FFT.cpp

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/*
--------------------------------------------------------------------------------
This currentWaves file is part of Hydrax.
Visit ---
 
Copyright (C) 2008 Xavier Verguín González <xavierverguin@hotmail.com>
                                           <xavyiy@gmail.com>
 
This program is free software; you can redistribute it and/or modify it under
the terms of the GNU Lesser General Public License as published by the Free Software
Foundation; either version 2 of the License, or (at your option) any later
version.
 
This program is distributed in the hope that it will be useful, but WITHOUT
ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details.
 
You should have received a copy of the GNU Lesser General Public License along with
this program; if not, write to the Free Software Foundation, Inc., 59 Temple
Place - Suite 330, Boston, MA 02111-1307, USA, or go to
http://www.gnu.org/copyleft/lesser.txt.
--------------------------------------------------------------------------------
*/
 
#include "FFT.h"
#include "OgrePixelFormat.h"
 
#include <Hydrax.h>
 
namespace Hydrax{namespace Noise
{
    inline float uniform_deviate()
    {
        return rand() * ( 1.0f / ( RAND_MAX + 1.0f ) );
    }
    inline float uniform_deviate() {…}
 
    FFT::FFT()
        : Noise("FFT", true)
        , resolution(128)
        , re(0)
        , img(0)
        , maximalValue(2)
        , initialWaves(0)
        , currentWaves(0)
        , angularFrequencies(0)
        , time(10)
        , mGPUNormalMapManager(0)
    {
    }
    FFT::FFT() {…}
 
    FFT::FFT(const Options &Options)
        : Noise("FFT", true)
        , mOptions(Options)
        , resolution(128)
        , re(0)
        , img(0)
        , maximalValue(2)
        , initialWaves(0)
        , currentWaves(0)
        , angularFrequencies(0)
        , time(10)
        , mGPUNormalMapManager(0)
    {
    }
    FFT::FFT(const Options &Options) {…}
 
    FFT::~FFT()
    {
        remove();
 
        HydraxLOG(getName() + " destroyed.");
    }
    FFT::~FFT() {…}
 
    void FFT::create()
    {
        if (isCreated())
        {
            return;
        }
 
        _initNoise();
 
        Noise::create();
    }
    void FFT::create() {…}
 
    void FFT::remove()
    {
        if (areGPUNormalMapResourcesCreated())
        {
            Noise::removeGPUNormalMapResources(mGPUNormalMapManager);
        }
 
        if (!isCreated())
        {
            return;
        }
 
        if (currentWaves)
        {
            delete [] currentWaves;
        }
        if (re)
        {
            delete [] re;
        }
        if (img)
        {
            delete [] img;
        }
        if (initialWaves)
        {
            delete [] initialWaves;
        }
 
        if (angularFrequencies)
        {
            delete [] angularFrequencies;
        }
 
        maximalValue = 2;
        time = 10;
 
        Noise::remove();
    }
    void FFT::remove() {…}
 
    void FFT::setOptions(const Options &Options)
    {
        if (isCreated())
        {
            if (mOptions.Resolution != Options.Resolution ||
                mOptions.Amplitude != Options.Amplitude ||
                mOptions.KwPower != Options.KwPower ||
                mOptions.PhysicalResolution != Options.PhysicalResolution ||
                mOptions.WindDirection != Options.WindDirection)
            {
               remove();
 
               mOptions = Options;
               resolution = Options.Resolution;
 
               create();
 
               if (mGPUNormalMapManager)
               {
                   createGPUNormalMapResources(mGPUNormalMapManager);
               }
 
               return;
            }
            else
            {
                if (isGPUNormalMapSupported() && areGPUNormalMapResourcesCreated())
                {
                    mGPUNormalMapManager->getNormalMapMaterial()->
                        getTechnique(0)->getPass(0)->
                            getVertexProgramParameters()->
                                 setNamedConstant("uScale", Options.Scale);
 
                    mGPUNormalMapManager->getNormalMapMaterial()->
                        getTechnique(0)->getPass(0)->
                            getFragmentProgramParameters()->
                                setNamedConstant("uStrength", Options.GPU_Strength);
 
