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matrix: rename matrix to mat, and merge with mat64 and cmat128.
This merges the three packages, matrix, mat64, and cmat128. It then renames this big package to mat. It fixes the import statements and corresponding code
This commit is contained in:
296
mat/solve_test.go
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296
mat/solve_test.go
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// Copyright ©2015 The gonum Authors. All rights reserved.
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// Use of this source code is governed by a BSD-style
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// license that can be found in the LICENSE file.
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package mat
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import (
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"math/rand"
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"testing"
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)
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func TestSolve(t *testing.T) {
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// Hand-coded cases.
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for _, test := range []struct {
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a [][]float64
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b [][]float64
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ans [][]float64
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shouldErr bool
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}{
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{
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a: [][]float64{{6}},
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b: [][]float64{{3}},
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ans: [][]float64{{0.5}},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{1, 0, 0},
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{0, 1, 0},
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{0, 0, 1},
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},
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b: [][]float64{
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{3},
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{2},
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{1},
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},
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ans: [][]float64{
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{3},
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{2},
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{1},
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},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{0.8147, 0.9134, 0.5528},
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{0.9058, 0.6324, 0.8723},
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{0.1270, 0.0975, 0.7612},
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},
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b: [][]float64{
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{0.278},
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{0.547},
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{0.958},
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},
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ans: [][]float64{
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{-0.932687281002860},
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{0.303963920182067},
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{1.375216503507109},
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},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{0.8147, 0.9134, 0.5528},
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{0.9058, 0.6324, 0.8723},
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},
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b: [][]float64{
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{0.278},
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{0.547},
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},
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ans: [][]float64{
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{0.25919787248965376},
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{-0.25560256266441034},
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{0.5432324059702451},
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},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{0.8147, 0.9134, 0.9},
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{0.9058, 0.6324, 0.9},
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{0.1270, 0.0975, 0.1},
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{1.6, 2.8, -3.5},
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},
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b: [][]float64{
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{0.278},
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{0.547},
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{-0.958},
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{1.452},
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},
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ans: [][]float64{
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{0.820970340787782},
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{-0.218604626527306},
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{-0.212938815234215},
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},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{0.8147, 0.9134, 0.231, -1.65},
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{0.9058, 0.6324, 0.9, 0.72},
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{0.1270, 0.0975, 0.1, 1.723},
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{1.6, 2.8, -3.5, 0.987},
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{7.231, 9.154, 1.823, 0.9},
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},
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b: [][]float64{
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{0.278, 8.635},
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{0.547, 9.125},
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{-0.958, -0.762},
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{1.452, 1.444},
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{1.999, -7.234},
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},
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ans: [][]float64{
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{1.863006789511373, 44.467887791812750},
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{-1.127270935407224, -34.073794226035126},
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{-0.527926457947330, -8.032133759788573},
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{-0.248621916204897, -2.366366415805275},
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},
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shouldErr: false,
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},
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{
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a: [][]float64{
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{0, 0},
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{0, 0},
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},
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b: [][]float64{
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{3},
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{2},
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},
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ans: nil,
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shouldErr: true,
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},
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{
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a: [][]float64{
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{0, 0},
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{0, 0},
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{0, 0},
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},
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b: [][]float64{
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{3},
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{2},
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{1},
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},
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ans: nil,
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shouldErr: true,
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},
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{
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a: [][]float64{
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{0, 0, 0},
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{0, 0, 0},
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},
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b: [][]float64{
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{3},
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{2},
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},
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ans: nil,
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shouldErr: true,
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},
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} {
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a := NewDense(flatten(test.a))
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b := NewDense(flatten(test.b))
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var ans *Dense
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if test.ans != nil {
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ans = NewDense(flatten(test.ans))
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}
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var x Dense
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err := x.Solve(a, b)
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if err != nil {
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if !test.shouldErr {
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t.Errorf("Unexpected solve error: %s", err)
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}
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continue
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}
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if err == nil && test.shouldErr {
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t.Errorf("Did not error during solve.")
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continue
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}
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if !EqualApprox(&x, ans, 1e-12) {
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t.Errorf("Solve answer mismatch. Want %v, got %v", ans, x)
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}
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}
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// Random Cases.
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for _, test := range []struct {
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m, n, bc int
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}{
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{5, 5, 1},
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{5, 10, 1},
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{10, 5, 1},
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{5, 5, 7},
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{5, 10, 7},
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{10, 5, 7},
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{5, 5, 12},
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{5, 10, 12},
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{10, 5, 12},
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} {
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m := test.m
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n := test.n
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bc := test.bc
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a := NewDense(m, n, nil)
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for i := 0; i < m; i++ {
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for j := 0; j < n; j++ {
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a.Set(i, j, rand.Float64())
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}
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}
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br := m
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b := NewDense(br, bc, nil)
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for i := 0; i < br; i++ {
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for j := 0; j < bc; j++ {
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b.Set(i, j, rand.Float64())
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}
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}
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var x Dense
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x.Solve(a, b)
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// Test that the normal equations hold.
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// A^T * A * x = A^T * b
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var tmp, lhs, rhs Dense
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tmp.Mul(a.T(), a)
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lhs.Mul(&tmp, &x)
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rhs.Mul(a.T(), b)
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if !EqualApprox(&lhs, &rhs, 1e-10) {
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t.Errorf("Normal equations do not hold.\nLHS: %v\n, RHS: %v\n", lhs, rhs)
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}
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}
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// Use testTwoInput.
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method := func(receiver, a, b Matrix) {
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type Solver interface {
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Solve(a, b Matrix) error
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}
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rd := receiver.(Solver)
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rd.Solve(a, b)
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}
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denseComparison := func(receiver, a, b *Dense) {
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receiver.Solve(a, b)
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}
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testTwoInput(t, "Solve", &Dense{}, method, denseComparison, legalTypesAll, legalSizeSolve, 1e-7)
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}
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func TestSolveVec(t *testing.T) {
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for _, test := range []struct {
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m, n int
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}{
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{5, 5},
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{5, 10},
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{10, 5},
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{5, 5},
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{5, 10},
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{10, 5},
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{5, 5},
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{5, 10},
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{10, 5},
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} {
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m := test.m
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n := test.n
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a := NewDense(m, n, nil)
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for i := 0; i < m; i++ {
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for j := 0; j < n; j++ {
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a.Set(i, j, rand.Float64())
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}
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}
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br := m
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b := NewVector(br, nil)
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for i := 0; i < br; i++ {
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b.SetVec(i, rand.Float64())
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}
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var x Vector
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x.SolveVec(a, b)
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// Test that the normal equations hold.
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// A^T * A * x = A^T * b
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var tmp, lhs, rhs Dense
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tmp.Mul(a.T(), a)
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lhs.Mul(&tmp, &x)
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rhs.Mul(a.T(), b)
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if !EqualApprox(&lhs, &rhs, 1e-10) {
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t.Errorf("Normal equations do not hold.\nLHS: %v\n, RHS: %v\n", lhs, rhs)
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}
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}
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// Use testTwoInput
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method := func(receiver, a, b Matrix) {
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type SolveVecer interface {
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SolveVec(a Matrix, b *Vector) error
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}
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rd := receiver.(SolveVecer)
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rd.SolveVec(a, b.(*Vector))
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}
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denseComparison := func(receiver, a, b *Dense) {
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receiver.Solve(a, b)
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}
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testTwoInput(t, "SolveVec", &Vector{}, method, denseComparison, legalTypesNotVecVec, legalSizeSolve, 1e-12)
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}
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