDistance = 0.0;
        double maxDistance = 2 * (max3(parentSize) + max3(size));
        double currentDistance = avg(maxDistance, minDistance);
        int result = -1;
        int iterationNo = 0;
        while (result != ADJACENT)
        {
                iterationNo++;
                Pt3D currentVector = state->v * currentDistance;
                result = isCollision(centersParent, centers, parentSphereCount, sphereCount, currentVector, distanceThreshold);

                if (result == DISJOINT)
                {
                        maxDistance = currentDistance;
                        currentDistance = avg(currentDistance, minDistance);
                } else if (result == COLLISION)
                {
                        minDistance = currentDistance;
                        currentDistance = avg(maxDistance, currentDistance);
                }

                if(maxDistance <= 0 || iterationNo > 1000)
                        throw fS_Exception("Computing of distances between parts failed", 0);
                if (currentDistance > maxDistance)
                {
                        throw fS_Exception("Internal error; then maximal distance between parts exceeded.", 0);
                }
                if (currentDistance < minDistance)
                        throw fS_Exception("Internal error; the minimal distance between parts exceeded.", 0);

        }

        delete[] centersParent;
        delete[] centers;
        return currentDistance;
}

void Node::getState(State *_state)
{
        if (state != nullptr)
                delete state;
        if (parent == nullptr)
                state = _state;
        else
                state = new State(_state);


        // Update state by modifiers
        for (auto it = modifiers.begin(); it != modifiers.end(); ++it)
        {
                char mod = it->first;
                double multiplier = pow(MODIFIER_MULTIPLIER, it->second);
                if (mod == MODIFIERS[0])
                        state->ing *= multiplier;
                else if (mod == MODIFIERS[1])
                        state->fr *= multiplier;
                else if (mod == MODIFIERS[2])
                        state->s *= multiplier;
                else if (mod == MODIFIERS[3])
                        state->stif *= multiplier;
        }

        if (parent != nullptr)
        {
                // Rotate
                state->rotate(getVectorRotation());

                double distance = getDistance();
                state->addVector(distance);
        }
        for (int i = 0; i < int(children.size()); i++)
                children[i]->getState(state);
}

void Node::getChildren(Substring &restOfGenotype)
{
        vector<Substring> branches = getBranches(restOfGenotype);
        for (int i = 0; i < int(branches.size()); i++)
        {
                children.push_back(new Node(branches[i], this));
        }
}

vector<Substring> Node::getBranches(Substring &restOfGenotype)
{
        vector<Substring> children;
        if (restOfGenotype.at(0) != BRANCH_START)
        {
                children.push_back(restOfGenotype);  // Only one child
                return children;
        }

        int depth = 0;
        int start = 1;
        char c;
        const char *str = restOfGenotype.c_str();
        for (int i = 0; i < restOfGenotype.len; i++)
        {
                if (depth < 0)
                        throw fS_Exception("The number of branch start signs does not equal the number of branch end signs", restOfGenotype.start + i);
                c = str[i];
                if (c == BRANCH_START)
                        depth++;
                else if ((c == BRANCH_SEPARATOR && depth == 1) || i + 1 == restOfGenotype.len)
                {
                        Substring substring(restOfGenotype);
                        substring.startFrom(start);
                        substring.len = i - start;
                        children.push_back(substring);
                        start = i + 1;
                } else if (c == BRANCH_END)
                        depth--;
        }
        if (depth != 1)    // T
                throw fS_Exception("The number of branch start signs does not equal the number of branch end signs", restOfGenotype.start);
        return children;
}

Pt3D Node::calculateSize()
{
        double sizeMultiplier = getParam(SIZE) * state->s;
        double sx = getParam(SIZE_X) * sizeMultiplier;
        double sy = getParam(SIZE_Y) * sizeMultiplier;
        double sz = getParam(SIZE_Z) * sizeMultiplier;
        return Pt3D(sx, sy, sz);
}