                    mGPUNormalMapManager->getNormalMapMaterial()->
                        getTechnique(0)->getPass(0)->
                            getFragmentProgramParameters()->
                                setNamedConstant("uLODParameters", Options.GPU_LODParameters);
                }
            }
        }
 
        mOptions = Options;
        resolution = Options.Resolution;
    }
    void FFT::setOptions(const Options &Options) {…}
 
    bool FFT::createGPUNormalMapResources(GPUNormalMapManager *g)
    {
        if (!Noise::createGPUNormalMapResources(g))
        {
            return false;
        }
 
        mGPUNormalMapManager = g;
 
        // Create our FFT texture
        Ogre::TexturePtr mFFTTexture
            = Ogre::TextureManager::getSingleton().
            createManual("_Hydrax_FFT_Noise",
                         Ogre::ResourceGroupManager::DEFAULT_RESOURCE_GROUP_NAME,
                         Ogre::TEX_TYPE_2D,
                         resolution, resolution, 0,
                         Ogre::PF_L16,
                         Ogre::TU_DYNAMIC_WRITE_ONLY);
 
        mGPUNormalMapManager->addTexture(mFFTTexture);
 
        // Create our normal map generator material
 
        MaterialManager *mMaterialManager = g->getHydrax()->getMaterialManager();
 
        Ogre::String VertexProgramData, FragmentProgramData;
        Ogre::GpuProgramParametersSharedPtr VP_Parameters, FP_Parameters;
        Ogre::String EntryPoints[2]     = {"main_vp", "main_fp"};
        Ogre::String GpuProgramsData[2]; Ogre::String GpuProgramNames[2];
 
        // Vertex program
 
        switch (g->getHydrax()->getShaderMode())
        {
            case MaterialManager::SM_HLSL: case MaterialManager::SM_CG:
            {
                VertexProgramData +=
                    Ogre::String(
                    "void main_vp(\n") +
                        // IN
                        "float4 iPosition       : POSITION,\n" +
                        // OUT
                        "out float4 oPosition   : POSITION,\n" +
                        "out float3 oPosition_  : TEXCOORD0,\n" +
                        "out float4 oWorldUV    : TEXCOORD1,\n" +
                        "out float  oScale      : TEXCOORD2,\n" +
                        "out float3 oCameraPos  : TEXCOORD3,\n" +
                        "out float3 oCameraToPixel : TEXCOORD4,\n" +
                        // UNIFORM
                        "uniform float4x4 uWorldViewProj,\n" +
                        "uniform float4x4 uWorld, \n" +
                        "uniform float3   uCameraPos,\n"+
                        "uniform float    uScale)\n" +
                    "{\n" +
                        "oPosition    = mul(uWorldViewProj, iPosition);\n" +
                        "oPosition_   = iPosition.xyz;\n" +
                        "float2 Scale = uScale*mul(uWorld, iPosition).xz*0.0078125;\n" +
                        "oWorldUV.xy  = Scale;\n" +
                        "oWorldUV.zw  = Scale*16;\n" +
                        "oScale = uScale;\n" +
                        "oCameraPos = uCameraPos,\n" +
                        "oCameraToPixel = iPosition - uCameraPos;\n"+
                    "}\n";
            }
            break;
 
            case MaterialManager::SM_GLSL:
            {}
            break;
        }
 
        // Fragment program
 
        switch (g->getHydrax()->getShaderMode())
        {
            case MaterialManager::SM_HLSL: case MaterialManager::SM_CG:
            {
                FragmentProgramData +=
                    Ogre::String(
                    "void main_fp(\n") +
                        // IN
                        "float3 iPosition     : TEXCOORD0,\n" +
                        "float4 iWorldCoord   : TEXCOORD1,\n" +
                        "float  iScale        : TEXCOORD2,\n" +
                        "float3 iCameraPos    : TEXCOORD3,\n" +
                        "float3 iCameraToPixel : TEXCOORD4,\n" +
                        // OUT
                        "out float4 oColor    : COLOR,\n" +
                        // UNIFORM
                        "uniform float     uStrength,\n" +
                        "uniform float3    uLODParameters,\n" +  // x: Initial derivation, y: Final derivation, z: Step
                        "uniform float3    uCameraPos,\n" +
                        "uniform sampler2D uFFT : register(s0))\n" +
                    "{\n" +
                        "float Distance = length(iCameraToPixel);\n" +
                        "float Attenuation = saturate(Distance/uLODParameters.z);\n" +
 
