In [60]:
from functools import partialmethod
import numpy as np
from scipy.stats import gamma
from sklearn.datasets import load_boston, load_diabetes
from sklearn.model_selection import KFold, GridSearchCV
from sklearn.metrics import r2_score
from sklearn.preprocessing import StandardScaler
from sklearn.pipeline import make_pipeline
from sklearn.ensemble import RandomForestRegressor
from sklearn.gaussian_process import GaussianProcessRegressor
from sklearn.gaussian_process.kernels import WhiteKernel, RBF, DotProduct
from sklearn.svm import SVR
from revrand import StandardLinearModel, GeneralizedLinearModel
import revrand.basis_functions as bf
from revrand.likelihoods import Gaussian
from revrand.metrics import smse, msll
from revrand.btypes import Parameter, Positive, Bound
from revrand.optimize import Adam
# Log output to the terminal attached to this notebook
import logging
#logger = logging.getLogger()
#logger.setLevel(logging.INFO)
logging.basicConfig(level=logging.INFO)
In [61]:
data = load_boston()
#data = load_diabetes()
folds = 5
random_state = 100
# Revrand SLM and GLM
nbases = 400
lenscale = gamma(1., scale=20)
regularizer = gamma(1., scale=10)
# Revrand GLM
nbases_g = 100
maxiter = 40000
nsamples = 20
updater = Adam(epsilon=1e-8)
# GP
length_scales = 1.
n_restarts = 1
# Random Forest
n_estimators = 40
# SVR
svr_params = {
'svr__gamma': np.logspace(-1, 2, 20),
'svr__epsilon': np.logspace(-5, 0, 10)
}
In [62]:
# Load the data
X = data.data
y = data.target - data.target.mean()
N, D = X.shape
In [63]:
# Construct basis functions
base_slm = bf.RandomRBF(Xdim=D,
nbases=nbases,
lenscale=Parameter(lenscale, Positive(), shape=(D,)),
random_state=random_state,
regularizer=Parameter(regularizer, Positive())
) + bf.LinearBasis(onescol=True,
regularizer=Parameter(regularizer, Positive())
)
base_glm = bf.RandomRBF(Xdim=D,
nbases=nbases_g,
lenscale=Parameter(lenscale, Positive(), shape=(D,)),
random_state=random_state,
regularizer=Parameter(regularizer, Positive())
) + bf.LinearBasis(onescol=True,
regularizer=Parameter(regularizer, Positive())
)
# Construct Kernel
kern = 1**2 * RBF(length_scale=length_scales * np.ones(D),
length_scale_bounds=(1e-2, 1e3)
) + 1**2 * DotProduct() + WhiteKernel()
In [64]:
# Revrand
class SLM(StandardLinearModel):
def predict(self, X):
return super().predict_moments(X)
slm = make_pipeline(StandardScaler(), SLM(base_slm, random_state=random_state))
class GLM(GeneralizedLinearModel):
def predict(self, X):
Ey, Vy = super().predict_moments(X)
Vy += self.like_hypers_
return Ey, Vy
glm = make_pipeline(StandardScaler(), GLM(Gaussian(), base_glm, random_state=random_state,
nsamples=nsamples, maxiter=maxiter, updater=updater))
# Gaussian Process
class GP(GaussianProcessRegressor):
def predict(self, X):
return super().predict(X, return_std=True)
gp = make_pipeline(StandardScaler(), GP(kernel=kern, n_restarts_optimizer=n_restarts, random_state=random_state))
# RandomForest
rf = make_pipeline(StandardScaler(), RandomForestRegressor(n_estimators=n_estimators, random_state=random_state))
# SVR
svr = GridSearchCV(make_pipeline(StandardScaler(), SVR()), svr_params, n_jobs=-1)
In [65]:
# Convenience functions
def score(y_true, y_pred, y_var, y_train, scores):
sc_smse = smse(y_true, y_pred)
sc_msll = msll(y_true, y_pred, y_var, y_train)
sc_r2 = r2_score(y_true, y_pred)
scores.append((sc_smse, sc_msll, sc_r2))
def print_score(alg_name, scores):
scores = np.array(scores)
smse = scores[:, 0]
msll = scores[:, 1]
r2 = scores[:, 2]
print("{}:\n\tR2 = {:.4f} ({:.4f}),\n\tSMSE = {:.4f} ({:.4f}),\n\tMSLL = {:.4f} ({:.4f})"
.format(alg_name,
np.mean(r2), np.std(r2),
np.mean(smse), np.std(smse),
np.mean(msll), np.std(msll)
)
)
In [66]:
# Cross val
slm_score = []
glm_score = []
gp_score = []
rf_score = []
svr_score = []
foldgen = KFold(n_splits=folds, shuffle=True, random_state=random_state)
for i, (tr_ind, ts_ind) in enumerate(foldgen.split(X)):
# Revrand
slm.fit(X[tr_ind], y[tr_ind])
Ey, Vy = slm.predict(X[ts_ind])
score(y[ts_ind], Ey, Vy, y[tr_ind], slm_score)
glm.fit(X[tr_ind], y[tr_ind])
Ey, Vy = glm.predict(X[ts_ind])
score(y[ts_ind], Ey, Vy, y[tr_ind], glm_score)
# GP
gp.fit(X[tr_ind], y[tr_ind])
Ey, Sy = gp.predict(X[ts_ind])
score(y[ts_ind], Ey, Sy**2, y[tr_ind], gp_score)
# RF
rf.fit(X[tr_ind], y[tr_ind])
Ey = rf.predict(X[ts_ind])
score(y[ts_ind], Ey, y[tr_ind].var(), y[tr_ind], rf_score)
# SVR
svr.fit(X[tr_ind], y[tr_ind])
Ey = svr.predict(X[ts_ind])
score(y[ts_ind], Ey, y[tr_ind].var(), y[tr_ind], svr_score)
print("Fold {}".format(i + 1))
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.slm:ELBO = -2061.889855490841, var = 1.6696293576221093, reg = [1.8867088647325465, 16.940417284305244], bparams = [ 6.40613699 11.30226385 56.27815668 34.0364791 8.19283487
3.85739072 9.33081811 0.11409497 5.8184491 31.75964564
0.30745051 18.26806693 18.51695202].
INFO:revrand.slm:ELBO = -19327.81775835102, var = 0.11109658595678165, reg = [4.8117531267447005, 0.37157940987670507], bparams = [ 44.22046832 79.18319062 1.23627383 44.24500809 17.2030053
27.13313369 19.89499045 17.43792775 0.41301803 4.71511953
15.73531049 29.31672538 5.77218949].
INFO:revrand.slm:ELBO = -4056.999438805942, var = 0.336726235445794, reg = [19.132160871615874, 36.891392321168212], bparams = [ 43.2309651 8.91036809 18.26884315 8.76376262 8.31607381
3.92226832 5.42815006 0.91799484 14.08138943 9.44019133
17.96928155 19.88190385 3.07702183].
INFO:revrand.slm:ELBO = -1574.7818846735922, var = 2.7156988697295303, reg = [29.258309232954311, 9.220489228079936], bparams = [ 9.81282349 9.02561614 4.57179904 6.4804232 5.66147763
3.81372088 67.9897935 62.93696475 18.22475461 26.28325132
8.32198571 1.93144279 12.45370049].
INFO:revrand.slm:ELBO = -5563.973934993382, var = 0.7106980870891151, reg = [0.92619991910006272, 7.5085092185504507], bparams = [ 96.96532062 10.05172428 8.17731091 32.74137683 28.07686855
7.51035408 20.10444355 15.54817376 7.04210092 2.34838981
7.4979508 12.21215051 21.5139414 ].
INFO:revrand.slm:ELBO = -8629.61141694064, var = 0.2933749365200468, reg = [10.247149879417236, 2.232980722749625], bparams = [ 21.43696167 30.12763038 30.24607872 18.84900625 7.39231919
23.92901714 39.26780215 19.6338596 80.8060268 75.01520526
3.6470903 0.46901947 3.50480295].
INFO:revrand.slm:ELBO = -1682.1952436342199, var = 2.5704230391295324, reg = [30.693755818552614, 2.3696160580875221], bparams = [ 8.94216288 15.94240703 6.34443815 12.34601747 23.82518364
13.87718455 25.18062078 14.9291 0.02800005 10.04063099
13.55205133 10.31275471 8.74835293].
INFO:revrand.slm:ELBO = -3985.0576482425167, var = 0.69437657484141, reg = [5.891054660342224, 0.94786384025368076], bparams = [ 6.39206814 57.46218747 0.53806624 0.81641259 6.65750435
17.46195119 93.97380581 98.23998775 99.57509586 2.33176244
21.84156043 14.84619533 3.8026374 ].
INFO:revrand.slm:ELBO = -2092.802103559096, var = 2.8640067966269998, reg = [2.7688732722835221, 68.422192959862969], bparams = [ 17.47870141 4.04915473 9.78276417 4.20636124 10.57879643
18.06157141 25.21693763 13.34535842 7.40938782 17.22854159
11.65745666 8.91568529 7.7524625 ].
INFO:revrand.slm:ELBO = -12579.837807834007, var = 0.23345558832264146, reg = [6.0012803054647303, 6.7696464744226912], bparams = [ 45.8678128 26.13934916 29.40132727 9.41413345 8.42395038
21.28625827 24.82920128 2.41033081 2.85498786 12.17755664
3.48078849 65.21579319 36.35579614].
INFO:revrand.slm:ELBO = -5098.343679401713, var = 0.7343039957887387, reg = [2.4624875471968082, 1.4493181407415621], bparams = [ 77.33176499 24.55462261 39.31876557 9.79343988 5.77589435
7.11744872 38.8836069 12.81048705 21.76989569 32.76998334
5.83327992 1.65836126 26.39220824].
INFO:revrand.slm:ELBO = -1619.998991185826, var = 3.254437654999021, reg = [30.748779573065036, 6.7432356544552396], bparams = [ 20.00388783 26.40975937 46.53950319 3.54063749 10.41352371
10.79447481 23.7876636 11.06239201 39.05465908 37.5375229
1.45569633 7.18363061 77.86763774].
INFO:revrand.slm:ELBO = -72941.91185102562, var = 0.0362771261746032, reg = [6.7804705742842675, 30.444363547131452], bparams = [ 33.27511115 6.97216396 18.13837169 11.28374927 17.94925703
44.83960561 16.14967678 13.57962022 7.69180398 6.11327647
15.62997952 1.71692165 20.19207718].
INFO:revrand.slm:ELBO = -1786.9656161744583, var = 1.5916236586145047, reg = [30.954974817548187, 11.539905626861673], bparams = [ 13.40006819 13.28786376 68.03970619 4.74859955 10.60860211
91.44549792 0.5764657 24.16808645 0.50987573 7.73919956
1.52740885 1.25633745 2.36230394].
INFO:revrand.slm:ELBO = -14055.734474655294, var = 0.1854491323379986, reg = [9.8801844544128734, 5.7695313047690444], bparams = [ 35.54574572 5.48326897 4.2157221 24.88892904 39.0801464
16.37674273 24.37634265 18.58306377 16.38406462 39.37864954
50.453506 37.89011154 5.87310514].
INFO:revrand.slm:ELBO = -2536.3811905228217, var = 2.1000977582397478, reg = [5.7115999932959438, 13.074622713560064], bparams = [ 10.64237332 4.23507439 24.48483817 5.50539703 38.11977416
34.75705284 14.89772882 9.76631089 17.874974 2.9589502
33.03338548 67.52569503 30.26400001].
INFO:revrand.slm:ELBO = -10382.453612908808, var = 0.27356233621748516, reg = [20.193660634315531, 16.508591119298277], bparams = [ 1.31598363 5.25922476 17.8166243 2.95809995 22.69146636
97.0487721 6.73050034 28.61853542 0.95288694 8.08539365
57.84647801 20.24045728 18.41845919].
INFO:revrand.slm:ELBO = -2008.4464294829413, var = 2.633657475595362, reg = [2.0050110081777452, 0.17983929836517715], bparams = [ 4.21620283 14.75752754 13.69651741 32.23793923 39.24189187
4.78942329 11.49906562 10.9503976 1.12542649 0.19966724
31.19065115 6.44031487 25.29853326].
INFO:revrand.slm:ELBO = -5465.380426509223, var = 0.5470677084854354, reg = [1.5470935338677307, 2.1383907285501818], bparams = [ 7.53216697 32.71257509 0.25412427 1.00705311 16.69423264
23.21894933 25.95182136 13.0667544 9.16645741 36.64789202
12.10871789 7.75346174 1.9460804 ].
INFO:revrand.slm:ELBO = -34678.87481088295, var = 0.06234139752696223, reg = [0.95356464796420881, 11.479279286249309], bparams = [ 22.83472406 5.57244252 20.45867707 1.43291023 41.25876337
2.32184569 3.70385185 12.59886567 29.91765107 38.54395859
4.72423248 1.59476225 31.10986844].
INFO:revrand.slm:ELBO = -3804.9614294367057, var = 0.7929675183820504, reg = [15.429709214376786, 25.26316853002956], bparams = [ 13.11597846 12.30719888 18.27483743 18.29178264 14.03865123
7.33100027 15.5894877 51.78587103 70.50177206 10.07682178
32.06367745 20.16198911 5.2264944 ].
INFO:revrand.slm:ELBO = -54600.62756298363, var = 0.052564726381012804, reg = [0.28876755244978564, 1.3107470065493998], bparams = [ 4.9746771 35.32449588 6.72321688 30.37952413 14.05045236
2.98041874 30.10485122 50.85032378 57.30061885 24.37738395
23.67794321 15.81748536 9.21587477].
INFO:revrand.slm:ELBO = -1664.4653485226108, var = 4.0437032397606645, reg = [0.67860540059979768, 22.79633612292178], bparams = [ 6.128628 17.08867114 14.3843318 16.1701195 20.83522725
4.10298251 6.34848584 3.21367482 0.61545669 56.02160242
8.51603394 2.32089454 9.50682082].
INFO:revrand.slm:ELBO = -4874.049094554382, var = 0.4846373157191421, reg = [10.948902876738572, 2.8036349112852421], bparams = [ 2.16634996e+01 2.07374685e+00 1.73911368e+01 2.26036198e+00
1.58927265e+01 1.46690407e+01 7.02619064e+00 1.21661618e+01
7.88678336e-01 1.82760279e+01 9.73755962e-03 1.39356192e+01
1.39321079e+01].
INFO:revrand.slm:ELBO = -39105.443241845875, var = 0.06258810008854282, reg = [29.924763627856677, 9.381760916592345], bparams = [ 22.29499706 12.4267106 24.36637739 3.99506356 20.85875622
16.79162847 61.642505 31.86049092 17.60449946 12.15242024
26.82271322 33.45141809 52.42584985].
INFO:revrand.slm:ELBO = -2884.587449353169, var = 1.7508609723500896, reg = [0.30414463810552894, 14.819370121458457], bparams = [ 14.75357902 43.32393884 12.27052202 15.56201685 47.66831184
16.25258499 4.14330578 22.85826703 0.2788689 9.56367294
33.07662659 17.16635303 3.29241107].
INFO:revrand.slm:ELBO = -6908.955874443779, var = 0.4002608145365719, reg = [30.318392792148639, 0.30855907808548078], bparams = [ 30.11719713 4.00279997 4.80724055 21.14535106 3.11184644
9.59323504 10.40858289 21.51542884 14.34153131 13.17820439
14.84766441 32.8274356 32.63275845].
INFO:revrand.slm:ELBO = -10527.769286463295, var = 0.15981721313125283, reg = [50.288364977028152, 0.70173284776949496], bparams = [ 109.52882832 2.63522361 1.27859702 24.35031135 64.87344101
24.90638122 21.75827381 2.86990217 3.97743931 3.4090266
1.89662248 71.41563478 14.26133041].
INFO:revrand.slm:ELBO = -4450.076925509677, var = 0.599433686236178, reg = [4.0003136540925457, 6.8025473059967121], bparams = [ 3.10037745 3.27204422 33.7846258 4.74692578 1.81036468
9.79620724 44.77407588 11.19483134 29.07468411 107.05716919
0.40533686 2.29022801 23.73200316].
INFO:revrand.slm:ELBO = -1887.9722656960735, var = 2.2133300308013357, reg = [6.7821191649741657, 0.72858896076986301], bparams = [ 1.8518994 2.24564741 4.49436777 41.97069408 57.37230395
2.91522924 39.14121794 28.30690832 23.17817971 38.81355188
5.25010706 14.65181831 8.41157832].
INFO:revrand.slm:ELBO = -2849.367866249787, var = 1.0752071270003434, reg = [3.3238694820046817, 6.9809225482375181], bparams = [ 7.22736221 16.08288988 3.51392141 16.81202501 13.29935428
2.72830049 15.69175259 4.47514001 22.18300396 16.33398628
5.28916536 14.49640994 7.56649446].
INFO:revrand.slm:ELBO = -2178.498587470215, var = 1.8746578183563996, reg = [5.9307794355843697, 1.0545521391345793], bparams = [ 46.3726809 38.77110009 6.74668863 5.99549174 1.37353072
7.64371392 1.06470347 57.71544147 25.26153056 16.13344987
8.9177677 3.46760819 11.34643953].
INFO:revrand.slm:ELBO = -4164.2262580316565, var = 0.3276185937162872, reg = [32.451590260103018, 1.0328728385375516], bparams = [ 10.4510676 0.16823451 16.78932222 17.18921984 2.95015529
22.30816505 3.08340057 14.23565487 9.20144467 5.72985265
2.93018187 2.54056328 1.07620553].
INFO:revrand.slm:ELBO = -4627.27691878467, var = 0.5707513596290582, reg = [14.727475546652286, 19.032331811643413], bparams = [ 19.41930353 9.55709339 22.78312621 7.53071758 25.93916585
49.18084654 1.99409702 21.87111898 8.82825485 28.73415414
58.01051149 5.06541202 1.17915115].
INFO:revrand.slm:ELBO = -3036.0502692393275, var = 1.0294646098172227, reg = [0.92967744856617351, 11.02434830276083], bparams = [ 18.69018294 0.39588887 10.0106867 12.30548306 0.4272515
9.35822524 16.67427723 0.17829592 3.55492908 45.68149679
8.78353999 7.41413042 17.4529749 ].
INFO:revrand.slm:ELBO = -2926.546668654685, var = 0.7384890031486365, reg = [21.409405851811677, 3.1792750875282416], bparams = [ 7.1283583 7.37456609 2.12953992 6.9917651 26.10570398
8.36732622 6.73935554 62.62994311 151.20101279 8.23022462
12.8917716 35.39796278 2.09399571].
INFO:revrand.slm:ELBO = -5157.104881616975, var = 0.7095096012254533, reg = [17.947834349400758, 14.702108670625476], bparams = [ 33.85642844 1.05852362 22.87159401 66.09610092 24.14271981
10.54745117 4.63966485 62.4816187 10.41789553 25.23769811
22.31505146 36.92056721 56.51654714].
INFO:revrand.slm:ELBO = -6162.8160557160345, var = 0.6345030724567369, reg = [1.1397139855828033, 8.3629125299959313], bparams = [ 78.01872374 11.38021016 34.07875643 11.49838165 33.27094539
5.21712815 10.58583982 26.25724559 20.28437906 29.3191085
62.57341044 9.43231173 45.20995098].
INFO:revrand.slm:ELBO = -13632.531663112608, var = 0.23380075771272565, reg = [0.65281666516996029, 2.7367617839639298], bparams = [ 30.30067639 9.43451636 17.42079024 5.53358019 11.54481451
3.98005287 9.34001781 39.89221478 38.75796118 56.29474845
10.40876655 80.6953568 13.17893263].
INFO:revrand.slm:ELBO = -2572.0599100611644, var = 2.0965533773560736, reg = [5.257349173914081, 3.8532904563470716], bparams = [ 20.57064167 24.71377257 27.12281699 18.55282953 39.10085109
20.99111967 6.30753136 39.10555899 3.98915007 15.43104625
9.78552045 19.32986134 15.90742157].
INFO:revrand.slm:ELBO = -5270.543104043618, var = 0.6234233986882007, reg = [17.512597948599666, 5.1249005387021658], bparams = [ 19.32555443 13.89132848 13.89855546 18.77599867 107.48342152
5.69903657 26.82132732 53.19775273 17.56122152 42.51342129
23.55694924 8.65934537 34.37383671].
