use rsparse::data::Sprs; #[test] fn gmres_1() { let a = Sprs::new_from_vec(&[ vec![0.888641, 0.477151, 0.764081, 0.244348, 0.662542], vec![0.695741, 0.991383, 0.800932, 0.089616, 0.250400], vec![0.149974, 0.584978, 0.937576, 0.870798, 0.990016], vec![0.429292, 0.459984, 0.056629, 0.567589, 0.048561], vec![0.454428, 0.253192, 0.173598, 0.321640, 0.632031], ]); let b = vec![0.104594, 0.437549, 0.040264, 0.298842, 0.254451]; let blen = b.len(); let mut x = vec![0.; blen]; gmres::gmres(&a, &b, &mut x, 100, 1e-5).unwrap(); gmres::test_utils::assert_eq_f_vec( &x, &vec![0.037919, 0.888551, -0.657575, -0.181680, 0.292447], 1e-5, ); } #[test] fn gmres_2() { let a = rsparse::data::Sprs::new_from_vec(&vec![ vec![ 0.829249, 0.840489, 0.491398, 0.990879, 0.843562, 0.360316, 0.592024, 0.524620, 0.506004, 0.614935, 0.659411, 0.209845, 0.112189, 0.505795, 0.970523, 0.184061, 0.621133, 0.342666, 0.413600, 0.289159, 0.259876, 0.791803, 0.786892, 0.022102, 0.189229, 0.578323, 0.326713, 0.643029, 0.868748, 0.528043, 0.964232, 0.695923, 0.184112, 0.699952, 0.090005, 0.935594, 0.885974, 0.505640, 0.413389, 0.030017, 0.376654, 0.234139, 0.298156, 0.342141, 0.311586, 0.196629, 0.547320, 0.413326, 0.615123, 0.511403, 0.335776, 0.298275, 0.329842, 0.523859, 0.676906, 0.771259, 0.498720, 0.034087, 0.425720, 0.131133, 0.459436, 0.879806, 0.541253, 0.673425, 0.713441, 0.156603, 0.675055, 0.371093, 0.387146, 0.463792, 0.717640, 0.795549, 0.597067, 0.479827, 0.230472, 0.733538, 0.738083, 0.626734, 0.174609, 0.667463, 0.537587, 0.878370, 0.470583, 0.711187, 0.227753, 0.471611, 0.323920, 0.721941, 0.195639, 0.352514, 0.455741, 0.657580, 0.491989, 0.648669, 0.323564, 0.685538, 0.357739, 0.533020, 0.168912, 0.502757, ], vec![ 0.052972, 0.807623, 0.588008, 0.892647, 0.306956, 0.770338, 0.252985, 0.821605, 0.534631, 0.906609, 0.392865, 0.841761, 0.769443, 0.632106, 0.473569, 0.124435, 0.537721, 0.946273, 0.143628, 0.668949, 0.856613, 0.062018, 0.740459, 0.284707, 0.780344, 0.547067, 0.063573, 0.656636, 0.310523, 0.673257, 0.805318, 0.131419, 0.622611, 0.624311, 0.277564, 0.125393, 0.342999, 0.377722, 0.930096, 0.645307, 0.264439, 0.499388, 0.986543, 0.659634, 0.187584, 0.739269, 0.218953, 0.657332, 0.825311, 0.882059, 0.980814, 0.014797, 0.010884, 0.740967, 0.721380, 0.812672, 0.709737, 0.821703, 0.301075, 0.812458, 0.015707, 0.046873, 0.037711, 0.089347, 0.631466, 0.738447, 0.076927, 0.027261, 0.166389, 0.590845, 0.348639, 0.098111, 0.132922, 0.738493, 0.123329, 0.285208, 0.918634, 0.765525, 0.704006, 0.262920, 0.296877, 0.602226, 0.167708, 0.062525, 0.535267, 0.449238, 0.054817, 0.639044, 0.870808, 0.508261, 0.399161, 0.561410, 0.448789, 0.944141, 0.201242, 0.307132, 0.125013, 0.480040, 0.640826, 0.148815, ], vec![ 0.851285, 0.029038, 0.986036, 0.994902, 0.720399, 0.904241, 0.749765, 0.856878, 0.022523, 0.176103, 0.542184, 0.278506, 0.094319, 0.025316, 0.687116, 0.242974, 0.625793, 0.706221, 0.945494, 0.701403, 0.363385, 0.400307, 0.655366, 0.122466, 0.279828, 0.504100, 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0.573165, 0.473279, 0.635339, 0.855153, 0.479188, 0.491342, 0.157398, 0.244989, 0.880600, 0.488232, 0.088725, 0.148687, 0.807884, 0.040370, 0.321145, 0.955619, 0.894232, 0.490185, 0.771673, 0.396548, 0.527706, 0.682142, 0.582845, 0.692798, 0.279287, 0.950395, 0.518254, 0.332688, 0.226162, 0.696043, 0.800914, 0.412377, 0.053427, 0.656549, 0.858836, 0.425198, 0.384759, 0.719302, 0.266077, 0.294405, 0.756145, 0.837195, 0.459866, 0.424633, 0.638560, 0.136626, 0.662025, 0.795192, 0.470021, 0.272610, 0.080057, 0.515518, 0.185045, 0.750913, 0.091000, 0.618539, 0.999518, 0.333171, 0.453275, 0.964766, 0.320476, 0.499410, 0.367983, 0.554014, 0.624359, 0.361245, 0.659127, 0.030530, ], vec![ 0.541450, 0.326682, 0.493751, 0.595824, 0.198312, 0.528668, 0.434621, 0.121539, 0.344681, 0.082551, 0.926186, 0.424352, 0.450349, 0.273537, 0.937947, 0.993802, 0.384005, 0.003762, 0.020093, 0.931863, 0.427244, 0.764038, 0.278736, 0.519680, 0.969846, 0.544371, 0.000473, 0.850520, 0.269719, 0.552172, 0.338287, 0.213773, 0.785926, 0.337834, 0.201188, 0.290089, 0.094256, 0.146919, 0.668032, 0.460593, 0.337857, 0.324347, 0.377829, 0.236532, 0.650564, 0.882158, 0.467869, 0.211029, 0.418491, 0.394988, 0.682080, 0.708376, 0.145703, 0.013031, 0.000839, 0.242395, 0.123920, 0.109264, 0.211272, 0.997265, 0.080744, 0.263878, 0.634798, 0.974400, 0.492222, 0.753909, 0.258176, 0.925077, 0.348132, 0.278827, 0.305772, 0.209860, 0.988484, 0.706407, 0.844146, 0.819737, 0.823637, 0.871333, 0.871009, 0.817800, 0.503435, 0.734681, 0.539954, 0.209751, 0.823975, 0.308685, 0.016709, 0.004029, 0.284065, 0.190080, 0.486665, 0.226066, 0.825671, 0.084182, 0.550760, 0.756567, 0.349516, 0.922150, 0.738827, 0.359999, ], vec![ 0.082850, 0.593218, 0.907150, 0.093093, 0.186109, 0.418832, 0.753774, 0.941446, 0.046280, 0.935688, 0.041002, 0.692043, 0.468565, 0.824347, 0.980497, 0.035799, 0.879308, 0.008259, 0.575332, 0.842561, 0.474193, 0.083182, 0.147034, 0.554209, 0.340582, 0.864616, 0.251687, 0.332781, 0.775827, 0.663985, 0.100917, 0.271700, 0.954200, 0.516767, 0.330019, 0.522933, 0.827360, 0.346472, 0.941852, 0.724125, 0.692128, 0.349150, 0.721556, 0.687982, 0.907592, 0.990664, 0.138820, 0.005955, 0.870524, 0.173980, 0.620045, 0.472694, 0.731561, 0.084521, 0.437975, 0.308196, 0.534085, 0.463350, 0.105214, 0.055406, 0.271371, 0.663612, 0.121531, 0.417351, 0.123097, 0.126206, 0.469915, 0.275560, 0.077274, 0.775930, 0.819095, 0.622323, 0.338953, 0.099199, 0.708458, 0.902514, 0.194785, 0.199452, 0.533694, 0.792308, 0.236225, 0.855366, 0.764852, 0.929938, 0.502141, 0.113873, 0.239034, 0.897069, 0.552722, 0.979311, 0.062708, 0.891820, 0.750998, 0.867649, 0.718376, 0.849118, 0.927453, 0.806021, 0.886265, 0.823147, ], vec![ 0.686949, 0.259152, 0.946692, 0.867184, 0.906007, 0.041842, 0.881030, 0.944338, 0.093182, 0.733841, 0.784662, 0.213677, 0.718862, 0.385865, 0.421639, 0.431780, 0.028630, 0.451600, 0.494828, 0.940045, 0.703620, 0.315345, 0.735231, 0.459263, 0.049977, 0.842213, 0.084293, 0.985769, 0.618253, 0.106536, 0.149601, 0.988167, 0.000073, 0.375734, 0.371186, 0.819722, 0.723270, 0.069742, 0.200927, 0.239090, 0.205002, 0.730474, 0.076241, 0.394933, 0.031816, 0.328633, 0.840457, 0.581585, 0.590768, 0.263369, 0.113937, 0.077048, 0.468780, 0.365900, 0.275841, 0.579733, 0.660903, 0.412015, 0.924453, 0.874036, 0.054835, 0.175944, 0.994625, 0.532160, 0.499786, 0.310851, 0.847095, 0.399942, 0.640776, 0.974209, 0.790387, 0.894041, 0.464800, 0.188411, 0.586022, 0.775581, 0.151187, 0.642866, 0.402541, 0.640836, 0.112908, 0.511851, 0.561770, 0.565827, 0.431670, 0.899140, 0.759983, 0.792079, 0.818910, 0.166895, 0.021111, 0.748574, 0.912614, 0.979006, 0.603133, 0.432634, 0.381338, 0.249750, 0.470077, 0.587329, ], ]); let mut b = vec![ 3.73045259075922e-02, 7.45990754635266e-02, 5.12207468055731e-01, 3.28191712535224e-01, 8.76800140257546e-01, 7.34037817532722e-01, 4.38729241597929e-01, 7.21939088650094e-01, 3.22687151581890e-01, 3.95861946802132e-01, 8.60588191951404e-01, 6.54902095642560e-01, 2.80008939052450e-01, 4.66039987071647e-01, 4.12275701670015e-01, 7.87262982717151e-01, 2.77929884653350e-02, 2.24124758100736e-01, 5.23202838804890e-01, 3.08150032883395e-01, 1.85045271774858e-01, 3.08368821129728e-01, 4.54155556901365e-01, 1.76787920545537e-01, 5.86942683457846e-01, 3.71796946797314e-01, 4.24386223150579e-01, 3.45038647281630e-01, 5.23469781527129e-02, 7.81941179063797e-01, 7.41591455935106e-01, 1.96660964378926e-01, 6.13279256414871e-02, 