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@@ -5,16 +5,31 @@ author:
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- Trygve og Esther
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---
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# What are contours
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# Output of our program
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pretty pictures
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# Output of our program:
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# Marching squares
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# The logical flow of our program
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flowchart
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# GDAL
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What is it?
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```cpp
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int main(int argc, const char* argv[])
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{
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const char* filepath = argv[1];
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HeightMap map(filepath);
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map.blur(0.8)
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auto lines = create_lines(&map, 5);
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write_output_file(cellmaps, "out.geojson", &map);
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}
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```
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# Performance
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show the benchmarks
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| | Time |
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|--------------------|--------------------|
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| 12 threads | 41s |
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| 1 thread | 116s |
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# Problems we encountered
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@@ -1,3 +1,4 @@
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#include <cstddef>
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#include <gdal/cpl_conv.h>
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#include <iostream>
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#include <stdexcept>
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@@ -5,7 +6,7 @@
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#include <gdal/gdal.h>
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#include "gdal/gdal_priv.h"
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#include <gdal/gdal_frmts.h>
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//#include "matplotlibcpp.h"
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#include "contour_creator.hh"
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@@ -32,6 +33,7 @@ HeightMap::HeightMap(const char* filepath)
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//https://gdal.org/api/gdaldataset_cpp.html#_CPPv4N11GDALDataset15GetGeoTransformEPd
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this->geotransform = (double *) CPLMalloc(sizeof(double)*6);
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this->reference_system = *(file->GetSpatialRef());
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this->filepath = filepath;
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file->GetGeoTransform(this->geotransform);
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@@ -41,6 +43,7 @@ HeightMap::HeightMap(const char* filepath)
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0, 0 );
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if (error) { throw std::runtime_error("Could not read tif file!"); }
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band->FlushCache();
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const int size = this->width*this->height;
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}
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float HeightMap::get_pixel(int x, int y)
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{
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@@ -62,7 +65,7 @@ void HeightMap::blur(float standard_deviation)
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*(kernel + i) = 1.0;
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}
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|
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float* blurred = (float *) CPLMalloc(sizeof(float)*this->width*this->height);