double Node::calculateVolume()
{
        double result;
        Pt3D size = calculateSize();
        double radiiProduct = size.x * size.y * size.z;
        switch (partType)
        {
                case Part::Shape::SHAPE_CUBOID:
                        result = 8.0 * radiiProduct;
                        break;
                case Part::Shape::SHAPE_CYLINDER:
                        result = 2.0 * M_PI * radiiProduct;
                        break;
                case Part::Shape::SHAPE_ELLIPSOID:
                        result = (4.0 / 3.0) * M_PI * radiiProduct;
                        break;
                default:
                        logMessage("fS", "calculateVolume", LOG_ERROR, "Invalid part type");
        }
        return result;
}

bool Node::isPartSizeValid()
{
        Pt3D size = calculateSize();
        double volume = calculateVolume();
        Part_MinMaxDef minP = Model::getMinPart();
        Part_MinMaxDef maxP = Model::getMaxPart();

        if (volume > maxP.volume || minP.volume > volume)
                return false;
        if (size.x < minP.scale.x || size.y < minP.scale.y || size.z < minP.scale.z)
                return false;
        if (size.x > maxP.scale.x || size.y > maxP.scale.y || size.z > maxP.scale.z)
                return false;

        if (partType == Part::Shape::SHAPE_ELLIPSOID && max3(size) != min3(size))
                // When not all radii have different values
                return false;
        if (partType == Part::Shape::SHAPE_CYLINDER && size.x != size.y)
                // If base radii have different values
                return false;
        return true;
}

bool Node::hasPartSizeParam()
{
        return params.count(SIZE_X) > 0 || params.count(SIZE_Y) > 0 || params.count(SIZE_Z) > 0;
}

Pt3D Node::getVectorRotation()
{
        return Pt3D(getParam(ROT_X), getParam(ROT_Y), getParam(ROT_Z));
}

Pt3D Node::getRotation()
{
        Pt3D rotation = Pt3D(getParam(RX), getParam(RY), getParam(RZ));
        if(fS_Genotype::TURN_WITH_ROTATION)
                rotation += getVectorRotation();
        return rotation;
}

void Node::buildModel(Model &model, Node *parent)
{
        createPart();
        model.addPart(part);
        if (parent != nullptr)
                addJointsToModel(model, parent);

        for (int i = 0; i < int(neurons.size()); i++)
        {
                Neuro *neuro = new Neuro(*neurons[i]);
                model.addNeuro(neuro);
                if (neuro->getClass()->preflocation == 2 && parent != nullptr)
                {
                        neuro->attachToJoint(model.getJoint(model.getJointCount() - 1));
                } else
                        neuro->attachToPart(part);
        }

        model.checkpoint();
        part->addMapping(partDescription->toMultiRange());

        for (int i = 0; i < int(children.size()); i++)
        {
                Node *child = children[i];
                child->buildModel(model, this);
        }
}

void Node::createPart()
{
        part = new Part(partType);
        part->p = Pt3D(state->location.x,
                                   state->location.y,
                                   state->location.z);

        part->friction = getParam(FRICTION) * state->fr;
        part->ingest = getParam(INGESTION) * state->ing;
        Pt3D size = calculateSize();
        part->scale.x = size.x;
        part->scale.y = size.y;
        part->scale.z = size.z;
        part->setRot(getRotation());
}

void Node::addJointsToModel(Model &model, Node *parent)
{
        Joint *j = new Joint();
        j->stif = getParam(STIFFNESS) * state->stif;
        j->rotstif = j->stif;

        j->attachToParts(parent->part, part);
        switch (joint)
        {
                case HINGE_X:
                        j->shape = Joint::Shape::SHAPE_HINGE_X;
                        break;
                case HINGE_XY:
                        j->shape = Joint::Shape::SHAPE_HINGE_XY;
                        break;
                default:
                        j->shape = Joint::Shape::SHAPE_FIXED;
        }
        model.addJoint(j);
        j->addMapping(partDescription->toMultiRange());
}


void Node::getGeno(SString &result)
{
        if (joint != DEFAULT_JOINT)
                result += joint;
        for (auto it = modifiers.begin(); it != modifiers.end(); ++it)
        {
                char mod = it->first;
                int count = it->second;
                if(it->second < 0)
                {
                        mod = tolower(mod);
                        count = fabs(count);
                }
                result += std::string(count, mod).c_str();
        }
        result += SHAPETYPE_TO_GENE.at(partType);

        if (!neurons.empty())
        {
                // Add neurons to genotype string
                result += NEURON_START;
                for (int i = 0; i < int(neurons.size()); i++)
                {
                        fS_Neuron *n = neurons[i];
                        if (i != 0)
                                result += NEURON_SEPARATOR;