INFO:revrand.slm:ELBO = -8744.544153295277, var = 0.27060860539352977, reg = [25.471268169613623, 25.114424860871949], bparams = [ 19.85969461 14.35794369 7.12925708 11.99539914 25.25631743
6.84166051 4.68520615 7.61165277 17.03041741 12.4175063
13.96796141 13.3590078 30.21242952].
INFO:revrand.slm:ELBO = -5871.138682770309, var = 0.4945191177298068, reg = [14.63327373262312, 19.766558298687023], bparams = [ 3.33173069 19.10866292 14.39933472 90.68610734 1.72914598
24.85911913 6.38082454 105.73341463 8.76166425 1.85602571
81.78759047 13.04943444 13.16205044].
INFO:revrand.slm:ELBO = -4082.2164518932004, var = 0.7476992865710058, reg = [28.660088414389424, 6.7472560788671379], bparams = [ 0.61187291 54.81260719 27.50946252 26.21717055 2.22491498
29.01474312 24.61174663 51.15939282 14.22913006 24.90353413
40.96635061 11.26561343 13.35460651].
INFO:revrand.slm:ELBO = -28826.824834298768, var = 0.13037272952604256, reg = [2.1074088785497076, 9.1564226820814127], bparams = [ 7.07864926 4.03457409 13.98441939 60.18431017 5.29442319
26.87098534 28.68209051 29.05351118 51.67134033 7.79603029
22.72272479 3.77049489 24.7281255 ].
INFO:revrand.slm:ELBO = -4717.723847262404, var = 0.6720187360107653, reg = [5.8325523201837264, 10.400862375663184], bparams = [ 13.01837305 30.37217016 16.59237598 37.8307615 8.08394303
23.27187228 7.43072101 21.6230399 8.75381681 1.26545283
11.73644807 24.64236047 5.95245725].
INFO:revrand.slm:ELBO = -4450.484481506903, var = 0.9632854569959958, reg = [1.2968198654960794, 10.142462548033706], bparams = [ 1.20119525 0.97590941 14.34652543 7.11393676 8.50630047
20.95177439 59.47482521 14.52340495 25.0033676 17.64557742
10.04841548 22.28364906 5.41441665].
INFO:revrand.slm:ELBO = -2762.168593517311, var = 1.8852516677136082, reg = [3.459797236970271, 1.2857947483217278], bparams = [ 11.28397227 6.34775391 6.3965661 20.55576578 11.95355221
47.82499808 29.86843256 8.28343361 24.33040054 5.46555618
4.59231592 23.03827412 10.78091137].
INFO:revrand.slm:ELBO = -16308.52387142169, var = 0.21717570372526893, reg = [4.9483675516395609, 1.0372121910238485], bparams = [ 7.78822467 44.05083821 57.04022963 21.4279649 4.35388722
14.91740934 7.44473968 16.20928424 15.33715787 12.51399273
29.20868865 43.59796586 35.41672216].
INFO:revrand.slm:ELBO = -1574.4597913087362, var = 3.1903631753916515, reg = [24.198382251637078, 1.274638759683179], bparams = [ 2.43134713 115.95091879 0.81661335 39.26003182 12.52865932
6.82160993 26.42991431 12.78047099 9.1151922 1.53207276
34.43034144 13.38927382 28.29898558].
INFO:revrand.slm:ELBO = -7789.589385756088, var = 0.4637481517808449, reg = [3.1403265255328998, 13.264969441259222], bparams = [ 37.48950334 29.67018179 2.04648305 7.50506646 1.11654211
112.63592294 3.91296896 9.27982694 8.89241334 5.46719436
4.31651897 25.61397209 112.25980827].
INFO:revrand.slm:ELBO = -3247.3793833984446, var = 1.0725968291585297, reg = [2.1027751013659963, 15.898804788166228], bparams = [ 20.05598111 1.23696892 12.00177119 10.15512611 12.23089083
3.80615706 16.20082234 22.51406121 35.02323724 28.0464706
0.77619426 31.70599706 21.22238868].
INFO:revrand.slm:ELBO = -5240.676441536205, var = 0.9288525581737936, reg = [0.0079944596024978318, 0.13201539587469638], bparams = [ 3.18237315 6.17468018 1.2480323 5.96449923 5.20292917
34.75494739 4.50928701 42.58815865 4.82524684 1.91364999
27.39313423 14.03730284 17.64754903].
INFO:revrand.slm:ELBO = -6066.023304850747, var = 0.4528022067707322, reg = [8.0576498797262293, 16.758165207275589], bparams = [ 3.01816153 6.22925481 26.90677617 6.39848839 18.16950031
8.26860899 1.48593384 13.80689724 25.06965622 93.41394449
7.31039933 11.30630476 15.88958575].
INFO:revrand.slm:ELBO = -4676.611925694072, var = 0.8971719465677153, reg = [1.1421558658901387, 12.794258686515319], bparams = [ 6.78834954 24.7709738 6.15544647 7.98842152 3.34328305
7.29806774 29.1853516 17.05918584 71.30510408 23.54333102
13.52038442 10.8585006 61.10048505].
INFO:revrand.slm:ELBO = -10094.662020859463, var = 0.15574489189555674, reg = [7.3649382987069965, 21.995724191094453], bparams = [ 25.77001103 21.13562871 17.02930491 4.09337425 19.03218655
1.60144211 22.05810081 5.26576771 5.0653159 1.65276039
15.06020033 6.91207837 15.30336394].
INFO:revrand.slm:ELBO = -4144.401470799682, var = 0.6864486012870011, reg = [5.7752424849971673, 5.2706873469610578], bparams = [ 6.03862259 1.87247848 32.86885477 3.40569341 49.0509915
11.83584686 11.934965 1.70667838 23.84703952 4.62785348
2.01195087 25.60345471 10.0061291 ].
INFO:revrand.slm:ELBO = -2830.5417620379476, var = 0.8943166302393691, reg = [7.1900794245022386, 0.25104949457905967], bparams = [ 28.7765781 6.17843576 77.10041891 59.39583586 25.86846842
25.85644616 1.04323745 18.03129952 25.25512061 0.85549781
13.30473972 86.58755878 0.98015679].
INFO:revrand.slm:ELBO = -5207.231235118671, var = 0.8647709017237408, reg = [0.74248872146744027, 3.2870095343388677], bparams = [ 24.20128144 3.54242857 13.55675883 61.82096204 17.8005316
18.65993102 40.49702845 55.14941138 3.11344747 6.48712004
2.67798777 43.20796328 35.05898109].
INFO:revrand.slm:ELBO = -1256.7057046136229, var = 5.372799798017131, reg = [16.813078604770148, 1.2686304764978116], bparams = [ 53.62917327 0.14022428 15.46096877 30.51127038 43.94095717
7.28768102 20.69458925 2.66878443 18.75970227 4.20204025
11.56303411 70.40813572 1.41043984].
INFO:revrand.slm:ELBO = -12173.529971241684, var = 0.22963062477709723, reg = [7.0840690201637138, 1.5140459100404744], bparams = [ 54.28288134 18.65579346 12.38052668 32.33954231 23.99346203
27.29514657 7.86570505 3.93126874 0.28910963 2.26448771
6.37799839 19.16944881 58.96904546].
INFO:revrand.slm:ELBO = -1276.6174749238355, var = 2.36949836594852, reg = [33.550973530532396, 4.119174904890234], bparams = [ 21.3657215 6.89085619 3.27084137 0.75262646 18.22426003
0.56248156 9.63301636 61.25921065 5.02567928 7.28049836
34.22053344 17.27727786 0.56011418].
INFO:revrand.slm:ELBO = -1426.2282860597843, var = 3.0875794350538763, reg = [3.7416824138478026, 2.0343024011159176], bparams = [ 0.33213517 14.84931043 3.65339475 33.526736 0.05675651
2.0902757 11.01111717 0.11652076 20.65247071 14.92630026
5.72935977 6.32698295 1.21212717].
INFO:revrand.slm:ELBO = -1860.1102730697503, var = 3.2236316638135234, reg = [1.7543961350114454, 15.825895276710364], bparams = [ 10.73702645 2.77730995 1.16608641 4.38692088 0.95860484
46.50115612 36.32575411 13.01256397 2.73299606 8.33345073
12.35717573 3.96606928 14.72155685].
INFO:revrand.slm:ELBO = -2761.7974714968377, var = 1.4671787041755955, reg = [13.752645269387799, 20.001067962427971], bparams = [ 28.88879752 38.28172095 6.23669318 26.12678033 23.27232152
8.6427771 19.852594 9.90417026 14.4485785 7.24706457
31.89096241 2.2818164 27.52804353].
INFO:revrand.slm:ELBO = -1742.5507480370416, var = 3.4084810636340586, reg = [1.709739935476712, 20.627484637277544], bparams = [ 25.0661907 8.59486677 4.16701931 44.45294078 8.47226526
4.5993585 2.31712446 23.41936988 0.69878 13.06972667
14.60895245 16.3825788 62.8598675 ].
INFO:revrand.slm:ELBO = -3238.2396957049496, var = 1.4825263259507753, reg = [12.848304219544374, 21.063189168791666], bparams = [ 67.50979822 8.30124131 25.95726238 19.6827611 33.14926135
35.61390096 51.27182966 33.65140894 6.71123621 18.62127349
6.04907232 33.70975477 12.4898719 ].
INFO:revrand.slm:ELBO = -8821.093438910384, var = 0.3192179222783723, reg = [1.4443997015667145, 1.5631918202242439], bparams = [ 4.38063422 13.77523679 4.61822452 29.1660761 5.93126928
6.09327435 20.58120793 106.9124747 15.64000028 26.38045439
9.12353312 1.54774753 4.34325292].
INFO:revrand.slm:ELBO = -1723.1259623162787, var = 3.6870554747090276, reg = [7.0158523735759601, 42.430937203895375], bparams = [ 8.14200634 40.33964798 6.62652763 13.40986035 16.24636715
33.44548634 38.32903971 13.59791976 64.02659768 3.45767193
0.7323332 10.43369553 8.39590148].
INFO:revrand.slm:ELBO = -10316.028363729236, var = 0.3227129635865053, reg = [8.5021807766842254, 11.069341069980458], bparams = [ 46.93434118 39.89543395 27.42881135 59.61558399 12.65034497
16.88753406 3.19395026 2.03027544 82.56477917 58.32273317
52.8663314 86.79292851 33.15898129].
INFO:revrand.slm:ELBO = -16517.90001026735, var = 0.12114217452315566, reg = [7.7813841753482729, 11.455092690541711], bparams = [ 13.19602253 0.09211562 38.93891689 5.33020391 18.89855697
22.93578298 7.18882081 18.19091938 9.91847772 16.21422592
2.18121632 0.60219238 8.11612731].
INFO:revrand.slm:ELBO = -3134.283950031307, var = 0.8106210319131937, reg = [7.1716016468202435, 8.9210280699939659], bparams = [ 20.73883504 13.79939638 8.71217213 9.8207802 32.56551528
14.59402563 21.48212572 1.84673267 12.78716366 46.25663414
11.81171535 3.12093617 1.31865537].
INFO:revrand.slm:ELBO = -8652.823748905674, var = 0.21831409279051872, reg = [25.074951311794671, 11.870647101350505], bparams = [ 0.62088854 1.40661144 11.46008697 18.78584407 22.55569011
36.30332271 5.45261646 5.73058715 1.07534125 37.57779727
5.52883618 1.56806347 49.67421515].
INFO:revrand.slm:ELBO = -6245.843612572998, var = 0.6412857932383245, reg = [0.87942070529058325, 4.5200917126304434], bparams = [ 17.37635361 3.83025045 3.88791147 8.43578322 7.75445485
11.27732324 7.49369542 12.80257683 15.63427765 66.8182838
14.08085812 0.95244042 8.36569039].
INFO:revrand.slm:ELBO = -29668.530741279566, var = 0.04408508477518968, reg = [26.152279412957796, 5.6155181367239715], bparams = [ 19.93842032 2.01240828 7.34092959 3.19222235 9.02970926
9.0223255 6.38066351 10.36152084 7.8442949 27.29802744
17.69584718 86.5645251 4.21003996].
INFO:revrand.slm:ELBO = -7294.563163003405, var = 0.3978248365373446, reg = [11.033870755685808, 7.0271566894983337], bparams = [ 7.73084041 17.87587642 0.9211645 32.85310819 24.64363038
10.34715104 23.32189492 67.98475374 11.57872056 5.04803247
22.91718742 4.51783799 38.9165025 ].
INFO:revrand.slm:ELBO = -1671.2329544130394, var = 3.4841899378534853, reg = [1.1926720936776622, 0.79259347988158868], bparams = [ 2.06432738e+00 1.50245933e+01 3.64409776e+01 5.71749558e+01
5.67975088e-02 6.69301709e+01 3.60188879e+00 1.22141969e+01
9.09493099e+00 2.25443042e+01 7.83019448e+00 7.49530440e+00
5.25491705e+00].
INFO:revrand.slm:ELBO = -11136.81289503036, var = 0.37291928291802323, reg = [1.7768602768779804, 1.3687155718295791], bparams = [ 3.41328255 6.39262341 45.21378682 1.67691475 72.99979788
32.29711794 17.37968763 84.88710543 7.09999497 30.87406825
45.41450457 13.68428253 40.20158599].
INFO:revrand.slm:ELBO = -6112.281215734497, var = 0.41679753805285835, reg = [11.416100812760085, 2.6987172567460123], bparams = [ 22.91178811 29.6560119 11.77060381 2.5191024 1.46725887
24.10969912 14.48824222 2.44054759 5.54117146 12.55281547
10.42357747 4.77011994 9.50234174].
INFO:revrand.slm:ELBO = -3366.0315655187223, var = 1.0987078882045296, reg = [2.0240714111766991, 7.4369521946842365], bparams = [ 26.64943584 29.32239855 2.65464911 1.02659107 43.83457129
4.83389185 28.84781163 20.93027423 24.96257467 33.64156334
15.98679216 1.64592582 9.20435024].
INFO:revrand.slm:ELBO = -49543.496626777465, var = 0.06795489125594721, reg = [2.5308452446906649, 2.8903350706705182], bparams = [ 56.85966345 2.51590835 33.64794388 8.32722385 32.12410506
59.41214064 44.95941255 7.16684155 28.62216083 17.72662093
17.37010295 1.17609451 14.55689897].
INFO:revrand.slm:ELBO = -7093.423563011111, var = 0.23929652827254547, reg = [32.979776391605171, 5.6514671094453242], bparams = [ 18.85851247 16.74642458 12.69537009 20.32487731 1.95216848
3.14865714 5.14705525 1.76113557 36.1377537 37.26401422
85.67813119 15.82768322 56.01886437].
INFO:revrand.slm:ELBO = -11721.231725677108, var = 0.08264144187677791, reg = [6.0212173811035878, 5.8367546704660569], bparams = [ 20.7885653 15.1898145 35.53678707 2.10252692 1.93720771
0.392591 31.64351602 3.27722133 1.67997715 24.03863205
0.91814552 6.16724624 14.03121612].
INFO:revrand.slm:ELBO = -35733.603480485646, var = 0.037965346965979696, reg = [8.711005707985553, 7.2910751514815217], bparams = [ 11.12695004 49.3647626 11.09519263 33.12962028 1.23470006
1.85036762 8.77892513 3.19605214 23.56810856 30.76954054
10.79609603 7.81195691 49.56427327].
INFO:revrand.slm:ELBO = -1819.9012627937427, var = 1.8165403488076073, reg = [9.0871990757244205, 13.716331535891591], bparams = [ 19.91355976 0.29343509 3.55764395 17.82226996 0.24283002
25.09875823 9.22784135 2.70507237 10.90912704 28.44360978
8.52225284 0.75718655 5.50323655].
INFO:revrand.slm:ELBO = -6814.6032912017245, var = 0.4205452674176714, reg = [2.314948566018066, 1.4499612134731856], bparams = [ 18.06515712 2.58136137 36.50416292 14.37391264 28.42808212
9.70548996 1.15833324 2.05196442 11.30520352 31.58644577
1.97727901 3.50922481 63.02328402].
INFO:revrand.slm:ELBO = -2344.817809751968, var = 1.8256616168610686, reg = [18.314006023050144, 1.0865344280990978], bparams = [ 23.14439051 2.05955659 11.75130218 66.53583874 17.14222241
12.17054697 11.25256707 10.40634775 58.50938444 3.78504544
7.06825942 1.59553745 20.23243975].
INFO:revrand.slm:ELBO = -6007.059494355953, var = 0.2683548773717228, reg = [11.741928684238651, 12.090979081663274], bparams = [ 12.90246161 23.38119304 1.7711942 2.84192439 1.49064422
45.19109002 28.28500787 13.47022627 5.41794855 4.82945423
1.29092636 17.96793349 1.44385357].
INFO:revrand.slm:ELBO = -2201.113625987524, var = 2.555984496393076, reg = [2.7119396138387772, 5.1885034324869661], bparams = [ 2.75405131 17.52953218 28.56589616 40.77155965 11.41202325
26.80803598 8.86471802 6.82737399 13.09108939 13.53168578
1.27224295 4.4208583 21.77356974].
INFO:revrand.slm:ELBO = -2763.944862705359, var = 0.9935849445091454, reg = [24.624378024271763, 8.9832955952835363], bparams = [ 2.29176508 11.24749641 12.17471586 17.56347547 24.40557921
10.8699975 28.98607117 1.78450389 0.84853893 25.27603524
27.63696563 4.45376196 29.90183665].
INFO:revrand.slm:ELBO = -20868.583675344227, var = 0.09180221696014965, reg = [27.245774318336181, 2.0892688393933443], bparams = [ 4.59887679 13.49014131 4.79450806 30.20171193 19.22742994
35.71879151 24.4650307 29.47400664 14.25261785 4.4068159
80.65197191 4.57068855 5.28678278].
INFO:revrand.slm:ELBO = -4184.271515685044, var = 0.9635199538949868, reg = [5.7895734985800349, 1.3649260658374196], bparams = [ 2.68990882 6.02766368 48.20060891 45.21485486 33.4920654
19.9801904 18.27270177 18.29019011 13.18861403 1.82629919
40.22567896 22.57840906 16.25808473].
INFO:revrand.slm:ELBO = -8993.133744110637, var = 0.19290866739174206, reg = [1.7605988726561184, 3.2720168435522061], bparams = [ 21.16186949 9.65767352 12.32065792 2.49033128 34.35139946
0.53826334 26.76581309 39.08299082 27.28724216 2.25240532
10.5831749 8.22068841 2.10358976].
INFO:revrand.slm:ELBO = -1449.4250154918343, var = 2.5651398800744576, reg = [17.730276841052305, 8.0695288478980842], bparams = [ 77.72852323 34.65643615 12.99714909 2.46498359 10.82149225
8.67507351 2.74579928 30.89842888 30.14277234 4.37167013
3.20728354 5.57558614 0.3817759 ].
INFO:revrand.slm:ELBO = -1773.5671503204148, var = 1.5545879067183117, reg = [8.9624483853710384, 14.783851840374529], bparams = [ 2.02878751e+00 5.28921879e+00 1.87842827e+01 4.12977007e+01
5.15377358e+00 6.73389780e+00 2.02724443e+00 4.85245914e+00
8.24355372e+00 3.50418394e-02 7.23497976e+00 1.60188513e+01
3.23744179e+00].
INFO:revrand.slm:ELBO = -1708.2713857252538, var = 2.0206741170444182, reg = [6.5424233613328928, 2.6646585064791681], bparams = [ 0.40073426 6.94358098 2.52074227 46.63966264 4.63858246
17.12775295 23.18026049 27.14857467 12.44763359 27.20859999
7.88619705 4.02898502 1.03687681].
INFO:revrand.slm:ELBO = -7219.384270046911, var = 0.29110825712084537, reg = [26.461341795718859, 11.706939645894023], bparams = [ 7.68646568 13.53519126 8.68927724 38.47835008 5.84139751
6.67468499 4.23351127 15.96575861 14.76131812 3.22542796
23.32740807 48.26593672 13.13084561].
