Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

PDCD_WS solver seems unstable for Pinball Loss. #276

Open
tpanum opened this issue Sep 20, 2024 · 1 comment
Open

PDCD_WS solver seems unstable for Pinball Loss. #276

tpanum opened this issue Sep 20, 2024 · 1 comment

Comments

@tpanum
Copy link

tpanum commented Sep 20, 2024

This is related to #274.

Describe the bug

It seems that the PDCD_WS solver seem to reach some sort of saddle point state when training using Pinball-loss on larger datasets (n > 1000).

Steps to reproduce

import numpy as np
from skglm import GeneralizedLinearEstimator
from skglm.experimental.pdcd_ws import PDCD_WS
from skglm.experimental.quantile_regression import Pinball
from skglm.penalties import L1
from sklearn.datasets import make_regression
from sklearn.preprocessing import StandardScaler


def generate_dummy_data(n_samples=1000, n_features=10, noise=0.1):
    X, y = make_regression(n_samples=n_samples, n_features=n_features, noise=noise)
    return X, y


def main():
    np.random.seed(42)

    datafit = Pinball(0.5)
    penalty = L1(alpha=0.1)
    solver = PDCD_WS(
        max_iter=500,
        max_epochs=500,
        tol=1e-2,
        warm_start=True,
        verbose=True,
    )

    estimator = GeneralizedLinearEstimator(
        datafit=datafit,
        penalty=penalty,
        solver=solver,
    )

    X, y = generate_dummy_data(
        n_samples=1000 # if this is reduced to 100 samples, it converges
    )
    scaler = StandardScaler()
    X_scaled = scaler.fit_transform(X)

    estimator.fit(X, y)


if __name__ == "__main__":
    main()

Additional context

Output of the script above:

