n/fractal: use a common base class

some working variables need to be precomputed. it makes sense to do this
in a base class.
This commit is contained in:
Danny Robson 2015-06-02 16:13:12 +10:00
parent bc1c576297
commit 6278902e3e
12 changed files with 383 additions and 189 deletions

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@ -145,6 +145,8 @@ UTIL_FILES = \
noise/basis/perlin.ipp \ noise/basis/perlin.ipp \
noise/basis/worley.hpp \ noise/basis/worley.hpp \
noise/basis/worley.ipp \ noise/basis/worley.ipp \
noise/fractal/base.hpp \
noise/fractal/base.ipp \
noise/fractal/fbm.hpp \ noise/fractal/fbm.hpp \
noise/fractal/fbm.ipp \ noise/fractal/fbm.ipp \
noise/fractal/hetero.hpp \ noise/fractal/hetero.hpp \

84
noise/fractal/base.hpp Normal file
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@ -0,0 +1,84 @@
/*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
* Copyright 2015 Danny Robson <danny@nerdcruft.net>
*/
#ifndef __UTIL_NOISE_FRACTAL_BASE_HPP
#define __UTIL_NOISE_FRACTAL_BASE_HPP
#include <cstdint>
#include "../../point.hpp"
namespace util { namespace noise { namespace fractal {
/// Fractal Brownian Motion summation.
///
/// Sum progressive layers of a noise basis with scaling frequency
/// and amplitude.
///
/// octaves: count of layers to be summed
/// frequency: point scaling factor for the base octave
/// lacunarity: per octave frequency scaling factor
/// amplitude: maximum absolute value of the noise
/// gain: per octave amplitude scaling factor. typically 1/f.
template <typename T, typename B>
struct base {
using seed_t = uint64_t;
// constructors
base (seed_t,
unsigned octaves,
T H,
T frequency,
T lacunarity,
T amplitude,
T gain);
// accessors
constexpr unsigned octaves (void) const;
unsigned octaves (unsigned);
constexpr T H (void) const;
T H (T);
constexpr T frequency (void) const;
T frequency (T);
constexpr T lacunarity (void) const;
T lacunarity (T);
constexpr seed_t seed (void) const;
seed_t seed (seed_t);
protected:
unsigned m_octaves;
T m_H;
T m_frequency;
T m_lacunarity;
T m_amplitude;
T m_gain;
B m_basis;
T m_invAH;
T m_invGH;
};
} } }
#include "base.ipp"
#endif

99
noise/fractal/base.ipp Normal file
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@ -0,0 +1,99 @@
/*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
* Copyright 2015 Danny Robson <danny@nerdcruft.net>
*/
#ifdef __UTIL_NOISE_FRACTAL_BASE_IPP
#error
#endif
#define __UTIL_NOISE_FRACTAL_BASE_IPP
#include <cmath>
namespace util { namespace noise { namespace fractal {
///////////////////////////////////////////////////////////////////////////
template <typename T, typename B>
base<T,B>::base (seed_t _seed,
unsigned _octaves,
T _H,
T _frequency,
T _lacunarity,
T _amplitude,
T _gain):
// literals
m_octaves (_octaves),
m_H (_H),
m_frequency (_frequency),
m_lacunarity (_lacunarity),
m_amplitude (_amplitude),
m_gain (_gain),
// compound
m_basis (_seed),
// calculated
m_invAH (std::pow (_amplitude, -_H)),
m_invGH (std::pow (_gain, _H))
{
CHECK_NEQ (m_octaves, 0);
CHECK_NEQ (m_frequency, 0);
CHECK_NEQ (m_amplitude, 0);
}
///////////////////////////////////////////////////////////////////////////
template <typename T, typename B>
unsigned
base<T,B>::octaves (unsigned _octaves)
{
return m_octaves = _octaves;
}
//-------------------------------------------------------------------------
template <typename T, typename B>
T
base<T,B>::H (T _h)
{
m_H = _h;
m_invAH = std::pow (m_amplitude, -m_H);
m_invGH = std::pow (m_gain, m_H);
return H;
}
//-------------------------------------------------------------------------
template <typename T, typename B>
T
base<T,B>::frequency (T _frequency)
{
return m_frequency = _frequency;
}
//-------------------------------------------------------------------------
template <typename T, typename B>
T
base<T,B>::lacunarity (T _lacunarity)
{
return m_lacunarity = _lacunarity;
}
//-------------------------------------------------------------------------
//template <typename T, typename B>
//typename base<T,B>::seed_t
//base<T,B>::seed (seed_t _seed)
//{
// return basis.seed (_seed);
//}
} } }