INFO:revrand.slm:ELBO = -2397.732963528142, var = 0.856236701507038, reg = [8.185071755871391, 20.600370797031545], bparams = [ 0.27619267 0.33558638 40.52839374 17.94398365 17.21052667
0.58207277 57.78563005 16.792824 43.53237655 28.0241825
20.32208072 84.47447012 4.23746552].
INFO:revrand.slm:ELBO = -16433.9005819128, var = 0.1362768992040679, reg = [11.347141279155117, 9.95461177277787], bparams = [ 16.39912532 26.50120264 17.69721534 8.77299176 76.12372345
9.10646964 50.06941595 15.7677411 8.66757031 40.91701272
2.78134436 13.02235287 9.57140513].
INFO:revrand.slm:ELBO = -2478.179162172732, var = 2.179534849885273, reg = [0.63292878949793918, 4.5763425362657069], bparams = [ 37.56589985 13.70730943 1.31323449 1.94945199 23.57536391
15.70710722 17.69103964 11.77903194 34.24634074 7.82290488
15.11600616 3.85208772 25.0787921 ].
INFO:revrand.optimize.decorators:Best start found with objective = 1256.7057046136229
INFO:revrand.slm:ELBO = -1256.7057046136226, var = 5.372799798017131, reg = [16.813078604770148, 1.2686304764978116], bparams = [ 53.62917327 0.14022428 15.46096877 30.51127038 43.94095717
7.28768102 20.69458925 2.66878443 18.75970227 4.20204025
11.56303411 70.40813572 1.41043984].
INFO:revrand.slm:ELBO = -45256.879407593224, var = 1.5324880335696908e+89, reg = [1.5856060827796315e+25, 120825.53748447323], bparams = [ 4.19832964e+01 1.93675417e-02 1.45055527e+00 4.79272270e+01
4.23403348e+01 3.05307774e-24 1.39781475e+01 1.34284662e-13
1.00501914e+00 6.69730184e-14 4.78785440e-01 5.64059959e+01
3.26982333e-13].
INFO:revrand.slm:ELBO = -7604.869684394066, var = 3565186131682437.5, reg = [174949.0718116191, 8.661743741555373], bparams = [ 5.14736497e+01 1.00637659e-01 1.03999455e+01 3.29096470e+01
4.36685917e+01 5.99440295e-04 1.93777232e+01 1.57762244e-02
1.14879836e+01 2.04875348e-02 6.78176550e+00 6.78401603e+01
1.07699933e-02].
INFO:revrand.slm:ELBO = -1869.3151271782617, var = 1548.6203372371954, reg = [78.04168735650104, 1.7449591514930163], bparams = [ 53.2653089 0.13271362 14.47633288 30.8968363 43.89563986
1.53001246 20.47001505 1.13898343 17.29341621 1.73692244
10.58316442 69.97534069 0.62806957].
INFO:revrand.slm:ELBO = -1175.0185709797, var = 20.109458721708975, reg = [24.0439069589537, 1.36646490727588], bparams = [ 53.54415964 0.13843693 15.2256932 30.60068747 43.9303926
5.06545087 20.64203703 2.18846237 18.40727 3.4201917
11.32687891 70.30704192 1.16809841].
INFO:revrand.slm:ELBO = -1157.2943131582067, var = 14.75905947502592, reg = [24.415470085923832, 1.392814854689825], bparams = [ 53.53257728 0.14246707 15.2356635 30.63122967 43.93189174
4.8587482 20.65997151 2.18412135 18.37626554 3.35257852
11.33636593 70.30034692 1.16628258].
INFO:revrand.slm:ELBO = -1132.8930951750638, var = 8.376226345885476, reg = [30.17962191511584, 1.5380766805265929], bparams = [ 53.44857465 0.15147736 15.22129797 30.74966406 43.91807656
3.55778261 20.74671244 2.03992769 18.15715903 2.76271271
11.33830291 70.23774573 1.07006922].
INFO:revrand.slm:ELBO = -1154.0249721295868, var = 2.661347790703442, reg = [60.00211433228526, 2.025309047004982], bparams = [ 53.17541272 0.23449412 15.10888781 31.05921072 43.94583897
1.38044055 20.99716335 1.60795218 17.48392539 1.42593956
11.28409166 70.02288627 0.85801414].
INFO:revrand.slm:ELBO = -1123.466779330139, var = 5.4218724238281055, reg = [39.1682031306772, 1.707324546486762], bparams = [ 53.34478422 0.17879012 15.17855637 30.8667276 43.92860634
2.48429256 20.84136888 1.86385231 17.89876484 2.14966876
11.31770696 70.15616 0.98406779].
INFO:revrand.slm:ELBO = -1107.238334925082, var = 5.613575140685872, reg = [46.00325158889414, 1.8147743083228627], bparams = [ 53.36768499 0.17380564 15.15041563 30.93587438 44.04474233
2.11567488 20.77243095 1.64350121 17.73726506 1.70942658
11.28996882 69.70717211 1.05152911].
INFO:revrand.slm:ELBO = -1118.696527070558, var = 5.320223710098051, reg = [97.2685812943934, 2.454535035685085], bparams = [ 53.39002301 0.13275629 14.8630365 31.45913187 44.55776133
1.00336175 20.33686161 0.87465257 17.07014048 0.53428968
11.07777321 67.42834007 1.15902634].
INFO:revrand.slm:ELBO = -1095.9730462769735, var = 5.505474807352636, reg = [60.33901131716059, 2.0245812790763043], bparams = [ 53.37577666 0.15764247 15.04566586 31.12443024 44.22991606
1.61462382 20.61356293 1.307758 17.49261556 1.1216808
11.2126278 68.8728201 1.0892708 ].
INFO:revrand.slm:ELBO = -1090.9814649522461, var = 6.1134971337155015, reg = [58.53640030690135, 2.0650235930857264], bparams = [ 53.38343512 0.16365935 14.96111537 31.1887555 44.19511375
1.92820351 20.42060293 1.12644206 17.53240736 1.05853057
11.15800749 67.97413081 1.02551257].
INFO:revrand.slm:ELBO = -1087.0810430459053, var = 5.7338100988987595, reg = [58.46079510602868, 2.186401586738454], bparams = [ 53.39545594 0.18413463 14.83760369 31.30899436 44.17792002
2.05718337 20.13264966 0.89957753 17.56489618 0.94149058
11.0752512 66.7611513 0.98285231].
INFO:revrand.slm:ELBO = -1087.261459017461, var = 5.961366435337149, reg = [58.50667511049256, 2.111901110269937], bparams = [ 53.38815909 0.17141973 14.91245198 31.23595531 44.18835566
1.97790005 20.30694663 1.03115404 17.54516859 1.01089065
11.12541001 67.49481194 1.00853017].
INFO:revrand.slm:ELBO = -1086.437130020311, var = 5.840794599327755, reg = [58.482583444116585, 2.1506920161508147], bparams = [ 53.39198984 0.1779816 14.87310938 31.27427982 44.1828766
2.01913546 20.21525273 0.95983973 17.55552289 0.97384033
11.09904818 67.10863758 0.99496664].
INFO:revrand.slm:ELBO = -1085.8103638346881, var = 5.5292350534819015, reg = [57.628410916161705, 2.2110713081703492], bparams = [ 53.42591033 0.17899657 14.83850734 31.335365 44.14479329
1.99140516 20.15707937 0.8933985 17.62030514 0.91378943
11.12880755 66.53509222 0.99324387].
INFO:revrand.slm:ELBO = -1084.3490535433116, var = 5.094998138447727, reg = [52.547102480703764, 2.2694925888161515], bparams = [ 53.51695852 0.17309412 14.79063665 31.38650208 44.01533136
1.96774573 20.11723143 0.9000455 17.84009141 0.87748701
11.25813437 65.67180414 0.98371385].
INFO:revrand.slm:ELBO = -1084.2087056701528, var = 4.841401145787696, reg = [48.98446795139305, 2.31984069165925], bparams = [ 53.58008537 0.17593757 14.73638426 31.41993627 43.91020931
1.99042759 20.06055401 0.8964237 18.01454946 0.84451441
11.33614284 64.9167554 0.95335549].
INFO:revrand.slm:ELBO = -1083.6419563330937, var = 4.843953548827511, reg = [47.631088477243985, 2.36330056283488], bparams = [ 53.62311473 0.17299898 14.69085502 31.44740065 43.85444539
2.00297528 20.01025233 0.88392548 18.11526455 0.80046422
11.38017139 64.36643429 0.93262617].
INFO:revrand.slm:ELBO = -1083.3587753168295, var = 5.020165080362932, reg = [47.72733238154199, 2.3763567424256156], bparams = [ 53.63656577 0.17229362 14.66406098 31.44058284 43.84257865
2.01043075 19.98717699 0.89349821 18.14703547 0.77501473
11.38623703 64.15331854 0.91963582].
INFO:revrand.slm:ELBO = -1083.0087905840012, var = 5.082973409405077, reg = [46.475115360810015, 2.4282650640774994], bparams = [ 53.68949448 0.17241768 14.6005006 31.44973671 43.78361754
2.0128795 19.92440295 0.89066664 18.28270399 0.72260922
11.4358678 63.43411 0.90910472].
INFO:revrand.slm:ELBO = -1080.1991525791523, var = 5.342163736835664, reg = [41.786282688138265, 2.6474874214946467], bparams = [ 53.90173213 0.17291484 14.34900215 31.48637884 43.54856495
2.02270437 19.67527216 0.87942983 18.83559686 0.5461069
11.63656365 60.63700587 0.86817257].
INFO:revrand.slm:ELBO = -1089.1221452396371, var = 5.096026836654851, reg = [36.27568778813297, 2.9469299014839514], bparams = [ 54.16135278 0.1703747 14.0760332 31.56514128 43.25243389
1.93905747 19.4229202 0.85951687 19.4925231 0.39829731
11.92074881 57.5996204 0.83775457].
INFO:revrand.slm:ELBO = -1080.1623323846718, var = 5.33367520875306, reg = [41.58753172393319, 2.657068641907054], bparams = [ 53.91046443 0.17282859 14.33971387 31.48903096 43.53854851
2.01982645 19.66671143 0.87875104 18.85737899 0.54032691
11.64603314 60.53204353 0.86712931].
INFO:revrand.slm:ELBO = -1079.299746623619, var = 4.784154673655701, reg = [40.356377170712264, 2.689537358073268], bparams = [ 53.9463634 0.17038215 14.32145126 31.50885609 43.4914447
1.9001909 19.68738237 0.88080167 18.914234 0.54037444
11.72008044 60.31496832 0.90042302].
INFO:revrand.slm:ELBO = -1079.1122822940472, var = 4.842285881861773, reg = [41.44950963110233, 2.689478064794804], bparams = [ 53.94215381 0.17114783 14.29763196 31.48493259 43.51316658
1.85804129 19.68549256 0.87998157 18.86563826 0.53351067
11.70973513 60.33333417 0.91947394].
INFO:revrand.slm:ELBO = -1079.0794422059641, var = 4.8728965201611585, reg = [41.590637836275654, 2.6876780463502534], bparams = [ 53.94877235 0.1713369 14.26114906 31.45893462 43.51280115
1.84752629 19.67157461 0.87836097 18.84245257 0.53315856
11.71318574 60.25835776 0.93100004].
INFO:revrand.slm:ELBO = -1079.055754092842, var = 4.899282135771737, reg = [41.2878048729819, 2.6898579718655555], bparams = [ 53.9695069 0.17137773 14.18600489 31.4136349 43.49186438
1.84458183 19.63829002 0.8763811 18.82459209 0.53275686
11.73180111 60.02942248 0.93822909].
INFO:revrand.slm:ELBO = -1079.0008814576388, var = 4.930527492225354, reg = [40.49814990769458, 2.7001106399537127], bparams = [ 54.04031441 0.17137585 13.9275179 31.25345242 43.41102284
1.83088065 19.52897897 0.87255 18.75017453 0.5323425
11.79971334 59.26277919 0.94425956].
INFO:revrand.slm:ELBO = -1078.8421608003048, var = 4.973653260413369, reg = [38.741094286405605, 2.736340156241571], bparams = [ 54.30129317 0.17137539 12.99869447 30.6461842 43.10962552
1.77600347 19.12868327 0.86646527 18.42387324 0.53180476
12.05186056 56.56819078 0.94861771].
INFO:revrand.slm:ELBO = -1078.48606461063, var = 5.022684953251877, reg = [36.0656781599087, 2.8251216732832756], bparams = [ 54.99701342 0.17125549 10.78067746 29.04790127 42.30488624
1.66761715 18.08249457 0.86288431 17.49393124 0.53101132
12.74752786 50.00795136 0.94964999].
INFO:revrand.slm:ELBO = -1077.6477879993822, var = 5.0756450591687745, reg = [31.772666706636727, 3.0802983785058133], bparams = [ 56.99694246 0.17091457 6.30185141 24.89180388 40.06363529
1.46066773 15.39206854 0.8558813 15.00453312 0.52690202
14.98090245 35.17994671 0.94640542].
INFO:revrand.slm:ELBO = -1077.0138954537433, var = 5.070846232669734, reg = [28.98046081809428, 3.411181290433151], bparams = [ 59.59982978 0.17038073 3.18545592 20.39078311 37.30153933
1.34728335 12.5107783 0.84491261 12.23855716 0.52217959
18.48048461 22.32015728 0.9337263 ].
INFO:revrand.slm:ELBO = -1075.4774535075808, var = 4.977408738499794, reg = [31.330171829879024, 3.3949226146761053], bparams = [ 59.80408535 0.17008628 3.11201681 19.96076672 36.94452364
1.50670959 12.26503257 0.85145909 11.7848027 0.52323892
18.93358287 20.8834385 0.92097943].
INFO:revrand.slm:ELBO = -1073.6951929422157, var = 4.3793824913791894, reg = [38.905675730758965, 3.407816623928779], bparams = [ 60.1181336 0.17037629 3.10268149 19.2559578 36.32424965
1.64182626 11.86823062 0.85791568 10.94261045 0.50334058
19.83455071 18.2454203 0.94417617].
INFO:revrand.slm:ELBO = -1073.0064654397258, var = 4.1818487530140915, reg = [42.218089255602706, 3.4926678435366605], bparams = [ 61.28251284 0.17055397 2.45287213 17.4681537 34.92907071
1.73097828 10.74987812 0.87433024 9.59741819 0.5105113
22.12397124 13.65972082 0.94924636].
INFO:revrand.slm:ELBO = -1072.2408426075772, var = 4.0568089187242204, reg = [45.70167965567576, 3.4757338953432058], bparams = [ 61.6421298 0.17068074 2.42011912 16.84371745 34.2284246
1.8072564 10.30943831 0.89557158 8.87389351 0.51847374
23.33929681 11.14991487 0.98047139].
INFO:revrand.slm:ELBO = -1071.0750406112675, var = 3.951669944743146, reg = [48.470691743357726, 3.562043466958256], bparams = [ 62.99139367 0.1703649 2.03719737 15.02230917 32.20952839
1.86287555 8.97014317 0.89934961 7.18438665 0.52680894
27.54455429 6.2340565 1.04564435].
INFO:revrand.slm:ELBO = -1068.535825014186, var = 3.9728218316712414, reg = [46.07218050378448, 3.363284063417514], bparams = [ 61.60073182 0.17128802 3.09178204 16.42809449 31.71769377
1.75949873 9.0516453 0.87773563 6.89745724 0.54779574
27.92756728 5.10676883 1.00370963].
INFO:revrand.slm:ELBO = -1066.4174860756227, var = 3.924288577054627, reg = [37.04845200871483, 3.2873188142752037], bparams = [ 60.87233555 0.17190792 4.00501009 16.96898503 29.1679021
1.47782295 7.73173992 0.8048944 5.51814346 0.56261391
33.35138981 2.57191517 0.93427178].
INFO:revrand.slm:ELBO = -1065.8167020699723, var = 3.8398840551184747, reg = [36.25725980011187, 3.3028784557137065], bparams = [ 60.92233336 0.17047812 3.74382063 16.85762982 28.79500903
1.48706717 7.41085633 0.83650233 5.38372279 0.54489104
34.13362085 2.46189791 0.97678832].
INFO:revrand.slm:ELBO = -1065.759578869618, var = 3.787672940201841, reg = [36.791403729139034, 3.2931365819365883], bparams = [ 60.92567995 0.17087859 3.80832233 16.78511477 28.52636953
1.48452863 7.27804841 0.83099584 5.22499595 0.54739156
34.87167422 2.27277767 0.97525037].
INFO:revrand.slm:ELBO = -1065.7385072926845, var = 3.7620217529824145, reg = [37.25172117820928, 3.2761338638212534], bparams = [ 60.78907783 0.17087903 3.88419381 16.93895721 28.58767339
1.48469633 7.31742109 0.82804986 5.26747083 0.54832427
34.58261933 2.34400794 0.97162691].
INFO:revrand.slm:ELBO = -1065.6837810833679, var = 3.7389527103367084, reg = [37.25880786906561, 3.2483210652359915], bparams = [ 60.5791655 0.17085783 3.89289522 17.12096313 28.41441117
1.4793943 7.19192915 0.82881392 5.2420404 0.54947731
34.76229894 2.35527105 0.9684977 ].
INFO:revrand.slm:ELBO = -1065.3216768305783, var = 3.596427712234367, reg = [37.7806206410066, 2.9770856972432567], bparams = [ 58.43476226 0.17081526 3.87948347 19.06907204 26.61343252
1.47606009 5.95161505 0.83115198 4.99366191 0.55291843
36.70797841 2.49559218 0.9485783 ].
INFO:revrand.slm:ELBO = -1065.1588066611007, var = 3.639132788638827, reg = [37.32967824816204, 2.816031783088913], bparams = [ 56.78989787 0.17070176 4.00827053 20.48250805 25.15052883
1.46626513 5.29599843 0.82542443 4.80179637 0.55701034
38.43522257 2.48132751 0.95682584].
INFO:revrand.slm:ELBO = -1065.08865003384, var = 3.705844599299651, reg = [36.855226391725196, 2.764061041881236], bparams = [ 55.91822453 0.17091529 4.1071122 21.18053579 24.4083715
1.48113703 5.12034063 0.82198441 4.75664009 0.55309732
39.18232307 2.49324912 0.95601451].
INFO:revrand.slm:ELBO = -1065.0748767709442, var = 3.743293082295709, reg = [36.811066377926785, 2.768003719640582], bparams = [ 55.80829471 0.17079616 4.18269907 21.1678742 24.26051081
1.48786441 5.1623489 0.82218061 4.73230979 0.5530539
39.39695002 2.42878033 0.95947123].
INFO:revrand.slm:ELBO = -1065.0656515010962, var = 3.7435486326425482, reg = [36.84670723415344, 2.7605001139594316], bparams = [ 55.58061122 0.17076229 4.23185782 21.30344168 24.04592098
1.48959685 5.15776496 0.82265342 4.7117022 0.55270904
39.64832055 2.40812698 0.95846823].
INFO:revrand.slm:ELBO = -1065.0081640503763, var = 3.7342595884451173, reg = [37.08727728855646, 2.7103899819191963], bparams = [ 53.7982244 0.17059243 4.50870621 22.35186661 22.40670884
1.49634105 5.14599047 0.82573141 4.59225007 0.55158366
41.54170632 2.32274554 0.95279168].
INFO:revrand.slm:ELBO = -1064.9218974170522, var = 3.715657435537791, reg = [37.27631071186624, 2.6461757194796744], bparams = [ 50.92717547 0.17041395 4.82991352 24.05651516 19.80835323
1.49915643 5.13810192 0.82807872 4.41182561 0.55073888
45.07385819 2.20954216 0.94744009].
INFO:revrand.slm:ELBO = -1064.4945893578035, var = 3.6386657813249297, reg = [37.775943871535084, 2.436393672957032], bparams = [ 40.86589465 0.16982497 5.93952995 31.78331454 11.94437432
1.50659227 5.11666686 0.83309956 3.77180864 0.54894327
63.07544806 1.81917647 0.93700372].
INFO:revrand.slm:ELBO = -1073.767383219039, var = 3.34632534848932, reg = [39.84234850023368, 1.7509050463817626], bparams = [ 1.69436392e+01 1.67489325e-01 1.35832272e+01 9.68422938e+01
1.57915056e+00 1.53670630e+00 5.03181715e+00 8.53489213e-01
2.01499932e+00 5.41819211e-01 2.41881573e+02 8.35920494e-01
8.96395237e-01].
