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