Iteration 1: 52565.5050656615, stopping crit: 5.00e-01
Iteration 2: 3494.3110536304, stopping crit: 1.89e+00
Iteration 3: 3330.8862964547, stopping crit: 1.84e+00
Iteration 4: 3490.2614420899, stopping crit: 1.89e+00
Iteration 5: 3330.5134931424, stopping crit: 1.84e+00
Iteration 6: 3489.9658677444, stopping crit: 1.89e+00
Iteration 7: 3330.7569768701, stopping crit: 1.84e+00
Iteration 8: 3489.9379607882, stopping crit: 1.89e+00
Iteration 9: 3330.8503967227, stopping crit: 1.84e+00
Iteration 10: 3489.9346510227, stopping crit: 1.89e+00
Iteration 11: 3330.8359265067, stopping crit: 1.84e+00
Iteration 12: 3489.9410171510, stopping crit: 1.89e+00
Iteration 13: 3330.8393299432, stopping crit: 1.84e+00
Iteration 14: 3489.9368494568, stopping crit: 1.89e+00
Iteration 15: 3330.8535628846, stopping crit: 1.84e+00
Iteration 16: 3489.9217440951, stopping crit: 1.89e+00
Iteration 17: 3330.8868055934, stopping crit: 1.84e+00
Iteration 18: 3489.9044285475, stopping crit: 1.89e+00
Iteration 19: 3330.9125346518, stopping crit: 1.84e+00
Iteration 20: 3489.8886414754, stopping crit: 1.89e+00
Iteration 21: 3330.9328866608, stopping crit: 1.84e+00
Iteration 22: 3489.8747901399, stopping crit: 1.89e+00
Iteration 23: 3330.9506161866, stopping crit: 1.84e+00
Iteration 24: 3489.8624037707, stopping crit: 1.89e+00
Iteration 25: 3330.9660452761, stopping crit: 1.84e+00
Iteration 26: 3489.8512483333, stopping crit: 1.89e+00
Iteration 27: 3330.9795134702, stopping crit: 1.84e+00
Iteration 28: 3489.8412285774, stopping crit: 1.89e+00
Iteration 29: 3330.9912471699, stopping crit: 1.84e+00
Iteration 30: 3489.8321402565, stopping crit: 1.89e+00
Iteration 31: 3331.0014607780, stopping crit: 1.84e+00
Iteration 32: 3489.8238757482, stopping crit: 1.89e+00
Iteration 33: 3331.0104253430, stopping crit: 1.84e+00
Iteration 34: 3489.8163837178, stopping crit: 1.89e+00
Iteration 35: 3331.0182367078, stopping crit: 1.84e+00
Iteration 36: 3489.8096032691, stopping crit: 1.89e+00
Iteration 37: 3331.0250812112, stopping crit: 1.84e+00
Iteration 38: 3489.8034365971, stopping crit: 1.89e+00
Iteration 39: 3331.0304319672, stopping crit: 1.84e+00
Iteration 40: 3489.7984425524, stopping crit: 1.89e+00
Iteration 41: 3331.0337110933, stopping crit: 1.84e+00
Iteration 42: 3489.7952045149, stopping crit: 1.89e+00
Iteration 43: 3331.0358932213, stopping crit: 1.84e+00
Iteration 44: 3489.7928701451, stopping crit: 1.89e+00
Iteration 45: 3331.0374907692, stopping crit: 1.84e+00
Iteration 46: 3489.7910009202, stopping crit: 1.89e+00
Iteration 47: 3331.0387082386, stopping crit: 1.84e+00
Iteration 48: 3489.7894310199, stopping crit: 1.89e+00
Iteration 49: 3331.0396476785, stopping crit: 1.84e+00
Iteration 50: 3489.7880759967, stopping crit: 1.89e+00
Iteration 51: 3331.0403774492, stopping crit: 1.84e+00
Iteration 52: 3489.7868897272, stopping crit: 1.89e+00
Iteration 53: 3331.0409381467, stopping crit: 1.84e+00
Iteration 54: 3489.7858415604, stopping crit: 1.89e+00
Iteration 55: 3331.0413800396, stopping crit: 1.84e+00
Iteration 56: 3489.7849044982, stopping crit: 1.89e+00
Iteration 57: 3331.0417371850, stopping crit: 1.84e+00
Iteration 58: 3489.7840551602, stopping crit: 1.89e+00
Iteration 59: 3331.0420244205, stopping crit: 1.84e+00
Iteration 60: 3489.7832797938, stopping crit: 1.89e+00
Iteration 61: 3331.0422595846, stopping crit: 1.84e+00
Iteration 62: 3489.7825686233, stopping crit: 1.89e+00
Iteration 63: 3331.0424524523, stopping crit: 1.84e+00
Iteration 64: 3489.7819091322, stopping crit: 1.89e+00
Iteration 65: 3331.0426171030, stopping crit: 1.84e+00
Iteration 66: 3489.7812954443, stopping crit: 1.89e+00
Iteration 67: 3331.0427597498, stopping crit: 1.84e+00
Iteration 68: 3489.7807229789, stopping crit: 1.89e+00
Iteration 69: 3331.0428854495, stopping crit: 1.84e+00
Iteration 70: 3489.7801868964, stopping crit: 1.89e+00
Iteration 71: 3331.0429950682, stopping crit: 1.84e+00
Iteration 72: 3489.7796851697, stopping crit: 1.89e+00
Iteration 73: 3331.0430885486, stopping crit: 1.84e+00