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@ -19,6 +19,7 @@
#include <cstdint> #include <cstdint>
#include "base.hpp"
#include "../../point.hpp" #include "../../point.hpp"
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
@ -33,8 +34,8 @@ namespace util { namespace noise { namespace fractal {
/// amplitude: maximum absolute value of the noise /// amplitude: maximum absolute value of the noise
/// gain: per octave amplitude scaling factor. typically 1/f. /// gain: per octave amplitude scaling factor. typically 1/f.
template <typename T, typename B> template <typename T, typename B>
struct fbm { struct fbm : public base<T,B> {
using seed_t = uint64_t; using seed_t = typename base<T,B>::seed_t;
static constexpr unsigned DEFAULT_OCTAVES = 8; static constexpr unsigned DEFAULT_OCTAVES = 8;
static constexpr T DEFAULT_H = 1; static constexpr T DEFAULT_H = 1;
@ -43,31 +44,16 @@ namespace util { namespace noise { namespace fractal {
static constexpr T DEFAULT_AMPLITUDE = 1; static constexpr T DEFAULT_AMPLITUDE = 1;
static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY; static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY;
fbm (unsigned octaves, fbm (seed_t seed,
unsigned octaves,
T H, T H,
T frequency, T frequency,
T lacunarity, T lacunarity,
T amplitude, T amplitude,
T gain, T gain);
seed_t seed); fbm (seed_t);
fbm ();
seed_t seed;
unsigned octaves;
T H;
T frequency;
T lacunarity;
T amplitude;
T gain;
B basis;
constexpr T operator() (util::point<2,T>) const; constexpr T operator() (util::point<2,T>) const;
private:
T invAH;
T invGH;
}; };
} } } } } }

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@ -24,57 +24,50 @@
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
/////////////////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////////////////
template <typename T, typename B> template <typename T, typename B>
fbm<T,B>::fbm (unsigned _octaves, fbm<T,B>::fbm (seed_t _seed,
unsigned _octaves,
T _H, T _H,
T _frequency, T _frequency,
T _lacunarity, T _lacunarity,
T _amplitude, T _amplitude,
T _gain, T _gain):
seed_t _seed): base<T,B> (_seed,
seed (_seed), _octaves,
octaves (_octaves), _H,
H (_H), _frequency,
frequency (_frequency), _lacunarity,
lacunarity (_lacunarity), _amplitude,
amplitude (_amplitude), _gain)
gain (_gain),
basis (_seed),
invAH (std::pow (amplitude, -H)),
invGH (std::pow (gain, H))
{
CHECK_NEQ (octaves, 0);
CHECK_NEQ (frequency, 0);
CHECK_NEQ (amplitude, 0);
}
//-------------------------------------------------------------------------
template <typename T, typename B>
fbm<T,B>::fbm ():
fbm<T,B> (DEFAULT_OCTAVES,
DEFAULT_H,
DEFAULT_FREQUENCY,
DEFAULT_LACUNARITY,
DEFAULT_AMPLITUDE,
DEFAULT_GAIN,
rand ())
{ ; } { ; }
//------------------------------------------------------------------------- //-------------------------------------------------------------------------
template <typename T, typename B> template <typename T, typename B>
fbm<T,B>::fbm (seed_t _seed):
fbm<T,B> (_seed,
DEFAULT_OCTAVES,
DEFAULT_H,
DEFAULT_FREQUENCY,
DEFAULT_LACUNARITY,
DEFAULT_AMPLITUDE,
DEFAULT_GAIN)
{ ; }
///////////////////////////////////////////////////////////////////////////
template <typename T, typename B>
constexpr T constexpr T
fbm<T,B>::operator() (util::point<2,T> p) const fbm<T,B>::operator() (util::point<2,T> p) const
{ {
T total = 0; T total = 0;
T f = frequency; T f = this->m_frequency;
T a = invAH; T a = this->m_invAH;
for (size_t i = 0; i < octaves; ++i) { for (size_t i = 0; i < this->m_octaves; ++i) {
total += basis (p * f) * a; total += this->m_basis (p * f) * a;
f *= lacunarity; f *= this->m_lacunarity;
a *= invGH; a *= this->m_invGH;
} }
return total; return total;

