hmap::gpu Namespace Reference

Functions
Array	blend_gradients (const Array &array1, const Array &array2, int ir=4)
	See hmap::blend_gradients.
Array	blend_poisson_bf (const Array &array1, const Array &array2, const int iterations=500, const Array *p_mask=nullptr)
	Blends two arrays using Poisson blending with a brute-force solver.
Array	accumulation_curvature (const Array &z, int ir)
	See hmap::accumulation_curvature.
Array	curvature_horizontal_cross_sectional (const Array &z, int ir)
	See hmap::curvature_horizontal_cross_sectional.
Array	curvature_horizontal_plan (const Array &z, int ir)
	See hmap::curvature_horizontal_plan.
Array	curvature_horizontal_tangential (const Array &z, int ir)
	See hmap::curvature_horizontal_tangential.
Array	curvature_ring (const Array &z, int ir)
	See hmap::curvature_ring.
Array	curvature_rotor (const Array &z, int ir)
	See hmap::curvature_rotor.
Array	curvature_vertical_longitudinal (const Array &z, int ir)
	See hmap::curvature_vertical_longitudinal.
Array	curvature_vertical_profile (const Array &z, int ir)
	See hmap::curvature_vertical_profile.
Array	shape_index (const Array &z, int ir)
	See hmap::shape_index.
Array	unsphericity (const Array &z, int ir)
	See hmap::unsphericity.
void	hydraulic_particle (Array &z, int nparticles, int seed, Array *p_bedrock=nullptr, Array *p_moisture_map=nullptr, Array *p_erosion_map=nullptr, Array *p_deposition_map=nullptr, float c_capacity=10.f, float c_erosion=0.05f, float c_deposition=0.05f, float c_inertia=0.3f, float drag_rate=0.001f, float evap_rate=0.001f, bool post_filtering=false)
	See hmap::hydraulic_particle.
void	hydraulic_particle (Array &z, Array *p_mask, int nparticles, int seed, Array *p_bedrock=nullptr, Array *p_moisture_map=nullptr, Array *p_erosion_map=nullptr, Array *p_deposition_map=nullptr, float c_capacity=10.f, float c_erosion=0.05f, float c_deposition=0.05f, float c_inertia=0.3f, float drag_rate=0.001f, float evap_rate=0.001f, bool post_filtering=false)
	See hmap::hydraulic_particle.
void	hydraulic_schott (Array &z, int iterations, const Array &talus, float c_erosion=1.f, float c_thermal=0.1f, float c_deposition=0.2f, float flow_acc_exponent=0.8f, float flow_acc_exponent_depo=0.8f, float flow_routing_exponent=1.3f, float thermal_weight=1.5f, float deposition_weight=2.5f, Array *p_flow=nullptr)
	Simulates hydraulic erosion and deposition on a heightmap using the Schott method.
void	hydraulic_schott (Array &z, int iterations, const Array &talus, Array *p_mask, float c_erosion=1.f, float c_thermal=0.1f, float c_deposition=0.2f, float flow_acc_exponent=0.8f, float flow_acc_exponent_depo=0.8f, float flow_routing_exponent=1.3f, float thermal_weight=1.5f, float deposition_weight=2.5f, Array *p_flow=nullptr)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	hydraulic_stream_log (Array &z, float c_erosion, float talus_ref, int deposition_ir=32, float deposition_scale_ratio=1.f, float gradient_power=0.8f, float gradient_scaling_ratio=1.f, int gradient_prefilter_ir=16, float saturation_ratio=1.f, Array *p_bedrock=nullptr, Array *p_moisture_map=nullptr, Array *p_erosion_map=nullptr, Array *p_deposition_map=nullptr, Array *p_flow_map=nullptr)
	See hmap::hydraulic_stream_log.
void	hydraulic_stream_log (Array &z, float c_erosion, float talus_ref, Array *p_mask, int deposition_ir=32, float deposition_scale_ratio=1.f, float gradient_power=0.8f, float gradient_scaling_ratio=1.f, int gradient_prefilter_ir=16, float saturation_ratio=1.f, Array *p_bedrock=nullptr, Array *p_moisture_map=nullptr, Array *p_erosion_map=nullptr, Array *p_deposition_map=nullptr, Array *p_flow_map=nullptr)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	thermal (Array &z, const Array &talus, int iterations=10, Array *p_bedrock=nullptr, Array *p_deposition_map=nullptr)
	See hmap::thermal.
void	thermal (Array &z, Array *p_mask, const Array &talus, int iterations=10, Array *p_bedrock=nullptr, Array *p_deposition_map=nullptr)
	See hmap::thermal.
void	thermal (Array &z, float talus, int iterations=10, Array *p_bedrock=nullptr, Array *p_deposition_map=nullptr)
	See hmap::thermal.
void	thermal_auto_bedrock (Array &z, const Array &talus, int iterations=10, Array *p_deposition_map=nullptr)
	See hmap::thermal_auto_bedrock.
void	thermal_auto_bedrock (Array &z, Array *p_mask, const Array &talus, int iterations=10, Array *p_deposition_map=nullptr)
	See hmap::thermal_auto_bedrock.
void	thermal_auto_bedrock (Array &z, float, int iterations=10, Array *p_deposition_map=nullptr)
	See hmap::thermal_auto_bedrock.
void	thermal_inflate (Array &z, const Array &talus, int iterations=10)
	Apply thermal weathering erosion to give a scree like effect.
void	thermal_inflate (Array &z, const Array *p_mask, const Array &talus, int iterations=10)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	thermal_rib (Array &z, int iterations, Array *p_bedrock=nullptr)
	See hmap::thermal_rib.
void	thermal_ridge (Array &z, const Array &talus, int iterations=10, Array *p_deposition_map=nullptr)
	Apply thermal weathering erosion to give a ridge like effect.
void	thermal_ridge (Array &z, const Array *p_mask, const Array &talus, int iterations=10, Array *p_deposition_map=nullptr)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	thermal_scree (Array &z, const Array &talus, const Array &zmax, int iterations=10, bool talus_constraint=true, Array *p_deposition_map=nullptr)
	Performs thermal scree erosion on a heightmap.
void	thermal_scree (Array &z, const Array *p_mask, const Array &talus, const Array &zmax, int iterations=10, bool talus_constraint=true, Array *p_deposition_map=nullptr)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
Array	local_median_deviation (const Array &array, int ir)
	See hmap::local_median_deviation.
Array	mean_local (const Array &array, int ir)
	See hmap::mean_local.
Array	relative_elevation (const Array &array, int ir)
	See hmap::relative_elevation.
Array	ruggedness (const Array &array, int ir)
	See hmap::ruggedness.
Array	rugosity (const Array &z, int ir, bool convex=true)
	See hmap::rugosity.
Array	std_local (const Array &array, int ir)
	See hmap::std_local.
Array	z_score (const Array &array, int ir)
	See hmap::z_score.
void	expand (Array &array, int ir, int iterations=1)
	See hmap::expand.
void	expand (Array &array, int ir, const Array *p_mask, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	expand (Array &array, const Array &kernel, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	expand (Array &array, const Array &kernel, const Array *p_mask, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	gamma_correction_local (Array &array, float gamma, int ir, float k=0.1f)
	See hmap::gamma_correction_local.
void	gamma_correction_local (Array &array, float gamma, int ir, const Array *p_mask, float k=0.1f)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	laplace (Array &array, float sigma=0.2f, int iterations=3)
	See hmap::laplace.
void	laplace (Array &array, const Array *p_mask, float sigma=0.2f, int iterations=3)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
Array	maximum_local (const Array &array, int ir)
	See hmap::maximum_local.
Array	maximum_local_disk (const Array &array, int ir)
	See hmap::maximum_local_disk.
Array	mean_shift (const Array &array, int ir, float talus, int iterations=1, bool talus_weighted=true)
	See hmap::mean_shift.
Array	mean_shift (const Array &array, int ir, float talus, const Array *p_mask, int iterations=1, bool talus_weighted=true)
void	median_3x3 (Array &array)
	See hmap::median_3x3.
void	median_3x3 (Array &array, const Array *p_mask)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
Array	median_pseudo (const Array &array, int ir)
	See hmap::median_pseudo.
Array	minimum_local (const Array &array, int ir)
	See hmap::minimum_local.
Array	minimum_local_disk (const Array &array, int ir)
	See hmap::minimum_local_disk.
void	normal_displacement (Array &array, float amount=0.1f, int ir=0, bool reverse=false)
	See hmap::normal_displacement.
void	normal_displacement (Array &array, const Array *p_mask, float amount=0.1f, int ir=0, bool reverse=false)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	plateau (Array &array, const Array *p_mask, int ir, float factor)
	See hmap::plateau.
void	plateau (Array &array, int ir, float factor)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	shrink (Array &array, int ir, int iterations=1)
	See hmap::shrink.
void	shrink (Array &array, int ir, const Array *p_mask, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	shrink (Array &array, const Array &kernel, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	shrink (Array &array, const Array &kernel, const Array *p_mask, int iterations=1)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	smooth_cpulse (Array &array, int ir)
	See hmap::smooth_cpulse.
void	smooth_cpulse (Array &array, int ir, const Array *p_mask)
	See hmap::smooth_cpulse.
void	smooth_fill (Array &array, int ir, float k=0.1f, Array *p_deposition_map=nullptr)
	See hmap::smooth_fill.
void	smooth_fill (Array &array, int ir, const Array *p_mask, float k=0.1f, Array *p_deposition_map=nullptr)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	smooth_fill_holes (Array &array, int ir)
	See hmap::smooth_fill_holes.
void	smooth_fill_holes (Array &array, int ir, const Array *p_mask)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
void	smooth_fill_smear_peaks (Array &array, int ir)
	See hmap::smooth_fill_smear_peaks.
void	smooth_fill_smear_peaks (Array &array, int ir, const Array *p_mask)
	This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.
Array	gradient_norm (const Array &array)
	See hmap::gradient_norm.
Array	flow_direction_d8 (const Array &z)
	See hmap::flow_direction_d8.
Array	generate_riverbed (const Path &path, Vec2< int > shape, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, bool bezier_smoothing=false, float depth_start=0.01f, float depth_end=1.f, float slope_start=64.f, float slope_end=32.f, float shape_exponent_start=1.f, float shape_exponent_end=10.f, float k_smoothing=0.5f, int post_filter_ir=0, Array *p_noise_x=nullptr, Array *p_noise_y=nullptr, Array *p_noise_r=nullptr)