Iteration 74: 3489.7792130299, stopping crit: 1.89e+00
Iteration 75: 3331.0431705316, stopping crit: 1.84e+00
Iteration 76: 3489.7787683439, stopping crit: 1.89e+00
Iteration 77: 3331.0432431938, stopping crit: 1.84e+00
Iteration 78: 3489.7783503661, stopping crit: 1.89e+00
Iteration 79: 3331.0433082961, stopping crit: 1.84e+00
Iteration 80: 3489.7779547311, stopping crit: 1.89e+00
Iteration 81: 3331.0433690090, stopping crit: 1.84e+00
Iteration 82: 3489.7775798122, stopping crit: 1.89e+00
Iteration 83: 3331.0434255562, stopping crit: 1.84e+00
Iteration 84: 3489.7772244611, stopping crit: 1.89e+00
Iteration 85: 3331.0434770415, stopping crit: 1.84e+00
Iteration 86: 3489.7768872377, stopping crit: 1.89e+00
Iteration 87: 3331.0435234944, stopping crit: 1.84e+00
Iteration 88: 3489.7765674168, stopping crit: 1.89e+00
Iteration 89: 3331.0435652424, stopping crit: 1.84e+00
Iteration 90: 3489.7762658283, stopping crit: 1.89e+00
Iteration 91: 3331.0436033287, stopping crit: 1.84e+00
Iteration 92: 3489.7759793301, stopping crit: 1.89e+00
Iteration 93: 3331.0436387854, stopping crit: 1.84e+00
Iteration 94: 3489.7757070349, stopping crit: 1.89e+00
Iteration 95: 3331.0436722213, stopping crit: 1.84e+00
Iteration 96: 3489.7754481922, stopping crit: 1.89e+00
Iteration 97: 3331.0437038223, stopping crit: 1.84e+00
Iteration 98: 3489.7752023121, stopping crit: 1.89e+00
Iteration 99: 3331.0437335426, stopping crit: 1.84e+00
Iteration 100: 3489.7749675550, stopping crit: 1.89e+00
Iteration 101: 3331.0437634066, stopping crit: 1.84e+00
Iteration 102: 3489.7747439804, stopping crit: 1.89e+00
Iteration 103: 3331.0437922577, stopping crit: 1.84e+00
Iteration 104: 3489.7745312914, stopping crit: 1.89e+00
Iteration 105: 3331.0438197267, stopping crit: 1.84e+00
Iteration 106: 3489.7743289883, stopping crit: 1.89e+00
Iteration 107: 3331.0438458381, stopping crit: 1.84e+00
Iteration 108: 3489.7741366003, stopping crit: 1.89e+00
Iteration 109: 3331.0438704905, stopping crit: 1.84e+00
Iteration 110: 3489.7739545668, stopping crit: 1.89e+00
Iteration 111: 3331.0438938426, stopping crit: 1.84e+00
Iteration 112: 3489.7737818932, stopping crit: 1.89e+00
Iteration 113: 3331.0439158630, stopping crit: 1.84e+00
Iteration 114: 3489.7736175941, stopping crit: 1.89e+00
Iteration 115: 3331.0439366443, stopping crit: 1.84e+00
Iteration 116: 3489.7734614225, stopping crit: 1.89e+00
Iteration 117: 3331.0439563424, stopping crit: 1.84e+00
Iteration 118: 3489.7733129054, stopping crit: 1.89e+00
Iteration 119: 3331.0439750305, stopping crit: 1.84e+00
Iteration 120: 3489.7731716145, stopping crit: 1.89e+00
Iteration 121: 3331.0439924173, stopping crit: 1.84e+00
Iteration 122: 3489.7730372314, stopping crit: 1.89e+00
Iteration 123: 3331.0440084247, stopping crit: 1.84e+00
Iteration 124: 3489.7729094747, stopping crit: 1.89e+00
Iteration 125: 3331.0440236220, stopping crit: 1.84e+00
Iteration 126: 3489.7727879772, stopping crit: 1.89e+00
Iteration 127: 3331.0440380517, stopping crit: 1.84e+00
Iteration 128: 3489.7726724244, stopping crit: 1.89e+00
Iteration 129: 3331.0440517626, stopping crit: 1.84e+00
Iteration 130: 3489.7725625230, stopping crit: 1.89e+00
Iteration 131: 3331.0440647817, stopping crit: 1.84e+00
Iteration 132: 3489.7724579929, stopping crit: 1.89e+00
Iteration 133: 3331.0440773111, stopping crit: 1.84e+00
Iteration 134: 3489.7723585816, stopping crit: 1.89e+00
Iteration 135: 3331.0440892651, stopping crit: 1.84e+00
Iteration 136: 3489.7722640531, stopping crit: 1.89e+00
Iteration 137: 3331.0441006147, stopping crit: 1.84e+00
Iteration 138: 3489.7721741714, stopping crit: 1.89e+00
Iteration 139: 3331.0441114002, stopping crit: 1.84e+00
Iteration 140: 3489.7720887085, stopping crit: 1.89e+00
Iteration 141: 3331.0441216490, stopping crit: 1.84e+00
Iteration 142: 3489.7720074429, stopping crit: 1.89e+00
Iteration 143: 3331.0441313866, stopping crit: 1.84e+00
Iteration 144: 3489.7719301678, stopping crit: 1.89e+00
Iteration 145: 3331.0441406391, stopping crit: 1.84e+00
