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QR solver #20
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shikharvashistha
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QR solver #20
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,59 @@ | ||
#pragma once | ||
#include <universal/blas/matrix.hpp> | ||
#include <norms.hpp> | ||
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||
namespace sw | ||
{ | ||
namespace hprblas | ||
{ | ||
template <typename Scalar> | ||
auto qr(const universal::blas::matrix<Scalar> &A, | ||
universal::blas::matrix<Scalar> &Q, | ||
universal::blas::matrix<Scalar> &R) | ||
{ | ||
using size_type = typename universal::blas::matrix<Scalar>::size_type; | ||
size_type n = num_rows(A), m = num_cols(A); | ||
for (size_type i = 0; i < m; ++i) | ||
{ | ||
universal::blas::matrix<Scalar> v = help(A, 0, n, q); | ||
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if (i > 0) | ||
{ | ||
help(R, 0, i, i, i) = transpose(help(R, 0, n, 0, i)) * help(A, 0, n, i, i); | ||
//Problem => function should change value of the given matrix | ||
v = help(A, 0, n, i, i) - help(Q, 0, n, 0, i) * help(R, 0, i, i, i); | ||
} | ||
R(i, i) = frobenius_norm(v); | ||
help(Q, 0, n, i, i) = v / R(i, i); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. same is the case here. |
||
} | ||
return std::make_pair(Q, R); | ||
} | ||
template <typename Scalar> | ||
auto qr(const universal::blas::matrix<Scalar> &A) | ||
{ | ||
using size_type = typename universal::blas::matrix<Scalar>::size_type; | ||
size_type m = num_cols(A), n = num_rows(A); | ||
universal::blas::matrix<Scalar> Q(n, m), R(n, n); | ||
qr(A, Q, R); | ||
return std::make_pair(Q, R); | ||
} | ||
template <typename Scalar> | ||
universal::blas::matrix<Scalar> help(const universal::blas::matrix<Scalar> &A, Scalar rb, Scalar re, Scalar cb, Scalar ce) | ||
{ | ||
using size_type = typename universal::blas::matrix<Scalar>::size_type; | ||
universal::blas::matrix<Scalar> B(re - rb + 1, ce - cb + 1); | ||
size_type p = 1, q = 1; | ||
for (size_type i = rb; i <= re; ++i) | ||
{ | ||
for (size_type j = cb; j <= ce; ++j) | ||
{ | ||
B(p, q) = A(i, j); | ||
++q; | ||
} | ||
++p; | ||
} | ||
return B; | ||
} | ||
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} // namespace hprblas | ||
} // namespace sw |
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Function should change the value of R in place which is not achieved yet.