	See hmap::generate_riverbed.
void	interpolate_array_bicubic (const Array &source, Array &target)
void	interpolate_array_bicubic (const Array &source, Array &target, const Vec4< float > &bbox_source, const Vec4< float > &bbox_target)
void	interpolate_array_bilinear (const Array &source, Array &target)
void	interpolate_array_bilinear (const Array &source, Array &target, const Vec4< float > &bbox_source, const Vec4< float > &bbox_target)
void	interpolate_array_lagrange (const Array &source, Array &target, int order)
void	interpolate_array_nearest (const Array &source, Array &target)
void	interpolate_array_nearest (const Array &source, Array &target, const Vec4< float > &bbox_source, const Vec4< float > &bbox_target)
Array	border (const Array &array, int ir)
	See hmap::border.
Array	closing (const Array &array, int ir)
	See hmap::closing.
Array	dilation (const Array &array, int ir)
	See hmap::dilation.
Array	erosion (const Array &array, int ir)
	See hmap::erosion.
Array	morphological_black_hat (const Array &array, int ir)
	See hmap::morphological_black_hat.
Array	morphological_gradient (const Array &array, int ir)
	See hmap::morphological_gradient.
Array	morphological_top_hat (const Array &array, int ir)
	See hmap::morphological_top_hat.
Array	opening (const Array &array, int ir)
	See hmap::opening.
Array	relative_distance_from_skeleton (const Array &array, int ir_search, bool zero_at_borders=true, int ir_erosion=1)
	See hmap::relative_distance_from_skeleton.
Array	skeleton (const Array &array, bool zero_at_borders=true)
	See hmap::skeleton.
void	helper_bind_optional_buffer (clwrapper::Run &run, const std::string &id, const Array *p_array)
bool	init_opencl ()
Array	basalt_field (Vec2< int > shape, Vec2< float > kw, uint seed, float warp_kw=4.f, float large_scale_warp_amp=0.2f, float large_scale_gain=6.f, float large_scale_amp=0.2f, float medium_scale_kw_ratio=3.f, float medium_scale_warp_amp=1.f, float medium_scale_gain=7.f, float medium_scale_amp=0.08f, float small_scale_kw_ratio=10.f, float small_scale_amp=0.1f, float small_scale_overlay_amp=0.002f, float rugosity_kw_ratio=1.f, float rugosity_amp=1.f, bool flatten_activate=true, float flatten_kw_ratio=1.f, float flatten_amp=0.f, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a synthetic procedural terrain resembling basaltic landforms.
Array	gabor_wave (Vec2< int > shape, Vec2< float > kw, uint seed, const Array &angle, float angle_spread_ratio=1.f, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Return an array filled with coherence Gabor noise.
Array	gabor_wave (Vec2< int > shape, Vec2< float > kw, uint seed, float angle=0.f, float angle_spread_ratio=1.f, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
Array	gabor_wave_fbm (Vec2< int > shape, Vec2< float > kw, uint seed, const Array &angle, float angle_spread_ratio=1.f, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Return an array filled with coherence Gabor noise.
Array	gabor_wave_fbm (Vec2< int > shape, Vec2< float > kw, uint seed, float angle=0.f, float angle_spread_ratio=1.f, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
Array	gavoronoise (Vec2< int > shape, Vec2< float > kw, uint seed, const Array &angle, float amplitude=0.05f, float angle_spread_ratio=1.f, Vec2< float > kw_multiplier={4.f, 4.f}, float slope_strength=1.f, float branch_strength=2.f, float z_cut_min=0.2f, float z_cut_max=1.f, int octaves=8, float persistence=0.4f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a 2D array using the GavoroNoise algorithm, which is a procedural noise technique for terrain generation and other applications.
Array	gavoronoise (Vec2< int > shape, Vec2< float > kw, uint seed, float angle=0.f, float amplitude=0.05f, float angle_spread_ratio=1.f, Vec2< float > kw_multiplier={4.f, 4.f}, float slope_strength=1.f, float branch_strength=2.f, float z_cut_min=0.2f, float z_cut_max=1.f, int octaves=8, float persistence=0.4f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
Array	gavoronoise (const Array &base, Vec2< float > kw, uint seed, float amplitude=0.05f, Vec2< float > kw_multiplier={4.f, 4.f}, float slope_strength=1.f, float branch_strength=2.f, float z_cut_min=0.2f, float z_cut_max=1.f, int octaves=8, float persistence=0.4f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
Array	mountain_range_radial (Vec2< int > shape, Vec2< float > kw, uint seed, float half_width=0.2f, float angle_spread_ratio=0.5f, float core_size_ratio=1.f, Vec2< float > center={0.5f, 0.5f}, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, const Array *p_angle=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a heightmap representing a radial mountain range.
Array	noise (NoiseType noise_type, Vec2< int > shape, Vec2< float > kw, uint seed, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, const Array *p_stretching=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	See hmap::noise.
Array	noise_fbm (NoiseType noise_type, Vec2< int > shape, Vec2< float > kw, uint seed, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, const Array *p_stretching=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	See hmap::noise_fbm.
Array	polygon_field (Vec2< int > shape, Vec2< float > kw, uint seed, float rmin=0.05f, float rmax=0.8f, float clamping_dist=0.1f, float clamping_k=0.1f, int n_vertices_min=3, int n_vertices_max=16, float density=0.5f, hmap::Vec2< float > jitter={0.5f, 0.5f}, float shift=0.1f, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, const Array *p_noise_distance=nullptr, const Array *p_density_multiplier=nullptr, const Array *p_size_multiplier=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a scalar field representing the signed distance to randomly generated polygons.
Array	polygon_field_fbm (Vec2< int > shape, Vec2< float > kw, uint seed, float rmin=0.05f, float rmax=0.8f, float clamping_dist=0.1f, float clamping_k=0.1f, int n_vertices_min=3, int n_vertices_max=16, float density=0.1f, hmap::Vec2< float > jitter={0.5f, 0.5f}, float shift=0.1f, int octaves=8, float persistence=0.5f, float lacunarity=2.f, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, const Array *p_noise_distance=nullptr, const Array *p_density_multiplier=nullptr, const Array *p_size_multiplier=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a scalar field representing the signed distance to randomly generated polygons combined with fractal Brownian motion (fBm) noise modulation.
Array	vorolines (Vec2< int > shape, float density, uint seed, float k_smoothing=0.f, float exp_sigma=0.f, float alpha=0.f, float alpha_span=M_PI, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, Vec4< float > bbox_points={0.f, 1.f, 0.f, 1.f})
	Generates a Voronoi-based pattern where cells are defined by proximity to random lines.
Array	vorolines_fbm (Vec2< int > shape, float density, uint seed, float k_smoothing=0.f, float exp_sigma=0.f, float alpha=0.f, float alpha_span=M_PI, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, Vec4< float > bbox_points={0.f, 1.f, 0.f, 1.f})
	Generates a Voronoi-based pattern using distances to lines defined by random points and angles, with additional fractal Brownian motion (fBm) noise modulation.
Array	voronoi (Vec2< int > shape, Vec2< float > kw, uint seed, Vec2< float > jitter={0.5f, 0.5f}, float k_smoothing=0.f, float exp_sigma=0.f, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a Voronoi diagram in a 2D array with configurable properties.
Array	voronoi_fbm (Vec2< int > shape, Vec2< float > kw, uint seed, Vec2< float > jitter={0.5f, 0.5f}, float k_smoothing=0.f, float exp_sigma=0.f, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a Voronoi diagram in a 2D array with configurable properties.
Array	voronoi_edge_distance (Vec2< int > shape, Vec2< float > kw, uint seed, Vec2< float > jitter={0.5f, 0.5f}, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Computes the Voronoi edge distance.
Array	voronoise (Vec2< int > shape, Vec2< float > kw, float u_param, float v_param, uint seed, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Generates a 2D Voronoi noise array.
Array	voronoise_fbm (Vec2< int > shape, Vec2< float > kw, float u_param, float v_param, uint seed, int octaves=8, float weight=0.7f, float persistence=0.5f, float lacunarity=2.f, const Array *p_ctrl_param=nullptr, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
	Return an array filled with coherence Voronoise.
Array	vororand (Vec2< int > shape, float density, float variability, uint seed, float k_smoothing=0.f, float exp_sigma=0.f, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, Vec4< float > bbox_points={0.f, 1.f, 0.f, 1.f})
	Generates a 2D Voronoi-based scalar field using OpenCL.
Array	vororand (Vec2< int > shape, const std::vector< float > &xp, const std::vector< float > &yp, float k_smoothing=0.f, float exp_sigma=0.f, VoronoiReturnType return_type=VoronoiReturnType::F1_SQUARED, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f})
Array	maximum_smooth (const Array &array1, const Array &array2, float k=0.2f)
	See hmap::maximum_smooth.
Array	minimum_smooth (const Array &array1, const Array &array2, float k=0.2f)
	See hmap::minimum_smooth.
Array	sdf_2d_polyline (const Path &path, Vec2< int > shape, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr)
	See hmap::sdf_2d_polyline.
Array	sdf_2d_polyline_bezier (const Path &path, Vec2< int > shape, Vec4< float > bbox={0.f, 1.f, 0.f, 1.f}, const Array *p_noise_x=nullptr, const Array *p_noise_y=nullptr)
	See hmap::sdf_2d_polyline_bezier.
Array	select_valley (const Array &z, int ir, bool zero_at_borders=true, bool ridge_select=false)
	See hmap::select_valley.
void	rotate (Array &array, float angle, bool zoom_in=true)
	See hmap::rotate.
void	warp (Array &array, const Array *p_dx, const Array *p_dy)
	See hmap::warp.
Vec4< float >	helper_transform_bbox (const Vec4< float > &bbox_source, const Vec4< float > &bbox_target)
void	helper_bind_optional_buffers (clwrapper::Run &run, const Array *p_noise_x, const Array *p_noise_y)