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@ -19,36 +19,39 @@
#include <cstdint> #include <cstdint>
#include "base.hpp"
#include "../../point.hpp" #include "../../point.hpp"
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
/////////////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////////////
/// Heterogeneous procedural terrain fucntion: stats by altitude method /// Heterogeneous procedural terrain fucntion: stats by altitude method
template <typename T, typename B> template <typename T, typename B>
struct hetero { struct hetero : public base<T,B> {
using seed_t = uint64_t; using seed_t = typename base<T,B>::seed_t;
hetero (); static constexpr T DEFAULT_H = T(0.75);
static constexpr T DEFAULT_OCTAVES = 6;
static constexpr T DEFAULT_FREQUENCY = T(0.1);
static constexpr T DEFAULT_LACUNARITY = 2;
static constexpr T DEFAULT_AMPLITUDE = 1;
static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY;
static constexpr T DEFAULT_OFFSET = T(0.7);
seed_t seed; hetero (seed_t,
T H; unsigned octaves,
unsigned octaves; T H,
T frequency,
T lacunarity,
T amplitude,
T gain,
T offset);
T frequency; hetero (seed_t);
T lacunarity;
T offset;
T amplitude;
T gain;
B basis;
constexpr T operator() (util::point<2,T>) const; constexpr T operator() (util::point<2,T>) const;
private: private:
T invAH; T m_offset;
T invGH;
}; };
} } } } } }

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@ -20,44 +20,64 @@
#define __UTIL_NOISE_FRACTAL_HETERO_IPP #define __UTIL_NOISE_FRACTAL_HETERO_IPP
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
//------------------------------------------------------------------------- ///////////////////////////////////////////////////////////////////////////
template <typename T, typename B> template <typename T, typename B>
hetero<T,B>::hetero(): hetero<T,B>::hetero(seed_t _seed,
H (0.75f), unsigned _octaves,
octaves (6), T _H,
frequency (0.1f), T _frequency,
lacunarity (2), T _lacunarity,
offset (0.7f), T _amplitude,
amplitude (1), T _gain,
gain (1/lacunarity), T _offset):
invAH (std::pow (amplitude, -H)), base<T,B> (_seed,
invGH (std::pow (gain, H)) _octaves,
_H,
_frequency,
_lacunarity,
_amplitude,
_gain),
m_offset (_offset)
{ ; } { ; }
//------------------------------------------------------------------------- //-------------------------------------------------------------------------
template <typename T, typename B> template <typename T, typename B>
hetero<T,B>::hetero (seed_t _seed):
hetero<T,B> (_seed,
DEFAULT_OCTAVES,
DEFAULT_H,
DEFAULT_FREQUENCY,
DEFAULT_LACUNARITY,
DEFAULT_AMPLITUDE,
DEFAULT_GAIN,
DEFAULT_OFFSET)
{ ; }
///////////////////////////////////////////////////////////////////////////
template <typename T, typename B>
constexpr T constexpr T
hetero<T,B>::operator() (util::point<2,T> p) const hetero<T,B>::operator() (util::point<2,T> p) const
{ {
T scale = invAH; T scale = this->m_invAH;
p *= frequency; p *= this->m_frequency;
T result = (basis (p) + offset) * scale; T result = (this->m_basis (p) + m_offset) * scale;
p *= lacunarity; p *= this->m_lacunarity;
T increment = 0; T increment = 0;
for (size_t i = 1; i < octaves; ++i) { for (size_t i = 1; i < this->m_octaves; ++i) {
scale *= invGH; scale *= this->m_invGH;
increment = basis (p) + offset; increment = this->m_basis (p) + m_offset;
increment *= scale; increment *= scale;
increment *= result; increment *= result;
result += increment; result += increment;
p *= lacunarity; p *= this->m_lacunarity;
} }
return result; return result;