INFO:revrand.slm:ELBO = -1064.1591972776816, var = 3.5751161294556946, reg = [38.20156091254666, 2.2728066720866007], bparams = [ 33.95666152 0.16933093 7.06850916 40.17817803 7.80373583
1.51287796 5.09869896 0.83734809 3.30575837 0.54743684
83.68786097 1.54465209 0.92831083].
INFO:revrand.slm:ELBO = -1215.86497816869, var = 2.4466276179312696, reg = [50.04827759612648, 0.4468069628492611], bparams = [ 4.85197803e-01 1.59108838e-01 3.05422513e+02 9.52239124e+03
4.93744342e-04 1.73339412e+00 4.72548064e+00 9.29216038e-01
2.09139706e-01 5.00736435e-01 4.42987020e+04 9.32652775e-02
7.03756449e-01].
INFO:revrand.slm:ELBO = -1097.7120934266152, var = 3.1371672971395665, reg = [41.92738214972326, 1.2976835696182678], bparams = [ 7.85700611e+00 1.65736969e-01 2.58725294e+01 2.64347401e+02
2.79043441e-01 1.58549037e+00 4.96689671e+00 8.67925917e-01
1.27711931e+00 5.30874654e-01 7.26240317e+02 5.87225945e-01
8.43831867e-01].
INFO:revrand.slm:ELBO = -1064.087491719294, var = 3.561054221664843, reg = [38.30892911580899, 2.2347148642604524], bparams = [ 32.49033755 0.16922141 7.35059422 42.52706681 7.05788227
1.51501842 5.09467332 0.83825432 3.21228795 0.54692988
89.32308256 1.50024904 0.92564343].
INFO:revrand.slm:ELBO = -1118.569507018361, var = 3.1602750715945978, reg = [43.62867733246642, 1.1733078687884264], bparams = [ 5.92109324e+00 1.65489474e-01 3.16795380e+01 3.84681601e+02
1.52435858e-01 1.62980281e+00 5.43456100e+00 8.83503467e-01
1.18987047e+00 5.29117211e-01 1.00748856e+03 6.78738735e-01
8.24123468e-01].
INFO:revrand.slm:ELBO = -1064.0007934931682, var = 3.4422205534890975, reg = [39.75142565832821, 1.8607306231085814], bparams = [ 2.00256445e+01 1.68152090e-01 1.11345465e+01 7.95318681e+01
2.37255265e+00 1.54679873e+00 5.18906702e+00 8.50875731e-01
2.42219588e+00 5.41806322e-01 1.77861923e+02 1.19742196e+00
8.95575979e-01].
INFO:revrand.slm:ELBO = -1063.8674722859216, var = 3.5381542987708747, reg = [38.57903612487799, 2.158256710004492], bparams = [ 29.63498431 0.16901762 7.95433934 47.90100896 5.73690308
1.52100868 5.11248291 0.84063895 3.04445234 0.54595226
101.81728048 1.43731205 0.9198514 ].
INFO:revrand.slm:ELBO = -1063.4182251352868, var = 3.4807090553301183, reg = [39.272955298293674, 1.975793960380521], bparams = [ 23.46609802 0.16850167 9.71822388 64.78437102 3.39100642
1.53631423 5.15795104 0.84671996 2.65690931 0.54347957
141.93405894 1.28921736 0.90531742].
INFO:revrand.slm:ELBO = -1068.1506854798502, var = 3.341432674642593, reg = [39.995169464043826, 1.7418753702690428], bparams = [ 1.57612970e+01 1.67249794e-01 1.32773482e+01 1.06897610e+02
1.38791936e+00 1.57092859e+00 5.60432736e+00 8.53124201e-01
2.18982370e+00 5.41783331e-01 2.44822719e+02 1.15411457e+00
8.87306443e-01].
INFO:revrand.slm:ELBO = -1063.286452730766, var = 3.4639615967726, reg = [39.357571099079415, 1.9466067190551772], bparams = [ 22.3885496 0.16835333 10.08308628 68.7319351 3.05145336
1.54036243 5.20876286 0.84747384 2.59692525 0.54327896
151.37375489 1.27247078 0.90317127].
INFO:revrand.slm:ELBO = -1062.0885310379892, var = 3.301908985443383, reg = [38.915038507063436, 1.9164422621005854], bparams = [ 1.88407122e+01 1.67270414e-01 1.05204012e+01 8.32324634e+01
2.07094737e+00 1.55832439e+00 5.81143746e+00 8.40161333e-01
2.50121532e+00 5.44785050e-01 1.88329328e+02 1.33993303e+00
9.01902741e-01].
INFO:revrand.slm:ELBO = -1060.3052740606604, var = 3.1145870905222433, reg = [36.830795310509274, 2.0972644144654864], bparams = [ 2.04759378e+01 1.66631510e-01 7.83282879e+00 7.19128883e+01
2.51338577e+00 1.52820646e+00 5.90390100e+00 8.03990663e-01
2.72377428e+00 5.47772973e-01 1.66972207e+02 1.57621451e+00
8.96692070e-01].
INFO:revrand.slm:ELBO = -1059.7193374553005, var = 3.0625740262386176, reg = [35.799779844293624, 2.0069543112459893], bparams = [ 1.94160159e+01 1.66172017e-01 6.97982428e+00 7.82211984e+01
2.21985498e+00 1.51680464e+00 5.10454095e+00 7.95107542e-01
2.58161338e+00 5.55075092e-01 1.84211157e+02 1.63657899e+00
8.87564457e-01].
INFO:revrand.slm:ELBO = -1059.1411575473824, var = 2.982031058612279, reg = [36.55990754372656, 1.9526727990921549], bparams = [ 1.77099923e+01 1.65253541e-01 5.36647246e+00 8.69943603e+01
1.79495587e+00 1.55151664e+00 4.36342712e+00 7.98292388e-01
2.36241789e+00 5.68620274e-01 2.15791354e+02 1.81687199e+00
8.84858363e-01].
INFO:revrand.slm:ELBO = -1058.7191592757383, var = 2.923446951351143, reg = [38.114528483953876, 1.9869981812216886], bparams = [ 1.64321608e+01 1.64481533e-01 4.39524113e+00 9.23204953e+01
1.53016025e+00 1.62838705e+00 4.28082101e+00 7.92187365e-01
2.26067462e+00 5.83574719e-01 2.38956953e+02 2.06585916e+00
8.86913867e-01].
INFO:revrand.slm:ELBO = -1060.2034118661097, var = 2.8013458604071886, reg = [46.82381456324251, 2.1205891172161344], bparams = [ 1.29321814e+01 1.61686309e-01 2.76796807e+00 1.10624397e+02
9.44111560e-01 2.09801821e+00 4.58711354e+00 7.81435636e-01
2.02755226e+00 6.39137440e-01 3.14569934e+02 3.14091680e+00
9.38652502e-01].
INFO:revrand.slm:ELBO = -1058.2232910476484, var = 2.8838390568762935, reg = [40.70682478107175, 2.0287702533373744], bparams = [ 1.52207117e+01 1.63582587e-01 3.79116846e+00 9.78169621e+01
1.31124613e+00 1.76581398e+00 4.37646116e+00 7.88733674e-01
2.18336067e+00 6.00793575e-01 2.60912686e+02 2.36199106e+00
9.03138585e-01].
INFO:revrand.slm:ELBO = -1058.460814997224, var = 2.841211337836036, reg = [46.45071548624059, 2.1979065227133834], bparams = [ 1.34902585e+01 1.61713430e-01 3.42868752e+00 1.03820999e+02
1.04479323e+00 2.11877669e+00 5.47999097e+00 7.87758568e-01
2.15961617e+00 6.28990003e-01 2.87922452e+02 2.89278955e+00
9.35415143e-01].
INFO:revrand.slm:ELBO = -1057.7621766901734, var = 2.864478150007771, reg = [43.21134140164651, 2.1036022746911454], bparams = [ 1.44120465e+01 1.62734430e-01 3.62268512e+00 1.00488577e+02
1.18320241e+00 1.91753505e+00 4.84503838e+00 7.88292444e-01
2.17258790e+00 6.13387913e-01 2.72801334e+02 2.58881908e+00
9.17598288e-01].
INFO:revrand.slm:ELBO = -1057.2719570998397, var = 2.9237631007440426, reg = [43.71406886121025, 2.2208695454446334], bparams = [ 1.50058220e+01 1.63205828e-01 4.28518545e+00 9.37421679e+01
1.33789272e+00 1.94639779e+00 5.78350732e+00 7.94551008e-01
2.32359246e+00 6.08457580e-01 2.44566815e+02 2.59456323e+00
9.31548406e-01].
INFO:revrand.slm:ELBO = -1057.0355593750023, var = 2.86509676337933, reg = [42.55486734639244, 2.1956638868965923], bparams = [ 1.40646501e+01 1.62551817e-01 4.97233887e+00 1.02445987e+02
1.18875110e+00 1.95557893e+00 5.96618365e+00 7.85300831e-01
2.26268502e+00 6.09009643e-01 2.61552336e+02 2.52585192e+00
9.27176579e-01].
INFO:revrand.slm:ELBO = -1056.9316746440886, var = 2.8644579728077293, reg = [42.225988855387385, 2.205000968556044], bparams = [ 1.39567336e+01 1.62489176e-01 5.01211681e+00 1.03133740e+02
1.19424070e+00 1.94377241e+00 5.78650508e+00 7.95038174e-01
2.26452294e+00 6.08301258e-01 2.61651858e+02 2.51751431e+00
9.32239047e-01].
INFO:revrand.slm:ELBO = -1056.847413870312, var = 2.8635312060465132, reg = [42.23861018625184, 2.2277303930614263], bparams = [ 1.36632220e+01 1.62608677e-01 5.29485017e+00 1.05279630e+02
1.19290391e+00 1.93230088e+00 5.63521247e+00 8.04587623e-01
2.28149258e+00 6.07187892e-01 2.61438255e+02 2.52475478e+00
9.40775804e-01].
INFO:revrand.slm:ELBO = -1056.7239355154477, var = 2.8583457055012063, reg = [42.36239774643751, 2.305067768889947], bparams = [ 1.29706125e+01 1.62404918e-01 5.71803308e+00 1.09602018e+02
1.15874724e+00 1.92973853e+00 5.55683826e+00 8.16088952e-01
2.32626525e+00 6.07014181e-01 2.64128094e+02 2.60123284e+00
9.55244094e-01].
INFO:revrand.slm:ELBO = -1056.1600801481065, var = 2.8818316529151113, reg = [43.04416899207894, 2.8134802272480965], bparams = [ 9.98304483e+00 1.61917820e-01 8.10185124e+00 1.31363297e+02
9.92722902e-01 1.91909465e+00 5.58639862e+00 8.67169122e-01
2.63964623e+00 6.04654166e-01 2.75988271e+02 3.13976708e+00
1.02999989e+00].
INFO:revrand.slm:ELBO = -1084.7494513338218, var = 3.3275042742886054, reg = [50.512272380123406, 18.544659739661896], bparams = [ 9.66774528e-01 1.55554302e-01 1.55323645e+02 6.10546636e+02
2.81346327e-01 1.77709807e+00 5.85051659e+00 1.43529654e+00
9.02953712e+00 5.93664424e-01 3.71031573e+02 2.00808299e+01
2.16591161e+00].
INFO:revrand.slm:ELBO = -1055.570236790063, var = 2.9151167411953884, reg = [43.597672271528474, 3.270757466789594], bparams = [ 8.28492435e+00 1.61400194e-01 1.02569616e+01 1.48511858e+02
8.97629267e-01 1.90734925e+00 5.60704607e+00 9.02777022e-01
2.91206636e+00 6.03769085e-01 2.82588464e+02 3.64129997e+00
1.09299133e+00].
INFO:revrand.slm:ELBO = -1054.787233171081, var = 2.9494279508003434, reg = [44.168984456405596, 3.8132215610340783], bparams = [ 6.85140819e+00 1.60874462e-01 1.30434965e+01 1.68289824e+02
8.10097685e-01 1.89545524e+00 5.62816322e+00 9.40563931e-01
3.21858518e+00 6.02868567e-01 2.89476093e+02 4.23481947e+00
1.16114031e+00].
INFO:revrand.slm:ELBO = -1065.414151430156, var = 3.132767803874782, reg = [47.2342648256051, 8.409214967006099], bparams = [ 2.57366799e+00 1.58192018e-01 4.50107034e+01 3.20544515e+02
4.77407591e-01 1.83532282e+00 5.73826300e+00 1.16188991e+00
5.39094930e+00 5.98248795e-01 3.27726670e+02 9.22164244e+00
1.58585223e+00].
INFO:revrand.slm:ELBO = -1054.4834057480664, var = 2.9680429926954335, reg = [44.47925535362466, 4.141187749864599], bparams = [ 6.18609649e+00 1.60592496e-01 1.48427501e+01 1.79991517e+02
7.66617356e-01 1.88909078e+00 5.63955032e+00 9.61530807e-01
3.39652272e+00 6.02384933e-01 2.93248562e+02 4.59298489e+00
1.19952259e+00].
INFO:revrand.slm:ELBO = -1317.7249950417745, var = 5.6632226623253485, reg = [82.08705002074655, 2344.5277930219504], bparams = [ 2.19838536e-03 1.43077782e-01 4.11732050e+05 3.51408380e+04
1.21012732e-02 1.64868154e+00 5.30327285e+00 5.72752261e+00
2.38702797e+02 6.24428771e-01 7.10879190e+02 2.94971341e+03
1.65182679e+01].
INFO:revrand.slm:ELBO = -1054.4635140475716, var = 2.970124877484128, reg = [44.508844434586095, 4.169774946739023], bparams = [ 6.13300370e+00 1.60572370e-01 1.50084684e+01 1.81024740e+02
7.63173445e-01 1.88881173e+00 5.63917404e+00 9.63394800e-01
3.41223427e+00 6.02408429e-01 2.93530507e+02 4.62532373e+00
1.20294152e+00].
INFO:revrand.slm:ELBO = -1054.3737488918025, var = 2.9885980019712344, reg = [44.77134953956614, 4.431307332226162], bparams = [ 5.68291218e+00 1.60394514e-01 1.65567775e+01 1.90423228e+02
7.33385439e-01 1.88634597e+00 5.63584784e+00 9.80035559e-01
3.55436796e+00 6.02616244e-01 2.96035491e+02 4.92137950e+00
1.23360131e+00].
INFO:revrand.slm:ELBO = -1053.8808721300336, var = 3.049998556112547, reg = [45.048124839799925, 4.679205451816374], bparams = [ 5.44780065e+00 1.60499270e-01 1.75834756e+01 1.93966134e+02
7.53737537e-01 1.88701251e+00 5.28212870e+00 9.83807727e-01
3.73614188e+00 6.07377365e-01 2.88749570e+02 5.18953065e+00
1.26076184e+00].
INFO:revrand.slm:ELBO = -1052.74607385785, var = 3.1126138381477926, reg = [47.47277084546955, 5.27424606195021], bparams = [ 4.73990395e+00 1.59616921e-01 2.00594580e+01 2.12234520e+02
7.38976625e-01 1.98875663e+00 4.39599979e+00 9.84178751e-01
4.19438971e+00 6.40227087e-01 2.85064156e+02 6.06580998e+00
1.36064000e+00].
INFO:revrand.slm:ELBO = -1051.8056062807586, var = 3.0547090216745896, reg = [48.993348739417335, 5.632052799242545], bparams = [ 4.46778460e+00 1.58677599e-01 2.06321106e+01 2.16807737e+02
7.16514101e-01 2.09291202e+00 4.26462817e+00 9.71637666e-01
4.56958869e+00 6.84126229e-01 2.84408956e+02 6.48393762e+00
1.40953651e+00].
INFO:revrand.slm:ELBO = -1052.1188993864116, var = 2.924085874415653, reg = [50.6758522113082, 6.543822632705005], bparams = [ 3.93729728e+00 1.55842976e-01 2.35539239e+01 2.24855979e+02
6.12807219e-01 2.27276954e+00 5.03868855e+00 9.51141018e-01
5.66598890e+00 7.98140579e-01 2.91497821e+02 6.93869089e+00
1.50177196e+00].
INFO:revrand.slm:ELBO = -1050.810888792863, var = 2.9897836358653684, reg = [49.81333845138336, 6.06318119971715], bparams = [ 4.19862731e+00 1.57277764e-01 2.20200981e+01 2.20727452e+02
6.63507614e-01 2.17947442e+00 4.62902534e+00 9.61507274e-01
5.07913979e+00 7.37979461e-01 2.87871906e+02 6.70363505e+00
1.45414738e+00].
INFO:revrand.slm:ELBO = -1049.9897220431437, var = 2.950721487191041, reg = [47.06613575516318, 5.951184155544429], bparams = [ 4.34664510e+00 1.56478565e-01 2.33094215e+01 2.13507937e+02
6.40275445e-01 2.07594255e+00 5.38562361e+00 9.49526669e-01
5.36724487e+00 7.58543888e-01 2.90078197e+02 5.87547737e+00
1.41967585e+00].
INFO:revrand.slm:ELBO = -1049.6343311138976, var = 2.949067075758907, reg = [46.11129791500407, 5.658609485127591], bparams = [ 4.57029952e+00 1.56533667e-01 2.37511493e+01 2.04753418e+02
6.55519946e-01 1.97138416e+00 5.89844225e+00 9.59079430e-01
5.49955827e+00 7.37621637e-01 2.86884585e+02 5.22989170e+00
1.36923906e+00].
INFO:revrand.slm:ELBO = -1049.4249790761212, var = 2.947690938714348, reg = [47.34271018078035, 5.892563157937015], bparams = [ 4.26258324e+00 1.55800248e-01 2.66061206e+01 2.12097864e+02
6.29736953e-01 1.97220746e+00 6.19992450e+00 9.83513157e-01
6.05800210e+00 7.42242656e-01 2.87356182e+02 5.34859131e+00
1.38638617e+00].
INFO:revrand.slm:ELBO = -1049.0885950249997, var = 2.923672996520056, reg = [48.696971515386174, 5.85889540123426], bparams = [ 4.29695854e+00 1.55137648e-01 2.66145023e+01 2.04844076e+02
6.44881067e-01 2.00159956e+00 6.70891779e+00 9.94641808e-01
6.68849165e+00 7.54889392e-01 2.78969692e+02 5.28994492e+00
1.35968761e+00].
INFO:revrand.slm:ELBO = -1048.6706473241213, var = 2.904388508352623, reg = [49.132572796613324, 5.533233159157932], bparams = [ 4.27435279e+00 1.53801893e-01 2.69122894e+01 2.03068766e+02
6.49713198e-01 2.03609548e+00 7.08966081e+00 1.01934363e+00
7.85734118e+00 7.68430401e-01 2.73070773e+02 5.21568148e+00
1.30620281e+00].
INFO:revrand.slm:ELBO = -1048.1971469527916, var = 2.8046220273111317, reg = [49.070146118051674, 3.7957948356641236], bparams = [ 3.81307004e+00 1.44166031e-01 3.23828577e+01 2.16389339e+02
6.26271669e-01 2.21265980e+00 8.46278796e+00 1.18520869e+00
2.13367831e+01 8.62030618e-01 2.53624805e+02 4.77450796e+00
1.03636825e+00].
INFO:revrand.slm:ELBO = -1047.789075504894, var = 2.8800944989293518, reg = [49.117563888114134, 5.054127286089765], bparams = [ 4.15864763e+00 1.51429090e-01 2.81360369e+01 2.06192991e+02
6.44001121e-01 2.07719488e+00 7.39779513e+00 1.05695044e+00
9.98928180e+00 7.89951260e-01 2.68265783e+02 5.10607787e+00
1.23555034e+00].
INFO:revrand.slm:ELBO = -1046.2737771624982, var = 2.840135968181543, reg = [49.092609997342244, 4.347350439829803], bparams = [ 3.97309299e+00 1.47563255e-01 3.02959581e+01 2.11496281e+02
6.34611341e-01 2.14740045e+00 7.94025585e+00 1.12259918e+00
1.48917518e+01 8.27089718e-01 2.60460269e+02 4.92885386e+00
1.12639810e+00].