7.65266539671466e-01, 9.43780752109507e-01, 7.14376638532635e-01, 3.05615153155325e-01, 8.93073684120232e-01, 7.96722252570953e-02, 5.72562311182015e-01, 3.46945458419047e-01, 2.28881808538174e-01, 1.58686937532912e-01, 3.82420090673940e-01, 4.71812978154128e-01, 9.45190927890755e-02, 2.44764862158745e-01, 8.61030658955068e-01, 9.08085546430822e-01, 7.76152819663245e-01, 1.26763272543996e-01, 1.87923871000679e-01, 2.81601964548069e-01, 7.67974013874323e-01, 8.01260473178382e-01, 7.25093166068181e-01, 6.63947487200616e-01, 6.87560275016912e-01, 4.66642790283607e-01, 1.78349039192176e-01, 7.53805998783346e-01, 2.81728844369952e-01, 8.58992564625016e-01, 2.11715933168336e-01, 2.97509817057088e-01, 8.56966539989645e-01, 5.79932540599845e-01, 2.27647487606585e-02, 5.41300685168922e-01, 5.08192552747177e-01, 7.15362371506813e-01, 9.07858578823732e-01, 8.67854078222383e-01, 7.54460455939571e-01, 1.99010506045865e-01, 8.88511362998113e-01, 3.12889708319166e-01, 1.51730928337946e-01, 8.35166457596176e-01, 9.47039354171250e-01, 4.08594115763801e-01, 1.05376496724426e-01, 8.18315939207355e-01, 6.11425011504191e-01, 9.73929335908847e-02, 7.75921049563237e-01, 2.08629139289150e-02, 7.49959080718901e-01, 7.97779919963327e-01, 4.69286579743194e-01, 3.03163421165841e-01, 8.82953871745905e-01, 5.84059786581468e-01, 8.67999853233405e-01, 2.01253592938406e-01, 6.14032940552312e-01, 3.17669461579839e-02, 3.98475563277102e-01, 4.98214241098276e-01, 5.67720289253916e-01, ]; let blen = b.len(); let mut x = vec![0.; blen]; gmres::gmres(&a, &b, &mut x, 100, 1e-5).unwrap(); // Calculate ground truth results rsparse::lusol(&a, &mut b, 1, 1e-12); gmres::test_utils::assert_eq_f_vec(&x, &b, 1e-10); } #[test] fn gmres_3() { let a = rsparse::data::Sprs::new_from_vec(&vec![ vec![ 0.044732, 0.093061, 0.027738, 0.797038, 0.135047, 0.927310, 0.117398, 0.910923, 0.340333, 0.228436, 0.778572, 0.663245, 0.815294, 0.199717, 0.517361, 0.544743, 0.225290, 0.295483, 0.938730, 0.230409, 0.054927, 0.711957, 0.587288, 0.114796, 0.943772, 0.675506, 0.675251, 0.984449, 0.506695, 0.439162, 0.690030, 0.485475, 0.240158, 0.308741, 0.650678, 0.464604, 0.774273, 0.667397, 0.041453, 0.178203, 0.546153, 0.819917, 0.461546, 0.578091, 0.813393, 0.012713, 0.379207, 0.056189, 0.713981, 0.616582, 0.545932, 0.190237, 0.087338, 0.627375, 0.625201, 0.378783, 0.411552, 0.380061, 0.426857, 0.423871, ], vec![ 0.802374, 0.041219, 0.731835, 0.987082, 0.134512, 0.343099, 0.820842, 0.477763, 0.273261, 0.498179, 0.325159, 0.516228, 0.947157, 0.985107, 0.602160, 0.780537, 0.045983, 0.386392, 0.636907, 0.026031, 0.744601, 0.672351, 0.318754, 0.202078, 0.885277, 0.641519, 0.263624, 0.654898, 0.961413, 0.612745, 0.959574, 0.085161, 0.256737, 0.791926, 0.363442, 0.459172, 0.382991, 0.490721, 0.484567, 0.127002, 0.871026, 0.289083, 0.693238, 0.899924, 0.713243, 0.940976, 0.429896, 0.317181, 0.975055, 0.533734, 0.362349, 0.100090, 0.249321, 0.508470, 0.773561, 0.214808, 0.020694, 0.357209, 0.282814, 0.078397, ], vec![ 0.568578, 0.737669, 0.598354, 0.819399, 0.884753, 0.564552, 0.198495, 0.382546, 0.491706, 0.465222, 0.197218, 0.881496, 0.040229, 0.909761, 0.787461, 0.030999, 0.299074, 0.917685, 0.711134, 0.384171, 0.402220, 0.552361, 0.556450, 0.053917, 0.088309, 0.924731, 0.336446, 0.031587, 0.807840, 0.128746, 0.794525, 0.500451, 0.085796, 0.741960, 0.220114, 0.298195, 0.273180, 0.566495, 0.107742, 0.729861, 0.707105, 0.661672, 0.698215, 0.506035, 0.212010, 0.615263, 0.138304, 0.866319, 0.573574, 0.239224, 0.622154, 0.748904, 0.288931, 0.663331, 0.711786, 0.066548, 0.981723, 0.082506, 0.646777, 0.747949, ], vec![ 0.272696, 0.698262, 0.938047, 0.629266, 0.993073, 0.059886, 0.239923, 0.613298, 0.559275, 0.853157, 0.510187, 0.919790, 0.859652, 0.928844, 0.182256, 0.899927, 0.963533, 0.287502, 0.022897, 0.605253, 0.086204, 0.143193, 0.733290, 0.743470, 0.447381, 0.143049, 0.400136, 0.714376, 0.702301, 0.239314, 0.093642, 0.793539, 0.104677, 0.397086, 0.093145, 0.996496, 0.083884, 0.443815, 0.241124, 0.220336, 0.329737, 0.664027, 0.525383, 0.544405, 0.369321, 0.547588, 0.187492, 0.730915, 0.489046, 0.259744, 0.892278, 0.025764, 0.875573, 0.953299, 0.603714, 0.915614, 0.083468, 0.218303, 0.516037, 0.572094, ], vec![ 0.128402, 0.700718, 0.333865, 0.450354, 0.277298, 0.885335, 0.271064, 0.279661, 0.453400, 0.939473, 0.184781, 0.184350, 0.112643, 0.468041, 0.022615, 0.596958, 0.007431, 0.558795, 0.311938, 0.982102, 0.708027, 0.793457, 0.572785, 0.983303, 0.424713, 0.631771, 0.843586, 0.332565, 0.085470, 0.395964, 0.445264, 0.596658, 0.599526, 0.879832, 0.258078, 0.283929, 0.704456, 0.388651, 0.747023, 0.455320, 0.224453, 0.684917, 0.822610, 0.169847, 0.281595, 0.734131, 0.376982, 0.779892, 0.108606, 0.166448, 0.992851, 0.573756, 0.189158, 0.819848, 0.607462, 0.205214, 0.257283, 0.645082, 0.594928, 0.212153, ], vec![ 0.814350, 0.975674, 0.806497, 0.109999, 0.694489, 0.801739, 0.404630, 0.109974, 0.235607, 0.371039, 0.466638, 0.645803, 0.114142, 0.891426, 0.028118, 0.523609, 0.841213, 0.028155, 0.336673, 0.582203, 0.021918, 0.777773, 0.995740, 0.397505, 0.186213, 0.095545, 0.304838, 0.375527, 0.442113, 0.438234, 0.537158, 0.646734, 0.440116, 0.544034, 0.523414, 0.224759, 0.970412, 0.840399, 0.351862, 0.699708, 0.448976, 0.436204, 0.239528, 0.286652, 0.006343, 0.094598, 0.248144, 0.760095, 0.859105, 0.501293, 0.329118, 0.266826, 0.259117, 0.222982, 0.662900, 0.359112, 0.307368, 0.357087, 0.720221, 0.184283, ], vec![ 0.052550, 0.341126, 0.831503, 0.459683, 0.278612, 0.278156, 0.395598, 0.230840, 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0.398793, 0.992232, 0.847598, 0.035266, 0.237580, 0.553219, 0.974816, 0.552752, 0.675778, 0.036649, 0.743701, 0.502519, 0.561563, 0.044274, ], vec![ 0.717588, 0.391885, 0.531894, 0.438138, 0.286838, 0.895233, 0.199585, 0.769103, 0.015548, 0.472222, 0.980745, 0.889933, 0.757034, 0.010947, 0.555388, 0.623160, 0.224004, 0.334210, 0.814503, 0.905949, 0.412310, 0.854752, 0.681286, 0.592058, 0.524455, 0.798084, 0.739273, 0.376393, 0.855590, 0.931165, 0.183954, 0.201781, 0.807473, 0.257752, 0.162590, 0.799882, 0.364508, 0.905326, 0.185655, 0.851154, 0.498127, 0.780982, 0.297537, 0.842711, 0.991490, 0.442478, 0.528159, 0.709780, 0.841146, 0.833535, 0.124072, 0.385525, 0.246343, 0.439330, 0.156657, 0.937190, 0.009575, 0.383094, 0.250349, 0.926642, ], vec![ 0.656009, 0.853402, 0.911609, 0.209106, 0.356999, 0.851002, 0.488322, 0.700833, 0.871205, 0.828054, 0.265873, 0.117257, 0.958334, 0.481560, 0.267123, 0.690008, 0.929507, 0.915864, 0.994829, 0.934175, 0.222843, 0.785734, 0.824794, 0.443354, 0.247401, 0.155327, 0.740985, 0.713366, 0.642685, 0.153623, 0.668226, 0.605654, 0.634542, 0.017302, 0.844957, 0.441795, 0.719835, 0.129142, 0.345233, 0.993763, 0.495423, 0.368200, 0.644163, 0.301380, 0.942098, 0.439735, 0.851511, 0.422113, 0.224917, 0.102172, 0.143375, 0.553705, 0.071367, 0.051194, 0.650959, 0.988937, 0.999603, 0.865123, 0.975600, 0.429501, ], vec![ 0.680957, 0.012278, 0.412268, 0.635186, 0.461900, 0.945398, 0.384719, 0.851508, 0.514803, 0.375134, 0.797807, 0.606366, 0.328485, 0.455943, 0.641608, 0.343388, 0.282984, 0.652237, 0.047416, 0.083914, 0.828108, 0.004430, 0.791230, 0.775672, 0.499119, 0.542491, 0.214785, 0.023494, 0.251978, 0.555601, 0.148116, 0.775118, 0.550668, 0.809842, 0.455437, 0.634420, 0.340441, 0.264960, 0.606659, 0.936713, 0.555364, 0.239194, 0.082033, 0.289047, 0.223099, 0.882264, 0.437932, 0.915543, 0.969981, 0.978824, 0.221983, 0.509405, 0.034326, 0.757667, 0.034634, 