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float* blurred = new float[this->width*this->height];
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#pragma omp parallel
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{
|
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#pragma omp for
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@@ -90,4 +93,101 @@ void HeightMap::blur(float standard_deviation)
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free(this->data);
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this->data = blurred;
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blurred = nullptr;
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}
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||||
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void HeightMap::statistics()
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{
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|
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float avg = 0;
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||||
float var = 0;
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||||
float std = 0;
|
||||
|
||||
for (int i = 0; i < this->width*this->height; i++)
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||||
{int x = i%this->width;
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||||
int y = i/this->width;
|
||||
if (x<0 || x>=this->width)
|
||||
{
|
||||
x = 0;
|
||||
}
|
||||
|
||||
if (y<0 || y>=this->height)
|
||||
{
|
||||
y = 0;
|
||||
}
|
||||
avg += this->get_pixel(x, y);}
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||||
//std::cout << this->get_pixel(x, y);}
|
||||
|
||||
avg = avg/(this->width*this->height);
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||||
std::cout << "Average value: " << avg <<"\n";
|
||||
|
||||
for (int i = 0; i < this->width*this->height; i++)
|
||||
{
|
||||
int x = i%this->width;
|
||||
int y = i/this->width;
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||||
var += (avg - this->get_pixel(x, y))*(avg - this->get_pixel(x, y));
|
||||
}
|
||||
std = sqrt(var)/(this->width*this->height-1);
|
||||
var = var / (this->width*this->height-1);
|
||||
std::cout << "std: " << std << "\n";
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||||
std::cout << "var: " << var << "\n";
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||||
};
|
||||
|
||||
|
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void HeightMap::calculate_steepness()
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{
|
||||
int kernel_height = 5;
|
||||
int kernel_width = 5;
|
||||
int kernel_size = kernel_height*kernel_width;
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||||
|
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float* kernel = new float[sizeof(float)*kernel_size];
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float* steepness = new float[this->width*this->height];
|
||||
#pragma omp parallel
|
||||
{
|
||||
#pragma omp for
|
||||
for (int i = 0; i < this->height * this->width; i++)
|
||||
{
|
||||
int x = i%this->width;
|
||||
int y = i/this->width;
|
||||
float max = 0;
|
||||
float min = 0;
|
||||
for (int j = 0; j < kernel_size; j++)
|
||||
{
|
||||
if (this->get_pixel(x, y) > max)
|
||||
{
|
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max = get_pixel(x, y);
|
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}
|
||||
|
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if (this->get_pixel(x, y) < min)
|
||||
{
|
||||
min = get_pixel(x, y);
|
||||
}
|
||||
|
||||
if (x<0 || x>=this->width)
|
||||
{
|
||||
x = 0;
|
||||
}
|
||||
|
||||
if (y<0 || y>=this->height)
|
||||
{
|
||||
y = 0;
|
||||
}
|
||||
|
||||
}
|
||||
steepness[i] = max - min;
|
||||
}
|
||||
}
|
||||
GDALAllRegister();
|
||||
GDALDataset *original_file = (GDALDataset *) GDALOpen( filepath, GA_ReadOnly );
|
||||
|
||||
const char * filename = "steepness.tif";
|
||||
auto driver = GetGDALDriverManager()->GetDriverByName("GeoRaster");
|
||||
GDALDataset *file;
|
||||
file = driver->CreateCopy("steepness.tif", original_file, FALSE, NULL, NULL, NULL);
|
||||
|
||||
file->AddBand(GDT_Float32, NULL);
|
||||
GDALRasterBand *band = file->GetRasterBand(0);
|
||||
CPLErr error = band->RasterIO( GF_Write, 0, 0, this->width, this->height,
|
||||
steepness, this->width, this->height, GDT_Float32,
|
||||
0, 0 );
|
||||
GDALClose(file);
|
||||
}
|
||||
@@ -16,10 +16,12 @@ class HeightMap
|
||||
float min; //!< Minimum value in image
|
||||
float max; //!< Maximum value in image
|
||||
OGRSpatialReference reference_system;
|