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@ -25,31 +25,33 @@ namespace util { namespace noise { namespace fractal {
/////////////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////////////
/// Musgrave's "Hybrid MultiFractal" /// Musgrave's "Hybrid MultiFractal"
template <typename T, typename B> template <typename T, typename B>
struct hmf { struct hmf : public base<T,B> {
using seed_t = uint64_t; using seed_t = typename base<T,B>::seed_t;
hmf (); // H should be fairly low due to the decreasing weight parameter in eval
static constexpr unsigned DEFAULT_OCTAVES = 6;
static constexpr T DEFAULT_H = T(0.25);
static constexpr T DEFAULT_FREQUENCY = T(0.1);
static constexpr T DEFAULT_LACUNARITY = 2;
static constexpr T DEFAULT_AMPLITUDE = 1;
static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY;
static constexpr T DEFAULT_OFFSET = T(0.7);
seed_t seed; hmf (seed_t,
unsigned octaves,
T H,
T frequency,
T lacunarity,
T amplitude,
T gain,
T offset);
T H; hmf (seed_t);
unsigned octaves;
T frequency;
T lacunarity;
T offset;
T amplitude;
T gain;
B basis;
constexpr T operator() (point<2,T>) const; constexpr T operator() (point<2,T>) const;
private: private:
T invAH; T m_offset;
T invGH;
}; };
} } } } } }

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@ -21,44 +21,63 @@
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
//------------------------------------------------------------------------- ///////////////////////////////////////////////////////////////////////////
// H should be fairly low due to the decreasing weight parameter in eval
template <typename T, typename B> template <typename T, typename B>
hmf<T,B>::hmf (): hmf<T,B>::hmf (seed_t _seed,
H (0.25f), unsigned _octaves,
octaves (6), T _H,
frequency (0.1f), T _frequency,
lacunarity (2), T _lacunarity,
offset (0.7f), T _amplitude,
amplitude (1), T _gain,
gain (1 / lacunarity), T _offset):
invAH (std::pow (amplitude, -H)), base<T,B> (_seed,
invGH (std::pow (gain, H)) _octaves,
_H,
_frequency,
_lacunarity,
_amplitude,
_gain),
m_offset (_offset)
{ ; } { ; }
//------------------------------------------------------------------------- //-------------------------------------------------------------------------
template <typename T, typename B> template <typename T, typename B>
hmf<T,B>::hmf (seed_t _seed):
hmf<T,B> (_seed,
DEFAULT_OCTAVES,
DEFAULT_H,
DEFAULT_FREQUENCY,
DEFAULT_LACUNARITY,
DEFAULT_AMPLITUDE,
DEFAULT_GAIN,
DEFAULT_OFFSET)
{ ; }
///////////////////////////////////////////////////////////////////////////
template <typename T, typename B>
constexpr T constexpr T
hmf<T,B>::operator() (util::point<2,T> p) const hmf<T,B>::operator() (util::point<2,T> p) const
{ {
T scale = invAH; T scale = this->m_invAH;
T result = 0; T result = 0;
T signal = 0; T signal = 0;
T weight = 1; T weight = 1;
p *= frequency; p *= this->m_frequency;
for (size_t i = 0; i < octaves; ++i) { for (size_t i = 0; i < this->m_octaves; ++i) {
signal = (basis (p) + offset) * scale; signal = (this->m_basis (p) + m_offset) * scale;
result += signal * weight; result += signal * weight;
weight *= signal; weight *= signal;
weight = min (weight, T{1}); weight = min (weight, T{1});
scale *= invGH; scale *= this->m_invGH;
p *= lacunarity; p *= this->m_lacunarity;
} }
return result; return result;