0.843914, 0.974817, 0.576468, 0.971822, 0.667681, ], vec![ 0.043237, 0.756649, 0.588029, 0.565295, 0.449742, 0.887096, 0.476502, 0.707131, 0.994710, 0.599821, 0.575838, 0.532749, 0.594480, 0.199746, 0.117792, 0.782459, 0.934565, 0.842822, 0.830096, 0.399619, 0.348195, 0.006916, 0.167560, 0.957516, 0.012306, 0.276702, 0.374099, 0.518398, 0.354020, 0.783684, 0.596010, 0.391547, 0.088525, 0.289861, 0.353505, 0.255719, 0.366731, 0.642730, 0.524007, 0.179304, 0.094595, 0.709571, 0.428160, 0.401503, 0.464473, 0.831048, 0.027036, 0.322358, 0.414514, 0.011316, 0.362786, 0.939110, 0.956179, 0.787792, 0.116419, 0.805702, 0.227140, 0.324270, 0.493986, 0.707463, ], vec![ 0.851248, 0.559666, 0.653864, 0.024516, 0.620255, 0.410360, 0.807555, 0.578085, 0.646249, 0.209317, 0.248317, 0.109134, 0.331006, 0.328590, 0.619640, 0.864381, 0.354480, 0.989999, 0.016004, 0.348857, 0.372811, 0.869483, 0.654832, 0.565792, 0.085185, 0.693563, 0.679371, 0.787204, 0.655263, 0.871857, 0.213823, 0.946576, 0.053404, 0.374315, 0.218311, 0.667830, 0.630765, 0.402840, 0.046054, 0.348162, 0.412055, 0.388006, 0.755816, 0.824322, 0.235725, 0.505586, 0.026168, 0.008039, 0.337644, 0.834842, 0.780630, 0.217861, 0.846377, 0.563684, 0.400950, 0.517872, 0.934515, 0.997697, 0.818525, 0.749393, ], vec![ 0.475862, 0.684755, 0.317806, 0.941620, 0.363734, 0.216026, 0.616529, 0.048868, 0.138749, 0.873582, 0.589361, 0.161885, 0.839376, 0.932731, 0.394668, 0.818312, 0.460028, 0.534175, 0.131570, 0.588188, 0.417276, 0.788490, 0.876987, 0.644452, 0.056356, 0.751926, 0.485019, 0.697346, 0.749601, 0.569541, 0.426061, 0.421336, 0.283656, 0.602685, 0.644248, 0.240870, 0.207879, 0.517004, 0.561935, 0.632277, 0.636271, 0.561755, 0.917809, 0.603806, 0.351498, 0.230152, 0.246403, 0.575840, 0.318298, 0.791161, 0.754142, 0.997457, 0.610899, 0.420023, 0.304679, 0.240971, 0.845711, 0.762479, 0.608256, 0.207205, ], vec![ 0.252000, 0.254961, 0.555938, 0.915087, 0.199361, 0.675487, 0.762354, 0.956402, 0.328614, 0.214481, 0.307340, 0.360495, 0.361917, 0.821943, 0.965521, 0.000117, 0.762997, 0.769917, 0.037841, 0.724225, 0.808572, 0.415445, 0.250772, 0.942250, 0.641865, 0.035049, 0.471431, 0.835409, 0.128827, 0.997074, 0.114109, 0.988716, 0.256342, 0.997177, 0.691979, 0.209780, 0.413484, 0.203447, 0.429923, 0.707520, 0.678685, 0.183019, 0.234782, 0.682397, 0.053152, 0.829697, 0.030928, 0.487110, 0.405067, 0.210090, 0.726233, 0.198883, 0.424108, 0.985036, 0.423128, 0.840038, 0.964322, 0.525194, 0.802358, 0.378975, ], vec![ 0.761388, 0.696800, 0.464820, 0.992955, 0.232311, 0.459939, 0.080047, 0.212505, 0.732204, 0.565565, 0.557064, 0.183185, 0.174738, 0.222669, 0.098678, 0.609201, 0.312049, 0.718944, 0.596469, 0.722007, 0.697590, 0.733314, 0.892149, 0.743791, 0.329752, 0.266595, 0.459046, 0.689578, 0.613218, 0.245741, 0.363397, 0.290245, 0.668626, 0.883309, 0.350855, 0.312168, 0.812087, 0.770517, 0.690729, 0.116681, 0.214347, 0.317960, 0.354817, 0.517033, 0.206564, 0.291425, 0.169569, 0.903661, 0.874062, 0.306794, 0.145189, 0.428936, 0.162311, 0.237513, 0.507463, 0.435573, 0.009852, 0.486045, 0.698494, 0.095053, ], vec![ 0.047899, 0.233362, 0.730286, 0.998360, 0.123589, 0.224007, 0.097970, 0.088768, 0.244506, 0.812410, 0.300000, 0.548607, 0.464327, 0.046151, 0.475826, 0.259847, 0.692454, 0.417272, 0.941125, 0.084987, 0.588731, 0.894512, 0.294232, 0.897429, 0.421111, 0.455148, 0.519016, 0.482612, 0.535661, 0.379584, 0.162458, 0.205625, 0.117492, 0.422765, 0.777089, 0.361987, 0.770271, 0.608338, 0.078046, 0.724179, 0.365041, 0.669966, 0.065371, 0.149431, 0.408882, 0.595872, 0.297741, 0.678593, 0.843044, 0.494777, 0.333467, 0.285525, 0.819010, 0.689193, 0.718263, 0.741709, 0.290715, 0.829989, 0.362931, 0.891149, ], vec![ 0.855711, 0.328700, 0.489329, 0.140945, 0.061207, 0.972378, 0.403653, 0.110110, 0.910331, 0.930531, 0.578001, 0.468502, 0.813193, 0.900188, 0.090710, 0.550483, 0.478947, 0.047997, 0.324190, 0.934257, 0.127069, 0.366934, 0.570377, 0.764205, 0.212759, 0.030577, 0.173744, 0.390929, 0.497327, 0.711738, 0.224573, 0.091236, 0.025331, 0.471399, 0.391572, 0.523858, 0.730510, 0.265835, 0.399341, 0.295239, 0.227267, 0.980804, 0.076674, 0.924017, 0.012851, 0.534189, 0.294377, 0.670793, 0.021361, 0.193009, 0.398998, 0.745283, 0.729456, 0.369107, 0.077077, 0.486665, 0.427456, 0.892588, 0.682019, 0.950435, ], vec![ 0.309240, 0.637170, 0.482529, 0.100963, 0.029120, 0.173709, 0.690778, 0.976250, 0.134581, 0.254229, 0.607138, 0.605741, 0.189415, 0.595813, 0.032113, 0.061219, 0.481492, 0.135159, 0.899018, 0.861669, 0.869650, 0.864590, 0.853972, 0.177737, 0.007933, 0.907860, 0.823674, 0.723268, 0.514800, 0.076330, 0.687539, 0.152151, 0.609309, 0.959552, 0.177357, 0.360650, 0.582923, 0.023025, 0.687543, 0.338386, 0.619336, 0.040458, 0.629032, 0.928508, 0.956931, 0.738355, 0.856107, 0.832392, 0.356019, 0.586776, 0.977892, 0.889799, 0.840326, 0.931421, 0.336480, 0.057312, 0.593863, 0.889736, 0.009920, 0.025758, ], ]); let mut b = vec![ 5.92787815347370e-01, 7.20538289465920e-01, 7.16012751351835e-01, 4.12362152569723e-03, 1.44589883032302e-02, 1.15637241275841e-02, 2.47133527168679e-01, 5.76417893266734e-01, 9.94888516033051e-01, 1.59927774743657e-01, 3.41741775513629e-01, 9.34362396931069e-01, 2.12021413981925e-01, 8.79893245079072e-01, 3.34520656799423e-01, 8.15237567044763e-01, 1.59119721714220e-02, 1.24010728831142e-01, 8.35633376101385e-02, 6.38348155260408e-02, 1.22272341262110e-01, 5.89614822522460e-01, 6.39589767124272e-02, 5.04391550866009e-01, 4.53753838832476e-01, 7.46890421386450e-02, 9.95374153480669e-01, 1.08042490661018e-01, 8.27924575651865e-01, 3.78698085944026e-01, 2.11288476634333e-02, 6.51785817056820e-01, 2.39080655834581e-01, 3.11873193781719e-01, 4.29514216370677e-02, 8.23118900590809e-01, 5.70789620305277e-01, 9.52781556997435e-01, 9.52897476554319e-02, 4.17510281583553e-01, 9.01714009203266e-01, 9.92784764080462e-01, 8.38894808828949e-03, 8.51951397370982e-01, 4.04956654772687e-01, 1.86621465819369e-01, 3.26832916993053e-01, 6.89127344161385e-01, 5.80948538506755e-01, 4.94475064449438e-01, 6.60399579754882e-01, 8.95265117314583e-02, 3.24586496662773e-01, 7.75567798066922e-01, 7.17614642883203e-02, 5.27746722266580e-01, 6.90909550322748e-02, 3.25815610384381e-02, 4.04817487040985e-01, 7.30952851929439e-02, ]; let blen = b.len(); let mut x = vec![0.; blen]; gmres::gmres(&a, &b, &mut x, 100, 1e-5).unwrap(); // Calculate ground truth results rsparse::lusol(&a, &mut b, 1, 1e-12); gmres::test_utils::assert_eq_f_vec(&x, &b, 1e-10); } #[test] fn gmres_4() { let a = rsparse::data::Sprs::new_from_vec(&vec![ vec![ 0.044732, 0.093061, 0.027738, 0.797038, 0.135047, 0.927310, 0.117398, 0.910923, 0.340333, 0.228436, 0.778572, 0.663245, 0.815294, 0.199717, 0.517361, 0.544743, 0.225290, 0.295483, 0.938730, 0.230409, 0.054927, 0.711957, 0.587288, 0.114796, 0.943772, 0.675506, 0.675251, 0.984449, 0.506695, 0.439162, 0.690030, 0.485475, 0.240158, 0.308741, 0.650678, 0.464604, 0.774273, 0.667397, 0.041453, 0.178203, 0.546153, 0.819917, 0.461546, 0.578091, 0.813393, 0.012713, 0.379207, 0.056189, 0.713981, 0.616582, 0.545932, 0.190237, 0.087338, 0.627375, 0.625201, 0.378783, 0.411552, 0.380061, 0.426857, 0.423871, ], vec![ 0.802374, 0.041219, 0.731835, 0.987082, 0.134512, 0.343099, 0.820842, 0.477763, 0.273261, 0.498179, 0.325159, 0.516228, 0.947157, 0.985107, 0.602160, 0.780537, 0.045983, 0.386392, 0.636907, 0.026031, 0.744601, 0.672351, 0.318754, 0.202078, 0.885277, 0.641519, 0.263624, 0.654898, 0.961413, 0.612745, 0.959574, 