Open Source Computer Vision Library https://opencv.org/
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#include "Thrust_interop.hpp"
#include <thrust/transform.h>
#include <thrust/random.h>
#include <thrust/sort.h>
struct prg
{
float a, b;
__host__ __device__
prg(float _a = 0.f, float _b = 1.f) : a(_a), b(_b) {};
__host__ __device__
float operator()(const unsigned int n) const
{
thrust::default_random_engine rng;
thrust::uniform_real_distribution<float> dist(a, b);
rng.discard(n);
return dist(rng);
}
};
template<typename T> struct pred_eq
{
T value;
int channel;
__host__ __device__
pred_eq(T value_, int channel_ = 0) :value(value_), channel(channel_){}
__host__ __device__
bool operator()(const T val) const
{
return val == value;
}
template<int N>
__host__ __device__ bool operator()(const cv::Vec<T, N>& val)
{
if (channel < N)
return val.val[channel] == value;
return false;
}
};
int main(void)
{
// Generate a 2 channel row matrix with 100 elements. Set the first channel to be the element index, and the second to be a randomly
// generated value. Sort by the randomly generated value while maintaining index association.
{
cv::cuda::GpuMat d_idx(1, 100, CV_32SC2);
auto keyBegin = GpuMatBeginItr<int>(d_idx, 1);
auto keyEnd = GpuMatEndItr<int>(d_idx, 1);
auto idxBegin = GpuMatBeginItr<int>(d_idx, 0);
auto idxEnd = GpuMatEndItr<int>(d_idx, 0);
thrust::sequence(idxBegin, idxEnd);
thrust::transform(idxBegin, idxEnd, keyBegin, prg(0, 10));
thrust::sort_by_key(keyBegin, keyEnd, idxBegin);
cv::Mat h_idx(d_idx);
}
// Randomly fill a row matrix with 100 elements between -1 and 1
{
cv::cuda::GpuMat d_value(1, 100, CV_32F);
auto valueBegin = GpuMatBeginItr<float>(d_value);
auto valueEnd = GpuMatEndItr<float>(d_value);
thrust::transform(thrust::make_counting_iterator(0), thrust::make_counting_iterator(d_value.cols), valueBegin, prg(-1, 1));
cv::Mat h_value(d_value);
}
// OpenCV has count non zero, but what if you want to count a specific value?
{
cv::cuda::GpuMat d_value(1, 100, CV_32S);
d_value.setTo(cv::Scalar(0));
d_value.colRange(10, 50).setTo(cv::Scalar(15));
auto count = thrust::count(GpuMatBeginItr<int>(d_value), GpuMatEndItr<int>(d_value), 15);
std::cout << count << std::endl;
}
return 0;
}