Iteration 146: 3489.7718566857, stopping crit: 1.89e+00
Iteration 147: 3331.0441494316, stopping crit: 1.84e+00
Iteration 148: 3489.7717868126, stopping crit: 1.89e+00
Iteration 149: 3331.0441577976, stopping crit: 1.84e+00
Iteration 150: 3489.7717202481, stopping crit: 1.89e+00
Iteration 151: 3331.0441657456, stopping crit: 1.84e+00
Iteration 152: 3489.7716568864, stopping crit: 1.89e+00
Iteration 153: 3331.0441732984, stopping crit: 1.84e+00
Iteration 154: 3489.7715966230, stopping crit: 1.89e+00
Iteration 155: 3331.0441804786, stopping crit: 1.84e+00
Iteration 156: 3489.7715393108, stopping crit: 1.89e+00
Iteration 157: 3331.0441872471, stopping crit: 1.84e+00
Iteration 158: 3489.7714848655, stopping crit: 1.89e+00
Iteration 159: 3331.0441935978, stopping crit: 1.84e+00
Iteration 160: 3489.7714331507, stopping crit: 1.89e+00
Iteration 161: 3331.0441996204, stopping crit: 1.84e+00
Iteration 162: 3489.7713840040, stopping crit: 1.89e+00
Iteration 163: 3331.0442053639, stopping crit: 1.84e+00
Iteration 164: 3489.7713373112, stopping crit: 1.89e+00
Iteration 165: 3331.0442108129, stopping crit: 1.84e+00
Iteration 166: 3489.7712929270, stopping crit: 1.89e+00
Iteration 167: 3331.0442159886, stopping crit: 1.84e+00
Iteration 168: 3489.7712507300, stopping crit: 1.89e+00
Iteration 169: 3331.0442209075, stopping crit: 1.84e+00
Iteration 170: 3489.7712104944, stopping crit: 1.89e+00
Iteration 171: 3331.0442257649, stopping crit: 1.84e+00
Iteration 172: 3489.7711722772, stopping crit: 1.89e+00
Iteration 173: 3331.0442305325, stopping crit: 1.84e+00
Iteration 174: 3489.7711360252, stopping crit: 1.89e+00
Iteration 175: 3331.0442350912, stopping crit: 1.84e+00
Iteration 176: 3489.7711015545, stopping crit: 1.89e+00
Iteration 177: 3331.0442394179, stopping crit: 1.84e+00
Iteration 178: 3489.7710687798, stopping crit: 1.89e+00
Iteration 179: 3331.0442435238, stopping crit: 1.84e+00
Iteration 180: 3489.7710376180, stopping crit: 1.89e+00
Iteration 181: 3331.0442474194, stopping crit: 1.84e+00
Iteration 182: 3489.7710079905, stopping crit: 1.89e+00
Iteration 183: 3331.0442511163, stopping crit: 1.84e+00
Iteration 184: 3489.7709798219, stopping crit: 1.89e+00
Iteration 185: 3331.0442546257, stopping crit: 1.84e+00
Iteration 186: 3489.7709530406, stopping crit: 1.89e+00
Iteration 187: 3331.0442579572, stopping crit: 1.84e+00
Iteration 188: 3489.7709275785, stopping crit: 1.89e+00
Iteration 189: 3331.0442611208, stopping crit: 1.84e+00
Iteration 190: 3489.7709033709, stopping crit: 1.89e+00
Iteration 191: 3331.0442641252, stopping crit: 1.84e+00
Iteration 192: 3489.7708803557, stopping crit: 1.89e+00
Iteration 193: 3331.0442669789, stopping crit: 1.84e+00
Iteration 194: 3489.7708584748, stopping crit: 1.89e+00
Iteration 195: 3331.0442697039, stopping crit: 1.84e+00
Iteration 196: 3489.7708376716, stopping crit: 1.89e+00
Iteration 197: 3331.0442723362, stopping crit: 1.84e+00
Iteration 198: 3489.7708178915, stopping crit: 1.89e+00
Iteration 199: 3331.0442748372, stopping crit: 1.84e+00
Iteration 200: 3489.7707990869, stopping crit: 1.89e+00
Iteration 201: 3331.0442772129, stopping crit: 1.84e+00
Iteration 202: 3489.7707812094, stopping crit: 1.89e+00
Iteration 203: 3331.0442794702, stopping crit: 1.84e+00
Iteration 204: 3489.7707642135, stopping crit: 1.89e+00
Iteration 205: 3331.0442816149, stopping crit: 1.84e+00
Iteration 206: 3489.7707480559, stopping crit: 1.89e+00
Iteration 207: 3331.0442836525, stopping crit: 1.84e+00
Iteration 208: 3489.7707326953, stopping crit: 1.89e+00
Iteration 209: 3331.0442855886, stopping crit: 1.84e+00
Iteration 210: 3489.7707180898, stopping crit: 1.89e+00
Iteration 211: 3331.0442874286, stopping crit: 1.84e+00
Iteration 212: 3489.7707042022, stopping crit: 1.89e+00
Iteration 213: 3331.0442891771, stopping crit: 1.84e+00
Iteration 214: 3489.7706909998, stopping crit: 1.89e+00
Iteration 215: 3331.0442908393, stopping crit: 1.84e+00
Iteration 216: 3489.7706784488, stopping crit: 1.89e+00
Iteration 217: 3331.0442924191, stopping crit: 1.84e+00