Function Documentation

blend_gradients()

Array hmap::gpu::blend_gradients	(	const Array &	array1,
		const Array &	array2,
		int	ir = 4
	)

See hmap::blend_gradients.

blend_poisson_bf()

Array hmap::gpu::blend_poisson_bf	(	const Array &	array1,
		const Array &	array2,
		const int	iterations = 500,
		const Array *	p_mask = nullptr
	)

Blends two arrays using Poisson blending with a brute-force solver.

This function performs Poisson blending between array1 and array2 over a specified number of iterations. Optionally, a mask can be provided to control the blending regions.

Parameters

array1	The first input array.
array2	The second input array.
iterations	The number of iterations for the blending process (default: 500).
p_mask	Optional pointer to an array defining the blending mask. If null, blending is applied globally.

Returns

The blended array resulting from the Poisson blending operation.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {2.f, 2.f};
  int               seed = 2;
 
  hmap::Array z1 = hmap::noise_fbm(hmap::NoiseType::PERLIN, shape, kw, ++seed);
  hmap::Array z2 = 0.5f * hmap::noise_fbm(hmap::NoiseType::WORLEY,
                                          shape,
                                          2.f * kw,
                                          ++seed);
 
  int         iterations = 5000;
  hmap::Array z3 = hmap::gpu::blend_poisson_bf(z1, z2, iterations);
 
  hmap::remap(z1);
  hmap::remap(z2);
  hmap::remap(z3);
 
  hmap::export_banner_png("ex_blend_poisson_bf.png",
                          {z1, z2, z3},
                          hmap::Cmap::JET);
}

Result

accumulation_curvature()

Array hmap::gpu::accumulation_curvature	(	const Array &	z,
		int	ir
	)

See hmap::accumulation_curvature.

curvature_horizontal_cross_sectional()

Array hmap::gpu::curvature_horizontal_cross_sectional	(	const Array &	z,
		int	ir
	)

See hmap::curvature_horizontal_cross_sectional.

curvature_horizontal_plan()

Array hmap::gpu::curvature_horizontal_plan	(	const Array &	z,
		int	ir
	)

See hmap::curvature_horizontal_plan.

curvature_horizontal_tangential()

Array hmap::gpu::curvature_horizontal_tangential	(	const Array &	z,
		int	ir
	)

See hmap::curvature_horizontal_tangential.

curvature_ring()

Array hmap::gpu::curvature_ring	(	const Array &	z,
		int	ir
	)

See hmap::curvature_ring.

curvature_rotor()

Array hmap::gpu::curvature_rotor	(	const Array &	z,
		int	ir
	)

See hmap::curvature_rotor.

curvature_vertical_longitudinal()

Array hmap::gpu::curvature_vertical_longitudinal	(	const Array &	z,
		int	ir
	)

See hmap::curvature_vertical_longitudinal.

curvature_vertical_profile()

Array hmap::gpu::curvature_vertical_profile	(	const Array &	z,
		int	ir
	)

See hmap::curvature_vertical_profile.

shape_index()

Array hmap::gpu::shape_index	(	const Array &	z,
		int	ir
	)

See hmap::shape_index.

unsphericity()

Array hmap::gpu::unsphericity	(	const Array &	z,
		int	ir
	)

See hmap::unsphericity.

hydraulic_particle() [1/2]

void hmap::gpu::hydraulic_particle	(	Array &	z,
		int	nparticles,
		int	seed,
		Array *	p_bedrock = nullptr,
		Array *	p_moisture_map = nullptr,
		Array *	p_erosion_map = nullptr,
		Array *	p_deposition_map = nullptr,
		float	c_capacity = 10.f,
		float	c_erosion = 0.05f,
		float	c_deposition = 0.05f,
		float	c_inertia = 0.3f,
		float	drag_rate = 0.001f,
		float	evap_rate = 0.001f,
		bool	post_filtering = false
	)

See hmap::hydraulic_particle.

hydraulic_particle() [2/2]

void hmap::gpu::hydraulic_particle	(	Array &	z,
		Array *	p_mask,
		int	nparticles,
		int	seed,
		Array *	p_bedrock = nullptr,
		Array *	p_moisture_map = nullptr,
		Array *	p_erosion_map = nullptr,
		Array *	p_deposition_map = nullptr,
		float	c_capacity = 10.f,
		float	c_erosion = 0.05f,
		float	c_deposition = 0.05f,
		float	c_inertia = 0.3f,
		float	drag_rate = 0.001f,
		float	evap_rate = 0.001f,
		bool	post_filtering = false
	)

See hmap::hydraulic_particle.

hydraulic_schott() [1/2]

void hmap::gpu::hydraulic_schott	(	Array &	z,
		int	iterations,
		const Array &	talus,
		float	c_erosion = 1.f,
		float	c_thermal = 0.1f,
		float	c_deposition = 0.2f,
		float	flow_acc_exponent = 0.8f,
		float	flow_acc_exponent_depo = 0.8f,
		float	flow_routing_exponent = 1.3f,
		float	thermal_weight = 1.5f,
		float	deposition_weight = 2.5f,
		Array *	p_flow = nullptr
	)

Simulates hydraulic erosion and deposition on a heightmap using the Schott method.

This function performs hydraulic erosion on the given heightmap z over a specified number of iterations. It includes parameters for controlling erosion, deposition, and flow routing. Optional flow accumulation can also be computed and stored in the p_flow array.

Parameters

[in,out]	z	The heightmap array to be modified. Heights are updated in-place.
[in]	iterations	The number of iterations for the hydraulic erosion process.
[in]	talus	An array defining the slope threshold for erosion.
[in]	c_erosion	Erosion coefficient (default: 1.0f).
[in]	c_thermal	Thermal erosion coefficient (default: 0.1f).
[in]	c_deposition	Deposition coefficient (default: 0.2f).
[in]	flow_acc_exponent	Exponent controlling the influence of flow accumulation on erosion (default: 0.8f).
[in]	flow_acc_exponent_depo	Exponent controlling the influence of flow accumulation on deposition (default: 0.8f).
[in]	flow_routing_exponent	Exponent controlling flow routing behavior (default: 1.3f).
[in]	thermal_weight	Weight of thermal erosion effects (default: 1.5f).
[in]	deposition_weight	Weight of deposition effects (default: 2.5f).
[out]	p_flow	Optional pointer to an array for storing flow accumulation data. If null, flow data is not returned (default: nullptr).

Note

Taken from https://hal.science/hal-04565030v1/document

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int> shape = {256, 256};
  shape = {512, 512};
  hmap::Vec2<float> kw = {2.f, 2.f};
  int               seed = 2;
 
  hmap::Array z = hmap::noise_fbm(hmap::NoiseType::PERLIN, shape, kw, seed);
  hmap::remap(z);
  auto z0 = z;
 
  int         iterations = 400;
  hmap::Array talus(shape, 2.f / (float)shape.x); // for thermal
 
  hmap::gpu::hydraulic_schott(z, iterations, talus);
 
  hmap::export_banner_png("ex_hydraulic_schott.png",
                          {z0, z},
                          hmap::Cmap::TERRAIN,
                          true);
}

Result

hydraulic_schott() [2/2]

void hmap::gpu::hydraulic_schott	(	Array &	z,
		int	iterations,
		const Array &	talus,
		Array *	p_mask,
		float	c_erosion = 1.f,
		float	c_thermal = 0.1f,
		float	c_deposition = 0.2f,
		float	flow_acc_exponent = 0.8f,
		float	flow_acc_exponent_depo = 0.8f,
		float	flow_routing_exponent = 1.3f,
		float	thermal_weight = 1.5f,
		float	deposition_weight = 2.5f,
		Array *	p_flow = nullptr
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

hydraulic_stream_log() [1/2]

void hmap::gpu::hydraulic_stream_log	(	Array &	z,
		float	c_erosion,
		float	talus_ref,
		int	deposition_ir = 32,
		float	deposition_scale_ratio = 1.f,
		float	gradient_power = 0.8f,
		float	gradient_scaling_ratio = 1.f,
		int	gradient_prefilter_ir = 16,
		float	saturation_ratio = 1.f,
		Array *	p_bedrock = nullptr,
		Array *	p_moisture_map = nullptr,
		Array *	p_erosion_map = nullptr,
		Array *	p_deposition_map = nullptr,
		Array *	p_flow_map = nullptr
	)

See hmap::hydraulic_stream_log.

hydraulic_stream_log() [2/2]

void hmap::gpu::hydraulic_stream_log	(	Array &	z,
		float	c_erosion,
		float	talus_ref,
		Array *	p_mask,
		int	deposition_ir = 32,
		float	deposition_scale_ratio = 1.f,
		float	gradient_power = 0.8f,
		float	gradient_scaling_ratio = 1.f,
		int	gradient_prefilter_ir = 16,
		float	saturation_ratio = 1.f,
		Array *	p_bedrock = nullptr,
		Array *	p_moisture_map = nullptr,
		Array *	p_erosion_map = nullptr,
		Array *	p_deposition_map = nullptr,
		Array *	p_flow_map = nullptr
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

thermal() [1/3]

void hmap::gpu::thermal	(	Array &	z,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_bedrock = nullptr,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal.

thermal() [2/3]

void hmap::gpu::thermal	(	Array &	z,
		Array *	p_mask,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_bedrock = nullptr,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal.

thermal() [3/3]

void hmap::gpu::thermal	(	Array &	z,
		float	talus,
		int	iterations = 10,
		Array *	p_bedrock = nullptr,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal.

thermal_auto_bedrock() [1/3]

void hmap::gpu::thermal_auto_bedrock	(	Array &	z,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal_auto_bedrock.

thermal_auto_bedrock() [2/3]

void hmap::gpu::thermal_auto_bedrock	(	Array &	z,
		Array *	p_mask,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal_auto_bedrock.

thermal_auto_bedrock() [3/3]

void hmap::gpu::thermal_auto_bedrock	(	Array &	z,
		float	talus,
		int	iterations = 10,
		Array *	p_deposition_map = nullptr
	)

See hmap::thermal_auto_bedrock.

thermal_inflate() [1/2]

void hmap::gpu::thermal_inflate	(	Array &	z,
		const Array &	talus,
		int	iterations = 10
	)

Apply thermal weathering erosion to give a scree like effect.

Note

Only available if OpenCL is enabled.

Parameters

z	Input array.
talus	Talus limit.
p_deposition_map	[out] Reference to the deposition map, provided as an output field.
iterations	Number of iterations.

Example

Result

thermal_inflate() [2/2]

void hmap::gpu::thermal_inflate	(	Array &	z,
		const Array *	p_mask,
		const Array &	talus,
		int	iterations = 10
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

thermal_rib()

void hmap::gpu::thermal_rib	(	Array &	z,
		int	iterations,
		Array *	p_bedrock = nullptr
	)

See hmap::thermal_rib.

thermal_ridge() [1/2]

void hmap::gpu::thermal_ridge	(	Array &	z,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_deposition_map = nullptr
	)

Apply thermal weathering erosion to give a ridge like effect.

Note

Based on https://www.fractal-landscapes.co.uk/maths.html

Only available if OpenCL is enabled.

Parameters

z	Input array.
talus	Talus limit.
p_deposition_map	[out] Reference to the deposition map, provided as an output field.
iterations	Number of iterations.

Example

Result

thermal_ridge() [2/2]

void hmap::gpu::thermal_ridge	(	Array &	z,
		const Array *	p_mask,
		const Array &	talus,
		int	iterations = 10,
		Array *	p_deposition_map = nullptr
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

thermal_scree() [1/2]

void hmap::gpu::thermal_scree	(	Array &	z,
		const Array &	talus,
		const Array &	zmax,
		int	iterations = 10,
		bool	talus_constraint = true,
		Array *	p_deposition_map = nullptr
	)

Performs thermal scree erosion on a heightmap.

This function applies a thermal erosion process that redistributes material from steeper slopes to flatter areas, simulating talus formation. The process iterates a given number of times to achieve a more stable terrain profile.