INFO:revrand.slm:ELBO = -1046.9223707578863, var = 2.778827098538498, reg = [47.14206984355021, 3.624655062826077], bparams = [ 3.57758734e+00 1.44145252e-01 3.50062071e+01 2.35388558e+02
6.44957435e-01 2.17263300e+00 7.01286322e+00 1.19333318e+00
2.15668682e+01 8.43828776e-01 2.54250166e+02 5.03980724e+00
1.01791428e+00].
INFO:revrand.slm:ELBO = -1046.0453941655874, var = 2.820676134268042, reg = [48.46954124928888, 4.105339170435744], bparams = [ 3.84398680e+00 1.46477762e-01 3.17071542e+01 2.18749477e+02
6.37852830e-01 2.15531815e+00 7.63556261e+00 1.14441929e+00
1.67347271e+01 8.32327194e-01 2.58487590e+02 4.96354345e+00
1.09102787e+00].
INFO:revrand.slm:ELBO = -1044.945631041643, var = 2.761550154931306, reg = [43.762279096402786, 3.4725784878791806], bparams = [ 3.26986768e+00 1.46492123e-01 3.88179666e+01 2.78965580e+02
6.63372673e-01 2.06711889e+00 4.61901215e+00 1.16483669e+00
1.73867966e+01 7.96780247e-01 2.65027109e+02 5.69149196e+00
1.03440165e+00].
INFO:revrand.slm:ELBO = -1044.1542610054535, var = 2.7128955160617063, reg = [44.6073900976102, 3.356581500023633], bparams = [ 3.08729527e+00 1.46153076e-01 4.50656443e+01 2.93799450e+02
6.37408219e-01 2.05761715e+00 4.78886443e+00 1.16194893e+00
1.83905740e+01 8.18962607e-01 2.68828259e+02 5.53417259e+00
1.01613009e+00].
INFO:revrand.slm:ELBO = -1043.4410781175188, var = 2.6101843522773462, reg = [44.07420871019381, 3.317024574538716], bparams = [ 2.64532349e+00 1.46078703e-01 6.51582789e+01 3.31422070e+02
6.06871147e-01 2.02637753e+00 5.07711399e+00 1.15556813e+00
2.01469301e+01 8.40240113e-01 2.72954896e+02 5.40775916e+00
9.93574124e-01].
INFO:revrand.slm:ELBO = -1043.1206541423694, var = 2.53287001073352, reg = [43.39382647612222, 3.1158691619457195], bparams = [ 2.29259531e+00 1.45807082e-01 9.25587255e+01 3.77205589e+02
5.99513396e-01 2.01386556e+00 4.96643471e+00 1.15405602e+00
2.20877260e+01 8.46353186e-01 2.74767732e+02 5.28973153e+00
9.50491816e-01].
INFO:revrand.slm:ELBO = -1042.894317015156, var = 2.544863259694516, reg = [43.336473174618675, 3.3227742039719055], bparams = [ 2.19424635e+00 1.46164244e-01 1.04348815e+02 3.80577513e+02
6.06986845e-01 2.03045360e+00 5.20956364e+00 1.13950038e+00
2.14267155e+01 8.40970668e-01 2.72576200e+02 5.24516435e+00
9.69804314e-01].
INFO:revrand.slm:ELBO = -1042.7455776114746, var = 2.6020241552583685, reg = [43.839170470926604, 3.567348276420485], bparams = [ 2.30527745e+00 1.47073804e-01 1.01561271e+02 3.54352054e+02
6.37683727e-01 2.11131752e+00 5.71893168e+00 1.09231541e+00
1.78827107e+01 8.19982710e-01 2.70076490e+02 4.96272318e+00
1.00138454e+00].
INFO:revrand.slm:ELBO = -1042.655053899746, var = 2.5927174325098954, reg = [43.3753372706655, 3.482723084383323], bparams = [ 2.17825956e+00 1.46710178e-01 1.10747529e+02 3.74928459e+02
6.28012180e-01 2.12013423e+00 5.45561996e+00 1.09889441e+00
1.86370291e+01 8.26764123e-01 2.72589852e+02 5.07868428e+00
9.87339202e-01].
INFO:revrand.slm:ELBO = -1042.6341366980885, var = 2.6027793842915043, reg = [43.369072815307945, 3.5023124261115735], bparams = [ 2.20172334e+00 1.46712201e-01 1.08415976e+02 3.70892730e+02
6.27187959e-01 2.12421963e+00 5.55721114e+00 1.09649763e+00
1.81681942e+01 8.25121157e-01 2.73446552e+02 5.05121045e+00
9.88579674e-01].
INFO:revrand.slm:ELBO = -1042.5687945153813, var = 2.6335231574131868, reg = [43.34017597565344, 3.5962918656100413], bparams = [ 2.22897478e+00 1.46718300e-01 1.04097455e+02 3.64930376e+02
6.25769972e-01 2.14346463e+00 5.78395519e+00 1.08494566e+00
1.60706194e+01 8.17304509e-01 2.78434298e+02 5.01888146e+00
9.93881540e-01].
INFO:revrand.slm:ELBO = -1042.4793224450093, var = 2.657307585458711, reg = [43.293876412752496, 3.744418825690907], bparams = [ 2.24750374e+00 1.46632842e-01 9.71699928e+01 3.60081781e+02
6.23301376e-01 2.15667411e+00 6.01837032e+00 1.07403643e+00
1.31614252e+01 8.05399764e-01 2.87708694e+02 5.06056403e+00
9.97688164e-01].
INFO:revrand.slm:ELBO = -1042.3290102010574, var = 2.6712096333743838, reg = [43.35254637481005, 4.052526331270864], bparams = [ 2.23344554e+00 1.46486868e-01 8.69120685e+01 3.57591684e+02
6.19081103e-01 2.17345038e+00 6.32518989e+00 1.06084460e+00
9.12526960e+00 7.88018122e-01 3.06046496e+02 5.27360550e+00
1.00169920e+00].
INFO:revrand.slm:ELBO = -1042.149623004636, var = 2.656535528950083, reg = [43.505144679041365, 4.5427197067325125], bparams = [ 2.14583876e+00 1.46178410e-01 7.55546472e+01 3.63580763e+02
6.11092857e-01 2.17602926e+00 6.63235862e+00 1.05717256e+00
5.38441264e+00 7.69047105e-01 3.36399692e+02 5.78369436e+00
9.96173068e-01].
INFO:revrand.slm:ELBO = -1041.8192726841344, var = 2.598119845201949, reg = [43.58920260955375, 4.5777933250027365], bparams = [ 2.04424545e+00 1.45816517e-01 7.48089351e+01 3.79822256e+02
6.04380672e-01 2.12957955e+00 6.33800305e+00 1.08771551e+00
5.11596982e+00 7.74009593e-01 3.43959597e+02 6.20099931e+00
9.76670766e-01].
INFO:revrand.slm:ELBO = -1041.3314233509946, var = 2.4587329118679957, reg = [44.21485128193056, 4.711556264078893], bparams = [ 1.86135170e+00 1.45307523e-01 5.68593147e+01 4.16341311e+02
5.86195372e-01 2.05270848e+00 5.41200884e+00 1.16503715e+00
3.22985148e+00 7.80122986e-01 3.86600172e+02 7.93096063e+00
9.36583056e-01].
INFO:revrand.slm:ELBO = -1041.1932556303466, var = 2.3789306558944703, reg = [43.85422195695872, 4.085840455561652], bparams = [ 1.93249158e+00 1.45617907e-01 4.84670647e+01 4.21510956e+02
5.80380281e-01 1.98505166e+00 4.74477156e+00 1.22305050e+00
3.74604567e+00 7.93484581e-01 3.85775960e+02 8.31596450e+00
9.07881385e-01].
INFO:revrand.slm:ELBO = -1040.902180368109, var = 2.3738417147317814, reg = [43.41455652954329, 4.1756276566327], bparams = [ 1.94851489e+00 1.45770214e-01 4.59779889e+01 4.16682835e+02
5.74528091e-01 1.97432380e+00 5.20673367e+00 1.22318088e+00
2.98917751e+00 7.81762853e-01 4.01169952e+02 8.29278780e+00
8.98809504e-01].
INFO:revrand.slm:ELBO = -1040.6419957971118, var = 2.330105644288018, reg = [43.790940696832024, 4.048288009648223], bparams = [ 1.93975666e+00 1.45956299e-01 3.89770766e+01 4.24818594e+02
5.57117355e-01 1.93722775e+00 5.20622909e+00 1.25815374e+00
2.19057512e+00 7.72270514e-01 4.32843608e+02 8.78822533e+00
8.88938218e-01].
INFO:revrand.slm:ELBO = -1097.3724851750494, var = 1.6467748538471798, reg = [47.503501700516104, 2.2312731998331685], bparams = [ 2.18233146e+00 1.49138214e-01 1.87433332e+00 5.16371624e+02
3.54637958e-01 1.32696856e+00 4.21839170e+00 2.01861744e+00
2.16478148e-02 6.51694888e-01 1.36689914e+03 2.20938959e+01
7.34422650e-01].
INFO:revrand.slm:ELBO = -1040.5727270859902, var = 2.317039353687825, reg = [43.84871283707678, 4.009404113717029], bparams = [ 1.94346322e+00 1.46007305e-01 3.71070644e+01 4.26163958e+02
5.53055382e-01 1.92538900e+00 5.18851243e+00 1.26782748e+00
2.03269525e+00 7.70149455e-01 4.40983166e+02 8.92046932e+00
8.86192519e-01].
INFO:revrand.slm:ELBO = -1040.507558091335, var = 2.3043134356131465, reg = [43.90536793469777, 3.9716838084407895], bparams = [ 1.94710024e+00 1.46057277e-01 3.53625927e+01 4.27485720e+02
5.49105850e-01 1.91386444e+00 5.17121942e+00 1.27737391e+00
1.88910483e+00 7.68077767e-01 4.49103278e+02 9.05191591e+00
8.83511641e-01].
INFO:revrand.slm:ELBO = -1071.5421463675589, var = 1.9479952312954802, reg = [45.669012692937656, 2.9768963099149532], bparams = [ 2.06136317e+00 1.47589706e-01 8.14133194e+00 4.69831348e+02
4.41286503e-01 1.59362415e+00 4.67057053e+00 1.60577995e+00
2.02225101e-01 7.07497247e-01 7.83504235e+02 1.41418559e+01
8.05525270e-01].
INFO:revrand.slm:ELBO = -1040.500581060672, var = 2.302815885055124, reg = [43.91206034336981, 3.967254777207902], bparams = [ 1.94753001e+00 1.46063177e-01 3.51621630e+01 4.27642011e+02
5.48641512e-01 1.91250863e+00 5.16918195e+00 1.27850550e+00
1.87283909e+00 7.67833593e-01 4.50071591e+02 9.06755915e+00
8.83195725e-01].
INFO:revrand.slm:ELBO = -1099.6058687761395, var = 1.6028485731597846, reg = [49.54010056954516, 2.13265548447761], bparams = [ 2.58421862e+00 1.50955344e-01 9.93523409e-01 4.61333185e+02
3.39787312e-01 1.26443504e+00 4.08962707e+00 2.03968921e+00
1.13651200e-02 6.58828352e-01 1.55262014e+03 2.30685089e+01
7.91343578e-01].
INFO:revrand.slm:ELBO = -1065.0025686337194, var = 2.0283726590143094, reg = [45.80632078607655, 3.1921557872547375], bparams = [ 2.15033336e+00 1.47758157e-01 1.00840622e+01 4.39151439e+02
4.63891429e-01 1.65450536e+00 4.76202938e+00 1.50572888e+00
3.13407716e-01 7.27746165e-01 6.94414909e+02 1.25750850e+01
8.49874435e-01].
INFO:revrand.slm:ELBO = -1040.5368095130418, var = 2.2598528828561775, reg = [44.18815575980207, 3.8413101194123054], bparams = [ 1.97637324e+00 1.46313493e-01 2.92127529e+01 4.29330861e+02
5.35147797e-01 1.87181636e+00 5.10662582e+00 1.30992434e+00
1.43640506e+00 7.61747568e-01 4.79990465e+02 9.51847891e+00
8.78169196e-01].
INFO:revrand.slm:ELBO = -1040.4096500399737, var = 2.281459257080969, reg = [44.04843937984104, 3.9044371262677724], bparams = [ 1.96174689e+00 1.46186965e-01 3.20809718e+01 4.28476720e+02
5.41923638e-01 1.89226717e+00 5.13813776e+00 1.29395431e+00
1.64246009e+00 7.64816542e-01 4.64633020e+02 9.28791216e+00
8.80705316e-01].
INFO:revrand.slm:ELBO = -1040.2927379507582, var = 2.272902894533162, reg = [44.40114156193029, 3.6613994608671243], bparams = [ 2.03336655e+00 1.46734433e-01 3.05172266e+01 4.21797676e+02
5.35862823e-01 1.88338042e+00 5.19864495e+00 1.29562634e+00
1.56610642e+00 7.63949592e-01 4.71447366e+02 8.89857224e+00
8.95625638e-01].
INFO:revrand.slm:ELBO = -1040.0771842315608, var = 2.2322512202107063, reg = [44.05895927138987, 3.3991469095294726], bparams = [ 2.04278060e+00 1.46612192e-01 2.95673596e+01 4.28169754e+02
5.34153629e-01 1.85402059e+00 4.95953555e+00 1.31083632e+00
1.54227133e+00 7.74542767e-01 4.79011098e+02 8.75608934e+00
8.83697980e-01].
INFO:revrand.slm:ELBO = -1039.8457046042386, var = 2.176515569952747, reg = [43.49908994414587, 3.03719783171172], bparams = [ 2.03736324e+00 1.46650560e-01 3.09924742e+01 4.37823757e+02
5.45118486e-01 1.82656488e+00 4.59991428e+00 1.31383008e+00
1.53542097e+00 7.88062999e-01 4.83453972e+02 8.09044852e+00
8.78186435e-01].
INFO:revrand.slm:ELBO = -1042.0157823115633, var = 2.0512185603909354, reg = [42.475698689878286, 2.499841537248853], bparams = [ 2.04432180e+00 1.46896925e-01 2.63818533e+01 4.54396220e+02
5.53084327e-01 1.75248697e+00 4.00312554e+00 1.34410421e+00
1.03117159e+00 8.05767543e-01 5.35326634e+02 7.53567353e+00
8.60088287e-01].
INFO:revrand.slm:ELBO = -1039.7249148511119, var = 2.147688358717778, reg = [43.26682595923663, 2.907083131642789], bparams = [ 2.03892598e+00 1.46705926e-01 2.98900042e+01 4.41497024e+02
5.46899752e-01 1.80963826e+00 4.45839320e+00 1.32057801e+00
1.40393573e+00 7.92010111e-01 4.94662480e+02 7.96223632e+00
8.74083692e-01].
INFO:revrand.slm:ELBO = -1039.7252054124917, var = 2.133908544913999, reg = [42.64016233133165, 2.638845817524562], bparams = [ 2.09544583e+00 1.46930729e-01 2.78131658e+01 4.36260138e+02
5.58019810e-01 1.81490768e+00 4.26431495e+00 1.30877441e+00
1.19372427e+00 7.97737464e-01 5.13287460e+02 7.26234972e+00
8.70770403e-01].
INFO:revrand.slm:ELBO = -1039.6205876078134, var = 2.1403453736453093, reg = [42.93225368252044, 2.761131167849168], bparams = [ 2.06880655e+00 1.46825496e-01 2.87663608e+01 4.38702811e+02
5.52788627e-01 1.81244010e+00 4.35405358e+00 1.31428438e+00
1.28785184e+00 7.95052375e-01 5.04486708e+02 7.58183479e+00
8.72319196e-01].
INFO:revrand.slm:ELBO = -1039.4605087083785, var = 2.1740715116675644, reg = [42.49830761959848, 2.691352771399067], bparams = [ 2.11215815e+00 1.46953343e-01 2.79873285e+01 4.27462715e+02
5.61554562e-01 1.84497153e+00 4.34424218e+00 1.29067367e+00
1.24822268e+00 7.96815754e-01 5.07945102e+02 7.03778998e+00
8.73284724e-01].
INFO:revrand.slm:ELBO = -1039.3458784550412, var = 2.2334842921889333, reg = [42.09757194581187, 2.726748293446519], bparams = [ 2.13512863e+00 1.47032417e-01 2.64796970e+01 4.14540225e+02
5.67964381e-01 1.88772461e+00 4.28510220e+00 1.26116451e+00
1.24301170e+00 7.99984795e-01 5.11423496e+02 6.63346826e+00
8.72983422e-01].
INFO:revrand.slm:ELBO = -1039.2985424323842, var = 2.2562515351740062, reg = [41.75366856006134, 2.7513752436310717], bparams = [ 2.13839040e+00 1.47105643e-01 2.43484998e+01 4.05669343e+02
5.72938369e-01 1.90491642e+00 4.16051333e+00 1.24331268e+00
1.19360467e+00 8.03620947e-01 5.20498341e+02 6.38926558e+00
8.70339755e-01].
INFO:revrand.slm:ELBO = -1039.19997731971, var = 2.2729751390728445, reg = [41.32017557896098, 2.888494684522359], bparams = [ 2.13591539e+00 1.47117804e-01 2.09956442e+01 3.89455026e+02
5.75296788e-01 1.90811271e+00 4.10187771e+00 1.22590601e+00
1.18569166e+00 8.06527031e-01 5.29984416e+02 6.23198173e+00
8.66532252e-01].
INFO:revrand.slm:ELBO = -1038.7836724281588, var = 2.299515231622111, reg = [39.580462147463074, 3.6163387908292095], bparams = [ 2.15697537e+00 1.47320968e-01 8.22748984e+00 3.07693974e+02
5.86120573e-01 1.89690016e+00 3.70658740e+00 1.15756002e+00
1.12861133e+00 8.20210276e-01 5.91572171e+02 5.59478301e+00
8.52597375e-01].
INFO:revrand.slm:ELBO = -1038.6355867126435, var = 2.261284757804428, reg = [39.06120394691798, 3.9547896594662317], bparams = [ 2.15716244e+00 1.47456000e-01 5.31530542e+00 2.79395215e+02
5.89969200e-01 1.86470384e+00 3.50585873e+00 1.13778954e+00
1.12363094e+00 8.16547603e-01 6.19881951e+02 5.51384340e+00
8.52643446e-01].
INFO:revrand.slm:ELBO = -1038.386916790101, var = 2.127303968521196, reg = [39.409208118421134, 3.660908145538983], bparams = [ 2.09338211e+00 1.47578031e-01 6.49588690e+00 3.04126646e+02
5.86104214e-01 1.79021184e+00 3.39917626e+00 1.15450414e+00
1.15708927e+00 7.96827025e-01 6.10066283e+02 5.82410061e+00
8.66340099e-01].
INFO:revrand.slm:ELBO = -1038.2815451754755, var = 2.1171741386847702, reg = [38.44463898707539, 3.396614930131572], bparams = [ 2.13889034e+00 1.47674242e-01 5.54787574e+00 2.96226930e+02
5.93105974e-01 1.80280552e+00 3.16753750e+00 1.12696436e+00
1.07275313e+00 7.99509252e-01 6.34591211e+02 5.31577066e+00
8.60347434e-01].
INFO:revrand.slm:ELBO = -1038.1684642926114, var = 2.1325599738532275, reg = [38.75896215166702, 3.4100605295025037], bparams = [ 2.14811272e+00 1.47386951e-01 5.41201494e+00 2.95435350e+02
5.86653378e-01 1.82719180e+00 3.22425672e+00 1.12978001e+00
1.10887230e+00 8.00296117e-01 6.31062518e+02 5.50005759e+00
8.64847725e-01].
INFO:revrand.slm:ELBO = -1038.1244967254772, var = 2.1131179911168707, reg = [38.743323473316345, 3.340995378049221], bparams = [ 2.13094876e+00 1.47469806e-01 5.31538204e+00 2.95815764e+02
5.86833257e-01 1.82722077e+00 3.22607631e+00 1.11859973e+00
1.11169471e+00 7.97745611e-01 6.35355202e+02 5.43666763e+00
8.64747041e-01].
