almost complete. Need to doublecheck names for functions in *_serial.h
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@@ -0,0 +1,42 @@
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#pragma once
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#include <cstdint> //uint64_t
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#include <stdexcept> // std::runtime_error
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#include "../utils/vector.h"
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#include "../utils/matrix.h"
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namespace numerics::detail{
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// ---------------- Vector * Vector ----------------
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template <typename T>
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inline T dot_serial(const utils::Vector<T>& v, const utils::Vector<T>& p) {
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const uint64_t N = v.size();
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if (N != p.size()) {
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throw std::runtime_error("dot_serial: dimension mismatch");
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}
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T dot_product = T{0};
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for (uint64_t i = 0; i < N; ++i){
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dot_product += v[i]*p[i];
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}
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return dot_product;
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}
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// ---------------- Matrix * Vector ----------------
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template <typename T>
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inline utils::Vector<T> dot_serial(const utils::Matrix<T>& A, const utils::Vector<T>& v) {
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const uint64_t rows = A.rows();
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const uint64_t cols = A.cols();
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if (cols != v.size()) {
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throw std::runtime_error("dot_serial: dimension mismatch");
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}
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utils::Vector<T> dot_product(rows, T{0});
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for (uint64_t j = 0; j < cols; ++j){
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for (uint64_t i = 0; i < rows; ++i){
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dot_product[i] += A(i,j)*v[j];
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}
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}
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return dot_product;
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}
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} // namespace numerics
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@@ -0,0 +1,47 @@
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#pragma once
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#include <cstdint> //uint64_t
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//#include <stdexcept> // std::runtime_error
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#include "../utils/vector.h"
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#include "../utils/matrix.h"
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namespace numerics::detail{
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// ---------------- Matrix ----------------
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template <typename T>
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inline bool equal_serial(const utils::Matrix<T>& A, const utils::Matrix<T> & B) {
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const uint64_t rows = A.rows();
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const uint64_t cols = A.cols();
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if ((rows != B.rows()) || (cols != B.cols())){
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return false;
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}
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for (uint64_t i = 0; i < rows; ++i){
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for (uint64_t j = 0; j < cols; ++j){
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if (A(i,j) != B(i,j)){
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return false;
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}
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}
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}
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return true;
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}
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// ---------------- Vector ----------------
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template <typename T>
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inline bool equal_serial(const utils::Vector<T>& v, const utils::Vector<T>& p) {
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const uint64_t N = v.size();
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if (N != p.size()){
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return false;
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}
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for (uint64_t i = 0; i < N; ++i){
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if ((v[i] != p[i])){
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return false;
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}
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}
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return true;
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}
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} // namespace numerics
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@@ -0,0 +1,49 @@
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#pragma once
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#include <cstdint> //uint64_t
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//#include <stdexcept> // std::runtime_error
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#include "../utils/vector.h"
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#include "../utils/matrix.h"
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#include <cmath> // std::abs
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namespace numerics::detail{
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// ---------------- Matrix ----------------
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template <typename T>
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inline bool isclose_serial(const utils::Matrix<T>& A, const utils::Matrix<T> & B, const T tol = T{1e-5}) {
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const uint64_t rows = A.rows();
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const uint64_t cols = A.cols();
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if ((rows != B.rows()) || (cols != B.cols())){
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return false;
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}
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for (uint64_t i = 0; i < rows; ++i){
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for (uint64_t j = 0; j < cols; ++j){
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if (static_cast<T>(std::abs(A(i,j)-B(i,j))) > tol){
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return false;
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}
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}
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}
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return true;
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}
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// ---------------- Vector ----------------
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template <typename T>
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inline bool isclose_serial(const utils::Vector<T>& v, const utils::Vector<T>& p, const T tol = T{1e-5}) {
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const uint64_t N = v.size();
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if (N != p.size()){
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return false;
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}
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for (uint64_t i = 0; i < N; ++i){
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if (static_cast<T>(std::abs((v[i]-p[i]))) > tol){
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return false;
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}
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}
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return true;
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}
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} // namespace numerics
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@@ -0,0 +1,35 @@
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#pragma once
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#include <cstdint> //uint64_t
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#include <stdexcept> // std::runtime_error
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#include "../utils/vector.h"
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#include "../utils/matrix.h"
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namespace numerics::detail{
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// ---------------- Matrix * Matrix ----------------
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template <typename T>
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inline utils::Matrix<T> matmul_serial(const utils::Matrix<T>& A, const utils::Matrix<T>& B){
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const uint64_t m = A.rows();
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const uint64_t n = A.cols(); // also B.rows()
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const uint64_t p = B.cols();
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if(n != B.rows()){
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throw std::runtime_error("matmul: dimension mismatch");
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}
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T tmp;
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utils::Matrix<T> C(m, p, T{0});
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for (uint64_t i = 0; i < m; ++i){
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for (uint64_t j = 0; j < n; ++j){
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tmp = A(i,j);
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for (uint64_t k = 0; k < p; ++k){
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C(i,k) += tmp * B(j,k);
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}
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}
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}
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return C;
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}
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} // namespace numerics
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@@ -0,0 +1,63 @@
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#pragma once
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#include <cstdint> //uint64_t
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//#include <stdexcept> // std::runtime_error
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#include <random>
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#include <type_traits>
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#include "../utils/vector.h"
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#include "../utils/matrix.h"
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namespace numerics::detail{
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// Shared engine
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inline std::mt19937& rng() {
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static std::random_device rd;
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static std::mt19937 gen(rd());
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return gen;
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}
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// Integral overload
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template <
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typename T,
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typename std::enable_if<std::is_integral<T>::value, int>::type = 0
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>
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inline T random(const T low, const T high) {
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std::uniform_int_distribution<T> dist(low, high);
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return dist(rng());
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}
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// Floating-point overload
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template <
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typename T,
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typename std::enable_if<std::is_floating_point<T>::value, int>::type = 0
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>
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inline T random(const T low, const T high) {
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std::uniform_real_distribution<T> dist(low, high);
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return dist(rng());
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}
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// ---------------- Matrix ----------------
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template <typename T>
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inline void inplace_random_serial(utils::Matrix<T>& A, const T low, const T high) {
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const uint64_t rows = A.rows();
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const uint64_t cols = A.cols();
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for (uint64_t i = 0; i < rows; ++i){
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for (uint64_t j = 0; j < cols; ++j){
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A(i,j) = random(low, high);
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}
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}
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}
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// ---------------- Vector ----------------
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template <typename T>
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inline void inplace_random_serial(utils::Vector<T>& v, const T low, const T high) {
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const uint64_t N = v.size();
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for (uint64_t i = 0; i < N; ++i){
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v[i] = random(low, high);
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}
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}
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} // namespace numerics
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