Parameters

[out]	z	The heightmap to be modified in-place by the erosion process.
[in]	talus	The threshold slope angles that determine where material is moved.
[in]	zmax	The maximum allowed elevation for erosion effects.
[in]	iterations	The number of erosion iterations to apply (default: 10).
[in]	talus_constraint	Whether to enforce a constraint on the talus slope (default: true).
[out]	p_deposition_map	Optional pointer to an array that stores the deposited material per cell.

thermal_scree() [2/2]

void hmap::gpu::thermal_scree	(	Array &	z,
		const Array *	p_mask,
		const Array &	talus,
		const Array &	zmax,
		int	iterations = 10,
		bool	talus_constraint = true,
		Array *	p_deposition_map = nullptr
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

local_median_deviation()

Array hmap::gpu::local_median_deviation	(	const Array &	array,
		int	ir
	)

See hmap::local_median_deviation.

mean_local()

Array hmap::gpu::mean_local	(	const Array &	array,
		int	ir
	)

See hmap::mean_local.

relative_elevation()

Array hmap::gpu::relative_elevation	(	const Array &	array,
		int	ir
	)

See hmap::relative_elevation.

ruggedness()

Array hmap::gpu::ruggedness	(	const Array &	array,
		int	ir
	)

See hmap::ruggedness.

rugosity()

Array hmap::gpu::rugosity	(	const Array &	z,
		int	ir,
		bool	convex = true
	)

See hmap::rugosity.

std_local()

Array hmap::gpu::std_local	(	const Array &	array,
		int	ir
	)

See hmap::std_local.

z_score()

Array hmap::gpu::z_score	(	const Array &	array,
		int	ir
	)

See hmap::z_score.

expand() [1/4]

void hmap::gpu::expand	(	Array &	array,
		int	ir,
		int	iterations = 1
	)

See hmap::expand.

expand() [2/4]

void hmap::gpu::expand	(	Array &	array,
		int	ir,
		const Array *	p_mask,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

expand() [3/4]

void hmap::gpu::expand	(	Array &	array,
		const Array &	kernel,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

expand() [4/4]

void hmap::gpu::expand	(	Array &	array,
		const Array &	kernel,
		const Array *	p_mask,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

gamma_correction_local() [1/2]

void hmap::gpu::gamma_correction_local	(	Array &	array,
		float	gamma,
		int	ir,
		float	k = 0.1f
	)

See hmap::gamma_correction_local.

gamma_correction_local() [2/2]

void hmap::gpu::gamma_correction_local	(	Array &	array,
		float	gamma,
		int	ir,
		const Array *	p_mask,
		float	k = 0.1f
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

laplace() [1/2]

void hmap::gpu::laplace	(	Array &	array,
		float	sigma = 0.2f,
		int	iterations = 3
	)

See hmap::laplace.

laplace() [2/2]

void hmap::gpu::laplace	(	Array &	array,
		const Array *	p_mask,
		float	sigma = 0.2f,
		int	iterations = 3
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

maximum_local()

Array hmap::gpu::maximum_local	(	const Array &	array,
		int	ir
	)

See hmap::maximum_local.

maximum_local_disk()

Array hmap::gpu::maximum_local_disk	(	const Array &	array,
		int	ir
	)

See hmap::maximum_local_disk.

mean_shift() [1/2]

Array hmap::gpu::mean_shift	(	const Array &	array,
		int	ir,
		float	talus,
		int	iterations = 1,
		bool	talus_weighted = true
	)

See hmap::mean_shift.

mean_shift() [2/2]

Array hmap::gpu::mean_shift	(	const Array &	array,
		int	ir,
		float	talus,
		const Array *	p_mask,
		int	iterations = 1,
		bool	talus_weighted = true
	)

median_3x3() [1/2]

void hmap::gpu::median_3x3

(

Array &

array

)

See hmap::median_3x3.

median_3x3() [2/2]

void hmap::gpu::median_3x3	(	Array &	array,
		const Array *	p_mask
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

median_pseudo()

Array hmap::gpu::median_pseudo	(	const Array &	array,
		int	ir
	)

See hmap::median_pseudo.

minimum_local()

Array hmap::gpu::minimum_local	(	const Array &	array,
		int	ir
	)

See hmap::minimum_local.

minimum_local_disk()

Array hmap::gpu::minimum_local_disk	(	const Array &	array,
		int	ir
	)

See hmap::minimum_local_disk.

normal_displacement() [1/2]

void hmap::gpu::normal_displacement	(	Array &	array,
		float	amount = 0.1f,
		int	ir = 0,
		bool	reverse = false
	)

See hmap::normal_displacement.

normal_displacement() [2/2]

void hmap::gpu::normal_displacement	(	Array &	array,
		const Array *	p_mask,
		float	amount = 0.1f,
		int	ir = 0,
		bool	reverse = false
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

plateau() [1/2]

void hmap::gpu::plateau	(	Array &	array,
		const Array *	p_mask,
		int	ir,
		float	factor
	)

See hmap::plateau.

plateau() [2/2]

void hmap::gpu::plateau	(	Array &	array,
		int	ir,
		float	factor
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

shrink() [1/4]

void hmap::gpu::shrink	(	Array &	array,
		int	ir,
		int	iterations = 1
	)

See hmap::shrink.

shrink() [2/4]

void hmap::gpu::shrink	(	Array &	array,
		int	ir,
		const Array *	p_mask,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

shrink() [3/4]

void hmap::gpu::shrink	(	Array &	array,
		const Array &	kernel,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

shrink() [4/4]

void hmap::gpu::shrink	(	Array &	array,
		const Array &	kernel,
		const Array *	p_mask,
		int	iterations = 1
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

smooth_cpulse() [1/2]

void hmap::gpu::smooth_cpulse	(	Array &	array,
		int	ir
	)

See hmap::smooth_cpulse.

smooth_cpulse() [2/2]

void hmap::gpu::smooth_cpulse	(	Array &	array,
		int	ir,
		const Array *	p_mask
	)

See hmap::smooth_cpulse.

smooth_fill() [1/2]

void hmap::gpu::smooth_fill	(	Array &	array,
		int	ir,
		float	k = 0.1f,
		Array *	p_deposition_map = nullptr
	)

See hmap::smooth_fill.

smooth_fill() [2/2]

void hmap::gpu::smooth_fill	(	Array &	array,
		int	ir,
		const Array *	p_mask,
		float	k = 0.1f,
		Array *	p_deposition_map = nullptr
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

smooth_fill_holes() [1/2]

void hmap::gpu::smooth_fill_holes	(	Array &	array,
		int	ir
	)

See hmap::smooth_fill_holes.

smooth_fill_holes() [2/2]

void hmap::gpu::smooth_fill_holes	(	Array &	array,
		int	ir,
		const Array *	p_mask
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

smooth_fill_smear_peaks() [1/2]

void hmap::gpu::smooth_fill_smear_peaks	(	Array &	array,
		int	ir
	)

See hmap::smooth_fill_smear_peaks.

smooth_fill_smear_peaks() [2/2]

void hmap::gpu::smooth_fill_smear_peaks	(	Array &	array,
		int	ir,
		const Array *	p_mask
	)

This is an overloaded member function, provided for convenience. It differs from the above function only in what argument(s) it accepts.

gradient_norm()

Array hmap::gpu::gradient_norm

(

const Array &

array

)

See hmap::gradient_norm.

flow_direction_d8()

Array hmap::gpu::flow_direction_d8

(

const Array &

z

)

See hmap::flow_direction_d8.

generate_riverbed()

Array hmap::gpu::generate_riverbed	(	const Path &	path,
		Vec2< int >	shape,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		bool	bezier_smoothing = false,
		float	depth_start = 0.01f,
		float	depth_end = 1.f,
		float	slope_start = 64.f,
		float	slope_end = 32.f,
		float	shape_exponent_start = 1.f,
		float	shape_exponent_end = 10.f,
		float	k_smoothing = 0.5f,
		int	post_filter_ir = 0,
		Array *	p_noise_x = nullptr,
		Array *	p_noise_y = nullptr,
		Array *	p_noise_r = nullptr
	)

See hmap::generate_riverbed.

interpolate_array_bicubic() [1/2]

void hmap::gpu::interpolate_array_bicubic	(	const Array &	source,
		Array &	target
	)

interpolate_array_bicubic() [2/2]

void hmap::gpu::interpolate_array_bicubic	(	const Array &	source,
		Array &	target,
		const Vec4< float > &	bbox_source,
		const Vec4< float > &	bbox_target
	)

interpolate_array_bilinear() [1/2]

void hmap::gpu::interpolate_array_bilinear	(	const Array &	source,
		Array &	target
	)

interpolate_array_bilinear() [2/2]

void hmap::gpu::interpolate_array_bilinear	(	const Array &	source,
		Array &	target,
		const Vec4< float > &	bbox_source,
		const Vec4< float > &	bbox_target
	)

interpolate_array_lagrange()

void hmap::gpu::interpolate_array_lagrange	(	const Array &	source,
		Array &	target,
		int	order
	)

interpolate_array_nearest() [1/2]

void hmap::gpu::interpolate_array_nearest	(	const Array &	source,
		Array &	target
	)

interpolate_array_nearest() [2/2]

void hmap::gpu::interpolate_array_nearest	(	const Array &	source,
		Array &	target,
		const Vec4< float > &	bbox_source,
		const Vec4< float > &	bbox_target
	)

border()

Array hmap::gpu::border	(	const Array &	array,
		int	ir
	)

See hmap::border.

closing()

Array hmap::gpu::closing	(	const Array &	array,
		int	ir
	)

See hmap::closing.

dilation()

Array hmap::gpu::dilation	(	const Array &	array,
		int	ir
	)

See hmap::dilation.

erosion()

Array hmap::gpu::erosion	(	const Array &	array,
		int	ir
	)

See hmap::erosion.

morphological_black_hat()

Array hmap::gpu::morphological_black_hat	(	const Array &	array,
		int	ir
	)

See hmap::morphological_black_hat.

morphological_gradient()

Array hmap::gpu::morphological_gradient	(	const Array &	array,
		int	ir
	)

See hmap::morphological_gradient.

morphological_top_hat()

Array hmap::gpu::morphological_top_hat	(	const Array &	array,
		int	ir
	)

See hmap::morphological_top_hat.

opening()

Array hmap::gpu::opening	(	const Array &	array,
		int	ir
	)

See hmap::opening.

relative_distance_from_skeleton()

Array hmap::gpu::relative_distance_from_skeleton	(	const Array &	array,
		int	ir_search,
		bool	zero_at_borders = true,
		int	ir_erosion = 1
	)

See hmap::relative_distance_from_skeleton.

skeleton()

Array hmap::gpu::skeleton	(	const Array &	array,
		bool	zero_at_borders = true
	)

See hmap::skeleton.

helper_bind_optional_buffer()

void hmap::gpu::helper_bind_optional_buffer	(	clwrapper::Run &	run,
		const std::string &	id,
		const Array *	p_array
	)

init_opencl()

bool hmap::gpu::init_opencl

(

)

basalt_field()

Array hmap::gpu::basalt_field	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	warp_kw = 4.f,
		float	large_scale_warp_amp = 0.2f,
		float	large_scale_gain = 6.f,
		float	large_scale_amp = 0.2f,
		float	medium_scale_kw_ratio = 3.f,
		float	medium_scale_warp_amp = 1.f,
		float	medium_scale_gain = 7.f,
		float	medium_scale_amp = 0.08f,
		float	small_scale_kw_ratio = 10.f,
		float	small_scale_amp = 0.1f,
		float	small_scale_overlay_amp = 0.002f,
		float	rugosity_kw_ratio = 1.f,
		float	rugosity_amp = 1.f,
		bool	flatten_activate = true,
		float	flatten_kw_ratio = 1.f,
		float	flatten_amp = 0.f,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a synthetic procedural terrain resembling basaltic landforms.