0.085161, 0.256737, 0.791926, 0.363442, 0.459172, 0.382991, 0.490721, 0.484567, 0.127002, 0.871026, 0.289083, 0.693238, 0.899924, 0.713243, 0.940976, 0.429896, 0.317181, 0.975055, 0.533734, 0.362349, 0.100090, 0.249321, 0.508470, 0.773561, 0.214808, 0.020694, 0.357209, 0.282814, 0.078397, ], vec![ 0.568578, 0.737669, 0.598354, 0.819399, 0.884753, 0.564552, 0.198495, 0.382546, 0.491706, 0.465222, 0.197218, 0.881496, 0.040229, 0.909761, 0.787461, 0.030999, 0.299074, 0.917685, 0.711134, 0.384171, 0.402220, 0.552361, 0.556450, 0.053917, 0.088309, 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0.033205, 0.736825, 0.817298, 0.836138, 0.975909, 0.933331, 0.301845, 0.838635, 0.208435, 0.638573, 0.456626, 0.186776, 0.890341, 0.563823, 0.411868, 0.687659, 0.798133, 0.221597, 0.121588, 0.785386, 0.477797, 0.569124, 0.753952, 0.226552, 0.303759, 0.534381, 0.859106, 0.679254, 0.918669, 0.394959, 0.101243, 0.114481, 0.798032, 0.845945, 0.016407, 0.489480, 0.934962, 0.879050, 0.993619, 0.145850, 0.063780, 0.617449, 0.008136, 0.040964, 0.626463, 0.403557, 0.029778, 0.831801, 0.027487, 0.588566, 0.057021, 0.345875, 0.577901, 0.764493, 0.638540, 0.468130, 0.549236, 0.194859, ], vec![ 0.576814, 0.705029, 0.854386, 0.303159, 0.465194, 0.520110, 0.615929, 0.596418, 0.171912, 0.366237, 0.735448, 0.219847, 0.740928, 0.271464, 0.276763, 0.708723, 0.524045, 0.821281, 0.628839, 0.934753, 0.089933, 0.998716, 0.242896, 0.840908, 0.119967, 0.365199, 0.208096, 0.438200, 0.430136, 0.581539, 0.073264, 0.675081, 0.788651, 0.336260, 0.593040, 0.342042, 0.083913, 0.520633, 0.088480, 0.284767, 0.528953, 0.085038, 0.594280, 0.568595, 0.269262, 0.633066, 0.657389, 0.423754, 0.424006, 0.662050, 0.171286, 0.497990, 0.137527, 0.260995, 0.757242, 0.988019, 0.101264, 0.383653, 0.125680, 0.163836, ], vec![ 0.189713, 0.121103, 0.098352, 0.638716, 0.261392, 0.880956, 0.740718, 0.650301, 0.752075, 0.077448, 0.991522, 0.003561, 0.524531, 0.743506, 0.007181, 0.291192, 0.422286, 0.398455, 0.213055, 0.725138, 0.755564, 0.569826, 0.086405, 0.945582, 0.229794, 0.379245, 0.334736, 0.714702, 0.861843, 0.655412, 0.312476, 0.678600, 0.429131, 0.698973, 0.014413, 0.265691, 0.500709, 0.789855, 0.870811, 0.399075, 0.294525, 0.981049, 0.001442, 0.821002, 0.410172, 0.730409, 0.596704, 0.727843, 0.546073, 0.430154, 0.063496, 0.202559, 0.264290, 0.485842, 0.303214, 0.396753, 0.238202, 0.160815, 0.703483, 0.804606, ], vec![ 0.137510, 0.662995, 0.271226, 0.664097, 0.721507, 0.135023, 0.625831, 0.513662, 0.908682, 0.826839, 0.870592, 0.293376, 0.080813, 0.236323, 0.590594, 0.971224, 0.620604, 0.959830, 0.483204, 0.313997, 0.981417, 0.724977, 0.935952, 0.855274, 0.225485, 0.414462, 0.541953, 0.664324, 0.214517, 0.570532, 0.414444, 0.584032, 0.009654, 0.876105, 0.205930, 0.844496, 0.723635, 0.033811, 0.907509, 0.922334, 0.813095, 0.048257, 0.123527, 0.761669, 0.987905, 0.743619, 0.398793, 0.992232, 0.847598, 0.035266, 0.237580, 0.553219, 0.974816, 0.552752, 0.675778, 0.036649, 0.743701, 0.502519, 0.561563, 0.044274, ], vec![ 0.717588, 0.391885, 0.531894, 0.438138, 0.286838, 0.895233, 0.199585, 0.769103, 0.015548, 0.472222, 0.980745, 0.889933, 0.757034, 0.010947, 0.555388, 0.623160, 0.224004, 0.334210, 0.814503, 0.905949, 0.412310, 0.854752, 0.681286, 0.592058, 0.524455, 0.798084, 0.739273, 0.376393, 0.855590, 0.931165, 0.183954, 0.201781, 0.807473, 0.257752, 0.162590, 0.799882, 0.364508, 0.905326, 0.185655, 0.851154, 0.498127, 0.780982, 0.297537, 0.842711, 0.991490, 0.442478, 0.528159, 0.709780, 0.841146, 0.833535, 0.124072, 0.385525, 0.246343, 0.439330, 0.156657, 0.937190, 0.009575, 0.383094, 0.250349, 0.926642, ], vec![ 0.656009, 0.853402, 0.911609, 0.209106, 0.356999, 0.851002, 0.488322, 0.700833, 0.871205, 0.828054, 0.265873, 0.117257, 0.958334, 0.481560, 0.267123, 0.690008, 0.929507, 0.915864, 0.994829, 0.934175, 0.222843, 0.785734, 0.824794, 0.443354, 0.247401, 0.155327, 0.740985, 0.713366, 0.642685, 0.153623, 0.668226, 0.605654, 0.634542, 0.017302, 0.844957, 0.441795, 0.719835, 0.129142, 0.345233, 0.993763, 0.495423, 0.368200, 0.644163, 0.301380, 0.942098, 0.439735, 0.851511, 0.422113, 0.224917, 0.102172, 0.143375, 0.553705, 0.071367, 0.051194, 0.650959, 0.988937, 0.999603, 0.865123, 0.975600, 0.429501, ], vec![ 0.680957, 0.012278, 0.412268, 0.635186, 0.461900, 0.945398, 0.384719, 0.851508, 0.514803, 0.375134, 0.797807, 0.606366, 0.328485, 0.455943, 0.641608, 0.343388, 0.282984, 0.652237, 0.047416, 0.083914, 0.828108, 0.004430, 0.791230, 0.775672, 0.499119, 0.542491, 0.214785, 0.023494, 0.251978, 0.555601, 0.148116, 0.775118, 0.550668, 0.809842, 0.455437, 0.634420, 0.340441, 0.264960, 0.606659, 0.936713, 0.555364, 0.239194, 0.082033, 0.289047, 0.223099, 0.882264, 0.437932, 0.915543, 0.969981, 0.978824, 0.221983, 0.509405, 0.034326, 0.757667, 0.034634, 0.843914, 0.974817, 0.576468, 0.971822, 0.667681, ], vec![ 0.043237, 0.756649, 0.588029, 0.565295, 0.449742, 0.887096, 0.476502, 0.707131, 0.994710, 0.599821, 0.575838, 0.532749, 0.594480, 0.199746, 0.117792, 0.782459, 0.934565, 0.842822, 0.830096, 0.399619, 0.348195, 0.006916, 0.167560, 0.957516, 0.012306, 0.276702, 0.374099, 0.518398, 0.354020, 0.783684, 0.596010, 0.391547, 0.088525, 0.289861, 0.353505, 0.255719, 0.366731, 0.642730, 0.524007, 0.179304, 0.094595, 0.709571, 0.428160, 0.401503, 0.464473, 0.831048, 0.027036, 0.322358, 0.414514, 0.011316, 0.362786, 0.939110, 0.956179, 0.787792, 0.116419, 0.805702, 0.227140, 0.324270, 0.493986, 0.707463, ], vec![ 0.851248, 0.559666, 0.653864, 0.024516, 0.620255, 0.410360, 0.807555, 0.578085, 0.646249, 0.209317, 0.248317, 0.109134, 0.331006, 0.328590, 0.619640, 0.864381, 0.354480, 0.989999, 0.016004, 0.348857, 0.372811, 0.869483, 0.654832, 0.565792, 0.085185, 0.693563, 0.679371, 0.787204, 0.655263, 0.871857, 0.213823, 0.946576, 0.053404, 0.374315, 0.218311, 0.667830, 0.630765, 0.402840, 0.046054, 0.348162, 0.412055, 0.388006, 0.755816, 0.824322, 0.235725, 0.505586, 0.026168, 0.008039, 0.337644, 0.834842, 0.780630, 0.217861, 0.846377, 0.563684, 0.400950, 0.517872, 0.934515, 0.997697, 0.818525, 0.749393, ], vec![ 0.475862, 0.684755, 0.317806, 0.941620, 0.363734, 0.216026, 0.616529, 0.048868, 0.138749, 0.873582, 0.589361, 0.161885, 0.839376, 0.932731, 0.394668, 0.818312, 0.460028, 0.534175, 0.131570, 0.588188, 0.417276, 0.788490, 0.876987, 0.644452, 0.056356, 0.751926, 0.485019, 0.697346, 0.749601, 0.569541, 0.426061, 0.421336, 0.283656, 0.602685, 0.644248, 0.240870, 0.207879, 0.517004, 0.561935, 0.632277, 0.636271, 0.561755, 0.917809, 0.603806, 0.351498, 0.230152, 0.246403, 0.575840, 0.318298, 0.791161, 0.754142, 0.997457, 0.610899, 0.420023, 0.304679, 0.240971, 0.845711, 0.762479, 0.608256, 0.207205, ], vec![ 0.252000, 0.254961, 0.555938, 0.915087, 0.199361, 0.675487, 0.762354, 0.956402, 0.328614, 0.214481, 0.307340, 0.360495, 0.361917, 0.821943, 0.965521, 0.000117, 0.762997, 0.769917, 0.037841, 0.724225, 0.808572, 0.415445, 0.250772, 0.942250, 0.641865, 0.035049, 0.471431, 0.835409, 0.128827, 0.997074, 0.114109, 0.988716, 0.256342, 0.997177, 0.691979, 0.209780, 0.413484, 0.203447, 0.429923, 0.707520, 0.678685, 0.183019, 0.234782, 0.682397, 0.053152, 0.829697, 0.030928, 0.487110, 0.405067, 0.210090, 0.726233, 0.198883, 0.424108, 0.985036, 0.423128, 0.840038, 0.964322, 0.525194, 0.802358, 0.378975, ], vec![ 0.761388, 0.696800, 0.464820, 0.992955, 0.232311, 0.459939, 0.080047, 0.212505, 0.732204, 0.565565, 0.557064, 0.183185, 0.174738, 0.222669, 0.098678, 0.609201, 0.312049, 0.718944, 0.596469, 0.722007, 0.697590, 