Iteration 218: 3489.7706665168, stopping crit: 1.89e+00
Iteration 219: 3331.0442939203, stopping crit: 1.84e+00
Iteration 220: 3489.7706551734, stopping crit: 1.89e+00
Iteration 221: 3331.0442953473, stopping crit: 1.84e+00
Iteration 222: 3489.7706443896, stopping crit: 1.89e+00
Iteration 223: 3331.0442967038, stopping crit: 1.84e+00
Iteration 224: 3489.7706341378, stopping crit: 1.89e+00
Iteration 225: 3331.0442979934, stopping crit: 1.84e+00
Iteration 226: 3489.7706243916, stopping crit: 1.89e+00
Iteration 227: 3331.0442992193, stopping crit: 1.84e+00
Iteration 228: 3489.7706151264, stopping crit: 1.89e+00
Iteration 229: 3331.0443003841, stopping crit: 1.84e+00
Iteration 230: 3489.7706063182, stopping crit: 1.89e+00
Iteration 231: 3331.0443014915, stopping crit: 1.84e+00
Iteration 232: 3489.7705979447, stopping crit: 1.89e+00
Iteration 233: 3331.0443025438, stopping crit: 1.84e+00
Iteration 234: 3489.7705899840, stopping crit: 1.89e+00
Iteration 235: 3331.0443035440, stopping crit: 1.84e+00
Iteration 236: 3489.7705824162, stopping crit: 1.89e+00
Iteration 237: 3331.0443044949, stopping crit: 1.84e+00
Iteration 238: 3489.7705752218, stopping crit: 1.89e+00
Iteration 239: 3331.0443053991, stopping crit: 1.84e+00
Iteration 240: 3489.7705683823, stopping crit: 1.89e+00
Iteration 241: 3331.0443062589, stopping crit: 1.84e+00
Iteration 242: 3489.7705618805, stopping crit: 1.89e+00
Iteration 243: 3331.0443070762, stopping crit: 1.84e+00
Iteration 244: 3489.7705556991, stopping crit: 1.89e+00
Iteration 245: 3331.0443078525, stopping crit: 1.84e+00
Iteration 246: 3489.7705498228, stopping crit: 1.89e+00
Iteration 247: 3331.0443085911, stopping crit: 1.84e+00
Iteration 248: 3489.7705442365, stopping crit: 1.89e+00
Iteration 249: 3331.0443092931, stopping crit: 1.84e+00
Iteration 250: 3489.7705389257, stopping crit: 1.89e+00
Iteration 251: 3331.0443099604, stopping crit: 1.84e+00
Iteration 252: 3489.7705338769, stopping crit: 1.89e+00
Iteration 253: 3331.0443105946, stopping crit: 1.84e+00
Iteration 254: 3489.7705290772, stopping crit: 1.89e+00
Iteration 255: 3331.0443111979, stopping crit: 1.84e+00
Iteration 256: 3489.7705245143, stopping crit: 1.89e+00
Iteration 257: 3331.0443117713, stopping crit: 1.84e+00
Iteration 258: 3489.7705201768, stopping crit: 1.89e+00
Iteration 259: 3331.0443123160, stopping crit: 1.84e+00
Iteration 260: 3489.7705160535, stopping crit: 1.89e+00
Iteration 261: 3331.0443128343, stopping crit: 1.84e+00
Iteration 262: 3489.7705121334, stopping crit: 1.89e+00
Iteration 263: 3331.0443133266, stopping crit: 1.84e+00
Iteration 264: 3489.7705084068, stopping crit: 1.89e+00
Iteration 265: 3331.0443137947, stopping crit: 1.84e+00
Iteration 266: 3489.7705048639, stopping crit: 1.89e+00
Iteration 267: 3331.0443142400, stopping crit: 1.84e+00
Iteration 268: 3489.7705014959, stopping crit: 1.89e+00
Iteration 269: 3331.0443146630, stopping crit: 1.84e+00
Iteration 270: 3489.7704982940, stopping crit: 1.89e+00
Iteration 271: 3331.0443150655, stopping crit: 1.84e+00
Iteration 272: 3489.7704952501, stopping crit: 1.89e+00
Iteration 273: 3331.0443154481, stopping crit: 1.84e+00
Iteration 274: 3489.7704923565, stopping crit: 1.89e+00
Iteration 275: 3331.0443158115, stopping crit: 1.84e+00
Iteration 276: 3489.7704896054, stopping crit: 1.89e+00
Iteration 277: 3331.0443161572, stopping crit: 1.84e+00
Iteration 278: 3489.7704869903, stopping crit: 1.89e+00
Iteration 279: 3331.0443164860, stopping crit: 1.84e+00
Iteration 280: 3489.7704845041, stopping crit: 1.89e+00
Iteration 281: 3331.0443167985, stopping crit: 1.84e+00
Iteration 282: 3489.7704821405, stopping crit: 1.89e+00
Iteration 283: 3331.0443170957, stopping crit: 1.84e+00
Iteration 284: 3489.7704798937, stopping crit: 1.89e+00
Iteration 285: 3331.0443173782, stopping crit: 1.84e+00
Iteration 286: 3489.7704777577, stopping crit: 1.89e+00
Iteration 287: 3331.0443176465, stopping crit: 1.84e+00
Iteration 288: 3489.7704757270, stopping crit: 1.89e+00
Iteration 289: 3331.0443179016, stopping crit: 1.84e+00