This function creates a multi-scale procedural field combining large, medium, and small-scale Voronoi-based patterns, noise warping, and optional flattening, simulating the morphology of fractured basalt or volcanic terrains. The terrain is constructed using a combination of Voronoi diagrams (via voronoi_fbm) and fractal noise (noise_fbm), layered with frequency-domain manipulations and amplitude/gain controls at each scale.

The final output is a heightmap represented as an Array, normalized and composed of:

• Large-scale cellular patterns with smoothed Voronoi edge distances.
• Medium and small-scale structures introducing finer surface variation.
• Optional rugosity (fine detail) and flattening to simulate erosion or flow effects.

Parameters

shape	Output resolution (width x height) of the field.
kw	Base wave numbers (frequency) for the terrain features.
seed	Initial seed used for deterministic random generation.
warp_kw	Frequency of the warping noise that displaces Voronoi positions.
large_scale_warp_amp	Amplitude of displacement for large-scale Voronoi warping.
large_scale_gain	Gain adjustment applied to the large-scale features.
large_scale_amp	Final amplitude of the large-scale height contribution.
medium_scale_kw_ratio	Scaling factor for the frequency of the medium-scale patterns.
medium_scale_warp_amp	Amplitude of warping for the medium-scale displacement.
medium_scale_gain	Gain control for medium-scale modulation.
medium_scale_amp	Amplitude of the medium-scale heightmap.
small_scale_kw_ratio	Frequency ratio for small-scale details.
small_scale_amp	Amplitude of small-scale pattern contribution.
small_scale_overlay_amp	Additional overlay strength for repeating the small-scale pattern.
rugosity_kw_ratio	Frequency ratio for high-frequency noise applied as fine roughness.
rugosity_amp	Strength of the rugosity (high-frequency modulation).
flatten_activate	Enables or disables the final flattening operation.
flatten_kw_ratio	Frequency scaling of the flattening noise field.
flatten_amp	Amplitude control of the flattening operation.
p_noise_x	Optional pointer to a noise field used to displace grid coordinates in X.
p_noise_y	Optional pointer to a noise field used to displace grid coordinates in Y.
bbox	The 2D bounding box ({xmin, xmax, ymin, ymax}) over which the terrain is generated.

Returns

A procedurally generated Array representing the synthetic basalt-like terrain field.

Note

• This function relies on OpenCL-based kernels via the gpu:: namespace.
• The returned field is normalized in amplitude but may require rescaling to match specific physical units.
• Adjusting seed, warp_kw, and the gain/amplitude values can produce a wide variety of terrain features.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {4.f, 4.f};
  int               seed = 0;
 
  hmap::Array z = hmap::gpu::basalt_field(shape, kw, seed);
 
  hmap::export_banner_png("ex_basalt_field.png",
                          {z},
                          hmap::Cmap::INFERNO,
                          true);
}

Result

gabor_wave() [1/2]

Array hmap::gpu::gabor_wave	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		const Array &	angle,
		float	angle_spread_ratio = 1.f,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Return an array filled with coherence Gabor noise.

Parameters

shape	Array shape.
kw	Noise wavenumbers {kx, ky} for each directions.
seed	Random seed number.
angle	Base orientation angle for the Gabor wavelets (in radians). Defaults to 0.
angle_spread_ratio	Ratio that controls the spread of wave orientations around the base angle. Defaults to 1.
bbox	Domain bounding box.

Returns

Array Fractal noise.

Note

Taken from https://www.shadertoy.com/view/clGyWm

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {2.f, 2.f};
  int               seed = 1;
 
  // --- base
 
  hmap::Array z = hmap::gpu::gabor_wave(shape, kw, seed);
  hmap::Array z_fbm = hmap::gpu::gabor_wave_fbm(shape, kw, seed);
 
  // --- angle control
 
  float       angle = 45.f;
  float       angle_spread_ratio = 0.f;
  hmap::Array za0 = hmap::gpu::gabor_wave(shape,
                                          {16.f, 16.f},
                                          seed,
                                          angle,
                                          angle_spread_ratio);
  hmap::Array za1 = hmap::gpu::gabor_wave(shape, {16.f, 16.f}, seed, 0.f, 0.5f);
 
  hmap::Array za2 = hmap::gpu::gabor_wave_fbm(shape,
                                              {16.f, 16.f},
                                              seed,
                                              0.f,
                                              0.1f);
 
  // --- local angle
 
  hmap::Array field = hmap::noise(hmap::NoiseType::PERLIN, shape, kw, seed);
  hmap::Array array_angle = hmap::gradient_angle(field) * 180.f / 3.14159f;
 
  angle_spread_ratio = 0.f;
  hmap::Array zr1 = hmap::gpu::gabor_wave(shape,
                                          {16.f, 16.f},
                                          seed,
                                          array_angle,
                                          angle_spread_ratio);
 
  hmap::Array zr2 = hmap::gpu::gabor_wave_fbm(shape,
                                              {16.f, 16.f},
                                              seed,
                                              array_angle,
                                              angle_spread_ratio);
 
  hmap::export_banner_png("ex_gabor_wave.png",
                          {z, z_fbm, za0, za1, za2, zr1, zr2},
                          hmap::Cmap::JET,
                          true);
}

Result

gabor_wave() [2/2]

Array hmap::gpu::gabor_wave	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	angle = 0.f,
		float	angle_spread_ratio = 1.f,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

gabor_wave_fbm() [1/2]

Array hmap::gpu::gabor_wave_fbm	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		const Array &	angle,
		float	angle_spread_ratio = 1.f,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Return an array filled with coherence Gabor noise.

Parameters

shape	Array shape.
kw	Noise wavenumbers {kx, ky} for each directions.
seed	Random seed number.
angle	Base orientation angle for the Gabor wavelets (in radians). Defaults to 0.
angle_spread_ratio	Ratio that controls the spread of wave orientations around the base angle. Defaults to 1.
octaves	Number of octaves.
weigth	Octave weighting.
persistence	Octave persistence.
lacunarity	Defines the wavenumber ratio between each octaves.
p_ctrl_param	Reference to the control parameter array (acts as a multiplier for the weight parameter).
p_noise_x,p_noise_y	Reference to the input noise arrays.
bbox	Domain bounding box.

Returns

Array Fractal noise.

Note

Taken from https://www.shadertoy.com/view/clGyWm

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {2.f, 2.f};
  int               seed = 1;
 
  // --- base
 
  hmap::Array z = hmap::gpu::gabor_wave(shape, kw, seed);
  hmap::Array z_fbm = hmap::gpu::gabor_wave_fbm(shape, kw, seed);
 
  // --- angle control
 
  float       angle = 45.f;
  float       angle_spread_ratio = 0.f;
  hmap::Array za0 = hmap::gpu::gabor_wave(shape,
                                          {16.f, 16.f},
                                          seed,
                                          angle,
                                          angle_spread_ratio);
  hmap::Array za1 = hmap::gpu::gabor_wave(shape, {16.f, 16.f}, seed, 0.f, 0.5f);
 
  hmap::Array za2 = hmap::gpu::gabor_wave_fbm(shape,
                                              {16.f, 16.f},
                                              seed,
                                              0.f,
                                              0.1f);
 
  // --- local angle
 
  hmap::Array field = hmap::noise(hmap::NoiseType::PERLIN, shape, kw, seed);
  hmap::Array array_angle = hmap::gradient_angle(field) * 180.f / 3.14159f;
 
  angle_spread_ratio = 0.f;
  hmap::Array zr1 = hmap::gpu::gabor_wave(shape,
                                          {16.f, 16.f},
                                          seed,
                                          array_angle,
                                          angle_spread_ratio);
 
  hmap::Array zr2 = hmap::gpu::gabor_wave_fbm(shape,
                                              {16.f, 16.f},
                                              seed,
                                              array_angle,
                                              angle_spread_ratio);
 
  hmap::export_banner_png("ex_gabor_wave.png",
                          {z, z_fbm, za0, za1, za2, zr1, zr2},
                          hmap::Cmap::JET,
                          true);
}

Result

gabor_wave_fbm() [2/2]

Array hmap::gpu::gabor_wave_fbm	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	angle = 0.f,
		float	angle_spread_ratio = 1.f,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

gavoronoise() [1/3]

Array hmap::gpu::gavoronoise	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		const Array &	angle,
		float	amplitude = 0.05f,
		float	angle_spread_ratio = 1.f,
		Vec2< float >	kw_multiplier = {4.f, 4.f},
		float	slope_strength = 1.f,
		float	branch_strength = 2.f,
		float	z_cut_min = 0.2f,
		float	z_cut_max = 1.f,
		int	octaves = 8,
		float	persistence = 0.4f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a 2D array using the GavoroNoise algorithm, which is a procedural noise technique for terrain generation and other applications.

Parameters

shape	Dimensions of the output array.
kw	Wave number vector controlling the noise frequency.
seed	Seed value for random number generation.
amplitude	Amplitude of the noise.
kw_multiplier	Multiplier for wave numbers in the noise function.
slope_strength	Strength of slope-based directional erosion in the noise.
branch_strength	Strength of branch-like structures in the generated noise.
z_cut_min	Minimum cutoff for Z-value in the noise.
z_cut_max	Maximum cutoff for Z-value in the noise.
octaves	Number of octaves for fractal Brownian motion (fBm).
persistence	Amplitude scaling factor between noise octaves.
lacunarity	Frequency scaling factor between noise octaves.
p_ctrl_param	Optional array for control parameters, can modify the Z cutoff dynamically.
p_noise_x	Optional array for X-axis noise perturbation.
p_noise_y	Optional array for Y-axis noise perturbation.
bbox	Bounding box for mapping grid coordinates to world space.

Returns

A 2D array containing the generated GavoroNoise values.

Note

Taken from https://www.shadertoy.com/view/MtGcWh

Only available if OpenCL is enabled.

This function leverages an OpenCL kernel to compute the GavoroNoise values on the GPU, allowing for efficient large-scale generation. The kernel applies a combination of fractal Brownian motion (fBm), directional erosion, and other procedural techniques to generate intricate noise patterns.