||||
|
||||
HeightMap(const char* filepath);
|
||||
const char* filepath;
|
||||
float get_pixel(int x,int y);
|
||||
void blur(float standard_deviation);
|
||||
void statistics();
|
||||
void calculate_steepness();
|
||||
};
|
||||
|
||||
/**
|
||||
@@ -43,10 +45,10 @@ class Point
|
||||
int x;
|
||||
int y;
|
||||
int mscase;
|
||||
bool allocated = false;
|
||||
Point(int x, int y, int mscase){
|
||||
this -> x = x;
|
||||
this -> y = y;
|
||||
this -> mscase = mscase;
|
||||
|
||||
};
|
||||
};
|
||||
|
||||
175
src/main.cpp
175
src/main.cpp
@@ -12,35 +12,32 @@
|
||||
#include "gdal/gdal_priv.h"
|
||||
#include <gdal/gdal_frmts.h>
|
||||
#include <omp.h>
|
||||
//#include "matplotlibcpp.h"
|
||||
//namespace plt = matplotlibcpp;
|
||||
|
||||
std::vector<Point> produce_cellmap(HeightMap* heightmap, float z)
|
||||
{
|
||||
int length = (heightmap->width-1)*(heightmap->height-1);
|
||||
int length = (heightmap->width-1)*(heightmap->height-1); // Defining length of vector
|
||||
uint8_t *cells = (uint8_t *) CPLMalloc(sizeof(uint8_t)*length);
|
||||
std::vector<Point> points;
|
||||
std::vector<Point> points; // Initiating a vector of points
|
||||
for (int i = 0; i<length; i++) {
|
||||
int y = i/(heightmap->width-1);
|
||||
int x = i%(heightmap->width-1);
|
||||
uint8_t result = (heightmap->get_pixel(x,y)>z) +
|
||||
(heightmap->get_pixel(x+1,y)>z)*2 +
|
||||
(heightmap->get_pixel(x+1,y+1)>z)*4 +
|
||||
(heightmap->get_pixel(x,y+1)>z)*8;
|
||||
uint8_t result = (heightmap->get_pixel(x,y)>z)*8 +
|
||||
(heightmap->get_pixel(x+1,y)>z)*4 +
|
||||
(heightmap->get_pixel(x+1,y+1)>z)*2 +
|
||||
(heightmap->get_pixel(x,y+1)>z);
|
||||
if (result != 0 and result != 15 ) {
|
||||
points.push_back(Point(x, y, result));
|
||||
|
||||
};
|
||||
}
|
||||
|
||||
return points;
|
||||
|
||||
|
||||
}
|
||||
|
||||
std::vector<std::vector<Point>> vector_cellmap(HeightMap* heightmap, int interval)
|
||||
std::vector<std::vector<Point>> create_lines(HeightMap* heightmap, int interval)
|
||||
{
|
||||
int num_contours = (heightmap->max - heightmap->min)/interval;
|
||||
std::vector<std::vector<Point>> vector_contours;
|
||||
omp_set_num_threads(12);
|
||||
|
||||
#pragma omp parallel
|
||||
{
|
||||
@@ -48,11 +45,75 @@ std::vector<std::vector<Point>> vector_cellmap(HeightMap* heightmap, int interva
|
||||
#pragma omp for
|
||||
for (int i = 1; i <= num_contours; i++)
|
||||
{
|
||||
vec_private.push_back(produce_cellmap(heightmap, heightmap->min + interval*i));
|
||||
auto points = produce_cellmap(heightmap, heightmap->min + interval*i);
|
||||
std::vector<Point> line;
|
||||
int x;
|
||||
int y;
|
||||
int points_allocated = 0;
|
||||
x = points[0].x;
|
||||
y = points[0].y;
|
||||
points[0].allocated = true;
|
||||
line.push_back(points[0]);
|
||||
for (int j = 0; j < points.size(); j++){
|
||||
for (int k = 0; k < points.size(); k++){
|
||||
Point* candidate = &points[k];
|
||||
if (!candidate->allocated) {
|
||||
if (candidate->x == x +1 && candidate->y == y) {
|
||||
candidate->allocated = true;
|
||||
x = candidate->x;
|
||||
y = candidate->y;
|
||||
line.push_back(*candidate);
|
||||
points_allocated++;
|
||||
break;
|
||||
}
|
||||
else if (candidate->x == x -1 && candidate->y == y) {
|
||||
x = candidate->x;
|
||||
y = candidate->y;
|
||||
candidate->allocated = true;
|
||||
line.push_back(*candidate);
|
||||
points_allocated++;
|
||||
break;
|
||||
}
|
||||
else if (candidate->x == x && candidate->y == y + 1) {
|
||||
x = candidate->x;
|
||||
y = candidate->y;
|
||||
candidate->allocated = true;
|
||||
line.push_back(*candidate);
|
||||
points_allocated++;
|
||||
break;
|
||||
}
|
||||
else if (candidate->x == x && candidate->y == y - 1) {
|
||||
x = candidate->x;
|
||||
y = candidate->y;
|
||||
candidate->allocated = true;
|
||||
line.push_back(*candidate);
|
||||
points_allocated++;
|
||||
break;
|
||||
}
|
||||
}
|
||||
}
|
||||
if (j > points_allocated)
|
||||
{
|
||||
vec_private.push_back(line);
|
||||
line.clear();
|
||||
//std::cout << points.size() << " ";
|
||||
for (int k = 0; k < points.size(); k++){
|
||||
Point* candidate = &points[k];
|
||||
if (!candidate->allocated)
|
||||
{
|
||||
line.push_back(*candidate);
|
||||
x = candidate->x;
|
||||
y = candidate->y;
|
||||
points_allocated++;
|
||||
break;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
#pragma omp critical
|
||||
vector_contours.insert(vector_contours.end(), vec_private.begin(), vec_private.end());
|
||||
|
||||
vector_contours.insert(vector_contours.end(), vec_private.begin(), vec_private.end());
|
||||
}
|
||||
return vector_contours;
|
||||
}
|
||||