                        "uLODParameters.x += (uLODParameters.y-uLODParameters.x)*Attenuation;\n"+
                        "uLODParameters.x *= iScale;\n" +
 
                        "float AngleAttenuation = 1/abs(normalize(iCameraToPixel).y);\n"+
                        "uLODParameters.x *= AngleAttenuation;\n"+
 
                        "float2 dx = float2(uLODParameters.x*0.0078125, 0);\n" +
                        "float2 dy = float2(0, dx.x);\n" +
 
                        "float3 p_dx, m_dx, p_dy, m_dy;\n" +
 
                        "p_dx = float3(\n" +
                                      // x+
                                      "iPosition.x+uLODParameters.x,\n" +
                                      // y+
                                      "tex2D(uFFT, iWorldCoord.xy+dx).x,\n" +
                                      // z
                                      "iPosition.z);\n" +
 
                        "m_dx = float3(\n" +
                                      // x-
                                      "iPosition.x-uLODParameters.x,\n" +
                                      // y-
                                      "tex2D(uFFT, iWorldCoord.xy-dx).x, \n" +
                                      // z
                                      "iPosition.z);\n" +
 
                       "p_dy = float3(\n" +
                                      // x
                                      "iPosition.x,\n" +
                                      // y+
                                      "tex2D(uFFT, iWorldCoord.xy+dy).x,\n" +
                                      // z+
                                      "iPosition.z+uLODParameters.x);\n" +
 
                       "m_dy = float3(\n" +
                                      // x
                                      "iPosition.x,\n" +
                                      // y-
                                      "tex2D(uFFT, iWorldCoord.xy-dy).x,\n" +
                                      // z-
                                      "iPosition.z-uLODParameters.x);\n" +
 
                       "uStrength *= (1-Attenuation);\n" +
                       "p_dx.y *= uStrength; m_dx.y *= uStrength;\n" +
                       "p_dy.y *= uStrength; m_dy.y *= uStrength;\n" +
 
                       "float3 normal = normalize(cross(p_dx-m_dx, p_dy-m_dy));\n" +
 
                       "oColor = float4(saturate(1-(0.5+0.5*normal)),1);\n" +
                    "}\n";
 
            }
            break;
 
            case MaterialManager::SM_GLSL:
            {}
            break;
        }
 
        // Build our material
 
        Ogre::MaterialPtr &mNormalMapMaterial = mGPUNormalMapManager->getNormalMapMaterial();
        mNormalMapMaterial = Ogre::MaterialManager::getSingleton().create("_Hydrax_GPU_Normal_Map_Material", Ogre::ResourceGroupManager::DEFAULT_RESOURCE_GROUP_NAME);
 
        Ogre::Pass *Technique0_Pass0 = mNormalMapMaterial->getTechnique(0)->getPass(0);
 
        Technique0_Pass0->setLightingEnabled(false);
        Technique0_Pass0->setCullingMode(Ogre::CULL_NONE);
        Technique0_Pass0->setDepthWriteEnabled(true);
        Technique0_Pass0->setDepthCheckEnabled(true);
 
        GpuProgramsData[0] = VertexProgramData; GpuProgramsData[1] =  FragmentProgramData;
        GpuProgramNames[0] = "_Hydrax_GPU_Normal_Map_VP"; GpuProgramNames[1] = "_Hydrax_GPU_Normal_Map_FP";
 
        mMaterialManager->fillGpuProgramsToPass(Technique0_Pass0, GpuProgramNames, g->getHydrax()->getShaderMode(), EntryPoints, GpuProgramsData);
 
        VP_Parameters = Technique0_Pass0->getVertexProgramParameters();
 