0.733314, 0.892149, 0.743791, 0.329752, 0.266595, 0.459046, 0.689578, 0.613218, 0.245741, 0.363397, 0.290245, 0.668626, 0.883309, 0.350855, 0.312168, 0.812087, 0.770517, 0.690729, 0.116681, 0.214347, 0.317960, 0.354817, 0.517033, 0.206564, 0.291425, 0.169569, 0.903661, 0.874062, 0.306794, 0.145189, 0.428936, 0.162311, 0.237513, 0.507463, 0.435573, 0.009852, 0.486045, 0.698494, 0.095053, ], vec![ 0.047899, 0.233362, 0.730286, 0.998360, 0.123589, 0.224007, 0.097970, 0.088768, 0.244506, 0.812410, 0.300000, 0.548607, 0.464327, 0.046151, 0.475826, 0.259847, 0.692454, 0.417272, 0.941125, 0.084987, 0.588731, 0.894512, 0.294232, 0.897429, 0.421111, 0.455148, 0.519016, 0.482612, 0.535661, 0.379584, 0.162458, 0.205625, 0.117492, 0.422765, 0.777089, 0.361987, 0.770271, 0.608338, 0.078046, 0.724179, 0.365041, 0.669966, 0.065371, 0.149431, 0.408882, 0.595872, 0.297741, 0.678593, 0.843044, 0.494777, 0.333467, 0.285525, 0.819010, 0.689193, 0.718263, 0.741709, 0.290715, 0.829989, 0.362931, 0.891149, ], vec![ 0.855711, 0.328700, 0.489329, 0.140945, 0.061207, 0.972378, 0.403653, 0.110110, 0.910331, 0.930531, 0.578001, 0.468502, 0.813193, 0.900188, 0.090710, 0.550483, 0.478947, 0.047997, 0.324190, 0.934257, 0.127069, 0.366934, 0.570377, 0.764205, 0.212759, 0.030577, 0.173744, 0.390929, 0.497327, 0.711738, 0.224573, 0.091236, 0.025331, 0.471399, 0.391572, 0.523858, 0.730510, 0.265835, 0.399341, 0.295239, 0.227267, 0.980804, 0.076674, 66.924017, 0.012851, 0.534189, 0.294377, 0.670793, 0.021361, 0.193009, 0.398998, 0.745283, 0.729456, 0.369107, 0.077077, 0.486665, 0.427456, 0.892588, 0.682019, 0.950435, ], vec![ 0.309240, 0.637170, 0.482529, 0.100963, 0.029120, 0.173709, 0.690778, 0.976250, 0.134581, 0.254229, 0.607138, 0.605741, 0.189415, 0.595813, 0.032113, 0.061219, 0.481492, 0.135159, 0.899018, 0.861669, 0.869650, 0.864590, 0.853972, 0.177737, 0.007933, 0.907860, 0.823674, 0.723268, 0.514800, 0.076330, 0.687539, 0.152151, 0.609309, 0.959552, 0.177357, 0.360650, 0.582923, 0.023025, 0.687543, 0.338386, 0.619336, 0.040458, 0.629032, 0.928508, 0.956931, 0.738355, 0.856107, 0.832392, 0.356019, 0.586776, 0.977892, 0.889799, 0.840326, 0.931421, 0.336480, 0.057312, 0.593863, 0.889736, 430.009920, 0.025758, ], ]); let mut b = vec![ 5.92787815347370e-01, 7.20538289465920e-01, 7.16012751351835e-01, 4.12362152569723e-03, 1.44589883032302e-02, 1.15637241275841e-02, 2.47133527168679e-01, 5.76417893266734e-01, 9.94888516033051e-01, 1.59927774743657e-01, 3.41741775513629e-01, 9.34362396931069e-01, 2.12021413981925e-01, 8.79893245079072e-01, 3.34520656799423e-01, 8.15237567044763e-01, 1.59119721714220e-02, 1.24010728831142e-01, 8.35633376101385e-02, 6.38348155260408e-02, 1.22272341262110e-01, 5.89614822522460e-01, 6.39589767124272e-02, 5.04391550866009e-01, 4.53753838832476e-01, 7.46890421386450e-02, 9.95374153480669e-01, 1.08042490661018e-01, 8.27924575651865e-01, 3.78698085944026e-01, 2.11288476634333e-02, 6.51785817056820e-01, 2.39080655834581e-01, 3.11873193781719e-01, 4.29514216370677e-02, 8.23118900590809e-01, 5.70789620305277e-01, 9.52781556997435e-01, 9.52897476554319e-02, 4.17510281583553e-01, 9.01714009203266e-01, 9.92784764080462e-01, 8.38894808828949e-03, 8.51951397370982e-01, 4.04956654772687e-01, 1.86621465819369e-01, 3.26832916993053e-01, 6.89127344161385e-01, 5.80948538506755e-01, 4.94475064449438e-01, 6.60399579754882e-01, 8.95265117314583e-02, 3.24586496662773e-01, 7.75567798066922e-01, 7.17614642883203e-02, 5.27746722266580e-01, 6.90909550322748e-02, 3.25815610384381e-02, 4.04817487040985e-01, 7.30952851929439e-02, ]; let blen = b.len(); let mut x = vec![0.; blen]; gmres::gmres(&a, &b, &mut x, 100, 1e-5).unwrap(); // Calculate ground truth results rsparse::lusol(&a, &mut b, 1, 1e-12); gmres::test_utils::assert_eq_f_vec(&x, &b, 1e-10); } #[test] fn gmres_5() { let a = rsparse::data::Sprs::new_from_vec(&vec![ vec![ 0.517557, 0.535340, 0.113560, 0.670493, 0.951644, 0.931869, 0.505332, 0.663655, 0.690760, 0.199032, 0.656333, 0.389940, 0.038440, 0.473335, 0.127248, 0.280102, 0.551507, 0.634422, 0.078344, 0.272808, 0.849054, 0.885996, 0.898108, 0.588485, 0.095021, 0.655927, 0.958882, 0.011282, 0.987935, 0.759073, 0.163987, 0.420604, 0.863554, 0.154976, 0.142182, 0.368536, 0.074311, 0.452216, 0.963942, 0.072891, 0.957453, 0.913805, 0.999379, 0.343985, 0.215681, 0.622711, 0.186464, 0.527072, 0.181436, 0.639190, 0.680922, 0.829659, 0.362167, 0.259982, 0.013458, 0.983529, 0.837939, 0.004413, 0.855390, 0.826386, 0.681535, 0.922164, 0.230284, 0.564676, 0.101351, 0.794512, 0.256959, 0.659421, 0.403373, 0.865957, 0.353293, 0.424032, 0.314699, 0.790267, 0.379755, 0.160164, 0.101682, 0.555646, 0.696058, 0.652379, 0.261265, 0.640960, 0.994629, 0.526259, 0.510422, 0.462233, 0.416835, 0.543584, 0.797871, 0.153052, 0.066093, 0.380891, 0.341260, 0.353940, 0.381822, 0.700000, 0.644155, 0.259525, 0.125345, 0.213374, 0.904014, 0.839419, 0.974919, 0.783058, 0.255864, 0.893118, 0.847906, 0.311524, 0.862094, 0.196617, ], vec![ 0.763893, 0.565190, 0.636122, 0.046077, 0.957668, 0.291012, 0.577557, 0.189292, 0.882235, 0.852736, 0.677178, 0.570422, 0.607711, 0.812877, 0.321139, 0.293771, 0.056209, 0.589406, 0.099730, 0.378740, 0.135357, 0.439323, 0.399482, 0.468907, 0.902577, 0.675261, 0.363664, 0.037139, 0.716150, 0.810264, 0.783325, 0.994765, 0.026760, 0.840237, 0.666069, 0.703801, 0.888155, 0.923744, 0.553453, 0.799595, 0.098224, 0.836398, 0.596160, 0.055804, 0.961829, 0.356242, 0.579273, 0.743014, 0.760375, 0.688834, 0.894275, 0.424960, 0.472267, 0.319066, 0.516026, 0.444557, 0.466845, 0.085571, 0.802839, 0.405690, 0.311434, 0.890312, 0.507133, 0.996909, 0.164262, 0.221568, 0.423973, 0.882385, 0.969964, 0.171996, 0.716313, 0.202083, 0.708107, 0.536165, 0.824005, 0.909482, 0.791466, 0.555983, 0.851605, 0.842927, 0.303483, 0.077390, 0.083759, 0.103243, 0.494951, 0.350339, 0.014170, 0.116129, 0.437317, 0.014783, 0.605495, 0.329741, 0.885769, 0.629274, 0.997099, 0.827937, 0.305458, 0.223626, 0.670861, 0.159436, 0.669667, 0.795861, 0.829874, 0.301706, 0.097033, 0.238600, 0.839682, 0.701028, 0.364374, 0.141303, ], vec![ 0.439471, 0.696989, 0.444586, 0.341094, 0.894055, 0.498368, 0.494530, 0.064018, 0.581003, 0.022962, 0.882204, 0.202648, 0.987423, 0.515615, 0.424926, 0.977098, 0.739608, 0.047857, 0.188498, 0.895996, 0.091650, 0.925020, 0.588622, 0.832343, 0.610889, 0.865579, 0.315182, 0.980960, 0.164350, 0.564601, 0.841146, 0.246253, 0.399023, 0.308640, 0.083096, 0.361989, 0.698322, 0.773327, 0.873580, 0.044267, 0.580773, 0.498814, 0.589761, 0.527329, 0.420515, 0.640839, 0.681006, 0.022748, 0.383561, 0.519604, 0.324869, 0.387878, 0.691837, 0.972636, 0.693625, 0.403469, 0.617830, 0.877122, 0.073735, 0.387205, 0.000277, 0.508428, 0.197137, 0.207192, 0.736340, 0.704080, 0.949151, 0.935300, 0.571363, 0.165599, 0.378138, 0.996044, 0.026093, 0.828023, 0.313413, 0.743371, 0.038534, 0.866950, 0.033955, 0.305262, 0.122750, 0.509624, 0.420373, 0.932600, 0.091846, 0.290585, 0.758749, 0.713090, 0.239705, 0.002643, 0.065320, 0.278215, 0.652203, 0.706216, 0.544632, 0.159580, 0.649359, 0.858644, 0.226161, 0.263227, 0.063730, 0.324643, 0.539871, 0.847177, 0.873671, 0.222377, 0.098094, 0.222992, 0.081443, 0.912508, ], vec![ 0.228428, 0.452812, 0.866222, 0.029557, 0.578393, 0.415906, 0.191929, 0.143967, 0.553062, 0.951493, 0.074618, 0.305235, 0.610198, 0.788659, 0.176232, 0.468419, 0.948568, 0.136206, 0.751671, 0.448251, 0.956776, 0.558555, 0.035888, 0.642028, 0.609969, 0.555284, 0.887238, 0.086395, 0.623796, 0.035977, 