gpu tp2 1
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148
gpu/tp2/c/src/ex3.cu
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148
gpu/tp2/c/src/ex3.cu
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#include "Matrix.h"
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int main()
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{
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{
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const int rows = 4;
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const int cols = 4;
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// instantiate two matrices of integers on the device
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linalg::Matrix<int> A(rows, cols);
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linalg::Matrix<int> B(rows, cols);
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// fill the two matrices
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A.to_cuda({ 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11,12,13,14,15,16});
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B.to_cuda({16,15,14,13,12,11,10, 9, 8, 7, 6, 5, 4, 3, 2, 1});
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// compute the sum
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auto C = A + B;
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// transfert the result on the host
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std::vector<int> c_res;
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C.to_cpu(c_res);
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C.free();
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// check results
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const std::vector<int> c_expected{17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17};
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if(c_res != c_expected) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (+):" << std::endl;
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std::cout << " expected: ";
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for(int i : c_expected) std::cout << i << " ";
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std::cout << std::endl;
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std::cout << " got: ";
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for(int i : c_res) std::cout << i << " ";
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std::cout << std::endl;
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} else {
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std::cout << "Success" << std::endl;
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}
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// compute the difference
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auto D = A - B;
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// transfert the result on the host
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std::vector<int> d_res;
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D.to_cpu(d_res);
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D.free();
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// check results
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const std::vector<int> d_expected{-15, -13, -11, -9, -7, -5, -3, -1, 1, 3, 5, 7, 9, 11, 13, 15};
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if(d_res != d_expected) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (-):" << std::endl;
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std::cout << " expected: ";
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for(int i : d_expected) std::cout << i << " ";
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std::cout << std::endl;
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std::cout << " got: ";
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for(int i : d_res) std::cout << i << " ";
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std::cout << std::endl;
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} else {
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std::cout << "Success" << std::endl;
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}
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}
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// ------------------------------------------------------------------------
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{
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const int rows = 89;
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const int cols = 128;
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linalg::Matrix<float> A(rows, cols);
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linalg::Matrix<float> B(rows, cols);
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std::vector<float> a_values(rows*cols);
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std::vector<float> b_values(rows*cols);
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for(int i = 0; i < rows*cols; ++i) {
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a_values[i] = 1 + float(i) / 100;
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b_values[i] = std::pow(-1, i) * float(i)/(rows*cols) * 100;
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}
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A.to_cuda(a_values);
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B.to_cuda(b_values);
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auto C = A + B;
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auto D = A - B;
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auto E = A * B;
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auto F = A / B;
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std::vector<float> c_values;
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C.to_cpu(c_values);
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std::vector<float> d_values;
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D.to_cpu(d_values);
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std::vector<float> e_values;
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E.to_cpu(e_values);
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std::vector<float> f_values;
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F.to_cpu(f_values);
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C.free();
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D.free();
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E.free();
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F.free();
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const float epsilon = 0.001;
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bool ok = true;
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for(int i = 0; i < rows*cols; ++i) {
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const float diff = std::abs( c_values[i] - (a_values[i] + b_values[i]) );
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if(diff > epsilon) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (+):" << std::endl;
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std::cout << " expected: " << a_values[i] + b_values[i] << std::endl;
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std::cout << " got: " << c_values[i] << std::endl;
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ok = false;
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break;
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}
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}
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if(ok) std::cout << "Success" << std::endl;
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ok = true;
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for(int i = 0; i < rows*cols; ++i) {
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const float diff = std::abs( d_values[i] - (a_values[i] - b_values[i]) );
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if(diff > epsilon) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (-):" << std::endl;
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std::cout << " expected: " << a_values[i] - b_values[i] << std::endl;
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std::cout << " got: " << d_values[i] << std::endl;
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ok = false;
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break;
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}
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}
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if(ok) std::cout << "Success" << std::endl;
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ok = true;
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for(int i = 0; i < rows*cols; ++i) {
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const float diff = std::abs( e_values[i] - (a_values[i] * b_values[i]) );
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if(diff > epsilon) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (*):" << std::endl;
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std::cout << " expected: " << a_values[i] * b_values[i] << std::endl;
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std::cout << " got: " << e_values[i] << std::endl;
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ok = false;
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break;
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}
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}
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if(ok) std::cout << "Success" << std::endl;
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ok = true;
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for(int i = 0; i < rows*cols; ++i) {
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const float diff = std::abs( f_values[i] - (a_values[i] / b_values[i]) );
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if(diff > epsilon) {
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std::cout << __FILE__ << ":" << __LINE__ << ": Failure (/):" << std::endl;
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std::cout << " expected: " << a_values[i] / b_values[i] << std::endl;
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std::cout << " got: " << f_values[i] << std::endl;
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ok = false;
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break;
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}
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}
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if(ok) std::cout << "Success" << std::endl;
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}
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return 0;
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}
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