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@ -19,6 +19,7 @@
#include <cstdint> #include <cstdint>
#include "base.hpp"
#include "../../point.hpp" #include "../../point.hpp"
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
@ -32,8 +33,8 @@ namespace util { namespace noise { namespace fractal {
/// amplitude: value scaling factor for the base octave /// amplitude: value scaling factor for the base octave
/// gain: incremental octave value scaling factor /// gain: incremental octave value scaling factor
template <typename T, typename B> template <typename T, typename B>
struct rmf { struct rmf : public base<T,B> {
using seed_t = uint64_t; using seed_t = typename base<T,B>::seed_t;
static constexpr unsigned DEFAULT_OCTAVES = 5; static constexpr unsigned DEFAULT_OCTAVES = 5;
static constexpr T DEFAULT_H = 1; static constexpr T DEFAULT_H = 1;
@ -43,35 +44,21 @@ namespace util { namespace noise { namespace fractal {
static constexpr T DEFAULT_AMPLITUDE = 2; static constexpr T DEFAULT_AMPLITUDE = 2;
static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY; static constexpr T DEFAULT_GAIN = 1 / DEFAULT_LACUNARITY;
rmf (unsigned octaves, rmf (seed_t,
unsigned octaves,
T H, T H,
T offset,
T frequency, T frequency,
T lacunarity, T lacunarity,
T amplitude, T amplitude,
T gain, T gain,
seed_t seed); T offset);
rmf ();
seed_t seed; rmf (seed_t);
unsigned octaves;
T H;
T offset;
T frequency;
T lacunarity;
T amplitude;
T gain;
B basis;
constexpr T operator() (util::point<2,T>) const; constexpr T operator() (util::point<2,T>) const;
private: private:
T invAH; T m_offset;
T invGH;
}; };
} } } } } }