0.458319, 0.355995, 0.211769, 0.606962, 0.929981, 0.417724, 0.038717, 0.467188, 0.234264, 0.689490, 0.737966, 0.968679, 0.985553, 0.035568, 0.845939, 0.326996, 0.274140, 0.242187, 0.074390, 0.526449, 0.508567, 0.609555, 0.575967, 0.657909, 0.550508, 0.874663, 0.205964, 0.398879, 0.928872, 0.127022, 0.383443, 0.904554, 0.772909, 0.382875, 0.962390, 0.120062, 0.544616, 0.698309, 0.334544, 0.723339, 0.003670, 0.479547, 0.386095, 0.788249, 0.675186, 0.038868, 0.763691, 0.284099, 0.374804, 0.746231, 0.344010, 0.544925, 0.854940, 0.746235, 0.994047, 0.670327, 0.222518, 0.330667, 0.494353, 0.193734, 0.672248, 0.870574, 0.444603, 0.881828, 0.516248, 0.004219, 0.837236, 0.235275, 0.195995, 0.776102, 0.645183, 0.530003, 0.793188, 0.339712, 0.950078, 0.957174, 0.346226, 0.211735, 0.883477, 0.001751, ], vec![ 0.462209, 0.066943, 0.361612, 0.201970, 0.474093, 0.939160, 0.637601, 0.453895, 0.718766, 0.871654, 0.317823, 0.023405, 0.436730, 0.557244, 0.070369, 0.207842, 0.491222, 0.101120, 0.959342, 0.754504, 0.380876, 0.301770, 0.632459, 0.084490, 0.941931, 0.443414, 0.646075, 0.025930, 0.890910, 0.897363, 0.441304, 0.683886, 0.249438, 0.436629, 0.610620, 0.987811, 0.813019, 0.020626, 0.912432, 0.622643, 0.262759, 0.441120, 0.498792, 0.639779, 0.651150, 0.334374, 0.708354, 0.909057, 0.283285, 0.623097, 0.178998, 0.542408, 0.471935, 0.738345, 0.424813, 0.476768, 0.981276, 0.305473, 0.003913, 0.535131, 0.543909, 0.570636, 0.826734, 0.369269, 0.141186, 0.847859, 0.691554, 0.887624, 0.104926, 0.015510, 0.675922, 0.493998, 0.746219, 0.091158, 0.836519, 0.612035, 0.750108, 0.024950, 0.128757, 0.377176, 0.888898, 0.444561, 0.481281, 0.444350, 0.871497, 0.981255, 0.663485, 0.485303, 0.514808, 0.820294, 0.218785, 0.735210, 0.491037, 0.836397, 0.457983, 0.306194, 0.438970, 0.202025, 0.909738, 0.537934, 0.668745, 0.385571, 0.766949, 0.806624, 0.374523, 0.958721, 0.421914, 0.790638, 0.365565, 0.712326, ], vec![ 0.785422, 0.359640, 0.007506, 0.401407, 0.886428, 0.377375, 0.597480, 0.255720, 0.248956, 0.345542, 0.262909, 0.783561, 0.788698, 0.615809, 0.658711, 0.784546, 0.747543, 0.149429, 0.907555, 0.136639, 0.381701, 0.902486, 0.251362, 0.950310, 0.790655, 0.211745, 0.132851, 0.105607, 0.637067, 0.080871, 0.893742, 0.886000, 0.256553, 0.825084, 0.148879, 0.677894, 0.212072, 0.166041, 0.017205, 0.656960, 0.342653, 0.925237, 0.921858, 0.044102, 0.899966, 0.791189, 0.753647, 0.511216, 0.564852, 0.313971, 0.461492, 0.165771, 0.887889, 0.416544, 0.966663, 0.789098, 0.107760, 0.432639, 0.915361, 0.963618, 0.164117, 0.598897, 0.474107, 0.333186, 0.311636, 0.240030, 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0.688910, 0.318980, 0.459856, 0.776370, 0.841569, 0.002324, 0.516904, 0.937636, 0.925526, 0.743390, 0.380908, 0.022475, 0.522635, 0.737814, 0.215774, 0.108978, 0.435280, 0.634154, 0.116160, 0.685116, 0.038235, 0.407141, 0.867950, 0.478683, 0.302068, 0.426132, 0.458875, 0.956697, 0.337300, 0.300742, 0.371662, 0.516406, 0.844612, 0.535004, 0.376725, 0.760924, 0.249001, 0.074861, 0.156015, 0.778321, 0.469215, 0.133549, 0.531410, 0.734416, 0.697329, 0.521776, 0.082490, 0.059948, 0.661612, 0.250658, 0.003699, 0.601849, 0.863253, 0.307173, 0.823539, ], vec![ 0.027727, 0.593733, 0.538133, 0.790152, 0.040497, 0.068859, 0.964726, 0.924754, 0.748098, 0.294603, 0.241221, 0.942941, 0.909752, 0.440143, 0.746415, 0.800067, 0.114611, 0.146567, 0.719972, 0.392540, 0.229648, 0.065382, 0.573671, 0.809869, 0.459880, 0.392194, 0.770254, 0.875090, 0.029135, 0.637682, 0.878434, 0.757172, 0.150828, 0.797038, 0.914484, 0.685521, 0.843541, 0.017602, 0.660719, 0.360602, 0.735259, 0.696253, 0.211502, 0.297534, 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0.649831, 0.228635, 0.158328, 0.666259, 0.784148, 0.335426, 0.571929, 0.772082, 0.898915, 0.548767, 0.792306, 0.585442, 0.902293, 0.228170, 0.996470, 0.464066, 0.442595, 0.670494, 0.388313, 0.842459, 0.381987, 0.103426, 0.206869, 0.583813, 0.438272, 0.534743, 0.496759, 0.747042, 0.196419, 0.624043, 0.278966, 0.051992, 0.542813, 0.427818, 0.512550, 0.201903, 0.726628, 0.195306, 0.663859, 0.535305, 0.951500, 0.594448, 0.536115, 0.750860, 0.651987, 0.411156, 0.664459, 0.305282, 0.134173, 0.396925, 0.346460, 0.852273, 0.700194, 0.459144, 0.799676, 0.032164, 0.500740, 0.268648, 0.375104, 0.519936, 0.667092, 0.209304, 0.880386, 0.681794, 0.942372, 0.124349, 0.078680, 0.952421, 0.558212, 0.804170, 0.072943, 0.091450, 0.614090, 0.291653, 0.363062, 0.971457, 0.997771, 0.240346, 0.117279, 0.384682, 0.014829, 0.154992, 0.788192, 0.359821, 0.065260, 0.139617, 0.466912, 0.858782, ], ]); let mut b = vec![ 7.99584137248154e-01, 8.58870875959835e-01, 1.75541947690450e-01, 9.66708538764508e-01, 8.35828215855931e-01, 5.79919340949426e-01, 8.00256099844146e-01, 8.37354301250042e-01, 9.88481895828305e-01, 1.45848258064748e-01, 5.26041964776273e-01, 9.36945190070477e-01, 4.71861939001773e-01, 7.79395262146320e-01, 5.54615991600688e-01, 2.63979009410897e-03, 5.01386024439371e-01, 5.96730568589232e-01, 6.72097161156417e-01, 7.18299523372344e-01, 1.01025641322668e-01, 8.30010076612321e-01, 8.98027990426002e-01, 9.14399551767877e-01, 1.15549539617274e-01, 2.12074866692334e-01, 4.13515679130605e-01, 6.63767242051139e-01, 5.38730317039480e-01, 6.35745842898634e-01, 4.89248606858905e-01, 9.08092740479966e-01, 5.96016069320622e-01, 5.46896883736001e-01, 6.28729515438586e-01, 3.04309373040741e-01, 9.26715173276615e-02, 9.40383025878676e-01, 7.90981896280052e-01, 6.85880511339588e-01, 2.04263154722392e-01, 6.09009062454425e-01, 3.46192459913008e-01, 8.67162019749558e-02, 9.63677295783444e-01, 5.65033490154868e-01, 9.77509836917929e-01, 9.01078608459493e-01, 3.94757370827695e-01, 3.30042807986441e-01, 6.08254106424731e-01, 4.90852101557348e-01, 7.84896919485842e-01, 3.70415365588844e-01, 7.71037550154611e-01, 7.02903773453687e-01, 9.43588425115740e-01, 6.40257214780623e-01, 2.74466149521915e-02, 8.26073207726817e-01, 3.13245603681914e-01, 2.07694535482700e-01, 8.42299846558878e-01, 4.73580349758792e-01, 2.80327169547648e-01, 4.50380542871465e-01, 1.00755674779452e-01, 4.15568718416320e-01, 9.80769401826494e-01, 8.78242934378359e-01, 5.96263514599351e-01, 7.26679403500243e-01, 1.82889949598346e-01, 9.40389487770572e-01, 3.40816656928629e-01, 8.51967500548792e-01, 5.15278011833698e-01, 6.89812290074591e-01, 2.56239186334153e-01, 1.95347276734336e-01, 8.59318962342150e-01, 9.57688200865966e-01, 8.55870409582829e-01, 1.97887093397620e-01, 8.07747688969215e-01, 5.64737862816750e-01, 1.61805920690940e-02, 9.44660939073411e-01, 9.16688521126350e-01, 7.65422514555770e-01, 4.52496610457764e-01, 3.16784688268171e-01, 9.04749375970660e-01, 3.85469322758407e-01, 4.79761120723766e-01, 3.54059837966109e-02, 5.45356752256193e-01, 1.18519956499767e-02, 4.18389090867035e-01, 2.61346629939313e-01, 6.13845961531435e-01, 7.82807212562516e-01, 2.09750403512579e-01, 1.15737310760695e-01, 9.11222558929422e-01, 5.58441201141152e-01, 2.65686857245586e-01, 8.66326946589894e-01, 3.75554579160645e-01, 3.43365088526388e-01, ]; let blen = b.len(); let mut x = vec![0.; blen]; gmres::gmres(&a, &b, &mut x, 200, 1e-10).unwrap(); // Calculate ground truth results rsparse::lusol(&a, &mut b, 1, 1e-12); gmres::test_utils::assert_eq_f_vec(&x, &b, 1e-10); } #[test] fn gmres_6() { let a = rsparse::data::Sprs::new_from_vec(&vec![ vec![ 0.517557, 0.535340, 0.113560, 0.670493, 0.951644, 0.931869, 0.505332, 0.663655, 0.690760, 0.199032, 0.656333, 0.389940, 0.038440, 0.473335, 0.127248, 0.280102, 0.551507, 0.634422, 