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import * as mathjs from 'mathjs'; | |
import mat from './mat.mjs'; | |
const m = [ | |
[3, -1, 2], | |
[4, 1, 0], | |
[-3, 2, 1], | |
[1, 1, 5], | |
[-2, 0, 3], | |
]; | |
const b = [[10], [10], [-5], [15], [0]]; | |
const m2 = [ | |
[1, 0, 0, 0], | |
[0, 2, 0, 0], | |
[0, 0, 3, 0], | |
[0, 0, 0, 4] | |
]; | |
const b2 = [[-1], [-1], [-1], [-1]]; | |
function qrsolve(A, b) { | |
const { Q, R } = mathjs.qr(A); | |
const dim1 = A[0].length; | |
return mathjs.multiply( | |
mathjs.inv(R.slice(0, dim1)), | |
mathjs.transpose(Q).slice(0, dim1), | |
b, | |
); | |
} | |
function run(label, fn) { | |
console.time(label); | |
for (let i = 0; i < 1e6; i++) { | |
fn(); | |
} | |
console.timeEnd(label); | |
} | |
run('qrsolve()', () => qrsolve(m, b)); | |
run('mat.QRDecomposition()', () => mat.QRDecomposition(m, b)) | |
run('mathjs.lusolve()', () => mathjs.lusolve(m2, b2)); | |
run('mat.LUDecomposition()', () => mat.LUDecomposition(m2, b2)) |
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