        VP_Parameters->setNamedAutoConstant("uWorldViewProj", Ogre::GpuProgramParameters::ACT_WORLDVIEWPROJ_MATRIX);
        VP_Parameters->setNamedAutoConstant("uWorld", Ogre::GpuProgramParameters::ACT_WORLD_MATRIX);
        VP_Parameters->setNamedAutoConstant("uCameraPos", Ogre::GpuProgramParameters::ACT_CAMERA_POSITION_OBJECT_SPACE);
        VP_Parameters->setNamedConstant("uScale", mOptions.Scale);
 
        FP_Parameters = Technique0_Pass0->getFragmentProgramParameters();
 
        FP_Parameters->setNamedConstant("uStrength", mOptions.GPU_Strength);
        FP_Parameters->setNamedConstant("uLODParameters", mOptions.GPU_LODParameters);
 
        Technique0_Pass0->createTextureUnitState(mGPUNormalMapManager->getTexture(0)->getName(), 0)
            ->setTextureAddressingMode(Ogre::TextureUnitState::TAM_WRAP);
 
        mNormalMapMaterial->load();
 
        mGPUNormalMapManager->create();
 
        return true;
    }
    bool FFT::createGPUNormalMapResources(GPUNormalMapManager *g) {…}
 
    void FFT::_updateGPUNormalMapResources()
    {
        Ogre::uchar *Data;
        Ogre::HardwarePixelBufferSharedPtr PixelBuffer
            = mGPUNormalMapManager->getTexture(0)->getBuffer();
 
        PixelBuffer->lock(Ogre::HardwareBuffer::HBL_DISCARD);
 
        const Ogre::PixelBox& PixelBox = PixelBuffer->getCurrentLock();
 
        Data = PixelBox.data;
 
        for (int u = 0; u < resolution*resolution; u++)
        {
            Data[u] = (re[u]*65535);
        }
 
        PixelBuffer->unlock();
    }
    void FFT::_updateGPUNormalMapResources() {…}
 
    void FFT::saveCfg(Ogre::String &Data)
    {
        Noise::saveCfg(Data);
 
        Data += CfgFileManager::_getCfgString("FFT_Resolution", mOptions.Resolution);
        Data += CfgFileManager::_getCfgString("FFT_PhysycalResolution", mOptions.PhysicalResolution);
        Data += CfgFileManager::_getCfgString("FFT_Scale", mOptions.Scale);
        Data += CfgFileManager::_getCfgString("FFT_WindDirection", mOptions.WindDirection);
        Data += CfgFileManager::_getCfgString("FFT_AnimationSpeed", mOptions.AnimationSpeed);
        Data += CfgFileManager::_getCfgString("FFT_KwPower", mOptions.KwPower);
        Data += CfgFileManager::_getCfgString("FFT_Amplitude", mOptions.Amplitude); Data += "\n";
    }
    void FFT::saveCfg(Ogre::String &Data) {…}
 
    bool FFT::loadCfg(Ogre::ConfigFile &CfgFile)
    {
        if (!Noise::loadCfg(CfgFile))
        {
            return false;
        }
 
        setOptions(
            Options(CfgFileManager::_getIntValue(CfgFile,"FFT_Resolution"),
                    CfgFileManager::_getFloatValue(CfgFile,"FFT_PhysycalResolution"),
                    CfgFileManager::_getFloatValue(CfgFile,"FFT_Scale"),
                    CfgFileManager::_getVector2Value(CfgFile,"FFT_WindDirection"),
                    CfgFileManager::_getFloatValue(CfgFile,"FFT_AnimationSpeed"),
                    CfgFileManager::_getFloatValue(CfgFile,"FFT_KwPower"),
                    CfgFileManager::_getFloatValue(CfgFile,"FFT_Amplitude")));
 
        return true;
    }
    bool FFT::loadCfg(Ogre::ConfigFile &CfgFile) {…}
 
    void FFT::update(const Ogre::Real &timeSinceLastFrame)
    {
        _calculeNoise(timeSinceLastFrame);
 
        if (areGPUNormalMapResourcesCreated())
        {
            _updateGPUNormalMapResources();
        }
    }
    void FFT::update(const Ogre::Real &timeSinceLastFrame) {…}
 
    void FFT::_initNoise()
    {
        initialWaves = new std::complex<float>[resolution*resolution];
        currentWaves = new std::complex<float>[resolution*resolution];
        angularFrequencies = new float[resolution*resolution];
 
        re  = new float[resolution*resolution];
        img = new float[resolution*resolution];
 