                        result += n->getDetails();
                        if (!n->inputs.empty())
                                result += NEURON_INTERNAL_SEPARATOR;

                        for (auto it = n->inputs.begin(); it != n->inputs.end(); ++it)
                        {
                                if (it != n->inputs.begin())
                                        result += NEURON_INTERNAL_SEPARATOR;
                                result += SString::valueOf(it->first);
                                if (it->second != DEFAULT_NEURO_CONNECTION_WEIGHT)
                                {
                                        result += NEURON_I_W_SEPARATOR;
                                        result += SString::valueOf(it->second);
                                }
                        }
                }
                result += NEURON_END;
        }

        if (!params.empty())
        {
                // Add parameters to genotype string
                result += PARAM_START;
                for (auto it = params.begin(); it != params.end(); ++it)
                {
                        if (it != params.begin())
                                result += PARAM_SEPARATOR;

                        result += it->first.c_str();                    // Add parameter key to string
                        result += PARAM_KEY_VALUE_SEPARATOR;
                        string value_text = std::to_string(it->second);
                        // Round the value to two decimal places and add to string
                        result += value_text.substr(0, value_text.find(".") + fS_Genotype::precision).c_str();
                }
                result += PARAM_END;
        }

        if (children.size() == 1)
                children[0]->getGeno(result);
        else if (children.size() > 1)
        {
                result += BRANCH_START;
                for (int i = 0; i < int(children.size()) - 1; i++)
                {
                        children[i]->getGeno(result);
                        result += BRANCH_SEPARATOR;
                }
                children.back()->getGeno(result);
                result += BRANCH_END;
        }
}


bool Node::changeSizeParam(string key, bool ensureCircleSection)
{
        double oldValue = getParam(key);
        params[key] = GenoOperators::mutateCreep('f', params[key], minValues.at(key), maxValues.at(key), true);
        if (!ensureCircleSection || isPartSizeValid())
                return true;
        else
        {
                params[key] = oldValue;
                return false;
        }
}

void Node::getAllNodes(vector<Node *> &allNodes)
{
        allNodes.push_back(this);
        for (int i = 0; i < int(children.size()); i++)
                children[i]->getAllNodes(allNodes);
}

int Node::getNodeCount()
{
        vector<Node*> allNodes;
        getAllNodes(allNodes);
        return allNodes.size();
}

fS_Genotype::fS_Genotype(const string &genotype)
{
        try
        {
                string geno = genotype.c_str();
                Substring substring(geno.c_str(), 0, geno.length());
                startNode = new Node(substring, nullptr);
                validateNeuroInputs();
        }
        catch (fS_Exception &e)
        {
                delete startNode;
                throw e;
        }
}

fS_Genotype::~fS_Genotype()
{
        delete startNode;
}

void fS_Genotype::getState()
{
        State *initialState = new State(Pt3D(0), Pt3D(1, 0, 0));
        startNode->getState(initialState);
}

void fS_Genotype::buildModel(Model &model)
{
        getState();
        startNode->buildModel(model, nullptr);
        buildNeuroConnections(model);
}


void fS_Genotype::buildNeuroConnections(Model &model)
{
        // All the neurons are already created in the model
        vector<fS_Neuron*> allNeurons = getAllNeurons();
        for (int i = 0; i < int(allNeurons.size()); i++)
        {
                fS_Neuron *neuron = allNeurons[i];
                Neuro *modelNeuro = model.getNeuro(i);
                for (auto it = neuron->inputs.begin(); it != neuron->inputs.end(); ++it)
                {
                        Neuro *inputNeuro = model.getNeuro(it->first);
                        modelNeuro->addInput(inputNeuro, it->second);

                }
        }
}

Node *fS_Genotype::getNearestNode(vector<Node *> allNodes, Node *node)
{
        Node *result = nullptr;
        double minDistance = DBL_MAX, distance = DBL_MAX;
        for (int i = 0; i < int(allNodes.size()); i++)
        {
                Node *otherNode = allNodes[i];
                auto v = node->children;
                if (otherNode != node &&
                        find(v.begin(), v.end(), otherNode) == v.end())
                {   // Not the same node and not a child
                        distance = node->state->location.distanceTo(otherNode->state->location);
                        if (distance < minDistance)
                        {
                                minDistance = distance;
                                result = otherNode;
                        }
                }
        }
        return result;
}