The optional p_ctrl_param, p_noise_x, and p_noise_y buffers provide additional flexibility for dynamically adjusting noise parameters and perturbations.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {2.f, 2.f};
  int               seed = 1;
 
  // --- base usage
 
  hmap::Array z1 = hmap::gpu::gavoronoise(shape, kw, seed);
 
  float       amp = 0.05f;
  float       angle = 45.f;
  float       angle_spread_ratio = 0.f;
  hmap::Array z2 = hmap::gpu::gavoronoise(shape,
                                          kw,
                                          seed,
                                          angle,
                                          amp,
                                          angle_spread_ratio);
 
  // --- with input base noise
 
  int         octaves = 2;
  hmap::Array base = hmap::noise_fbm(hmap::NoiseType::PERLIN,
                                     shape,
                                     kw,
                                     ++seed,
                                     octaves);
 
  // base amplitude amplitude expected to be in [-1, 1] (approx.)
  hmap::remap(base, -1.f, 1.f);
  hmap::Array z3 = hmap::gpu::gavoronoise(base, kw, seed, amp);
 
  // --- local angle
 
  hmap::Array field = hmap::noise(hmap::NoiseType::PERLIN, shape, kw, seed);
  hmap::Array array_angle = hmap::gradient_angle(field) * 180.f / 3.14159f;
 
  angle_spread_ratio = 0.f;
  hmap::Array z4 = hmap::gpu::gavoronoise(shape,
                                          {8.f, 8.f},
                                          seed,
                                          array_angle,
                                          amp,
                                          angle_spread_ratio);
 
  hmap::export_banner_png("ex_gavoronoise.png",
                          {z1, z2, z3, z4},
                          hmap::Cmap::JET,
                          true);
}

Result

gavoronoise() [2/3]

Array hmap::gpu::gavoronoise	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	angle = 0.f,
		float	amplitude = 0.05f,
		float	angle_spread_ratio = 1.f,
		Vec2< float >	kw_multiplier = {4.f, 4.f},
		float	slope_strength = 1.f,
		float	branch_strength = 2.f,
		float	z_cut_min = 0.2f,
		float	z_cut_max = 1.f,
		int	octaves = 8,
		float	persistence = 0.4f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

gavoronoise() [3/3]

Array hmap::gpu::gavoronoise	(	const Array &	base,
		Vec2< float >	kw,
		uint	seed,
		float	amplitude = 0.05f,
		Vec2< float >	kw_multiplier = {4.f, 4.f},
		float	slope_strength = 1.f,
		float	branch_strength = 2.f,
		float	z_cut_min = 0.2f,
		float	z_cut_max = 1.f,
		int	octaves = 8,
		float	persistence = 0.4f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

mountain_range_radial()

Array hmap::gpu::mountain_range_radial	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	half_width = 0.2f,
		float	angle_spread_ratio = 0.5f,
		float	core_size_ratio = 1.f,
		Vec2< float >	center = {0.5f, 0.5f},
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		const Array *	p_angle = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a heightmap representing a radial mountain range.

This function creates a heightmap that simulates a mountain range emanating radially from a specified center. The mountain range is influenced by various noise parameters and control attributes.

Parameters

shape	The dimensions of the output heightmap as a 2D vector.
kw	The wave numbers (frequency components) as a 2D vector.
seed	The seed for random noise generation.
half_width	The half-width of the radial mountain range, controlling its spread. Default is 0.2f.
angle_spread_ratio	The ratio controlling the angular spread of the mountain range. Default is 0.5f.
center	The center point of the radial mountain range as normalized coordinates within [0, 1]. Default is {0.5f, 0.5f}.
octaves	The number of octaves for fractal noise generation. Default is 8.
weight	The initial weight for noise contribution. Default is 0.7f.
persistence	The amplitude scaling factor for subsequent noise octaves. Default is 0.5f.
lacunarity	The frequency scaling factor for subsequent noise octaves. Default is 2.0f.
p_ctrl_param	Optional pointer to an array of control parameters influencing the terrain generation.
p_noise_x	Optional pointer to a precomputed noise array for the X-axis.
p_noise_y	Optional pointer to a precomputed noise array for the Y-axis.
p_angle	Optional pointer to an array to output the angle.
bbox	The bounding box of the output heightmap in normalized coordinates [xmin, xmax, ymin, ymax]. Default is {0.0f, 1.0f, 0.0f, 1.0f}.

Returns

Array The generated heightmap representing the radial mountain range.

Note

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int> shape = {256, 256};
  shape = {1024, 1024};
  hmap::Vec2<float> kw = {8.f, 8.f};
  int               seed = 1;
 
  hmap::Array z1 = hmap::gpu::mountain_range_radial(shape, kw, seed);
 
  hmap::export_banner_png("ex_mountain_range_radial.png",
                          {z1},
                          hmap::Cmap::JET,
                          true);
}

Result

noise()

Array hmap::gpu::noise	(	NoiseType	noise_type,
		Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		const Array *	p_stretching = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

See hmap::noise.

noise_fbm()

Array hmap::gpu::noise_fbm	(	NoiseType	noise_type,
		Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		const Array *	p_stretching = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

See hmap::noise_fbm.

polygon_field()

Array hmap::gpu::polygon_field	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	rmin = 0.05f,
		float	rmax = 0.8f,
		float	clamping_dist = 0.1f,
		float	clamping_k = 0.1f,
		int	n_vertices_min = 3,
		int	n_vertices_max = 16,
		float	density = 0.5f,
		hmap::Vec2< float >	jitter = {0.5f, 0.5f},
		float	shift = 0.1f,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		const Array *	p_noise_distance = nullptr,
		const Array *	p_density_multiplier = nullptr,
		const Array *	p_size_multiplier = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a scalar field representing the signed distance to randomly generated polygons.

This function procedurally generates a field where each pixel stores the signed distance to the nearest polygon, using a smooth signed distance function (SDF) with optional clamping. The polygons are generated randomly within the specified bounding box, with configurable vertex counts, sizes, jitter, and density. Optionally, displacement noise fields can be applied to polygon positions.

Parameters

shape	Resolution of the output field (width, height).
kw	Scaling factor for field coordinates (world units per pixel).
seed	Random seed for polygon generation.
rmin	Minimum polygon radius (relative to bbox size).
rmax	Maximum polygon radius (relative to bbox size).
clamping_dist	Distance threshold for clamping the SDF value (used to soften edges).
clamping_k	Smoothness parameter for clamping.
n_vertices_min	Minimum number of vertices per polygon.
n_vertices_max	Maximum number of vertices per polygon.
density	Fraction of pixels covered by polygons (approximate).
jitter	Random displacement factor applied to polygon vertices.
shift	Random position shift applied to polygon center.
p_noise_x	Optional displacement noise field in the X direction (nullptr to disable).
p_noise_y	Optional displacement noise field in the Y direction (nullptr to disable).
bbox	Bounding box in normalized coordinates {xmin, xmax, ymin, ymax}.

Returns

Array 2D array containing the signed distance field.

Note

Polygons are randomly generated per call and are not guaranteed to be convex.

The sign of the SDF is negative inside polygons and positive outside.

Example

Result

polygon_field_fbm()

Array hmap::gpu::polygon_field_fbm	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		float	rmin = 0.05f,
		float	rmax = 0.8f,
		float	clamping_dist = 0.1f,
		float	clamping_k = 0.1f,
		int	n_vertices_min = 3,
		int	n_vertices_max = 16,
		float	density = 0.1f,
		hmap::Vec2< float >	jitter = {0.5f, 0.5f},
		float	shift = 0.1f,
		int	octaves = 8,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		const Array *	p_noise_distance = nullptr,
		const Array *	p_density_multiplier = nullptr,
		const Array *	p_size_multiplier = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a scalar field representing the signed distance to randomly generated polygons combined with fractal Brownian motion (fBm) noise modulation.

Similar to polygon_field(), but the generated SDF is modulated by an fBm noise function to create more natural, irregular shapes. The fBm parameters allow control over the noise persistence, lacunarity, and number of octaves.

Parameters

shape	Resolution of the output field (width, height).
kw	Scaling factor for field coordinates (world units per pixel).
seed	Random seed for polygon generation and fBm noise.
rmin	Minimum polygon radius (relative to bbox size).
rmax	Maximum polygon radius (relative to bbox size).
clamping_dist	Distance threshold for clamping the SDF value (used to soften edges).
clamping_k	Smoothness parameter for clamping.
n_vertices_min	Minimum number of vertices per polygon.
n_vertices_max	Maximum number of vertices per polygon.
density	Fraction of pixels covered by polygons (approximate).
jitter	Random displacement factor applied to polygon vertices.
shift	Random position shift applied to polygon center.
octaves	Number of fBm octaves.
persistence	Amplitude decay per octave in fBm.
lacunarity	Frequency multiplier per octave in fBm.
p_noise_x	Optional displacement noise field in the X direction (nullptr to disable).
p_noise_y	Optional displacement noise field in the Y direction (nullptr to disable).
bbox	Bounding box in normalized coordinates {xmin, xmax, ymin, ymax}.

Returns

Array 2D array containing the signed distance field modulated by fBm.

Note

The sign of the SDF is negative inside polygons and positive outside.

Example

Result

vorolines()

Array hmap::gpu::vorolines	(	Vec2< int >	shape,
		float	density,
		uint	seed,
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		float	alpha = 0.f,
		float	alpha_span = M_PI,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		Vec4< float >	bbox_points = {0.f, 1.f, 0.f, 1.f}
	)

Generates a Voronoi-based pattern where cells are defined by proximity to random lines.

This function generates an OpenCL-accelerated Voronoi-like pattern based on the distance from each pixel to a set of randomly oriented lines. Each line is defined by a random point and a direction sampled from a uniform distribution around a given angle.

Parameters

shape	The resolution of the resulting 2D array (width, height).
density	Number of base points per unit area used to define lines.
seed	Seed for the random number generator used to generate base points and directions.
k_smoothing	Kernel smoothing factor; controls how sharp or soft the distance fields are.
exp_sigma	Exponential smoothing parameter applied to the computed distance field.
alpha	Base angle (in radians) used to orient the generated lines.
alpha_span	Maximum angular deviation from alpha; controls line orientation variability.
return_type	Type of Voronoi output to return (e.g., F1, F2, edge distance, smoothed field, etc.).
p_noise_x	Optional pointer to an input noise field applied to the X coordinates (can be nullptr).
p_noise_y	Optional pointer to an input noise field applied to the Y coordinates (can be nullptr).
bbox	Bounding box in normalized coordinates (min_x, max_x, min_y, max_y) of the final array.
bbox_points	Bounding box within which random base points are sampled.

Returns

A 2D array (of type Array) containing the computed distance field based on line proximity.