        Ogre::Vector2 wave = Ogre::Vector2(0,0);
 
        std::complex<float>* pInitialWavesData = initialWaves;
        float* pAngularFrequenciesData = angularFrequencies;
 
        float u, v,
              temp;
 
        for (u = 0; u < resolution; u++)
        {
            wave.x = (-0.5f * resolution + u) * (2.0f* Ogre::Math::PI / mOptions.PhysicalResolution);
 
            for (v = 0; v < resolution; v++)
            {
                wave.y = (-0.5f * resolution + v) * (2.0f* Ogre::Math::PI / mOptions.PhysicalResolution);
 
                temp = Ogre::Math::Sqrt(0.5f * _getPhillipsSpectrum(wave, mOptions.WindDirection, mOptions.KwPower));
                *pInitialWavesData++ = std::complex<float>(_getGaussianRandomFloat() * temp, _getGaussianRandomFloat() * temp);
 
                temp=9.81f * wave.length();
                *pAngularFrequenciesData++ = Ogre::Math::Sqrt(temp);
            }
        }
 
        _calculeNoise(0);
    }
    void FFT::_initNoise() {…}
 
    void FFT::_calculeNoise(const float &delta)
    {
        time += delta*mOptions.AnimationSpeed;
 
        std::complex<float>* pData = currentWaves;
 
        int u, v;
 
        float wt,
              coswt, sinwt,
              realVal, imagVal;
 
        for (u = 0; u < resolution; u++)
        {
            for (v = 0; v< resolution ; v++)
            {
                const std::complex<float>& positive_h0 = initialWaves[u * (resolution)+v];
                const std::complex<float>& negative_h0 = initialWaves[(resolution-1 - u) * (resolution) + (resolution-1- v)];
 
                wt = angularFrequencies[u * (resolution) + v] * time;
 
                coswt = Ogre::Math::Cos(wt);
                sinwt = Ogre::Math::Sin(wt);
 
                realVal =
                    positive_h0.real() * coswt - positive_h0.imag() * sinwt + negative_h0.real() * coswt - (-negative_h0.imag()) * (-sinwt),
                imagVal =
                    positive_h0.real() * sinwt + positive_h0.imag() * coswt + negative_h0.real() * (-sinwt) + (-negative_h0.imag()) * coswt;
 
                *pData++ = std::complex<float>(realVal, imagVal);
            }
        }
 
        _executeInverseFFT();
        _normalizeFFTData(0);
    }
    void FFT::_calculeNoise(const float &delta) {…}
 
    const float FFT::_getGaussianRandomFloat() const
    {
        float x1, x2, w, y1;
 
        do
        {
            x1 = 2.0f * uniform_deviate() - 1.0f;
            x2 = 2.0f * uniform_deviate() - 1.0f;
 
            w = x1 * x1 + x2 * x2;
 
        } while ( w >= 1.0f );
 
        w = Ogre::Math::Sqrt( (-2.0f * Ogre::Math::Log( w ) ) / w );
        y1 = x1 * w;
 
        return y1;
    }
    const float FFT::_getGaussianRandomFloat() const {…}
 
    const float FFT::_getPhillipsSpectrum(const Ogre::Vector2& waveVector, const Ogre::Vector2& wind, const float& kwPower_) const
    {
        // Compute the length of the vector
        float k = waveVector.length();
 