SString fS_Genotype::getGeno()
{
        SString geno;
        geno.reserve(100);     // Provide a small buffer from the start to improve performance
        startNode->getGeno(geno);
        return geno;
}

vector<fS_Neuron *> fS_Genotype::extractNeurons(Node *node)
{
        vector<Node*> allNodes;
        node->getAllNodes(allNodes);

        vector<fS_Neuron*> allNeurons;
        for (int i = 0; i < int(allNodes.size()); i++)
        {
                for (int j = 0; j < int(allNodes[i]->neurons.size()); j++)
                {
                        allNeurons.push_back(allNodes[i]->neurons[j]);
                }
        }
        return allNeurons;
}

int fS_Genotype::getNeuronIndex(vector<fS_Neuron *> neurons, fS_Neuron *changedNeuron)
{
        int neuronIndex = -1;
        for (int i = 0; i < int(neurons.size()); i++)
        {
                if (changedNeuron == neurons[i])
                {
                        neuronIndex = i;
                        break;
                }
        }
        return neuronIndex;
}

void fS_Genotype::shiftNeuroConnections(vector<fS_Neuron *> &neurons, int start, int end, SHIFT shift)
{
        if (start == -1 || end == -1)
                return;
        int shiftValue = end - start + 1;
        if (shift == SHIFT::LEFT)
                shiftValue *= -1;

        for (int i = 0; i < int(neurons.size()); i++)
        {
                fS_Neuron *n = neurons[i];
                std::map<int, double> newInputs;
                for (auto it = n->inputs.begin(); it != n->inputs.end(); ++it)
                {
                        if (start > it->first)
                                newInputs[it->first] = it->second;
                        else if (it->first >= start)
                        {
                                if (end >= it->first)
                                {
                                        if (shift == SHIFT::RIGHT)
                                                newInputs[it->first + shiftValue] = it->second;
                                        // If shift == -1, just delete the input
                                } else if (it->first > end)
                                        newInputs[it->first + shiftValue] = it->second;
                        }
                }
                n->inputs = newInputs;
        }
}

vector<Node *> fS_Genotype::getAllNodes()
{
        vector<Node*> allNodes;
        startNode->getAllNodes(allNodes);
        return allNodes;
}

vector<fS_Neuron *> fS_Genotype::getAllNeurons()
{
        return extractNeurons(startNode);
}

Node *fS_Genotype::chooseNode(int fromIndex)
{
        vector<Node*> allNodes = getAllNodes();
        return allNodes[fromIndex + rndUint(allNodes.size() - fromIndex)];
}

int fS_Genotype::getNodeCount()
{
        return startNode->getNodeCount();
}

int fS_Genotype::checkValidityOfPartSizes()
{
        getState();
        vector<Node*> nodes = getAllNodes();
        for (int i = 0; i < int(nodes.size()); i++)
        {
                if (!nodes[i]->isPartSizeValid())
                {
                        return 1 + nodes[i]->partDescription->start;
                }
        }
        return 0;
}


void fS_Genotype::validateNeuroInputs()
{

        // Validate neuro input numbers
        vector<fS_Neuron*> allNeurons = getAllNeurons();
        int allNeuronsSize = allNeurons.size();
        for(int i=0; i<allNeuronsSize; i++)
        {
                fS_Neuron *n = allNeurons[i];
                for (auto it = n->inputs.begin(); it != n->inputs.end(); ++it)
                {
                        if (it->first < 0 || it->first >= allNeuronsSize)
                                throw fS_Exception("Invalid neuron input", 0);
                }
        }
}


void fS_Genotype::rearrangeNeuronConnections(fS_Neuron *changedNeuron, SHIFT shift)
{
        vector<fS_Neuron*> neurons = getAllNeurons();
        int changedNeuronIndex = getNeuronIndex(neurons, changedNeuron);
        shiftNeuroConnections(neurons, changedNeuronIndex, changedNeuronIndex, shift);
}