0.078344, 0.272808, 0.849054, 0.885996, 0.898108, 0.588485, 0.095021, 0.655927, 0.958882, 0.011282, 0.987935, 0.759073, 0.163987, 0.420604, 0.863554, 0.154976, 0.142182, 0.368536, 0.074311, 0.452216, 0.963942, 0.072891, 0.957453, 0.913805, 0.999379, 0.343985, 0.215681, 0.622711, 0.186464, 0.527072, 0.181436, 0.639190, 0.680922, 0.829659, 0.362167, 0.259982, 0.013458, 0.983529, 0.837939, 0.004413, 0.855390, 0.826386, 0.681535, 0.922164, 0.230284, 0.564676, 0.101351, 0.794512, 0.256959, 0.659421, 0.403373, 0.865957, 0.353293, 0.424032, 0.314699, 0.790267, 0.379755, 0.160164, 0.101682, 0.555646, 0.696058, 0.652379, 0.261265, 0.640960, 0.994629, 0.526259, 0.510422, 0.462233, 0.416835, 0.543584, 0.797871, 0.153052, 0.066093, 0.380891, 0.341260, 0.353940, 0.381822, 0.700000, 0.644155, 0.259525, 0.125345, 0.213374, 0.904014, 0.839419, 0.974919, 0.783058, 0.255864, 0.893118, 0.847906, 0.311524, 0.862094, 0.196617, ], vec![ 0.763893, 0.565190, 0.636122, 0.046077, 0.957668, 0.291012, 0.577557, 0.189292, 0.882235, 0.852736, 0.677178, 0.570422, 0.607711, 0.812877, 0.321139, 0.293771, 0.056209, 0.589406, 0.099730, 0.378740, 0.135357, 0.439323, 0.399482, 0.468907, 0.902577, 0.675261, 0.363664, 0.037139, 0.716150, 0.810264, 0.783325, 0.994765, 0.026760, 0.840237, 0.666069, 0.703801, 0.888155, 0.923744, 0.553453, 0.799595, 0.098224, 0.836398, 0.596160, 0.055804, 0.961829, 0.356242, 0.579273, 0.743014, 0.760375, 0.688834, 0.894275, 0.424960, 0.472267, 0.319066, 0.516026, 0.444557, 0.466845, 0.085571, 0.802839, 0.405690, 0.311434, 0.890312, 0.507133, 0.996909, 0.164262, 0.221568, 0.423973, 0.882385, 0.969964, 0.171996, 0.716313, 0.202083, 0.708107, 0.536165, 0.824005, 0.909482, 0.791466, 0.555983, 0.851605, 0.842927, 0.303483, 0.077390, 0.083759, 0.103243, 0.494951, 0.350339, 0.014170, 0.116129, 0.437317, 0.014783, 0.605495, 0.329741, 0.885769, 0.629274, 0.997099, 0.827937, 0.305458, 0.223626, 0.670861, 0.159436, 0.669667, 0.795861, 0.829874, 0.301706, 0.097033, 0.238600, 0.839682, 0.701028, 0.364374, 0.141303, ], vec![ 0.439471, 0.696989, 0.444586, 0.341094, 0.894055, 0.498368, 0.494530, 0.064018, 0.581003, 0.022962, 0.882204, 0.202648, 0.987423, 0.515615, 0.424926, 0.977098, 0.739608, 0.047857, 0.188498, 0.895996, 0.091650, 0.925020, 0.588622, 0.832343, 0.610889, 0.865579, 0.315182, 0.980960, 0.164350, 0.564601, 0.841146, 0.246253, 0.399023, 0.308640, 0.083096, 0.361989, 0.698322, 0.773327, 0.873580, 0.044267, 0.580773, 0.498814, 0.589761, 0.527329, 0.420515, 0.640839, 0.681006, 0.022748, 0.383561, 0.519604, 0.324869, 0.387878, 0.691837, 0.972636, 0.693625, 0.403469, 0.617830, 0.877122, 0.073735, 0.387205, 0.000277, 0.508428, 0.197137, 0.207192, 0.736340, 0.704080, 0.949151, 0.935300, 0.571363, 0.165599, 0.378138, 0.996044, 0.026093, 0.828023, 0.313413, 0.743371, 0.038534, 0.866950, 0.033955, 0.305262, 0.122750, 0.509624, 0.420373, 0.932600, 0.091846, 0.290585, 0.758749, 0.713090, 0.239705, 0.002643, 0.065320, 0.278215, 0.652203, 0.706216, 0.544632, 0.159580, 0.649359, 0.858644, 0.226161, 0.263227, 0.063730, 0.324643, 0.539871, 0.847177, 0.873671, 0.222377, 0.098094, 0.222992, 0.081443, 0.912508, ], vec![ 0.228428, 0.452812, 0.866222, 0.029557, 0.578393, 0.415906, 0.191929, 0.143967, 0.553062, 0.951493, 0.074618, 0.305235, 0.610198, 0.788659, 0.176232, 0.468419, 0.948568, 0.136206, 0.751671, 0.448251, 0.956776, 0.558555, 0.035888, 0.642028, 0.609969, 0.555284, 0.887238, 0.086395, 0.623796, 0.035977, 0.458319, 0.355995, 0.211769, 0.606962, 0.929981, 0.417724, 0.038717, 0.467188, 0.234264, 0.689490, 0.737966, 0.968679, 0.985553, 0.035568, 0.845939, 0.326996, 0.274140, 0.242187, 0.074390, 0.526449, 0.508567, 0.609555, 0.575967, 0.657909, 0.550508, 0.874663, 0.205964, 0.398879, 0.928872, 0.127022, 0.383443, 0.904554, 0.772909, 0.382875, 0.962390, 0.120062, 0.544616, 0.698309, 0.334544, 0.723339, 0.003670, 0.479547, 0.386095, 0.788249, 0.675186, 0.038868, 0.763691, 0.284099, 0.374804, 0.746231, 0.344010, 0.544925, 0.854940, 0.746235, 0.994047, 0.670327, 0.222518, 0.330667, 0.494353, 0.193734, 0.672248, 0.870574, 0.444603, 0.881828, 0.516248, 0.004219, 0.837236, 0.235275, 0.195995, 0.776102, 0.645183, 0.530003, 0.793188, 0.339712, 0.950078, 0.957174, 0.346226, 0.211735, 0.883477, 0.001751, ], vec![ 0.462209, 0.066943, 0.361612, 0.201970, 0.474093, 0.939160, 0.637601, 0.453895, 0.718766, 0.871654, 0.317823, 0.023405, 0.436730, 0.557244, 0.070369, 0.207842, 0.491222, 0.101120, 0.959342, 0.754504, 0.380876, 0.301770, 0.632459, 0.084490, 0.941931, 0.443414, 0.646075, 0.025930, 0.890910, 0.897363, 0.441304, 0.683886, 0.249438, 0.436629, 0.610620, 0.987811, 0.813019, 0.020626, 0.912432, 0.622643, 0.262759, 0.441120, 0.498792, 0.639779, 0.651150, 0.334374, 0.708354, 0.909057, 0.283285, 0.623097, 0.178998, 0.542408, 0.471935, 0.738345, 0.424813, 0.476768, 0.981276, 0.305473, 0.003913, 0.535131, 0.543909, 0.570636, 0.826734, 0.369269, 0.141186, 0.847859, 0.691554, 0.887624, 0.104926, 0.015510, 0.675922, 0.493998, 0.746219, 0.091158, 0.836519, 0.612035, 0.750108, 0.024950, 0.128757, 0.377176, 0.888898, 0.444561, 0.481281, 0.444350, 0.871497, 0.981255, 0.663485, 0.485303, 0.514808, 0.820294, 0.218785, 0.735210, 0.491037, 0.836397, 0.457983, 0.306194, 0.438970, 0.202025, 0.909738, 0.537934, 0.668745, 0.385571, 0.766949, 0.806624, 0.374523, 0.958721, 0.421914, 0.790638, 0.365565, 0.712326, ], vec![ 0.785422, 0.359640, 0.007506, 0.401407, 0.886428, 0.377375, 0.597480, 0.255720, 0.248956, 0.345542, 0.262909, 0.783561, 0.788698, 0.615809, 0.658711, 0.784546, 0.747543, 0.149429, 0.907555, 0.136639, 0.381701, 0.902486, 0.251362, 0.950310, 0.790655, 0.211745, 0.132851, 0.105607, 0.637067, 0.080871, 0.893742, 0.886000, 0.256553, 0.825084, 0.148879, 0.677894, 0.212072, 0.166041, 0.017205, 0.656960, 0.342653, 0.925237, 0.921858, 0.044102, 0.899966, 0.791189, 0.753647, 0.511216, 0.564852, 0.313971, 0.461492, 0.165771, 0.887889, 0.416544, 0.966663, 0.789098, 0.107760, 0.432639, 0.915361, 0.963618, 0.164117, 0.598897, 0.474107, 0.333186, 0.311636, 0.240030, 0.127196, 0.111150, 0.027551, 0.828891, 0.793799, 0.536343, 0.111252, 0.321236, 0.747827, 0.295444, 0.178431, 0.950843, 0.483011, 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0.695793, 0.323320, 0.090107, 0.736896, 0.602073, 0.079152, 0.122931, 0.747340, 0.671949, 0.203965, 0.861627, 0.871438, 0.803379, 0.761261, 0.726411, 0.670126, 0.004535, 0.803605, 0.709386, 0.861379, ], vec![ 0.245450, 0.054680, 0.845433, 0.052751, 0.455019, 0.623822, 0.367651, 0.840483, 0.548533, 0.164431, 0.952716, 0.801966, 0.275774, 0.634236, 0.902152, 0.398275, 0.170247, 0.312531, 0.867277, 0.219441, 0.319448, 0.703706, 0.360099, 0.213461, 0.536046, 0.222547, 0.090772, 0.106245, 0.921094, 0.054198, 0.791151, 0.374243, 0.820064, 0.459187, 0.142428, 0.704361, 0.048862, 0.387519, 0.708345, 0.876722, 0.448836, 0.877022, 0.708073, 0.580609, 0.943797, 0.900181, 0.401012, 0.345271, 0.438051, 0.124375, 0.197287, 0.125262, 0.801741, 0.161227, 0.046875, 0.053286, 0.018709, 0.655583, 0.782042, 0.824506, 0.983185, 0.398673, 0.544589, 0.519160, 0.348723, 0.888412, 0.301149, 0.326358, 0.851746, 0.243011, 0.504301, 0.485154, 0.215710, 0.100413, 0.979150, 0.561106, 0.820651, 0.945322, 0.334599, 0.380254, 0.451610, 0.493290, 0.669042, 0.655754, 0.152751, 0.767412, 0.421022, 0.332612, 0.415587, 0.361839, 0.426321, 0.360010, 0.987628, 0.567497, 0.299284, 0.577051, 0.982235, 0.640707, 0.915609, 0.554466, 0.785519, 0.332509, 0.666991, 0.350651, 0.763983, 0.436265, 0.801483, 