@@ -72,7 +133,7 @@ constexpr std::tuple<double, double, double, double> marching_squares_lookup(int
|
||||
switch (mcase) {
|
||||
case 1: return {0, 0.5, 0.5, 0};
|
||||
case 2: return {1, 0.5, 0.5, 0};
|
||||
case 3: return {0, 0.5, 1, 0};
|
||||
case 3: return {0, 0.5, 1, 0.5};
|
||||
case 4: return {0.5, 1, 1, 0.5};
|
||||
case 5: return {0, 0, 0, 0}; //FIXME
|
||||
case 6: return {0.5, 1, 0.5, 0};
|
||||
@@ -86,7 +147,7 @@ constexpr std::tuple<double, double, double, double> marching_squares_lookup(int
|
||||
case 14: return {0, 0.5, 0.5, 0};
|
||||
};
|
||||
}
|
||||
void write_output_file(std::vector<CellMap> cellmaps, const char *filepath)
|
||||
void write_output_file(std::vector<std::vector<Point>> all_points, const char *filepath, HeightMap* heightmap)
|
||||
{
|
||||
|
||||
const char *pszDriverName = "GeoJSON";
|
||||
@@ -112,7 +173,7 @@ void write_output_file(std::vector<CellMap> cellmaps, const char *filepath)
|
||||
|
||||
OGRLayer *poLayer;
|
||||
|
||||
poLayer = poDS->CreateLayer( "contours", &(cellmaps[0]).reference_system, wkbLineString, NULL );
|
||||
poLayer = poDS->CreateLayer( "contours", &heightmap->reference_system, wkbLineString, NULL );
|
||||
if( poLayer == NULL )
|
||||
{
|
||||
printf( "Layer creation failed.\n" );
|
||||
@@ -128,46 +189,41 @@ void write_output_file(std::vector<CellMap> cellmaps, const char *filepath)
|
||||
printf( "Creating Name field failed.\n" );
|
||||
exit( 1 );
|
||||
}
|
||||
for (int j = 0; j < cellmaps.size(); j++)
|
||||
int width = heightmap->width -1;
|
||||
int height = heightmap->height -1;
|
||||
int size = width * height;
|
||||
|
||||
for (int j = 0; j < all_points.size(); j++)
|
||||
{
|
||||
CellMap* cellmap = &cellmaps[j];
|
||||
OGRFeature *feature;
|
||||
OGRLineString *geometry = new OGRLineString();
|
||||
feature = OGRFeature::CreateFeature( poLayer->GetLayerDefn() );
|
||||
feature->SetField( "Name", j );
|
||||
|
||||
for (int i = 0; i < cellmap->height*cellmap->width; i++)
|
||||
std::vector<Point> points = all_points[j];
|
||||
|
||||
for (int k = 0; k < points.size(); k++)
|
||||
{
|
||||
if (*(cellmap->cells + i) != 0 && *(cellmap->cells + i) != 15)
|
||||
{
|
||||
OGRFeature *feature;
|
||||
OGRLineString *geometry = new OGRLineString();
|
||||
feature = OGRFeature::CreateFeature( poLayer->GetLayerDefn() );
|
||||
feature->SetField( "Name", j );
|
||||
int x_raw = i%cellmap->width;
|
||||
int y_raw = i/cellmap->width;
|
||||
auto [x, y] = local_to_projected(cellmap->geotransform, x_raw, y_raw);
|
||||
auto [x_bl, y_bl, x_tr, y_tr] = marching_squares_lookup(*(cellmap->cells + i) );
|
||||
//std::cout << x << ", " << y << " ";
|
||||
geometry->setPoint( geometry->getNumPoints(), x+x_tr*0.25, y+y_tr*0.25 );
|
||||
geometry->setPoint( geometry->getNumPoints(), x+x_bl*0.25, y+y_bl*0.25 );
|
||||
|
||||
|
||||
if ( feature->SetGeometry(geometry) != OGRERR_NONE)
|
||||
{
|
||||
printf( "Failed to set geometry.\n" );
|
||||
exit( 1 );
|
||||
}
|
||||
OGRGeometryFactory::destroyGeometry(geometry);
|
||||
if( poLayer->CreateFeature( feature ) != OGRERR_NONE )
|
||||
{
|
||||
printf( "Failed to create feature in shapefile.\n" );
|
||||
exit( 1 );
|
||||
}
|
||||
OGRFeature::DestroyFeature( feature );
|
||||
}
|
||||
|
||||
int x_raw = points[k].x;
|
||||
int y_raw = points[k].y;
|
||||
auto [x, y] = local_to_projected(heightmap->geotransform, x_raw, y_raw);
|
||||
//auto [x_bl, y_bl, x_tr, y_tr] = marching_squares_lookup(*(cellmap->cells + i) );
|
||||
geometry->setPoint(geometry->getNumPoints(),x ,y );
|
||||
}
|
||||
|
||||
|
||||
if ( feature->SetGeometry(geometry) != OGRERR_NONE)
|
||||
{
|
||||
printf( "Failed to set geometry.\n" );
|
||||
exit( 1 );
|
||||
}
|
||||
OGRGeometryFactory::destroyGeometry(geometry);
|
||||
if( poLayer->CreateFeature( feature ) != OGRERR_NONE )
|
||||
{
|
||||
printf( "Failed to create feature in shapefile.\n" );
|
||||
exit( 1 );
|
||||
}
|
||||
OGRFeature::DestroyFeature( feature );
|
||||
}
|
||||
|
||||
GDALClose( poDS );
|
||||
}
|
||||
|
||||
@@ -180,9 +236,18 @@ int main(int argc, const char* argv[])
|
||||
std::cout << "max: " << map.max << " min: " << map.min << "\n";
|
||||
|
||||
map.blur(0.8);
|
||||
|
||||
map.statistics();
|
||||
|
||||
map.calculate_steepness();
|
||||
|
||||
auto cellmap = produce_cellmap(&map, 40);
|
||||
|
||||
auto cellmaps = vector_cellmap(&map, 5);
|
||||
//write_output_file(cellmaps, "out.geojson");
|
||||
auto lines = create_lines(&map, 5);
|
||||
write_output_file(lines, "out.geojson", &map);
|
||||
|
||||
|
||||
std::vector<int> y = {1, 2, 3};
|
||||
//plt::plot(y, "bo-");
|
||||
//plt::show();
|
||||
|
||||
return 0;
|
||||
}
|
||||
Reference in New Issue
Block a user