Note

Each line is defined from a point (x, y) to a direction offset using angle theta = alpha + rand * alpha_span.

The OpenCL kernel "vorolines" must be defined and compiled beforehand.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int> shape = {256, 256};
  int             seed = 1;
  float           density = 8.f;
  float           k_smoothing = 0.005f;
  float           exp_sigma = 0.01f;
  float           alpha = 0.f;
  float           alpha_span = 0.5f * M_PI;
 
  std::vector<hmap::VoronoiReturnType> types = {
      hmap::VoronoiReturnType::F1_SQUARED,
      hmap::VoronoiReturnType::F2_SQUARED,
      hmap::VoronoiReturnType::F1TF2_SQUARED,
      hmap::VoronoiReturnType::F1DF2_SQUARED,
      hmap::VoronoiReturnType::F2MF1_SQUARED,
      hmap::VoronoiReturnType::EDGE_DISTANCE_EXP,
      hmap::VoronoiReturnType::EDGE_DISTANCE_SQUARED,
      hmap::VoronoiReturnType::CONSTANT,
      hmap::VoronoiReturnType::CONSTANT_F2MF1_SQUARED};
 
  std::vector<hmap::Array> zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::vorolines(shape,
                                         density,
                                         seed,
                                         k_smoothing,
                                         exp_sigma,
                                         alpha,
                                         alpha_span,
                                         type);
    hmap::remap(z);
    z = sqrt(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_vorolines.png", zs, hmap::Cmap::INFERNO);
 
  // FBM
  zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::vorolines_fbm(shape,
                                             density,
                                             seed,
                                             k_smoothing,
                                             exp_sigma,
                                             alpha,
                                             alpha_span,
                                             type);
    hmap::remap(z);
    z = sqrt(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_vorolines_fbm.png", zs, hmap::Cmap::INFERNO);
}

Result

vorolines_fbm()

Array hmap::gpu::vorolines_fbm	(	Vec2< int >	shape,
		float	density,
		uint	seed,
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		float	alpha = 0.f,
		float	alpha_span = M_PI,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		Vec4< float >	bbox_points = {0.f, 1.f, 0.f, 1.f}
	)

Generates a Voronoi-based pattern using distances to lines defined by random points and angles, with additional fractal Brownian motion (fBm) noise modulation.

This function extends the standard vorolines generation by introducing fBm-based warping of the coordinate space, resulting in more organic and fractal-like structures. It creates a Voronoi distance field based on proximity to oriented line segments and distorts the result using multi-octave procedural noise.

Parameters

shape	Output resolution of the 2D array (width, height).
density	Number of base points per unit area used to define lines.
seed	Seed value for the random number generator.
k_smoothing	Kernel smoothing coefficient to soften distance values (e.g., for blending).
exp_sigma	Sigma value for optional exponential smoothing on the final field.
alpha	Base orientation angle (in radians) of lines generated from random points.
alpha_span	Maximum angle deviation from alpha, determining directional randomness of lines.
return_type	Type of output to return (e.g., F1, F2, distance to edge, smoothed version).
octaves	Number of noise octaves used in the fBm modulation.
weight	Weight of each octave's contribution to the total noise.
persistence	Amplitude decay factor for each successive octave (commonly 0.5–0.8).
lacunarity	Frequency multiplier for each successive octave (commonly 2.0).
p_noise_x	Optional pointer to an external noise field applied to X coordinates (can be nullptr).
p_noise_y	Optional pointer to an external noise field applied to Y coordinates (can be nullptr).
bbox	Bounding box for the final image domain (min_x, max_x, min_y, max_y).
bbox_points	Bounding box from which the initial set of points are sampled.

Returns

A 2D Array representing the Voronoi-fBm field, distorted by noise and influenced by distance to random lines.

Note

This version uses internally computed fBm noise unless external fields (p_noise_x, p_noise_y) are provided.

This function requires an OpenCL kernel named "vorolines_fbm" to be compiled and accessible.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int> shape = {256, 256};
  int             seed = 1;
  float           density = 8.f;
  float           k_smoothing = 0.005f;
  float           exp_sigma = 0.01f;
  float           alpha = 0.f;
  float           alpha_span = 0.5f * M_PI;
 
  std::vector<hmap::VoronoiReturnType> types = {
      hmap::VoronoiReturnType::F1_SQUARED,
      hmap::VoronoiReturnType::F2_SQUARED,
      hmap::VoronoiReturnType::F1TF2_SQUARED,
      hmap::VoronoiReturnType::F1DF2_SQUARED,
      hmap::VoronoiReturnType::F2MF1_SQUARED,
      hmap::VoronoiReturnType::EDGE_DISTANCE_EXP,
      hmap::VoronoiReturnType::EDGE_DISTANCE_SQUARED,
      hmap::VoronoiReturnType::CONSTANT,
      hmap::VoronoiReturnType::CONSTANT_F2MF1_SQUARED};
 
  std::vector<hmap::Array> zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::vorolines(shape,
                                         density,
                                         seed,
                                         k_smoothing,
                                         exp_sigma,
                                         alpha,
                                         alpha_span,
                                         type);
    hmap::remap(z);
    z = sqrt(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_vorolines.png", zs, hmap::Cmap::INFERNO);
 
  // FBM
  zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::vorolines_fbm(shape,
                                             density,
                                             seed,
                                             k_smoothing,
                                             exp_sigma,
                                             alpha,
                                             alpha_span,
                                             type);
    hmap::remap(z);
    z = sqrt(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_vorolines_fbm.png", zs, hmap::Cmap::INFERNO);
}

Result

voronoi()

Array hmap::gpu::voronoi	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		Vec2< float >	jitter = {0.5f, 0.5f},
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a Voronoi diagram in a 2D array with configurable properties.

Parameters

shape	The dimensions of the output array as a 2D vector of integers.
kw	The frequency scale factors for the Voronoi cells, given as a 2D vector of floats.
seed	A seed value for random number generation, ensuring reproducibility.
jitter	(Optional) The amount of random variation in the positions of Voronoi cell sites, given as a 2D vector of floats. Defaults to {0.5f, 0.5f}.
return_type	(Optional) The type of value to compute for the Voronoi diagram. Defaults to VoronoiReturnType::F1_SQUARED.
p_ctrl_param	(Optional) A pointer to an Array used to control the Voronoi computation. Used here as a multiplier for the jitter. If nullptr, no control is applied.
p_noise_x	(Optional) A pointer to an Array providing additional noise in the x-direction for cell positions. If nullptr, no x-noise is applied.
p_noise_y	(Optional) A pointer to an Array providing additional noise in the y-direction for cell positions. If nullptr, no y-noise is applied.
bbox	(Optional) The bounding box for the Voronoi computation, given as a 4D vector of floats representing {min_x, max_x, min_y, max_y}. Defaults to {0.f, 1.f, 0.f, 1.f}.

Returns

A 2D array representing the generated Voronoi diagram.

Note

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {8.f, 8.f};
  int               seed = 1;
 
  hmap::Vec2<float> jitter = {1.f, 1.f};
  float             k_smoothing = 0.f;
  float             exp_sigma = 0.05f;
 
  std::vector<hmap::VoronoiReturnType> types = {
      hmap::VoronoiReturnType::F1_SQUARED,
      hmap::VoronoiReturnType::F2_SQUARED,
      hmap::VoronoiReturnType::F1TF2_SQUARED,
      hmap::VoronoiReturnType::F1DF2_SQUARED,
      hmap::VoronoiReturnType::F2MF1_SQUARED,
      hmap::VoronoiReturnType::EDGE_DISTANCE_EXP,
      hmap::VoronoiReturnType::EDGE_DISTANCE_SQUARED,
      hmap::VoronoiReturnType::CONSTANT,
      hmap::VoronoiReturnType::CONSTANT_F2MF1_SQUARED};
 
  std::vector<hmap::Array> zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::voronoi(shape,
                                       kw,
                                       seed,
                                       jitter,
                                       k_smoothing,
                                       exp_sigma,
                                       type);
    hmap::remap(z);
    zs.push_back(z);
  }
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::voronoi_fbm(shape,
                                           kw,
                                           seed,
                                           jitter,
                                           k_smoothing,
                                           exp_sigma,
                                           type);
    hmap::remap(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_voronoi.png", zs, hmap::Cmap::INFERNO);
}

Result

voronoi_fbm()

Array hmap::gpu::voronoi_fbm	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		Vec2< float >	jitter = {0.5f, 0.5f},
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a Voronoi diagram in a 2D array with configurable properties.

Parameters

shape	The dimensions of the output array as a 2D vector of integers.
kw	The frequency scale factors for the base Voronoi cells, given as a 2D vector of floats.
seed	A seed value for random number generation, ensuring reproducibility.
jitter	(Optional) The amount of random variation in the positions of Voronoi cell sites, given as a 2D vector of floats. Defaults to {0.5f, 0.5f}.
return_type	(Optional) The type of value to compute for the Voronoi diagram. Defaults to VoronoiReturnType::F1_SQUARED.
octaves	(Optional) The number of layers (octaves) in the fractal Brownian motion. Defaults to 8.
weight	(Optional) The initial weight of the base layer in the FBM computation. Defaults to 0.7f.
persistence	(Optional) The persistence factor that controls the amplitude reduction between octaves. Defaults to 0.5f.
lacunarity	(Optional) The lacunarity factor that controls the frequency increase between octaves. Defaults to 2.f.
p_ctrl_param	(Optional) A pointer to an Array used to control the Voronoi computation. If nullptr, no control is applied.
p_noise_x	(Optional) A pointer to an Array providing additional noise in the x-direction for cell positions. If nullptr, no x-noise is applied.
p_noise_y	(Optional) A pointer to an Array providing additional noise in the y-direction for cell positions. If nullptr, no y-noise is applied.
bbox	(Optional) The bounding box for the Voronoi computation, given as a 4D vector of floats representing {min_x, max_x, min_y, max_y}. Defaults to {0.f, 1.f, 0.f, 1.f}.

Returns

A 2D array representing the generated Voronoi diagram.