INFO:revrand.slm:ELBO = -1038.0450141555498, var = 2.086068545560583, reg = [38.66459192879815, 3.129974017532772], bparams = [ 2.07977109e+00 1.47467271e-01 4.99480370e+00 2.98884984e+02
5.87315117e-01 1.83779727e+00 3.14701868e+00 1.08492742e+00
1.10388568e+00 7.92289172e-01 6.49888797e+02 5.31416691e+00
8.70393935e-01].
INFO:revrand.slm:ELBO = -1038.0017761892493, var = 2.0973759297305867, reg = [38.39799317628616, 2.9657416371658263], bparams = [ 2.05586046e+00 1.47384118e-01 4.94061277e+00 3.02039699e+02
5.86242307e-01 1.83987301e+00 3.17841057e+00 1.07039081e+00
1.09932037e+00 7.92251588e-01 6.56138374e+02 5.26041578e+00
8.73433053e-01].
INFO:revrand.slm:ELBO = -1037.9720665998839, var = 2.1279533324152924, reg = [37.99843327377015, 2.8287507220705645], bparams = [ 2.02039100e+00 1.47253070e-01 4.58904309e+00 3.03846629e+02
5.86653644e-01 1.83248282e+00 3.14452315e+00 1.05828993e+00
1.09104660e+00 7.93093596e-01 6.66241910e+02 5.30743655e+00
8.77819044e-01].
INFO:revrand.slm:ELBO = -1037.9673436700334, var = 2.1495612557900063, reg = [38.07488305518584, 2.7927539169713747], bparams = [ 2.01467645e+00 1.47202104e-01 4.91786025e+00 3.09130467e+02
5.86369161e-01 1.82954625e+00 3.21618684e+00 1.06822419e+00
1.09475014e+00 7.95341343e-01 6.59185035e+02 5.41771129e+00
8.76869620e-01].
INFO:revrand.slm:ELBO = -1037.9631297911342, var = 2.143315577816317, reg = [38.04790107116729, 2.821498418770304], bparams = [ 2.02226239e+00 1.47234521e-01 4.79248000e+00 3.06553819e+02
5.87266463e-01 1.83022428e+00 3.20158729e+00 1.06788744e+00
1.09318584e+00 7.94709968e-01 6.60357246e+02 5.39857832e+00
8.75736494e-01].
INFO:revrand.slm:ELBO = -1037.9627574310296, var = 2.1424082529762107, reg = [38.06328610326401, 2.814338596186769], bparams = [ 2.02293533e+00 1.47243709e-01 4.77890148e+00 3.06704171e+02
5.87737336e-01 1.83051018e+00 3.19374187e+00 1.06793426e+00
1.09296417e+00 7.94555447e-01 6.60435325e+02 5.40394798e+00
8.75808387e-01].
INFO:revrand.slm:ELBO = -1037.962581101299, var = 2.143213149436489, reg = [38.07478653564285, 2.8073195471396155], bparams = [ 2.02504303e+00 1.47246911e-01 4.78058335e+00 3.06884521e+02
5.88101521e-01 1.83113018e+00 3.19671469e+00 1.06840198e+00
1.09298241e+00 7.94502665e-01 6.60017468e+02 5.41320890e+00
8.75669546e-01].
INFO:revrand.slm:ELBO = -1037.9624145576117, var = 2.144125093352489, reg = [38.090424664752874, 2.8020621331117805], bparams = [ 2.02726910e+00 1.47249256e-01 4.78847282e+00 3.07250188e+02
5.88357033e-01 1.83199568e+00 3.20088800e+00 1.06857892e+00
1.09309779e+00 7.94493612e-01 6.59648405e+02 5.42257918e+00
8.75649631e-01].
INFO:revrand.slm:ELBO = -1037.9619538053773, var = 2.14531959654194, reg = [38.105932465237245, 2.7972234092255843], bparams = [ 2.03081516e+00 1.47251760e-01 4.79493323e+00 3.08353581e+02
5.88657879e-01 1.83301996e+00 3.20594395e+00 1.06812818e+00
1.09303114e+00 7.94570993e-01 6.59941190e+02 5.43390873e+00
8.75686690e-01].
INFO:revrand.slm:ELBO = -1037.960390247335, var = 2.1475516245237567, reg = [38.06682419318158, 2.793314490751179], bparams = [ 2.03889762e+00 1.47256728e-01 4.80060179e+00 3.13406179e+02
5.89330256e-01 1.83568483e+00 3.21471278e+00 1.06541458e+00
1.09216308e+00 7.94924815e-01 6.63420312e+02 5.46152657e+00
8.76066018e-01].
INFO:revrand.slm:ELBO = -1037.9599682694231, var = 2.1517010425698606, reg = [38.31043559847587, 2.792194014938306], bparams = [ 2.05970469e+00 1.47248683e-01 4.77589666e+00 3.25446816e+02
5.90767459e-01 1.83465769e+00 3.22627935e+00 1.05882278e+00
1.09012613e+00 7.95999555e-01 6.74350162e+02 5.47284442e+00
8.76377930e-01].
INFO:revrand.slm:ELBO = -1037.9567238198315, var = 2.150396912232452, reg = [38.07414023790029, 2.805745893106879], bparams = [ 2.05325932e+00 1.47252129e-01 4.76861253e+00 3.28351584e+02
5.90355974e-01 1.83565126e+00 3.21653284e+00 1.05756007e+00
1.08939238e+00 7.96092014e-01 6.77783412e+02 5.47604323e+00
8.76662883e-01].
INFO:revrand.slm:ELBO = -1037.9541665766571, var = 2.1479198630360616, reg = [37.93784131025428, 2.824997185243195], bparams = [ 2.04777513e+00 1.47245396e-01 4.74501126e+00 3.34006641e+02
5.90013319e-01 1.83441380e+00 3.20448211e+00 1.05610487e+00
1.08856014e+00 7.96247389e-01 6.84957512e+02 5.45929611e+00
8.76956815e-01].
INFO:revrand.slm:ELBO = -1037.9487742603958, var = 2.143359051230042, reg = [37.73818708040133, 2.8633948143456243], bparams = [ 2.03924033e+00 1.47227844e-01 4.69363828e+00 3.54359640e+02
5.89502097e-01 1.83079920e+00 3.17972738e+00 1.05244367e+00
1.08683225e+00 7.96739611e-01 7.07978007e+02 5.41789840e+00
8.77314417e-01].
INFO:revrand.slm:ELBO = -1037.9409360251789, var = 2.1384825221253387, reg = [37.60100478880474, 2.903769311923456], bparams = [ 2.03157691e+00 1.47205628e-01 4.64277060e+00 3.93203116e+02
5.89058436e-01 1.82640891e+00 3.15722753e+00 1.04910778e+00
1.08533809e+00 7.97238375e-01 7.47368007e+02 5.37260394e+00
8.77585054e-01].
INFO:revrand.slm:ELBO = -1037.9242696349959, var = 2.132410334567849, reg = [37.49779875016115, 2.9516889074388826], bparams = [ 2.02266856e+00 1.47175452e-01 4.58629067e+00 5.01792667e+02
5.88589938e-01 1.82073428e+00 3.13246533e+00 1.04566783e+00
1.08384931e+00 7.97773823e-01 8.43129290e+02 5.31381255e+00
8.77662376e-01].
INFO:revrand.slm:ELBO = -1037.8959108049467, var = 2.128540709459668, reg = [37.52449460707651, 2.9760769384048333], bparams = [ 2.01747136e+00 1.47153564e-01 4.56100180e+00 7.85162319e+02
5.88475430e-01 1.81765967e+00 3.12302797e+00 1.04480971e+00
1.08347540e+00 7.97741909e-01 1.04301317e+03 5.27467135e+00
8.77472370e-01].
INFO:revrand.slm:ELBO = -1037.856509627938, var = 2.131745184565415, reg = [37.71263429767192, 2.9376591527464977], bparams = [ 2.02251688e+00 1.47165656e-01 4.59830978e+00 1.64059274e+03
5.89208179e-01 1.82222499e+00 3.14311635e+00 1.04793736e+00
1.08479687e+00 7.96617208e-01 1.46604833e+03 5.29103498e+00
8.77084141e-01].
INFO:revrand.slm:ELBO = -1037.829240782441, var = 2.1403839446294954, reg = [37.93131774234037, 2.8567250427106705], bparams = [ 2.03418297e+00 1.47214783e-01 4.67805169e+00 3.86460686e+03
5.90201554e-01 1.83238958e+00 3.18187833e+00 1.05392813e+00
1.08738845e+00 7.94892075e-01 2.16843108e+03 5.35817718e+00
8.76840340e-01].
INFO:revrand.slm:ELBO = -1037.8206406004767, var = 2.144440340179545, reg = [38.053973789857544, 2.810093317868188], bparams = [ 2.03981529e+00 1.47246638e-01 4.72565978e+00 7.75854121e+03
5.90600483e-01 1.83824906e+00 3.20509325e+00 1.05810888e+00
1.08888209e+00 7.93957421e-01 2.98730953e+03 5.40444315e+00
8.76654823e-01].
INFO:revrand.slm:ELBO = -1037.816957766709, var = 2.145576532262363, reg = [38.09393921656539, 2.7950233387009678], bparams = [ 2.04102707e+00 1.47256540e-01 4.74651530e+00 1.42460027e+04
5.90548535e-01 1.83991869e+00 3.21366074e+00 1.06011856e+00
1.08956162e+00 7.93671100e-01 3.96037943e+03 5.42465788e+00
8.76508581e-01].
INFO:revrand.slm:ELBO = -1037.813377281506, var = 2.145115269009305, reg = [38.09351265666722, 2.795354505613557], bparams = [ 2.04028785e+00 1.47257472e-01 4.74929395e+00 3.32636294e+04
5.90356535e-01 1.83956833e+00 3.21380565e+00 1.06057305e+00
1.08963736e+00 7.93714157e-01 5.88649464e+03 5.42947476e+00
8.76430258e-01].
INFO:revrand.slm:ELBO = -1037.8104080693772, var = 2.140859605821505, reg = [38.08083399865761, 2.805253090220956], bparams = [ 2.03955159e+00 1.47239233e-01 4.71515522e+00 1.02461285e+05
5.90737261e-01 1.83771197e+00 3.20432407e+00 1.05831512e+00
1.08833570e+00 7.94082453e-01 1.00158934e+04 5.40653865e+00
8.76557896e-01].
INFO:revrand.slm:ELBO = -1037.8088289453174, var = 2.1414482239031867, reg = [38.02462891508753, 2.8216028628734793], bparams = [ 2.03691739e+00 1.47231578e-01 4.71256674e+00 3.00487428e+05
5.90452384e-01 1.83584632e+00 3.19695410e+00 1.05752742e+00
1.08853625e+00 7.94352617e-01 1.66229517e+04 5.39425605e+00
8.76415259e-01].
INFO:revrand.slm:ELBO = -1037.808136078981, var = 2.141811309164761, reg = [37.993955660123156, 2.832006374317092], bparams = [ 2.03591115e+00 1.47231513e-01 4.70805628e+00 8.61965014e+05
5.90253304e-01 1.83503646e+00 3.19479040e+00 1.05713143e+00
1.08846462e+00 7.94411232e-01 2.72870178e+04 5.38908714e+00
8.76600670e-01].
INFO:revrand.slm:ELBO = -1037.8077092189042, var = 2.142061048679792, reg = [37.98377726961943, 2.8328267143884416], bparams = [ 2.03590948e+00 1.47234844e-01 4.70690562e+00 2.70200690e+06
5.90164111e-01 1.83507807e+00 3.19381322e+00 1.05699182e+00
1.08836527e+00 7.94403599e-01 4.66620444e+04 5.38801561e+00
8.76646168e-01].
INFO:revrand.slm:ELBO = -1037.8073835199943, var = 2.142093399118217, reg = [37.996842616791284, 2.830055341949445], bparams = [ 2.03618553e+00 1.47236716e-01 4.71013578e+00 1.11836247e+07
5.90143457e-01 1.83550324e+00 3.19580310e+00 1.05740178e+00
1.08847651e+00 7.94317804e-01 9.08578009e+04 5.39224261e+00
8.76673383e-01].
INFO:revrand.slm:ELBO = -1037.8072139641245, var = 2.142344270891915, reg = [38.00909832794727, 2.8247770457905204], bparams = [ 2.03681014e+00 1.47239084e-01 4.71432398e+00 4.79854680e+07
5.90194337e-01 1.83591842e+00 3.19752679e+00 1.05768203e+00
1.08857887e+00 7.94273878e-01 1.79900085e+05 5.39661073e+00
8.76590547e-01].
INFO:revrand.slm:ELBO = -1037.807145342088, var = 2.1423784131908556, reg = [38.01895733423703, 2.82295415422139], bparams = [ 2.03702317e+00 1.47239098e-01 4.71667212e+00 1.78186877e+08
5.90233064e-01 1.83609187e+00 3.19889905e+00 1.05795554e+00
1.08867844e+00 7.94240410e-01 3.32951216e+05 5.39890712e+00
8.76577140e-01].
INFO:revrand.slm:ELBO = -1037.8071088892211, var = 2.1424840845628923, reg = [38.0194899640023, 2.822275277840027], bparams = [ 2.03715122e+00 1.47239318e-01 4.71725853e+00 6.73937656e+08
5.90255204e-01 1.83616599e+00 3.19903871e+00 1.05791161e+00
1.08867830e+00 7.94243234e-01 6.21704697e+05 5.39936848e+00
8.76555579e-01].
INFO:revrand.slm:ELBO = -1037.8070850624038, var = 2.142342962369523, reg = [38.01817279912257, 2.823166539929403], bparams = [ 2.03699676e+00 1.47238186e-01 4.71617980e+00 3.02688948e+09
5.90255103e-01 1.83605417e+00 3.19871696e+00 1.05794068e+00
1.08867223e+00 7.94253935e-01 1.25874332e+06 5.39778786e+00
8.76569709e-01].
INFO:revrand.slm:ELBO = -1037.8070730978898, var = 2.142352037773779, reg = [38.01387767309741, 2.8241283986763595], bparams = [ 2.03689345e+00 1.47237859e-01 4.71542184e+00 1.31462920e+10
5.90253423e-01 1.83600325e+00 3.19822368e+00 1.05779290e+00
1.08863091e+00 7.94264238e-01 2.50855439e+06 5.39704715e+00
8.76576081e-01].
INFO:revrand.slm:ELBO = -1037.807067947647, var = 2.142313177306771, reg = [38.01194577545077, 2.8246881693088466], bparams = [ 2.03678283e+00 1.47237964e-01 4.71483641e+00 5.29707820e+10
5.90234006e-01 1.83591086e+00 3.19795378e+00 1.05777670e+00
1.08862978e+00 7.94274801e-01 4.82622419e+06 5.39643209e+00
8.76581806e-01].
INFO:revrand.slm:Done! ELBO = -1037.807067947647, var = 2.142313177306771, reg = [38.01194577545077, 2.8246881693088466], hypers = [ 2.03678283e+00 1.47237964e-01 4.71483641e+00 5.29707820e+10
5.90234006e-01 1.83591086e+00 3.19795378e+00 1.05777670e+00
1.08862978e+00 7.94274801e-01 4.82622419e+06 5.39643209e+00
8.76581806e-01], message = b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'.
INFO:revrand.glm:Optimising parameters...