        // To avoid division by 0
        if (k < 0.0000001f)
        {
            return 0;
        }
        else
        {
            float windVelocity = wind.length(),
                  l = pow(windVelocity,2.0f)/9.81f,
                  dot=waveVector.dotProduct(wind);
 
            return mOptions.Amplitude*
                (Ogre::Math::Exp(-1 / pow(k * l,2)) / (Ogre::Math::Pow(k,2) *
                 Ogre::Math::Pow(k,2))) * Ogre::Math::Pow(-dot/ (k * windVelocity), kwPower_);
        }
    }
    const float FFT::_getPhillipsSpectrum(const Ogre::Vector2& waveVector, const Ogre::Vector2& wind, const float& kwPower_) const {…}
 
    void FFT::_executeInverseFFT()
    {
        int l2n = 0, p = 1;
        while (p < resolution)
        {
            p *= 2; l2n++;
        }
        int l2m = 0; p = 1;
        while (p < resolution)
        {
            p *= 2; l2m++;
        }
 
        resolution = 1<<l2m;
        resolution = 1<<l2n;
 
        int x, y, i;
 
        for(x = 0; x <resolution; x++)
        {
            for(y = 0; y <resolution; y++)
            {
                re[resolution * x + y] = currentWaves[resolution * x + y].real();
                img[resolution * x + y] = currentWaves[resolution * x + y].imag();
            }
        }
 
        //Bit reversal of each row
        int j, k;
        for(y = 0; y < resolution; y++) //for each row
        {
            j = 0;
            for(i = 0; i < resolution - 1; i++)
            {
                re[resolution * i + y] = currentWaves[resolution * j + y].real();
                img[resolution * i + y] = currentWaves[resolution * j + y].imag();
 
                k = resolution / 2;
                while (k <= j)
                {
                    j -= k;
                    k/= 2;
                }
 
                j += k;
            }
        }
 
        //Bit reversal of each column
        float tx = 0, ty = 0;
        for(x = 0; x < resolution; x++) //for each column
        {
            j = 0;
            for(i = 0; i < resolution - 1; i++)
            {
                if(i < j)
                {
                    tx = re[resolution * x + i];
                    ty = img[resolution * x + i];
                    re[resolution * x + i] = re[resolution * x + j];
                    img[resolution * x + i] = img[resolution * x + j];
                    re[resolution * x + j] = tx;
                    img[resolution * x + j] = ty;
                }
                k = resolution / 2;
                while (k <= j)
                {
                    j -= k;
                    k/= 2;
                }
                j += k;
            }
        }
 
        //Calculate the FFT of the columns
        float ca, sa,
              u1, u2,
              t1, t2,
              z;
 
        int l1, l2,
            l,  i1;
 
        for(x = 0; x < resolution; x++) //for each column
        {
            //This is the 1D FFT:
            ca = -1.0;
            sa = 0.0;
            l1 = 1, l2 = 1;
 
            for(l=0;l<l2n;l++)
            {
                l1 = l2;
                l2 *= 2;
                u1 = 1.0;
                u2 = 0.0;
                for(j = 0; j < l1; j++)
                {
                    for(i = j; i < resolution; i += l2)
                    {
                        i1 = i + l1;
                        t1 = u1 * re[resolution * x + i1] - u2 * img[resolution * x + i1];
                        t2 = u1 * img[resolution * x + i1] + u2 * re[resolution * x + i1];
                        re[resolution * x + i1] = re[resolution * x + i] - t1;
                        img[resolution * x + i1] = img[resolution * x + i] - t2;
                        re[resolution * x + i] += t1;
                        img[resolution * x + i] += t2;
                    }
                    z =  u1 * ca - u2 * sa;
                    u2 = u1 * sa + u2 * ca;
                    u1 = z;
                }
                sa = Ogre::Math::Sqrt((1.0f - ca) / 2.0f);
                ca = Ogre::Math::Sqrt((1.0f+ca) / 2.0f);
            }
        }
        //Calculate the FFT of the rows
        for(y = 0; y < resolution; y++) //for each row
        {
            //This is the 1D FFT:
            ca = -1.0;
            sa = 0.0;
            l1= 1, l2 = 1;
 