Iteration 290: 3489.7704737964, stopping crit: 1.89e+00
Iteration 291: 3331.0443181440, stopping crit: 1.84e+00
Iteration 292: 3489.7704719612, stopping crit: 1.89e+00
Iteration 293: 3331.0443183743, stopping crit: 1.84e+00
Iteration 294: 3489.7704702165, stopping crit: 1.89e+00
Iteration 295: 3331.0443185934, stopping crit: 1.84e+00
Iteration 296: 3489.7704685580, stopping crit: 1.89e+00
Iteration 297: 3331.0443188018, stopping crit: 1.84e+00
Iteration 298: 3489.7704669813, stopping crit: 1.89e+00
Iteration 299: 3331.0443189998, stopping crit: 1.84e+00
Iteration 300: 3489.7704654824, stopping crit: 1.89e+00
Iteration 301: 3331.0443191884, stopping crit: 1.84e+00
Iteration 302: 3489.7704640573, stopping crit: 1.89e+00
Iteration 303: 3331.0443193674, stopping crit: 1.84e+00
Iteration 304: 3489.7704627028, stopping crit: 1.89e+00
Iteration 305: 3331.0443195378, stopping crit: 1.84e+00
Iteration 306: 3489.7704614149, stopping crit: 1.89e+00
Iteration 307: 3331.0443196995, stopping crit: 1.84e+00
Iteration 308: 3489.7704601907, stopping crit: 1.89e+00
Iteration 309: 3331.0443198534, stopping crit: 1.84e+00
Iteration 310: 3489.7704590270, stopping crit: 1.89e+00
Iteration 311: 3331.0443199997, stopping crit: 1.84e+00
Iteration 312: 3489.7704579206, stopping crit: 1.89e+00
Iteration 313: 3331.0443201390, stopping crit: 1.84e+00
Iteration 314: 3489.7704568689, stopping crit: 1.89e+00
Iteration 315: 3331.0443202712, stopping crit: 1.84e+00
Iteration 316: 3489.7704558691, stopping crit: 1.89e+00
Iteration 317: 3331.0443203968, stopping crit: 1.84e+00
Iteration 318: 3489.7704549186, stopping crit: 1.89e+00
Iteration 319: 3331.0443205163, stopping crit: 1.84e+00
Iteration 320: 3489.7704540151, stopping crit: 1.89e+00
Iteration 321: 3331.0443206297, stopping crit: 1.84e+00
Iteration 322: 3489.7704531560, stopping crit: 1.89e+00
Iteration 323: 3331.0443207377, stopping crit: 1.84e+00
Iteration 324: 3489.7704523392, stopping crit: 1.89e+00
Iteration 325: 3331.0443208402, stopping crit: 1.84e+00
Iteration 326: 3489.7704515625, stopping crit: 1.89e+00
Iteration 327: 3331.0443209378, stopping crit: 1.84e+00
Iteration 328: 3489.7704508244, stopping crit: 1.89e+00
Iteration 329: 3331.0443210306, stopping crit: 1.84e+00
Iteration 330: 3489.7704501224, stopping crit: 1.89e+00
Iteration 331: 3331.0443211186, stopping crit: 1.84e+00
Iteration 332: 3489.7704494556, stopping crit: 1.89e+00
Iteration 333: 3331.0443212026, stopping crit: 1.84e+00
Iteration 334: 3489.7704488211, stopping crit: 1.89e+00
Iteration 335: 3331.0443212824, stopping crit: 1.84e+00
Iteration 336: 3489.7704482182, stopping crit: 1.89e+00
Iteration 337: 3331.0443213583, stopping crit: 1.84e+00
Iteration 338: 3489.7704476453, stopping crit: 1.89e+00
Iteration 339: 3331.0443214302, stopping crit: 1.84e+00
Iteration 340: 3489.7704471006, stopping crit: 1.89e+00
Iteration 341: 3331.0443214983, stopping crit: 1.84e+00
Iteration 342: 3489.7704465825, stopping crit: 1.89e+00
Iteration 343: 3331.0443215635, stopping crit: 1.84e+00
Iteration 344: 3489.7704460901, stopping crit: 1.89e+00
Iteration 345: 3331.0443216255, stopping crit: 1.84e+00
Iteration 346: 3489.7704456222, stopping crit: 1.89e+00
Iteration 347: 3331.0443216846, stopping crit: 1.84e+00
Iteration 348: 3489.7704451773, stopping crit: 1.89e+00
Iteration 349: 3331.0443217404, stopping crit: 1.84e+00
Iteration 350: 3489.7704447539, stopping crit: 1.89e+00
Iteration 351: 3331.0443217935, stopping crit: 1.84e+00
Iteration 352: 3489.7704443514, stopping crit: 1.89e+00
Iteration 353: 3331.0443218441, stopping crit: 1.84e+00
Iteration 354: 3489.7704439692, stopping crit: 1.89e+00
Iteration 355: 3331.0443218921, stopping crit: 1.84e+00
Iteration 356: 3489.7704436058, stopping crit: 1.89e+00
Iteration 357: 3331.0443219381, stopping crit: 1.84e+00
Iteration 358: 3489.7704432603, stopping crit: 1.89e+00
Iteration 359: 3331.0443219813, stopping crit: 1.84e+00
Iteration 360: 3489.7704429319, stopping crit: 1.89e+00