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.glm:Random starts: Iter -500: ELBO = -104270.66470417511, reg = [5.9786222088718519, 11.344809043674196], like_hypers = 0.14359925091606798, basis_hypers = [ 31.65717232 7.30167397 8.06414867 9.13644491 26.52830338
9.49968322 12.92040322 6.18559002 18.02065306 0.88756616
46.66789233 32.363642 18.31269815]
INFO:revrand.optimize.decorators:Best start found with objective = 3459.625559549209
INFO:revrand.glm:Iter 0: ELBO = -3135.5498595947147, reg = [21.042520997630763, 23.913422206544155], like_hypers = 5.565168035583962, basis_hypers = [ 1.37051016 51.17704429 1.79293154 37.97868781 10.85040917
38.63628532 32.28538521 2.70146239 6.41933458 32.07366442
4.4858488 6.75816841 56.3351863 ]
INFO:revrand.glm:Iter 500: ELBO = -1233.9423310704437, reg = [3.2049072291716616, 1.3968755372239778], like_hypers = 28.043111027584768, basis_hypers = [ 1.83066017 121.13812175 1.91030919 12.07258104 29.75339517
2.71722684 23.33235535 1.4928648 4.10514628 26.1163052
2.99419265 2.59411808 100.26884659]
INFO:revrand.glm:Iter 1000: ELBO = -1195.2946450682382, reg = [3.205173823864008, 1.556739350797849], like_hypers = 21.555845258251548, basis_hypers = [ 1.46404097 186.18014919 2.07243806 8.97639954 54.5405867
2.03998304 21.03781965 2.2930602 2.38953348 57.16590485
3.3207392 2.57017051 17.78250871]
INFO:revrand.glm:Iter 1500: ELBO = -1226.5860167251365, reg = [3.025865415644892, 1.8363943461698475], like_hypers = 18.40144351894779, basis_hypers = [ 1.31236046 384.8480691 1.8462082 6.29883018 61.58527387
1.83819417 17.30433 2.51454982 2.18853743 100.82857941
3.14986524 2.77927015 5.37897989]
INFO:revrand.glm:Iter 2000: ELBO = -2146.7421382704183, reg = [3.1087193138187446, 2.0896367153310567], like_hypers = 16.351588420624644, basis_hypers = [ 1.21331927 462.28019083 1.92291826 5.80020654 55.78275188
1.73185518 16.61671907 2.64823951 2.02815831 95.13830371
3.45102379 3.00421343 2.95459427]
INFO:revrand.glm:Iter 2500: ELBO = -1131.4523451331231, reg = [3.2665463572690827, 2.3387164130678477], like_hypers = 15.642860306508199, basis_hypers = [ 1.27618307 521.8612237 2.0880944 6.08062768 47.67777734
1.55738922 19.38255234 2.93002428 1.95515615 87.87425074
3.89421209 3.4433046 2.2079635 ]
INFO:revrand.glm:Iter 3000: ELBO = -1318.8059737163212, reg = [3.3797183666422197, 2.495260305783307], like_hypers = 15.190931728811911, basis_hypers = [ 1.32551552 651.89810804 2.20004829 7.04045539 43.74432767
1.5068596 26.12639239 2.83377012 1.97038962 126.9558049
4.23444319 3.93732413 1.91614158]
INFO:revrand.glm:Iter 3500: ELBO = -1146.439924610538, reg = [3.48577970185392, 2.6754295259208125], like_hypers = 14.732816121675842, basis_hypers = [ 1.37560861 821.40274074 2.25425315 8.46987306 32.6881674
1.4682513 36.19997771 2.65523746 2.15481037 266.97087155
4.42008026 4.2406498 1.70864167]
INFO:revrand.glm:Iter 4000: ELBO = -1921.39562044632, reg = [3.613925165223252, 2.775300489907668], like_hypers = 14.48777996439305, basis_hypers = [ 1.41999087 956.15154544 2.37576948 9.61713058 24.28102069
1.50216511 53.81298029 2.47477749 2.0736767 801.27614835
4.40562376 4.61484114 1.55885178]
INFO:revrand.glm:Iter 4500: ELBO = -1162.7245249600658, reg = [3.710674701269919, 2.8818794531533634], like_hypers = 14.301016389602642, basis_hypers = [ 1.44270660e+00 8.53620257e+02 2.33118066e+00 1.19230406e+01
1.71580720e+01 1.47378906e+00 7.79976815e+01 2.11723639e+00
2.17597967e+00 2.16305190e+03 4.39350045e+00 4.83769630e+00
1.37286906e+00]
INFO:revrand.glm:Iter 5000: ELBO = -1153.6016589296091, reg = [3.8420489889679947, 3.002617536363279], like_hypers = 14.108703586909176, basis_hypers = [ 1.45794471e+00 7.02362791e+02 2.34538850e+00 1.44850560e+01
1.55993853e+01 1.49046124e+00 1.19061183e+02 2.08487048e+00
2.08918796e+00 3.73333549e+03 4.19238051e+00 5.34019382e+00
1.20284894e+00]
INFO:revrand.glm:Iter 5500: ELBO = -1187.8603087650206, reg = [3.89542300846468, 3.103084908160748], like_hypers = 13.463927104626315, basis_hypers = [ 1.46486158e+00 4.71584553e+02 2.26908218e+00 1.77738195e+01
1.55272259e+01 1.47555904e+00 2.02572899e+02 1.93228414e+00
2.19245743e+00 4.71745328e+03 3.96540959e+00 5.83453701e+00
1.10711210e+00]
INFO:revrand.glm:Iter 6000: ELBO = -1131.721990441649, reg = [3.979760053803282, 3.1660819406404226], like_hypers = 14.011093540978393, basis_hypers = [ 1.40980904e+00 2.60164856e+02 2.27717530e+00 2.15158541e+01
1.63416465e+01 1.47298392e+00 3.34510397e+02 1.78158370e+00
2.00394061e+00 3.62890153e+03 3.84072768e+00 6.21712362e+00
1.03438595e+00]
INFO:revrand.glm:Iter 6500: ELBO = -1140.4912368596601, reg = [4.008957249073358, 3.2813961509077982], like_hypers = 13.465960009721725, basis_hypers = [ 1.40826595e+00 1.34797054e+02 2.24301001e+00 2.94313292e+01
1.72346863e+01 1.47088561e+00 5.73190090e+02 1.76249106e+00
2.03621795e+00 2.25456531e+03 3.79612167e+00 6.95802803e+00
9.97451887e-01]
INFO:revrand.glm:Iter 7000: ELBO = -1283.2278692735754, reg = [4.046803926545853, 3.3313528507381585], like_hypers = 12.911593291557422, basis_hypers = [ 1.36115184e+00 6.83070898e+01 2.28736313e+00 4.30965304e+01
1.93766433e+01 1.47237931e+00 9.89963594e+02 1.73855802e+00
1.99810710e+00 1.22355296e+03 3.67523893e+00 7.45747112e+00
9.77652708e-01]
INFO:revrand.glm:Iter 7500: ELBO = -1102.2432246248259, reg = [4.060809738724749, 3.462753502719423], like_hypers = 12.901750901680133, basis_hypers = [ 1.26728751e+00 3.31025694e+01 2.11681054e+00 6.50844705e+01
2.05610686e+01 1.47590921e+00 1.90339554e+03 1.63125468e+00
1.97924453e+00 6.12875175e+02 3.71537494e+00 8.13326631e+00
9.61999650e-01]
INFO:revrand.glm:Iter 8000: ELBO = -1200.7250929339937, reg = [4.095418296975249, 3.486216740130159], like_hypers = 12.49641622428591, basis_hypers = [ 1.29747306e+00 2.25817269e+01 2.19955952e+00 1.22721206e+02
2.11384189e+01 1.48935519e+00 3.11473250e+03 1.65997309e+00
1.96574515e+00 2.98813315e+02 3.62906299e+00 8.93255247e+00
9.68840153e-01]
INFO:revrand.glm:Iter 8500: ELBO = -1120.4760404790952, reg = [4.153995174558999, 3.5514924993669603], like_hypers = 12.709757445874548, basis_hypers = [ 1.27499731e+00 1.64765709e+01 2.18706055e+00 2.53309599e+02
2.17062017e+01 1.52487967e+00 5.12807150e+03 1.61653667e+00
1.87466539e+00 1.43488817e+02 3.53262241e+00 9.62007098e+00
9.40520751e-01]
INFO:revrand.glm:Iter 9000: ELBO = -1231.829815822511, reg = [4.147121872001672, 3.6027629057432695], like_hypers = 12.153576245903276, basis_hypers = [ 1.29697291e+00 1.41469855e+01 2.16056136e+00 5.95618025e+02
2.06734236e+01 1.48787163e+00 7.99948038e+03 1.53968415e+00
1.95399257e+00 7.18470025e+01 3.46459301e+00 9.98502390e+00
8.98616884e-01]
INFO:revrand.glm:Iter 9500: ELBO = -1163.1070932606517, reg = [4.222108496193218, 3.6350787599445336], like_hypers = 12.567473950880991, basis_hypers = [ 1.23688483e+00 1.22887534e+01 2.08064714e+00 1.46527088e+03
1.97443064e+01 1.47973097e+00 1.24388011e+04 1.50246458e+00
1.80013457e+00 3.77292384e+01 3.50611289e+00 1.02698416e+01
9.02211146e-01]
INFO:revrand.glm:Iter 10000: ELBO = -1173.3393483384846, reg = [4.281039132171992, 3.6387358355013015], like_hypers = 12.722085859800169, basis_hypers = [ 1.23610692e+00 1.13185295e+01 2.12346657e+00 3.88096110e+03
1.82087549e+01 1.52558391e+00 1.69781353e+04 1.46379233e+00
1.71764241e+00 2.02341406e+01 3.49326133e+00 1.08143848e+01
8.88426943e-01]
INFO:revrand.glm:Iter 10500: ELBO = -1217.6063366759995, reg = [4.305865952253954, 3.6876170273890683], like_hypers = 12.25076069196136, basis_hypers = [ 1.20356218e+00 1.08248039e+01 2.04043135e+00 1.11950211e+04
1.86499603e+01 1.51170047e+00 2.44046080e+04 1.44539217e+00
1.77642477e+00 1.24110509e+01 3.39330197e+00 1.07855793e+01
8.95660964e-01]
INFO:revrand.glm:Iter 11000: ELBO = -1089.3422015848487, reg = [4.36762690957563, 3.700791836701705], like_hypers = 12.732455802983445, basis_hypers = [ 1.16826247e+00 1.02359686e+01 2.03653246e+00 3.41808962e+04
1.75605776e+01 1.51425418e+00 3.35167154e+04 1.36305068e+00
1.76862676e+00 8.43355982e+00 3.45592766e+00 1.07640928e+01
8.82118873e-01]
INFO:revrand.glm:Iter 11500: ELBO = -1263.9235102891444, reg = [4.3927656999665, 3.6890917579653055], like_hypers = 12.06621227765551, basis_hypers = [ 1.17548630e+00 1.00850518e+01 1.98086972e+00 1.00098747e+05
1.66274442e+01 1.54977153e+00 4.41116377e+04 1.35753456e+00
1.73134477e+00 6.42553311e+00 3.27492980e+00 1.01657357e+01
8.75577633e-01]
INFO:revrand.glm:Iter 12000: ELBO = -1145.4013278550492, reg = [4.479567870918281, 3.6849846536980713], like_hypers = 12.356087656101577, basis_hypers = [ 1.15216172e+00 9.64587140e+00 2.04521487e+00 3.18339242e+05
1.62883458e+01 1.57119403e+00 5.63773841e+04 1.30081681e+00
1.70688254e+00 4.74841750e+00 3.31672436e+00 1.05590663e+01
8.79930573e-01]
INFO:revrand.glm:Iter 12500: ELBO = -1200.104110497067, reg = [4.571677693843811, 3.6900427574167547], like_hypers = 12.383660677357815, basis_hypers = [ 1.15849725e+00 9.40077398e+00 2.03163683e+00 1.01711873e+06
1.63218528e+01 1.57959639e+00 6.54038278e+04 1.24973966e+00
1.77515597e+00 3.84762667e+00 3.22367126e+00 9.98392413e+00
8.59098945e-01]
INFO:revrand.glm:Iter 13000: ELBO = -1235.6935552939844, reg = [4.626445264106881, 3.7151366173923774], like_hypers = 12.030460910373632, basis_hypers = [ 1.12273831e+00 9.64636270e+00 2.05044406e+00 3.45557312e+06
1.81319872e+01 1.60555620e+00 7.14661698e+04 1.20619568e+00
1.87141597e+00 3.35790421e+00 3.13347725e+00 9.64100000e+00
8.47835681e-01]
INFO:revrand.glm:Iter 13500: ELBO = -1310.0490816523613, reg = [4.685290981576286, 3.6815005251935795], like_hypers = 11.991448623118929, basis_hypers = [ 1.15077759e+00 9.37877161e+00 1.91770714e+00 1.14097918e+07
1.87033264e+01 1.60979408e+00 5.97622223e+04 1.19352116e+00
1.78684006e+00 2.95206058e+00 2.92289176e+00 9.77630043e+00
8.69287678e-01]
INFO:revrand.glm:Iter 14000: ELBO = -1114.0855935639743, reg = [4.800883004743853, 3.6466268926706973], like_hypers = 11.862493637090033, basis_hypers = [ 1.13633491e+00 9.43532107e+00 1.88792765e+00 3.66404740e+07
2.15696679e+01 1.64337186e+00 5.17068052e+04 1.16479480e+00
1.75535892e+00 2.67041387e+00 2.88415958e+00 9.52693792e+00
8.50765282e-01]
INFO:revrand.glm:Iter 14500: ELBO = -1102.3473993922203, reg = [4.850421958969668, 3.6862407319989705], like_hypers = 11.888736879398618, basis_hypers = [ 1.13329661e+00 1.03572064e+01 1.88046434e+00 1.06272296e+08
2.54177608e+01 1.67742622e+00 3.25203207e+04 1.13761292e+00
1.84171306e+00 2.46734254e+00 2.84642159e+00 9.60165612e+00
8.69909560e-01]
INFO:revrand.glm:Iter 15000: ELBO = -1146.4425958125173, reg = [4.903841070700211, 3.664217594969997], like_hypers = 11.506791323704224, basis_hypers = [ 1.17218220e+00 1.02739171e+01 1.93797602e+00 2.43633491e+08
2.93729974e+01 1.69389381e+00 2.10784842e+04 1.08276137e+00
1.82961925e+00 2.30632364e+00 2.77588775e+00 9.32829455e+00
8.68820235e-01]
INFO:revrand.glm:Iter 15500: ELBO = -1167.0610084636592, reg = [4.978267739101695, 3.6861412738751778], like_hypers = 11.34929129236048, basis_hypers = [ 1.17234462e+00 1.11625966e+01 1.86856437e+00 4.64680160e+08
3.64549559e+01 1.71891944e+00 1.14177057e+04 1.07210241e+00
1.86083770e+00 2.25253960e+00 2.56608980e+00 1.03433230e+01
8.51767823e-01]
INFO:revrand.glm:Iter 16000: ELBO = -1132.739581407648, reg = [5.059072217493745, 3.672742270058975], like_hypers = 11.349003434972254, basis_hypers = [ 1.13667508e+00 1.12346722e+01 1.87705663e+00 7.14845650e+08
4.50943720e+01 1.69006936e+00 5.93336574e+03 1.02400578e+00
1.88299462e+00 2.11202923e+00 2.53656639e+00 1.20122410e+01
8.50012186e-01]
INFO:revrand.glm:Iter 16500: ELBO = -1103.4873588329317, reg = [5.121004934927006, 3.7469868285448893], like_hypers = 11.397539515704414, basis_hypers = [ 1.13690647e+00 1.20765679e+01 1.77496099e+00 9.96468902e+08
5.96910116e+01 1.66406218e+00 2.92600915e+03 9.78431305e-01
1.91576161e+00 2.01853409e+00 2.47962032e+00 1.36777976e+01
8.46929144e-01]
INFO:revrand.glm:Iter 17000: ELBO = -1243.189872540649, reg = [5.263959377835445, 3.7076058197821156], like_hypers = 11.522019066525928, basis_hypers = [ 1.13073257e+00 1.32434260e+01 1.90767943e+00 1.29799993e+09
8.19805576e+01 1.71989357e+00 1.45173278e+03 9.72231188e-01
1.92080747e+00 1.95050191e+00 2.42321964e+00 1.78087570e+01
8.49947211e-01]
INFO:revrand.glm:Iter 17500: ELBO = -1161.164259407202, reg = [5.272204831700208, 3.6879136357461735], like_hypers = 11.204695645976372, basis_hypers = [ 1.14881064e+00 1.44904709e+01 1.82205154e+00 1.59128801e+09
1.13604063e+02 1.66772615e+00 7.94023336e+02 9.15727822e-01
1.94990871e+00 1.85631474e+00 2.43142267e+00 2.35914101e+01
8.16381960e-01]
INFO:revrand.glm:Iter 18000: ELBO = -1123.9187194308886, reg = [5.358112827563884, 3.730060339278084], like_hypers = 11.123360094310762, basis_hypers = [ 1.16520173e+00 1.56204461e+01 1.87948826e+00 1.88331309e+09
1.71479537e+02 1.64168647e+00 4.38618576e+02 8.91804621e-01
2.01144860e+00 1.87474528e+00 2.35361113e+00 4.04965774e+01
8.48963466e-01]
INFO:revrand.glm:Iter 18500: ELBO = -1228.8857924728084, reg = [5.4381546254281234, 3.7648763894128234], like_hypers = 11.206853559728133, basis_hypers = [ 1.17397553e+00 1.67075296e+01 1.82512314e+00 2.19072244e+09
2.72130443e+02 1.70750858e+00 2.30738838e+02 9.11939141e-01
1.96010256e+00 1.75648032e+00 2.27244111e+00 8.20659498e+01
8.40537235e-01]
INFO:revrand.glm:Iter 19000: ELBO = -1150.858614880204, reg = [5.4539572391609505, 3.6985703781460204], like_hypers = 11.063154283850698, basis_hypers = [ 1.14646261e+00 1.86279760e+01 1.81743585e+00 2.48587534e+09
4.27092154e+02 1.66854103e+00 1.24861456e+02 9.00978186e-01
1.89534436e+00 1.67472032e+00 2.31623734e+00 1.77265035e+02
8.50784131e-01]
INFO:revrand.glm:Iter 19500: ELBO = -1106.5577809519348, reg = [5.55453193794844, 3.7371724974858562], like_hypers = 11.008671694708434, basis_hypers = [ 1.17067581e+00 1.98648497e+01 1.83250300e+00 2.78655813e+09
7.11790475e+02 1.64870953e+00 7.31434798e+01 8.91808217e-01
1.99573866e+00 1.75051750e+00 2.35023933e+00 4.42862490e+02
8.59567087e-01]
INFO:revrand.glm:Iter 20000: ELBO = -1141.1980868819787, reg = [5.6099278385799805, 3.74511366204469], like_hypers = 10.81794081692752, basis_hypers = [ 1.18735756e+00 2.10707791e+01 1.87655909e+00 3.08969259e+09
1.21191086e+03 1.68338280e+00 4.80831219e+01 8.77590617e-01
1.97472590e+00 1.71055063e+00 2.30588722e+00 1.01790818e+03
8.64644396e-01]
INFO:revrand.glm:Iter 20500: ELBO = -1275.1128603965356, reg = [5.642402936103308, 3.7246371903479982], like_hypers = 10.708184878361074, basis_hypers = [ 1.16829766e+00 2.11102377e+01 1.89063295e+00 3.38205382e+09
2.03534287e+03 1.72803969e+00 3.39928911e+01 8.69241646e-01
1.97273010e+00 1.73968291e+00 2.33779810e+00 2.43563117e+03
8.62259357e-01]
INFO:revrand.glm:Iter 21000: ELBO = -1115.6269922012405, reg = [5.637907764217626, 3.7123862507773877], like_hypers = 10.492500909758526, basis_hypers = [ 1.20491360e+00 2.25409945e+01 1.89513180e+00 3.68449961e+09
3.64544154e+03 1.69396589e+00 2.66793678e+01 8.73388444e-01
1.91934663e+00 1.67453316e+00 2.26329278e+00 6.25334000e+03
8.47615550e-01]
INFO:revrand.glm:Iter 21500: ELBO = -1269.633874595789, reg = [5.707361784504463, 3.7485167792489524], like_hypers = 10.668037463981513, basis_hypers = [ 1.15516544e+00 2.28210817e+01 1.91985244e+00 3.98786138e+09
6.56985660e+03 1.71179616e+00 2.10221525e+01 8.55147195e-01
2.00905721e+00 1.71191197e+00 2.30747152e+00 1.59837696e+04
8.60560528e-01]
INFO:revrand.glm:Iter 22000: ELBO = -1193.9788971090786, reg = [5.709981477374193, 3.731575775727228], like_hypers = 10.345419427175475, basis_hypers = [ 1.18720349e+00 2.39135889e+01 1.89323702e+00 4.28337844e+09
1.24160102e+04 1.73773141e+00 1.76040421e+01 9.04826662e-01
1.90934350e+00 1.65252858e+00 2.23254038e+00 3.88607447e+04
8.70680862e-01]
INFO:revrand.glm:Iter 22500: ELBO = -1187.7903481228236, reg = [5.7923438077011475, 3.73226112502754], like_hypers = 10.67126967839524, basis_hypers = [ 1.19962915e+00 2.37547145e+01 1.89491866e+00 4.58379700e+09
2.31134011e+04 1.74187736e+00 1.72210121e+01 8.64360394e-01
2.00145773e+00 1.69281339e+00 2.33494623e+00 9.80626136e+04
8.48098430e-01]
INFO:revrand.glm:Iter 23000: ELBO = -1189.8480078119017, reg = [5.766458950177733, 3.745202679845635], like_hypers = 10.430966671809191, basis_hypers = [ 1.17151777e+00 2.29921980e+01 1.86360666e+00 4.88839287e+09
4.34196894e+04 1.73510303e+00 1.55226207e+01 8.31876599e-01
2.07556264e+00 1.69926723e+00 2.33215492e+00 2.34439958e+05
8.57930129e-01]
INFO:revrand.glm:Iter 23500: ELBO = -1207.769264952531, reg = [5.781127917200095, 3.748232617443807], like_hypers = 10.724344580028571, basis_hypers = [ 1.19381485e+00 2.24442509e+01 1.82586000e+00 5.20021739e+09
7.95025331e+04 1.74189585e+00 1.32512199e+01 8.52144178e-01
1.98158079e+00 1.61322356e+00 2.35677327e+00 5.73165479e+05
8.49672994e-01]
INFO:revrand.glm:Iter 24000: ELBO = -1242.331562950508, reg = [5.834794445019047, 3.7566972378235435], like_hypers = 10.71953656738532, basis_hypers = [ 1.18691610e+00 2.34452951e+01 1.89485183e+00 5.50165199e+09