            for(l = 0; l < l2m; l++)
            {
                l1 = l2;
                l2 *= 2;
                u1 = 1.0;
                u2 = 0.0;
                for(j = 0; j < l1; j++)
                {
                    for(i = j; i < resolution; i += l2)
                    {
                        i1 = i + l1;
                        t1 = u1 * re[resolution * i1 + y] - u2 * img[resolution * i1 + y];
                        t2 = u1 * img[resolution * i1 + y] + u2 * re[resolution* i1 + y];
                        re[resolution * i1 + y] = re[resolution * i + y] - t1;
                        img[resolution * i1 + y] = img[resolution * i + y] - t2;
                        re[resolution * i + y] += t1;
                        img[resolution * i + y] += t2;
                    }
                    z =  u1 * ca - u2 * sa;
                    u2 = u1 * sa + u2 * ca;
                    u1 = z;
                }
                sa = Ogre::Math::Sqrt((1.0f - ca) / 2.0f);
                ca = Ogre::Math::Sqrt((1.0f+ca) / 2.0f);
            }
        }
 
        for(x=0;x<resolution;x++)
        {
            for(y=0;y<resolution;y++)
            {
                if (((x+y) & 0x1)==1)
                {
                    re[x*resolution+y]*=1;
                }
                else
                {
                    re[x*resolution+y]*=-1;
                }
            }
        }
    }
    void FFT::_executeInverseFFT() {…}
 
    void FFT::_normalizeFFTData(const float& scale)
    {
        float scaleCoef = 0.000001f;
        int i;
 
        // Perform automatic detection of maximum value
        if (scale == 0.0f)
        {
            float min=re[0], max=re[0],
                  currentMax=maximalValue;;
 
            for(i=1;i<resolution*resolution;i++)
            {
                if (min>re[i]) min=re[i];
                if (max<re[i]) max=re[i];
            }
 
            min=Ogre::Math::Abs(min);
            max=Ogre::Math::Abs(max);
 
            currentMax = (min>max) ? min : max;
 
            if (currentMax>maximalValue) maximalValue=currentMax;
 
            scaleCoef += maximalValue;
        }
        else
        {   // User defined scale
            scaleCoef=scale;
        }
 
        // Scale all the value, and clamp to [0,1] range
        int x, y;
        for(x=0;x<resolution;x++)
        {
            for(y=0;y<resolution;y++)
            {
                i=x*resolution+y;
                re[i]=(re[i]+scaleCoef)/(scaleCoef*2);
            }
        }
    }
    void FFT::_normalizeFFTData(const float& scale) {…}
 
    float FFT::getValue(const float &x, const float &y)
    {
        // Scale world coords
        float xScale = x*mOptions.Scale,
              yScale = y*mOptions.Scale;
 
        // Convert coords from world-space to data-space
        int xs = static_cast<int>(xScale)%resolution,
            ys = static_cast<int>(yScale)%resolution;
 
        // If data-space coords are negative, transform it to positive
        if (x<0) xs += resolution-1;
        if (y<0) ys += resolution-1;
 
        // Determine x and y diff for linear interpolation
        int xINT = (x>0) ? static_cast<int>(xScale) : static_cast<int>(xScale-1),
            yINT = (y>0) ? static_cast<int>(yScale) : static_cast<int>(yScale-1);
 
        // Calculate interpolation coeficients
        float xDIFF  = xScale-xINT,
              yDIFF  = yScale-yINT,
              _xDIFF = 1-xDIFF,
              _yDIFF = 1-yDIFF;
 
        // To adjust the index if coords are out of range
        int xxs = (xs==resolution-1) ? -1 : xs,
            yys = (ys==resolution-1) ? -1 : ys;
 
        //   A      B
        //
        //
        //   C      D
        float A = re[(ys*resolution+xs)],
              B = re[(ys*resolution+xxs+1)],
              C = re[((yys+1)*resolution+xs)],
              D = re[((yys+1)*resolution+xxs+1)];
 
        // Return the result of the linear interpolation
        return (A*_xDIFF*_yDIFF +
                B* xDIFF*_yDIFF +
                C*_xDIFF* yDIFF +
                D* xDIFF* yDIFF) // Range [-0.3, 0.3]
                                 *0.6f-0.3f;
    }
    float FFT::getValue(const float &x, const float &y) {…}
}}
namespace Hydrax{namespace Noise {…}