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@ -23,62 +23,59 @@
namespace util { namespace noise { namespace fractal { namespace util { namespace noise { namespace fractal {
/////////////////////////////////////////////////////////////////////////// ///////////////////////////////////////////////////////////////////////////
template <typename T, typename B> template <typename T, typename B>
rmf<T,B>::rmf (unsigned _octaves, rmf<T,B>::rmf (seed_t _seed,
unsigned _octaves,
T _H, T _H,
T _offset, T _offset,
T _frequency, T _frequency,
T _lacunarity, T _lacunarity,
T _amplitude, T _amplitude,
T _gain, T _gain):
seed_t _seed): base<T,B> (_seed,
seed (_seed), _octaves,
octaves (_octaves), _H,
H (_H), _frequency,
offset (_offset), _lacunarity,
frequency (_frequency), _amplitude,
lacunarity (_lacunarity), _gain),
amplitude (_amplitude), m_offset (_offset)
gain (_gain),
basis (_seed),
invAH (std::pow (amplitude, -H)),
invGH (std::pow (gain, H))
{ ; } { ; }
//------------------------------------------------------------------------- //-------------------------------------------------------------------------
template <typename T, typename B> template <typename T, typename B>
rmf<T,B>::rmf (): rmf<T,B>::rmf (seed_t _seed):
rmf<T,B> (DEFAULT_OCTAVES, rmf<T,B> (_seed,
DEFAULT_OCTAVES,
DEFAULT_H, DEFAULT_H,
DEFAULT_OFFSET,
DEFAULT_FREQUENCY, DEFAULT_FREQUENCY,
DEFAULT_LACUNARITY, DEFAULT_LACUNARITY,
DEFAULT_AMPLITUDE, DEFAULT_AMPLITUDE,
DEFAULT_GAIN, DEFAULT_GAIN,
rand ()) DEFAULT_OFFSET)
{ ; } { ; }
//------------------------------------------------------------------------- ///////////////////////////////////////////////////////////////////////////
// we use the name 'amplitude' instead of musgrave's 'gain'. // we use the name 'amplitude' instead of musgrave's 'gain'.
// assumes basis distribution [-1,1] and offset ~= 1 // assumes basis distribution [-1,1] and offset ~= 1
template <typename T, typename B> template <typename T, typename B>
constexpr T constexpr T
rmf<T,B>::operator() (util::point<2,T> p) const rmf<T,B>::operator() (util::point<2,T> p) const
{ {
T scale = invAH; T scale = this->m_invAH;
T signal = 0; T signal = 0;
T result = 0; T result = 0;
T weight = 1; T weight = 1;
p *= frequency; p *= this->m_frequency;
for (size_t i = 0; i < octaves; ++i) { for (size_t i = 0; i < this->m_octaves; ++i) {
// generates ridged noise // generates ridged noise
signal = basis (p); signal = this->m_basis (p);
signal = std::fabs (signal); signal = std::fabs (signal);
signal = offset - signal; signal = m_offset - signal;
// sharpens the ridges // sharpens the ridges
signal *= signal; signal *= signal;
@ -87,14 +84,14 @@ namespace util { namespace noise { namespace fractal {
signal *= weight; signal *= weight;
// contribute to the weight // contribute to the weight
weight = signal * amplitude; weight = signal * this->m_amplitude;
weight = limit (weight, 0, 1); weight = limit (weight, 0, 1);
// record and continue // record and continue
result += signal * scale; result += signal * scale;
scale *= invGH; scale *= this->m_invGH;
p *= lacunarity; p *= this->m_lacunarity;
} }
return result; return result;

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@ -25,19 +25,21 @@ main (void)
util::extent2u size {1920, 1080}; util::extent2u size {1920, 1080};
util::image::buffer<float> img (size); util::image::buffer<float> img (size);
// setup the noise generator uint64_t seed = time (nullptr);
//util::noise::fractal::fbm<float, util::noise::basis::worley<float>> b;
//util::noise::fractal::rmf<float, util::noise::basis::worley<float>> b;
//util::noise::fractal::fbm<float, util::noise::basis::perlin<float,util::lerp::cubic>> b;
//util::noise::fractal::rmf<float, util::noise::basis::perlin<float,util::lerp::cubic>> b;
util::noise::fractal::hmf<float, util::noise::basis::perlin<float,util::lerp::cubic>> b;
//util::noise::fractal::hetero<float, util::noise::basis::perlin<float,util::lerp::quintic>> b;
b.octaves = 8; // setup the noise generator
b.frequency = 10.f / size.w; util::noise::fractal::fbm<float, util::noise::basis::worley<float>> b (seed);
b.lacunarity = 2.f; //util::noise::fractal::rmf<float, util::noise::basis::worley<float>> b (seed);
//b.H = 0.75f; //util::noise::fractal::fbm<float, util::noise::basis::perlin<float,util::lerp::cubic>> b (seed);
b.basis.seed = time (NULL); //util::noise::fractal::rmf<float, util::noise::basis::perlin<float,util::lerp::cubic>> b (seed);
//util::noise::fractal::hmf<float, util::noise::basis::perlin<float,util::lerp::cubic>> b (seed);
//util::noise::fractal::hetero<float, util::noise::basis::value<float,util::lerp::quintic>> b (seed);
b.octaves (8);
b.frequency (10.f / size.w);
//b.lacunarity = 2.f;
//b.H = 1.0f;
//b.basis.seed = time (NULL);
// generate the values. offset positions slightly to avoid simple axis issues with perlin basis // generate the values. offset positions slightly to avoid simple axis issues with perlin basis
{ {