Note

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {8.f, 8.f};
  int               seed = 1;
 
  hmap::Vec2<float> jitter = {1.f, 1.f};
  float             k_smoothing = 0.f;
  float             exp_sigma = 0.05f;
 
  std::vector<hmap::VoronoiReturnType> types = {
      hmap::VoronoiReturnType::F1_SQUARED,
      hmap::VoronoiReturnType::F2_SQUARED,
      hmap::VoronoiReturnType::F1TF2_SQUARED,
      hmap::VoronoiReturnType::F1DF2_SQUARED,
      hmap::VoronoiReturnType::F2MF1_SQUARED,
      hmap::VoronoiReturnType::EDGE_DISTANCE_EXP,
      hmap::VoronoiReturnType::EDGE_DISTANCE_SQUARED,
      hmap::VoronoiReturnType::CONSTANT,
      hmap::VoronoiReturnType::CONSTANT_F2MF1_SQUARED};
 
  std::vector<hmap::Array> zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::voronoi(shape,
                                       kw,
                                       seed,
                                       jitter,
                                       k_smoothing,
                                       exp_sigma,
                                       type);
    hmap::remap(z);
    zs.push_back(z);
  }
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::voronoi_fbm(shape,
                                           kw,
                                           seed,
                                           jitter,
                                           k_smoothing,
                                           exp_sigma,
                                           type);
    hmap::remap(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_voronoi.png", zs, hmap::Cmap::INFERNO);
}

Result

voronoi_edge_distance()

Array hmap::gpu::voronoi_edge_distance	(	Vec2< int >	shape,
		Vec2< float >	kw,
		uint	seed,
		Vec2< float >	jitter = {0.5f, 0.5f},
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Computes the Voronoi edge distance.

Parameters

shape	The shape of the grid as a 2D vector (width, height).
kw	The weights for the Voronoi kernel as a 2D vector.
seed	The random seed used for generating Voronoi points.
jitter	Optional parameter for controlling jitter in Voronoi point placement (default is {0.5f, 0.5f}).
p_ctrl_param	Optional pointer to an Array specifying control parameters for Voronoi grid jitter (default is nullptr).
p_noise_x,p_noise_y	Reference to the input noise arrays.
bbox	The bounding box for the Voronoi diagram as {x_min, x_max, y_min, y_max} (default is {0.f, 1.f, 0.f, 1.f}).

Note

Taken from https://www.shadertoy.com/view/llG3zy

Only available if OpenCL is enabled.

The resulting Array has the same dimensions as the input shape.

voronoise()

Array hmap::gpu::voronoise	(	Vec2< int >	shape,
		Vec2< float >	kw,
		float	u_param,
		float	v_param,
		uint	seed,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Generates a 2D Voronoi noise array.

This function computes a Voronoi noise pattern based on the input parameters and returns it as a 2D array. The noise is calculated in the OpenCL kernel noise_voronoise, which uses a combination of hashing and smoothstep functions to generate a weighted Voronoi noise field.

Note

Taken from https://www.shadertoy.com/view/Xd23Dh

Only available if OpenCL is enabled.

Parameters

shape	The dimensions of the 2D output array as a vector (width and height).
kw	Wave numbers for scaling the noise pattern, represented as a 2D vector.
u_param	A control parameter for the noise, adjusting the contribution of random offsets.
v_param	A control parameter for the noise, affecting the smoothness of the pattern.
p_ctrl_param	Optional pointer to an Array specifying control parameters for Voronoi grid jitter (default is nullptr).
p_noise_x,p_noise_y	Reference to the input noise arrays.
seed	A seed value for random number generation, ensuring reproducibility.

Returns

An Array object containing the generated 2D Voronoi noise values.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {4.f, 4.f};
  int               seed = 1;
 
  hmap::Array z00 = hmap::gpu::voronoise(shape, kw, 0.f, 0.f, seed);
  hmap::Array z10 = hmap::gpu::voronoise(shape, kw, 1.f, 0.f, seed);
  hmap::Array z01 = hmap::gpu::voronoise(shape, kw, 0.f, 1.f, seed);
  hmap::Array z11 = hmap::gpu::voronoise(shape, kw, 1.f, 1.f, seed);
 
  hmap::Array zfbm = hmap::gpu::voronoise_fbm(shape, kw, 1.f, 0.3f, seed);
 
  zfbm.infos();
 
  hmap::export_banner_png("ex_voronoise.png",
                          {z00, z10, z01, z11, zfbm},
                          hmap::Cmap::JET);
}

Result

voronoise_fbm()

Array hmap::gpu::voronoise_fbm	(	Vec2< int >	shape,
		Vec2< float >	kw,
		float	u_param,
		float	v_param,
		uint	seed,
		int	octaves = 8,
		float	weight = 0.7f,
		float	persistence = 0.5f,
		float	lacunarity = 2.f,
		const Array *	p_ctrl_param = nullptr,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

Return an array filled with coherence Voronoise.

Parameters

shape	Array shape.
kw	Noise wavenumbers {kx, ky} for each directions.
seed	Random seed number.
octaves	Number of octaves.
weigth	Octave weighting.
persistence	Octave persistence.
lacunarity	Defines the wavenumber ratio between each octaves.
p_ctrl_param	Reference to the control parameter array (acts as a multiplier for the weight parameter).
p_noise_x,p_noise_y	Reference to the input noise arrays.
bbox	Domain bounding box.

Returns

Array Fractal noise.

Note

Taken from https://www.shadertoy.com/view/clGyWm

Only available if OpenCL is enabled.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int>   shape = {256, 256};
  hmap::Vec2<float> kw = {4.f, 4.f};
  int               seed = 1;
 
  hmap::Array z00 = hmap::gpu::voronoise(shape, kw, 0.f, 0.f, seed);
  hmap::Array z10 = hmap::gpu::voronoise(shape, kw, 1.f, 0.f, seed);
  hmap::Array z01 = hmap::gpu::voronoise(shape, kw, 0.f, 1.f, seed);
  hmap::Array z11 = hmap::gpu::voronoise(shape, kw, 1.f, 1.f, seed);
 
  hmap::Array zfbm = hmap::gpu::voronoise_fbm(shape, kw, 1.f, 0.3f, seed);
 
  zfbm.infos();
 
  hmap::export_banner_png("ex_voronoise.png",
                          {z00, z10, z01, z11, zfbm},
                          hmap::Cmap::JET);
}

Result

vororand() [1/2]

Array hmap::gpu::vororand	(	Vec2< int >	shape,
		float	density,
		float	variability,
		uint	seed,
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		Vec4< float >	bbox_points = {0.f, 1.f, 0.f, 1.f}
	)

Generates a 2D Voronoi-based scalar field using OpenCL.

This function computes a Voronoi diagram or derived metric (such as F1, F2, or edge distances) on a grid of given shape. A set of random points is generated within an extended bounding box, based on the desired density and variability, to reduce edge artifacts. Optionally, per-pixel displacement can be applied through noise fields.

The result is stored in an Array object representing a 2D scalar field.

Parameters

shape	Dimensions of the output array (width x height).
density	Number of random points per unit area for Voronoi diagram.
variability	Amount of randomness added to the point generation bounding box.
seed	Seed for random number generation used in point sampling.
k_smoothing	Smoothing factor used in soft minimum/maximum Voronoi distance computations.
exp_sigma	Standard deviation used in exponential falloff for edge distance computation.
return_type	Type of Voronoi computation to perform (e.g., F1, F2, F2-F1, edge distance).
p_noise_x	Optional pointer to a noise field applied to X coordinates of grid points.
p_noise_y	Optional pointer to a noise field applied to Y coordinates of grid points.
bbox	Bounding box of the domain in which the field is computed: {xmin, xmax, ymin, ymax}.
bbox_points	Bounding box for point generation, usually larger than bbox to avoid edge effects.

Returns

An Array object containing the computed scalar field.

Note

• The kernel "vororand" must be compiled and available in the OpenCL context.
• If p_noise_x or p_noise_y are provided, they must match the shape of the output array.
• The generated point cloud will be larger than bbox to reduce border artifacts.

Example

#include "highmap.hpp"
 
int main(void)
{
  hmap::gpu::init_opencl();
 
  hmap::Vec2<int> shape = {256, 256};
  float           density = 8.f;
  float           variability = 4.f;
  int             seed = 1;
  float           k_smoothing = 0.05f;
  float           exp_sigma = 0.01f;
 
  std::vector<hmap::VoronoiReturnType> types = {
      hmap::VoronoiReturnType::F1_SQUARED,
      hmap::VoronoiReturnType::F2_SQUARED,
      hmap::VoronoiReturnType::F1TF2_SQUARED,
      hmap::VoronoiReturnType::F1DF2_SQUARED,
      hmap::VoronoiReturnType::F2MF1_SQUARED,
      hmap::VoronoiReturnType::EDGE_DISTANCE_EXP,
      hmap::VoronoiReturnType::EDGE_DISTANCE_SQUARED,
      hmap::VoronoiReturnType::CONSTANT,
      hmap::VoronoiReturnType::CONSTANT_F2MF1_SQUARED};
 
  std::vector<hmap::Array> zs = {};
 
  for (auto type : types)
  {
    hmap::Array z = hmap::gpu::vororand(shape,
                                        density,
                                        variability,
                                        seed,
                                        k_smoothing,
                                        exp_sigma,
                                        type);
    hmap::remap(z);
    zs.push_back(z);
  }
 
  hmap::export_banner_png("ex_vororand.png", zs, hmap::Cmap::INFERNO);
}

Result

vororand() [2/2]

Array hmap::gpu::vororand	(	Vec2< int >	shape,
		const std::vector< float > &	xp,
		const std::vector< float > &	yp,
		float	k_smoothing = 0.f,
		float	exp_sigma = 0.f,
		VoronoiReturnType	return_type = VoronoiReturnType::F1_SQUARED,
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f}
	)

maximum_smooth()

Array hmap::gpu::maximum_smooth	(	const Array &	array1,
		const Array &	array2,
		float	k = 0.2f
	)

See hmap::maximum_smooth.

minimum_smooth()

Array hmap::gpu::minimum_smooth	(	const Array &	array1,
		const Array &	array2,
		float	k = 0.2f
	)

See hmap::minimum_smooth.

sdf_2d_polyline()

Array hmap::gpu::sdf_2d_polyline	(	const Path &	path,
		Vec2< int >	shape,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr
	)

See hmap::sdf_2d_polyline.

sdf_2d_polyline_bezier()

Array hmap::gpu::sdf_2d_polyline_bezier	(	const Path &	path,
		Vec2< int >	shape,
		Vec4< float >	bbox = {0.f, 1.f, 0.f, 1.f},
		const Array *	p_noise_x = nullptr,
		const Array *	p_noise_y = nullptr
	)

See hmap::sdf_2d_polyline_bezier.

select_valley()

Array hmap::gpu::select_valley	(	const Array &	z,
		int	ir,
		bool	zero_at_borders = true,
		bool	ridge_select = false
	)

See hmap::select_valley.

rotate()

void hmap::gpu::rotate	(	Array &	array,
		float	angle,
		bool	zoom_in = true
	)

See hmap::rotate.

warp()

void hmap::gpu::warp	(	Array &	array,
		const Array *	p_dx,
		const Array *	p_dy
	)

See hmap::warp.

helper_transform_bbox()

Vec4< float > hmap::gpu::helper_transform_bbox	(	const Vec4< float > &	bbox_source,
		const Vec4< float > &	bbox_target
	)

helper_bind_optional_buffers()

void hmap::gpu::helper_bind_optional_buffers	(	clwrapper::Run &	run,
		const Array *	p_noise_x,
		const Array *	p_noise_y
	)