0.124791, 0.396141, 0.957742, ], vec![ 0.556967, 0.655072, 0.832783, 0.927279, 0.116964, 0.042678, 0.657534, 0.003281, 0.575666, 0.832942, 0.878497, 0.314600, 0.157910, 0.966616, 0.088251, 0.300856, 0.410310, 0.655298, 0.788349, 0.425880, 0.746009, 0.301591, 0.215107, 0.988065, 0.530661, 0.631331, 0.668019, 0.292844, 0.807824, 0.079752, 0.584785, 0.901717, 0.831308, 0.427860, 0.065259, 0.799512, 0.022706, 0.245202, 0.317194, 0.476803, 0.777514, 0.536675, 0.260898, 0.487727, 0.610988, 0.720261, 0.728701, 0.239034, 0.023733, 0.787804, 0.602565, 0.603482, 0.043292, 0.190653, 0.598823, 0.116643, 0.155752, 0.527427, 0.249706, 0.986046, 0.403320, 0.026702, 0.284518, 0.797979, 0.562270, 0.575454, 0.722409, 0.305884, 0.252683, 0.612994, 0.545118, 0.083050, 0.422309, 0.559882, 0.548013, 0.592969, 0.999106, 0.424062, 0.613874, 0.667503, 0.058205, 0.789060, 0.673130, 0.993432, 0.920242, 0.096363, 0.534696, 0.280845, 0.739602, 0.893754, 0.495684, 0.414613, 0.646775, 0.298994, 0.902896, 0.451380, 0.718553, 0.897411, 0.608803, 0.812750, 0.368927, 0.830640, 0.676180, 0.911606, 0.012668, 0.139137, 0.642733, 0.879257, 0.564322, 0.779281, ], vec![ 0.401592, 0.592667, 0.635977, 0.582351, 0.273222, 0.138481, 0.333196, 0.843436, 0.463353, 0.627326, 0.443419, 0.861720, 0.362399, 0.355102, 0.766769, 0.118405, 0.028390, 0.517884, 0.703079, 0.581470, 0.433427, 0.538964, 0.439614, 0.110154, 0.623388, 0.549609, 0.784628, 0.454787, 0.451686, 0.905469, 0.621770, 0.535731, 0.304951, 0.062550, 0.213703, 0.564008, 0.214201, 0.419660, 0.397905, 0.202615, 0.839587, 0.419636, 0.467866, 0.872648, 0.438343, 0.598633, 0.743974, 0.018130, 0.871730, 0.692014, 0.546833, 0.701708, 0.510888, 0.209712, 0.787872, 0.436706, 0.521429, 0.388120, 0.803639, 0.642291, 0.542133, 0.747770, 0.319422, 0.763953, 0.978979, 0.616237, 0.344962, 0.214436, 0.088745, 0.774477, 0.229499, 0.233307, 0.201605, 0.510514, 0.157987, 0.978554, 0.946239, 0.331487, 0.473707, 0.777044, 0.638312, 0.854667, 0.203678, 0.943098, 0.191922, 0.819062, 0.283872, 0.538515, 0.101001, 0.124742, 0.806423, 0.074484, 0.498581, 0.672305, 0.508226, 0.963530, 0.699103, 0.927405, 0.242434, 0.221718, 0.948398, 0.866286, 0.662743, 0.931028, 0.491908, 0.856553, 0.479832, 0.625649, 0.474196, 0.613431, ], vec![ 0.836524, 0.213118, 0.247196, 0.534333, 0.413175, 0.943110, 0.918686, 0.621906, 0.678595, 0.381242, 0.782327, 0.546299, 0.241917, 0.894002, 0.519104, 0.107237, 0.711152, 0.500228, 0.384713, 0.251250, 0.104572, 0.909597, 0.276209, 0.708049, 0.693500, 0.319322, 0.084417, 0.421118, 0.134068, 0.210881, 0.382465, 0.758133, 0.934627, 0.498095, 0.537148, 0.776314, 0.610731, 0.254236, 0.270199, 0.447661, 0.675022, 0.197426, 0.395690, 0.158534, 0.739879, 0.360623, 0.598960, 0.320252, 0.210822, 0.945201, 0.819978, 0.260755, 0.764500, 0.808782, 0.982897, 0.792605, 0.282623, 0.315423, 0.833826, 0.277653, 0.401889, 0.969847, 0.226968, 0.125608, 0.040582, 0.654387, 0.801263, 0.234430, 0.946114, 0.260215, 0.693166, 0.705050, 0.626656, 0.414755, 0.965820, 0.073205, 0.828613, 0.320815, 0.165392, 0.139517, 0.670353, 0.541071, 0.155916, 0.580503, 0.405587, 0.847827, 0.003195, 0.505271, 0.313210, 0.438626, 0.136385, 0.333009, 0.305223, 0.058584, 0.814252, 0.085208, 0.219635, 0.467644, 0.625229, 0.145879, 0.490666, 0.167737, 0.428857, 0.104668, 0.662349, 0.822634, 0.042490, 0.829666, 0.331944, 0.823958, ], vec![ 0.530765, 0.074414, 0.095200, 0.454374, 0.175015, 0.562765, 0.158386, 0.851212, 0.164786, 0.779724, 0.533511, 0.171119, 0.580378, 0.649218, 0.411677, 0.771297, 0.410452, 0.069574, 0.277797, 0.313298, 0.686288, 0.145164, 0.649831, 0.228635, 0.158328, 0.666259, 0.784148, 0.335426, 0.571929, 0.772082, 0.898915, 0.548767, 0.792306, 0.585442, 0.902293, 0.228170, 0.996470, 0.464066, 0.442595, 0.670494, 0.388313, 0.842459, 0.381987, 0.103426, 0.206869, 0.583813, 0.438272, 0.534743, 0.496759, 0.747042, 0.196419, 0.624043, 0.278966, 0.051992, 0.542813, 0.427818, 0.512550, 0.201903, 0.726628, 0.195306, 0.663859, 0.535305, 0.951500, 0.594448, 0.536115, 0.750860, 0.651987, 0.411156, 0.664459, 0.305282, 0.134173, 0.396925, 0.346460, 0.852273, 0.700194, 0.459144, 0.799676, 0.032164, 0.500740, 0.268648, 0.375104, 0.519936, 0.667092, 0.209304, 0.880386, 0.681794, 0.942372, 0.124349, 0.078680, 0.952421, 0.558212, 0.804170, 0.072943, 0.091450, 0.614090, 0.291653, 0.363062, 0.971457, 0.997771, 0.240346, 0.117279, 0.384682, 0.014829, 0.154992, 0.788192, 0.359821, 0.065260, 0.139617, 0.466912, 0.858782, ], ]); let mut b = vec![ 7.99584137248154e-01, 8.58870875959835e-01, 1.75541947690450e-01, 9.66708538764508e-01, 8.35828215855931e-01, 5.79919340949426e-01, 8.00256099844146e-01, 8.37354301250042e-01, 9.88481895828305e-01, 1.45848258064748e-01, 5.26041964776273e-01, 9.36945190070477e-01, 4.71861939001773e-01, 7.79395262146320e-01, 5.54615991600688e-01, 2.63979009410897e-03, 5.01386024439371e-01, 5.96730568589232e-01, 6.72097161156417e-01, 7.18299523372344e-01, 1.01025641322668e-01, 8.30010076612321e-01, 8.98027990426002e-01, 9.14399551767877e-01, 1.15549539617274e-01, 2.12074866692334e-01, 4.13515679130605e-01, 6.63767242051139e-01, 5.38730317039480e-01, 6.35745842898634e-01, 4.89248606858905e-01, 9.08092740479966e-01, 5.96016069320622e-01, 5.46896883736001e-01, 6.28729515438586e-01, 3.04309373040741e-01, 9.26715173276615e-02, 9.40383025878676e-01, 7.90981896280052e-01, 6.85880511339588e-01, 2.04263154722392e-01, 6.09009062454425e-01, 3.46192459913008e-01, 8.67162019749558e-02, 9.63677295783444e-01, 5.65033490154868e-01, 9.77509836917929e-01, 9.01078608459493e-01, 3.94757370827695e-01, 3.30042807986441e-01, 6.08254106424731e-01, 4.90852101557348e-01, 7.84896919485842e-01, 3.70415365588844e-01, 7.71037550154611e-01, 7.02903773453687e-01, 9.43588425115740e-01, 6.40257214780623e-01, 2.74466149521915e-02, 8.26073207726817e-01, 3.13245603681914e-01, 2.07694535482700e-01, 8.42299846558878e-01, 4.73580349758792e-01, 2.80327169547648e-01, 4.50380542871465e-01, 1.00755674779452e-01, 4.15568718416320e-01, 9.80769401826494e-01, 8.78242934378359e-01, 5.96263514599351e-01, 7.26679403500243e-01, 1.82889949598346e-01, 9.40389487770572e-01, 3.40816656928629e-01, 8.51967500548792e-01, 5.15278011833698e-01, 6.89812290074591e-01, 2.56239186334153e-01, 1.95347276734336e-01, 8.59318962342150e-01, 9.57688200865966e-01, 8.55870409582829e-01, 1.97887093397620e-01, 8.07747688969215e-01, 5.64737862816750e-01, 1.61805920690940e-02, 9.44660939073411e-01, 9.16688521126350e-01, 7.65422514555770e-01, 4.52496610457764e-01, 3.16784688268171e-01, 9.04749375970660e-01, 3.85469322758407e-01, 4.79761120723766e-01, 3.54059837966109e-02, 5.45356752256193e-01, 1.18519956499767e-02, 4.18389090867035e-01, 2.61346629939313e-01, 6.13845961531435e-01, 7.82807212562516e-01, 2.09750403512579e-01, 1.15737310760695e-01, 9.11222558929422e-01, 5.58441201141152e-01, 2.65686857245586e-01, 8.66326946589894e-01, 3.75554579160645e-01, 3.43365088526388e-01, ]; let blen = b.len(); let mut x = vec![0.; blen]; // Restart strategy every 109 iterations (This is a very poorly conditioned system for this) let mut converged = false; let mut restart_count = 0; for i in 0..300{ let r = gmres::gmres(&a, &b, &mut x, 109, 1e-10); match r { Ok(_) => { converged = true; }, Err(e) => { println!("Iteration cycle nÂș{} error: {}", i, e); } } if converged { break; } else { restart_count += 1; } } // Calculate ground truth results rsparse::lusol(&a, &mut b, 1, 1e-12); gmres::test_utils::assert_eq_f_vec(&x, &b, 1e-5); assert!(restart_count > 0); }