Iteration 361: 3331.0443220226, stopping crit: 1.84e+00
Iteration 362: 3489.7704426196, stopping crit: 1.89e+00
Iteration 363: 3331.0443220615, stopping crit: 1.84e+00
Iteration 364: 3489.7704423227, stopping crit: 1.89e+00
Iteration 365: 3331.0443220988, stopping crit: 1.84e+00
Iteration 366: 3489.7704420404, stopping crit: 1.89e+00
Iteration 367: 3331.0443221342, stopping crit: 1.84e+00
Iteration 368: 3489.7704417721, stopping crit: 1.89e+00
Iteration 369: 3331.0443221679, stopping crit: 1.84e+00
Iteration 370: 3489.7704415171, stopping crit: 1.89e+00
Iteration 371: 3331.0443222000, stopping crit: 1.84e+00
Iteration 372: 3489.7704412746, stopping crit: 1.89e+00
Iteration 373: 3331.0443222308, stopping crit: 1.84e+00
Iteration 374: 3489.7704410440, stopping crit: 1.89e+00
Iteration 375: 3331.0443222594, stopping crit: 1.84e+00
Iteration 376: 3489.7704408249, stopping crit: 1.89e+00
Iteration 377: 3331.0443222870, stopping crit: 1.84e+00
Iteration 378: 3489.7704406163, stopping crit: 1.89e+00
Iteration 379: 3331.0443223128, stopping crit: 1.84e+00
Iteration 380: 3489.7704404183, stopping crit: 1.89e+00
Iteration 381: 3331.0443223376, stopping crit: 1.84e+00
Iteration 382: 3489.7704402300, stopping crit: 1.89e+00
Iteration 383: 3331.0443223615, stopping crit: 1.84e+00
Iteration 384: 3489.7704400512, stopping crit: 1.89e+00
Iteration 385: 3331.0443223841, stopping crit: 1.84e+00
Iteration 386: 3489.7704398810, stopping crit: 1.89e+00
Iteration 387: 3331.0443224057, stopping crit: 1.84e+00
Iteration 388: 3489.7704397193, stopping crit: 1.89e+00
Iteration 389: 3331.0443224262, stopping crit: 1.84e+00
Iteration 390: 3489.7704395655, stopping crit: 1.89e+00
Iteration 391: 3331.0443224456, stopping crit: 1.84e+00
Iteration 392: 3489.7704394194, stopping crit: 1.89e+00
Iteration 393: 3331.0443224637, stopping crit: 1.84e+00
Iteration 394: 3489.7704392804, stopping crit: 1.89e+00
Iteration 395: 3331.0443224810, stopping crit: 1.84e+00
Iteration 396: 3489.7704391483, stopping crit: 1.89e+00
Iteration 397: 3331.0443224978, stopping crit: 1.84e+00
Iteration 398: 3489.7704390226, stopping crit: 1.89e+00
Iteration 399: 3331.0443225136, stopping crit: 1.84e+00
Iteration 400: 3489.7704389031, stopping crit: 1.89e+00
Iteration 401: 3331.0443225283, stopping crit: 1.84e+00
Iteration 402: 3489.7704387894, stopping crit: 1.89e+00
Iteration 403: 3331.0443225428, stopping crit: 1.84e+00
Iteration 404: 3489.7704386813, stopping crit: 1.89e+00
Iteration 405: 3331.0443225562, stopping crit: 1.84e+00
Iteration 406: 3489.7704385788, stopping crit: 1.89e+00
Iteration 407: 3331.0443225690, stopping crit: 1.84e+00
Iteration 408: 3489.7704384811, stopping crit: 1.89e+00
Iteration 409: 3331.0443225811, stopping crit: 1.84e+00
Iteration 410: 3489.7704383886, stopping crit: 1.89e+00
Iteration 411: 3331.0443225924, stopping crit: 1.84e+00
Iteration 412: 3489.7704383005, stopping crit: 1.89e+00
Iteration 413: 3331.0443226035, stopping crit: 1.84e+00
Iteration 414: 3489.7704382167, stopping crit: 1.89e+00
Iteration 415: 3331.0443226140, stopping crit: 1.84e+00
Iteration 416: 3489.7704381370, stopping crit: 1.89e+00
Iteration 417: 3331.0443226238, stopping crit: 1.84e+00
Iteration 418: 3489.7704380612, stopping crit: 1.89e+00
Iteration 419: 3331.0443226335, stopping crit: 1.84e+00
Iteration 420: 3489.7704379891, stopping crit: 1.89e+00
Iteration 421: 3331.0443226426, stopping crit: 1.84e+00
Iteration 422: 3489.7704379207, stopping crit: 1.89e+00
Iteration 423: 3331.0443226513, stopping crit: 1.84e+00
Iteration 424: 3489.7704378555, stopping crit: 1.89e+00
Iteration 425: 3331.0443226595, stopping crit: 1.84e+00
Iteration 426: 3489.7704377935, stopping crit: 1.89e+00
Iteration 427: 3331.0443226671, stopping crit: 1.84e+00
Iteration 428: 3489.7704377348, stopping crit: 1.89e+00
Iteration 429: 3331.0443226746, stopping crit: 1.84e+00
Iteration 430: 3489.7704376788, stopping crit: 1.89e+00
Iteration 431: 3331.0443226816, stopping crit: 1.84e+00
Iteration 432: 3489.7704376257, stopping crit: 1.89e+00
Iteration 433: 3331.0443226882, stopping crit: 1.84e+00
Iteration 434: 3489.7704375753, stopping crit: 1.89e+00
Iteration 435: 3331.0443226947, stopping crit: 1.84e+00
Iteration 436: 3489.7704375271, stopping crit: 1.89e+00
Iteration 437: 3331.0443227005, stopping crit: 1.84e+00
Iteration 438: 3489.7704374816, stopping crit: 1.89e+00
Iteration 439: 3331.0443227062, stopping crit: 1.84e+00
Iteration 440: 3489.7704374381, stopping crit: 1.89e+00
Iteration 441: 3331.0443227118, stopping crit: 1.84e+00
Iteration 442: 3489.7704373972, stopping crit: 1.89e+00
Iteration 443: 3331.0443227172, stopping crit: 1.84e+00
Iteration 444: 3489.7704373580, stopping crit: 1.89e+00
Iteration 445: 3331.0443227220, stopping crit: 1.84e+00
Iteration 446: 3489.7704373205, stopping crit: 1.89e+00
Iteration 447: 3331.0443227265, stopping crit: 1.84e+00
Iteration 448: 3489.7704372850, stopping crit: 1.89e+00
Iteration 449: 3331.0443227306, stopping crit: 1.84e+00
Iteration 450: 3489.7704372514, stopping crit: 1.89e+00
Iteration 451: 3331.0443227349, stopping crit: 1.84e+00
Iteration 452: 3489.7704372192, stopping crit: 1.89e+00
Iteration 453: 3331.0443227390, stopping crit: 1.84e+00
Iteration 454: 3489.7704371888, stopping crit: 1.89e+00
Iteration 455: 3331.0443227430, stopping crit: 1.84e+00
Iteration 456: 3489.7704371598, stopping crit: 1.89e+00
Iteration 457: 3331.0443227464, stopping crit: 1.84e+00
Iteration 458: 3489.7704371324, stopping crit: 1.89e+00
Iteration 459: 3331.0443227501, stopping crit: 1.84e+00
Iteration 460: 3489.7704371060, stopping crit: 1.89e+00
Iteration 461: 3331.0443227535, stopping crit: 1.84e+00
Iteration 462: 3489.7704370813, stopping crit: 1.89e+00
Iteration 463: 3331.0443227567, stopping crit: 1.84e+00
Iteration 464: 3489.7704370578, stopping crit: 1.89e+00
Iteration 465: 3331.0443227598, stopping crit: 1.84e+00
Iteration 466: 3489.7704370353, stopping crit: 1.89e+00
Iteration 467: 3331.0443227625, stopping crit: 1.84e+00
Iteration 468: 3489.7704370141, stopping crit: 1.89e+00
Iteration 469: 3331.0443227651, stopping crit: 1.84e+00
Iteration 470: 3489.7704369939, stopping crit: 1.89e+00
Iteration 471: 3331.0443227675, stopping crit: 1.84e+00
Iteration 472: 3489.7704369746, stopping crit: 1.89e+00
Iteration 473: 3331.0443227702, stopping crit: 1.84e+00
Iteration 474: 3489.7704369562, stopping crit: 1.89e+00
Iteration 475: 3331.0443227726, stopping crit: 1.84e+00
Iteration 476: 3489.7704369386, stopping crit: 1.89e+00
Iteration 477: 3331.0443227745, stopping crit: 1.84e+00
Iteration 478: 3489.7704369220, stopping crit: 1.89e+00
Iteration 479: 3331.0443227768, stopping crit: 1.84e+00
Iteration 480: 3489.7704369063, stopping crit: 1.89e+00
Iteration 481: 3331.0443227788, stopping crit: 1.84e+00
Iteration 482: 3489.7704368914, stopping crit: 1.89e+00
Iteration 483: 3331.0443227807, stopping crit: 1.84e+00
Iteration 484: 3489.7704368770, stopping crit: 1.89e+00
Iteration 485: 3331.0443227827, stopping crit: 1.84e+00
Iteration 486: 3489.7704368634, stopping crit: 1.89e+00
Iteration 487: 3331.0443227843, stopping crit: 1.84e+00
Iteration 488: 3489.7704368504, stopping crit: 1.89e+00
Iteration 489: 3331.0443227859, stopping crit: 1.84e+00
Iteration 490: 3489.7704368380, stopping crit: 1.89e+00
Iteration 491: 3331.0443227873, stopping crit: 1.84e+00
Iteration 492: 3489.7704368265, stopping crit: 1.89e+00
Iteration 493: 3331.0443227889, stopping crit: 1.84e+00
Iteration 494: 3489.7704368154, stopping crit: 1.89e+00
Iteration 495: 3331.0443227907, stopping crit: 1.84e+00
Iteration 496: 3489.7704368046, stopping crit: 1.89e+00
Iteration 497: 3331.0443227920, stopping crit: 1.84e+00
Iteration 498: 3489.7704367949, stopping crit: 1.89e+00
Iteration 499: 3331.0443227930, stopping crit: 1.84e+00
Iteration 500: 3489.7704367852, stopping crit: 1.89e+00
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees
No one assigned
Labels
None yet
Projects
None yet
Milestone
No milestone
Development

No branches or pull requests
2 participants
@tpanum and others