1.56531323e+05 1.77135974e+00 1.21725332e+01 8.64063344e-01
1.99556613e+00 1.63506723e+00 2.34772677e+00 1.39337081e+06
8.64698147e-01]
INFO:revrand.glm:Iter 24500: ELBO = -1165.7810222461467, reg = [5.817632958561841, 3.7372595404174325], like_hypers = 10.260518656807799, basis_hypers = [ 1.19448967e+00 2.33453441e+01 1.84299765e+00 5.79827863e+09
2.90018881e+05 1.72441281e+00 1.12420385e+01 8.51483690e-01
1.94302574e+00 1.58510983e+00 2.32186693e+00 3.21145771e+06
8.68555765e-01]
INFO:revrand.glm:Iter 25000: ELBO = -1174.8161734244027, reg = [5.856951333630797, 3.7199788479426568], like_hypers = 10.259147217912851, basis_hypers = [ 1.18946539e+00 2.25197759e+01 1.84738468e+00 6.10096040e+09
5.87867146e+05 1.72362478e+00 1.08457009e+01 8.29257855e-01
2.02185813e+00 1.67723153e+00 2.37439775e+00 7.71921717e+06
8.77794533e-01]
INFO:revrand.glm:Iter 25500: ELBO = -1132.3808216889934, reg = [5.850530679198232, 3.7425200044651876], like_hypers = 10.394833825098578, basis_hypers = [ 1.18868042e+00 2.21834478e+01 1.89824766e+00 6.40152126e+09
1.16694522e+06 1.76249028e+00 1.01282340e+01 8.33889928e-01
2.04803789e+00 1.68026394e+00 2.31731018e+00 1.73300556e+07
8.80983360e-01]
INFO:revrand.glm:Iter 26000: ELBO = -1161.6026320429605, reg = [5.886057733237641, 3.7220177170806723], like_hypers = 10.775584889406739, basis_hypers = [ 1.18964575e+00 2.21998717e+01 1.81741432e+00 6.70422183e+09
2.25117878e+06 1.78634918e+00 9.57415751e+00 8.19891036e-01
2.00190984e+00 1.59156080e+00 2.35251142e+00 3.63540216e+07
8.43786077e-01]
INFO:revrand.glm:Iter 26500: ELBO = -1194.800469041152, reg = [5.8499082655096135, 3.7627772368193457], like_hypers = 10.29698008077444, basis_hypers = [ 1.18621785e+00 2.23735307e+01 1.83764040e+00 7.00814163e+09
4.31281339e+06 1.70772343e+00 8.90295920e+00 8.30239620e-01
2.01061305e+00 1.61594143e+00 2.40114356e+00 7.09915047e+07
8.56433390e-01]
INFO:revrand.glm:Iter 27000: ELBO = -1115.7348913478456, reg = [5.852036293446147, 3.7436640984024], like_hypers = 10.45568672607398, basis_hypers = [ 1.12596337e+00 2.17425370e+01 1.80375906e+00 7.31991382e+09
8.98954424e+06 1.71651647e+00 8.73314768e+00 8.04738330e-01
2.01428416e+00 1.66512510e+00 2.33608936e+00 1.25103748e+08
8.25297019e-01]
INFO:revrand.glm:Iter 27500: ELBO = -1091.3864673816238, reg = [5.905519004405053, 3.7364837197279277], like_hypers = 10.340741223700844, basis_hypers = [ 1.19127880e+00 2.04836593e+01 1.82484708e+00 7.63000300e+09
1.74832682e+07 1.74102778e+00 7.74030578e+00 8.42086888e-01
1.93279949e+00 1.67514533e+00 2.34756872e+00 1.91773709e+08
8.40102480e-01]
INFO:revrand.glm:Iter 28000: ELBO = -1541.2965046249196, reg = [5.924567103605832, 3.7106238373149694], like_hypers = 10.262614611002645, basis_hypers = [ 1.19713362e+00 2.07210923e+01 1.84106654e+00 7.93464920e+09
3.30209719e+07 1.76483094e+00 7.52998851e+00 8.07276682e-01
1.99840793e+00 1.65895438e+00 2.41680472e+00 2.70745074e+08
8.50405440e-01]
INFO:revrand.glm:Iter 28500: ELBO = -1391.0976053350735, reg = [5.936451279245775, 3.6827920980238744], like_hypers = 10.084476334413697, basis_hypers = [ 1.14660542e+00 1.96742876e+01 1.84948677e+00 8.25580529e+09
5.99677579e+07 1.80446735e+00 7.05595634e+00 8.01194900e-01
2.00070738e+00 1.67636448e+00 2.41660212e+00 3.60520265e+08
8.88459297e-01]
INFO:revrand.glm:Iter 29000: ELBO = -1179.1305293103235, reg = [5.963072183079502, 3.717851825868493], like_hypers = 10.516883976974372, basis_hypers = [ 1.18897692e+00 2.01012392e+01 1.77754762e+00 8.56603889e+09
1.05390266e+08 1.76478139e+00 6.84874794e+00 8.18532969e-01
1.96146196e+00 1.62447100e+00 2.37725105e+00 4.49285279e+08
8.51116713e-01]
INFO:revrand.glm:Iter 29500: ELBO = -1428.1356424255337, reg = [5.962727374969059, 3.714141700535434], like_hypers = 10.597618651829297, basis_hypers = [ 1.13603041e+00 2.00297081e+01 1.83077598e+00 8.88465438e+09
1.59165591e+08 1.79536107e+00 6.57563870e+00 7.64589744e-01
2.01237827e+00 1.67989734e+00 2.41023399e+00 5.59325098e+08
8.49138188e-01]
INFO:revrand.glm:Iter 30000: ELBO = -1637.0997439395032, reg = [5.965572332826014, 3.668414458273666], like_hypers = 10.260648859335925, basis_hypers = [ 1.19068087e+00 1.88645586e+01 1.82563863e+00 9.20699322e+09
2.37132938e+08 1.74271776e+00 6.29038683e+00 7.92900074e-01
1.96257792e+00 1.68725455e+00 2.41969418e+00 6.57421924e+08
8.40696243e-01]
INFO:revrand.glm:Iter 30500: ELBO = -1138.911555725222, reg = [5.974795053703152, 3.6971583549218066], like_hypers = 10.743428179349857, basis_hypers = [ 1.18574259e+00 1.82575306e+01 1.74141335e+00 9.52930551e+09
3.33771333e+08 1.74677630e+00 6.02066268e+00 7.83232856e-01
1.97325502e+00 1.64167726e+00 2.37519600e+00 7.64722607e+08
8.40620090e-01]
INFO:revrand.glm:Iter 31000: ELBO = -1121.5671630497127, reg = [5.962490148056389, 3.6646893334095485], like_hypers = 10.284123177712464, basis_hypers = [ 1.13100922e+00 1.85734929e+01 1.77689760e+00 9.85021697e+09
4.36377486e+08 1.77749813e+00 5.72427102e+00 7.72161319e-01
1.97817405e+00 1.68010091e+00 2.47723907e+00 8.69170565e+08
8.65678780e-01]
INFO:revrand.glm:Iter 31500: ELBO = -1105.439340664854, reg = [5.967496122443207, 3.7094100019812895], like_hypers = 10.364630237264635, basis_hypers = [ 1.21856320e+00 1.91729540e+01 1.74825966e+00 1.01772758e+10
5.49784708e+08 1.74470637e+00 5.30608318e+00 7.84837051e-01
1.86890250e+00 1.63073329e+00 2.47147873e+00 9.71796304e+08
8.39698171e-01]
INFO:revrand.glm:Iter 32000: ELBO = -1129.838779038956, reg = [5.985434530852356, 3.665490001696997], like_hypers = 10.563204594767662, basis_hypers = [ 1.16028169e+00 1.68901407e+01 1.72213978e+00 1.04924796e+10
6.75366344e+08 1.77240283e+00 5.48370394e+00 7.54709802e-01
1.95080653e+00 1.65029023e+00 2.46958378e+00 1.08740630e+09
8.56058764e-01]
INFO:revrand.glm:Iter 32500: ELBO = -1082.5171948755792, reg = [5.997493844659027, 3.696995109333951], like_hypers = 10.307077134658133, basis_hypers = [ 1.19198626e+00 1.68704735e+01 1.74700276e+00 1.08222539e+10
8.10120866e+08 1.79216225e+00 4.98497626e+00 7.66497720e-01
1.94440626e+00 1.70906386e+00 2.48585732e+00 1.19141300e+09
8.21671900e-01]
INFO:revrand.glm:Iter 33000: ELBO = -1121.5366714354227, reg = [6.01509503564516, 3.6825474667827143], like_hypers = 10.514397576869987, basis_hypers = [ 1.21487464e+00 1.65256349e+01 1.72075257e+00 1.11542932e+10
9.46074726e+08 1.82429765e+00 4.76929725e+00 7.73357467e-01
1.86446201e+00 1.65582980e+00 2.52350574e+00 1.29699006e+09
8.51971558e-01]
INFO:revrand.glm:Iter 33500: ELBO = -1094.1299626784048, reg = [6.009243272643308, 3.6517334402196346], like_hypers = 10.530335409119482, basis_hypers = [ 1.14933245e+00 1.56787322e+01 1.69404974e+00 1.14992986e+10
1.09039331e+09 1.79222272e+00 4.67022837e+00 7.57053510e-01
1.88265217e+00 1.66214705e+00 2.50969821e+00 1.40309791e+09
8.53250370e-01]
INFO:revrand.glm:Iter 34000: ELBO = -1263.2046283061788, reg = [6.056972661717522, 3.7135877252560077], like_hypers = 10.556728321931073, basis_hypers = [ 1.18313321e+00 1.51203520e+01 1.68004388e+00 1.18274668e+10
1.23016441e+09 1.74889932e+00 4.45126221e+00 7.56558092e-01
1.91464695e+00 1.69004779e+00 2.51489945e+00 1.50701029e+09
8.42262520e-01]
INFO:revrand.glm:Iter 34500: ELBO = -1602.1406505533612, reg = [6.0120263036182715, 3.655332000723583], like_hypers = 10.02932002852554, basis_hypers = [ 1.16729829e+00 1.50563744e+01 1.67044310e+00 1.21628851e+10
1.38697072e+09 1.77814559e+00 4.56994117e+00 7.68760615e-01
1.85114197e+00 1.67313383e+00 2.49907557e+00 1.60797915e+09
8.63331392e-01]
INFO:revrand.glm:Iter 35000: ELBO = -1152.0633912160833, reg = [6.0316487449247065, 3.668811771309472], like_hypers = 10.37986356550647, basis_hypers = [ 1.16989469e+00 1.59429469e+01 1.64310611e+00 1.25101161e+10
1.52929831e+09 1.77168618e+00 4.30634399e+00 7.71923997e-01
1.83906682e+00 1.56959249e+00 2.58643984e+00 1.71489670e+09
8.38728186e-01]
INFO:revrand.glm:Iter 35500: ELBO = -1172.9911168079357, reg = [6.029936686738136, 3.6413790101379155], like_hypers = 10.71727071899502, basis_hypers = [ 1.17966030e+00 1.51323409e+01 1.69964652e+00 1.28556181e+10
1.67545741e+09 1.82597863e+00 4.33943594e+00 7.54176223e-01
1.81401939e+00 1.65559840e+00 2.64643414e+00 1.80729894e+09
8.62203449e-01]
INFO:revrand.glm:Iter 36000: ELBO = -1104.9049145496379, reg = [6.011965371827722, 3.6218053190094492], like_hypers = 10.258852242798385, basis_hypers = [ 1.18248362e+00 1.46444527e+01 1.66552060e+00 1.31974393e+10
1.84031832e+09 1.79698577e+00 4.23103928e+00 7.46945619e-01
1.85185798e+00 1.68542982e+00 2.58912139e+00 1.90586218e+09
8.41179635e-01]
INFO:revrand.glm:Iter 36500: ELBO = -1131.4278620601995, reg = [6.050422777579574, 3.6496056347164165], like_hypers = 10.716266975555547, basis_hypers = [ 1.14170695e+00 1.48510493e+01 1.61601702e+00 1.35574036e+10
2.00320294e+09 1.77832947e+00 4.10634127e+00 7.50015153e-01
1.84566702e+00 1.69905357e+00 2.60137818e+00 2.00653438e+09
8.12878664e-01]
INFO:revrand.glm:Iter 37000: ELBO = -1227.6441766401153, reg = [6.0646407585476, 3.625227621404886], like_hypers = 10.625850135029133, basis_hypers = [ 1.18694507e+00 1.41293878e+01 1.64526382e+00 1.39114315e+10
2.16900446e+09 1.82119693e+00 4.09182108e+00 7.25318396e-01
1.85405248e+00 1.69369308e+00 2.54668817e+00 2.10594050e+09
8.83501911e-01]
INFO:revrand.glm:Iter 37500: ELBO = -1162.498863405029, reg = [6.042732487629435, 3.6231214936867198], like_hypers = 10.128787444155982, basis_hypers = [ 1.17933748e+00 1.49338542e+01 1.64619985e+00 1.42711718e+10
2.33876774e+09 1.80130755e+00 4.04842621e+00 7.49486171e-01
1.82875422e+00 1.64518181e+00 2.56019182e+00 2.20047098e+09
8.42346027e-01]
INFO:revrand.glm:Iter 38000: ELBO = -1143.1323146628683, reg = [6.026102520814441, 3.600370706284303], like_hypers = 10.088907957290706, basis_hypers = [ 1.19947624e+00 1.48983628e+01 1.64449410e+00 1.46338583e+10
2.50627807e+09 1.83274798e+00 3.98451516e+00 7.38263560e-01
1.76737325e+00 1.68939006e+00 2.56048840e+00 2.29457851e+09
8.55551253e-01]
INFO:revrand.glm:Iter 38500: ELBO = -1189.2862282368492, reg = [6.082020568924301, 3.6098819700731215], like_hypers = 10.305788312381654, basis_hypers = [ 1.20302129e+00 1.37953495e+01 1.62064319e+00 1.50089403e+10
2.67484778e+09 1.84929459e+00 3.78694663e+00 7.32397400e-01
1.85008439e+00 1.69235491e+00 2.59030327e+00 2.39090526e+09
8.56852083e-01]
INFO:revrand.glm:Iter 39000: ELBO = -1159.1607071207975, reg = [6.061691599201438, 3.617423001401718], like_hypers = 10.36958659143846, basis_hypers = [ 1.16803903e+00 1.35469742e+01 1.62959990e+00 1.53750461e+10
2.84258507e+09 1.86338885e+00 3.90088631e+00 7.26422813e-01
1.81394274e+00 1.72073889e+00 2.56875822e+00 2.49086294e+09
8.30508568e-01]
INFO:revrand.glm:Iter 39500: ELBO = -1109.1950806611346, reg = [6.089078303044002, 3.624482382903831], like_hypers = 10.412629196315747, basis_hypers = [ 1.14991477e+00 1.37459604e+01 1.59318923e+00 1.57539123e+10
3.00929261e+09 1.88339166e+00 3.81087250e+00 7.02836496e-01
1.82042168e+00 1.72723510e+00 2.62693328e+00 2.57793049e+09
8.45753443e-01]
INFO:revrand.glm:Iter 39999: ELBO = -1128.592150559267, reg = [6.063877662177575, 3.5976563560841255], like_hypers = 10.409726127717, basis_hypers = [ 1.16955403e+00 1.30494506e+01 1.60142834e+00 1.61351446e+10
3.19092612e+09 1.86440488e+00 3.80065238e+00 7.35716077e-01
1.80860607e+00 1.71143498e+00 2.60030907e+00 2.67953939e+09
8.47042545e-01]
INFO:revrand.glm:Finished! reg = [6.061949187961966, 3.5955721137041987], likelihood_hypers = 10.38215737872117, basis_hypers = [ 1.17302316e+00 1.30707696e+01 1.60008541e+00 1.61353359e+10
3.19073189e+09 1.86751640e+00 3.79698616e+00 7.36081623e-01
1.80696500e+00 1.71416022e+00 2.59674929e+00 2.67967518e+09
8.50195226e-01], message: maxiter reached.
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.slm:ELBO = -1580.3246276356213, var = 2.2226611054103818, reg = [10.190898380227294, 0.41256703719719656], bparams = [ 21.99304324 7.83612311 1.71738605 15.75772391 5.00300723
9.08326788 7.08327401 35.84517976 1.64214253 17.44403171
16.52737004 5.80258378 3.38156567].
Fold 1
INFO:revrand.slm:ELBO = -4120.34430476915, var = 0.8874465172043137, reg = [9.335474563450795, 13.088512367662485], bparams = [ 7.30926335 28.63236302 54.88361912 10.12382476 37.47440647
20.97149939 16.55711166 31.7124309 7.18005575 6.45715967
16.19997667 1.32427608 13.72392777].
INFO:revrand.slm:ELBO = -5306.762580564469, var = 0.4734777656017338, reg = [14.167644189530201, 3.5542594265732532], bparams = [ 0.94272594 8.92664074 12.79081992 16.64303858 46.54783013
9.92768655 31.76606934 37.25935997 27.29654458 8.08529726
6.10232037 26.68663729 25.96955307].
INFO:revrand.slm:ELBO = -5143.068749895418, var = 0.4969032104897519, reg = [7.916031525349152, 6.3092030592850792], bparams = [ 9.5692369 14.03594382 16.82402953 22.86503606 11.53924198
4.52293368 15.2510674 7.27882808 12.39813775 22.82753235
17.1859708 21.0860587 49.65344093].
INFO:revrand.slm:ELBO = -4512.847559919318, var = 0.23053470207756216, reg = [10.620515466868813, 17.233859560321982], bparams = [ 0.49511709 7.01718602 49.45599826 10.44677595 39.74109633
0.8343579 1.69497295 4.95790077 4.89725649 12.86551539
16.42464108 1.66868125 51.78935964].
INFO:revrand.slm:ELBO = -3468.5381231208853, var = 0.36843960193736114, reg = [16.992906151225966, 1.7929680850699958], bparams = [ 7.25120025 59.35562194 2.34089686 9.11877212 25.24283811
15.76706261 0.07497509 7.15583142 1.78141783 0.10168205
1.1533576 12.76564961 19.93872756].
INFO:revrand.slm:ELBO = -4435.768126819521, var = 0.6235432684624985, reg = [5.2315552468775151, 47.574499881550103], bparams = [ 4.94101233 17.78035283 27.29281959 4.96084 7.61979564
12.58619308 31.0221818 9.77618848 48.80040005 0.41971009
9.36736499 20.36325019 28.53887816].
INFO:revrand.slm:ELBO = -2807.3113300447, var = 1.7441797338082918, reg = [0.41204955359580586, 15.349743702286949], bparams = [ 37.57585672 7.2268234 62.6443507 45.03830971 7.47899092
9.92797799 3.423264 11.38041925 32.30382976 66.23069559
11.06626204 8.89785835 24.64280534].
INFO:revrand.slm:ELBO = -3238.8803622064293, var = 0.8449453788885697, reg = [1.4183389538701521, 6.6464702754422635], bparams = [ 1.12311513 11.10318012 9.01014977 1.51784973 22.43702441
33.49693034 4.46947058 1.64953845 4.45813633 9.18429135
14.13628705 3.03007284 1.04229466].
INFO:revrand.slm:ELBO = -6090.957269497963, var = 0.2828405860150794, reg = [10.276983119117354, 9.1649326860006095], bparams = [ 30.30050215 23.96360785 0.36763292 32.7447431 11.67664253
15.81912362 20.71433296 17.01561027 2.64787485 5.27313472
15.37624967 19.95137451 3.88254395].
INFO:revrand.slm:ELBO = -2754.35643980433, var = 0.7758422824323278, reg = [8.0623450256930091, 3.5817982950770242], bparams = [ 35.05082041 62.66201877 6.12683871 3.31513471 4.4002286
10.3491156 17.83703569 13.82692138 21.56612522 46.39259756
6.90945428 20.97192906 0.28540321].
INFO:revrand.slm:ELBO = -2002.350819653857, var = 0.9633261786868644, reg = [24.789126411901865, 29.530655913495352], bparams = [ 19.83593143 18.33495344 17.90660526 4.18208329 51.65644014
11.74966388 3.3439005 0.33133625 15.95491048 38.50604506
8.95322403 109.35332751 2.04760719].
INFO:revrand.slm:ELBO = -1897.6142383016822, var = 2.5111820251796857, reg = [25.420547349086778, 21.538374669239207], bparams = [ 28.49909763 2.73121598 8.37074397 8.61355846 19.22984597
24.032632 42.77809056 2.96188814 3.50906486 27.33826749
11.82907757 4.08159628 20.27406878].
INFO:revrand.slm:ELBO = -4932.299982525088, var = 0.5766884871926636, reg = [1.9486362041040581, 16.647455786786747], bparams = [ 4.9902924 49.07295975 11.44097143 21.82284442 3.48178353
10.53176863 23.87898988 1.7889265 16.59456476 45.75142142
3.68277102 36.32780667 5.87236213].
INFO:revrand.slm:ELBO = -4232.057384201885, var = 0.48003741066517536, reg = [11.260879004351562, 10.538671217103996], bparams = [ 4.59394547 22.23845976 2.26654035 34.00384684 23.99567703
8.25078784 12.94797291 79.86092974 1.59085505 3.15039786
9.01751461 33.6191247 8.87679875].
INFO:revrand.slm:ELBO = -24782.24555627653, var = 0.05161131342491748, reg = [22.796772296411017, 1.9035765116153791], bparams = [ 2.31788748 7.06342355 2.49237503 14.937592 14.45589051
24.31163685 27.91553818 22.37333997 7.4471948 3.91411575
19.02807807 4.98100045 5.60446388].
INFO:revrand.slm:ELBO = -2834.7815456843296, var = 1.3676653996370967, reg = [1.8276148622780919, 1.5525731728357639], bparams = [ 5.41413881e+00 5.87875601e+00 4.11102838e-02 6.74173836e+01
9.05535930e+01 2.56020230e+01 1.56904734e+01 4.57487993e+00
3.45430972e+01 2.49778927e+01 4.94953170e+01 3.27285654e+01
5.07661531e+00].
INFO:revrand.slm:ELBO = -2407.7686758530895, var = 1.8998002446851279, reg = [7.5074334248333985, 0.68723122239466183], bparams = [ 3.09796108 132.57803153 33.45808125 1.92036848 9.67302938
76.0845839 17.07816926 4.20111292 0.20204347 16.76738261
71.59048719 14.52505648 11.75840985].
INFO:revrand.slm:ELBO = -2361.2890701019733, var = 0.3547389710486991, reg = [17.79467905710985, 3.3575174683337474], bparams = [ 45.72158423 26.09359864 4.621787 7.01156029 31.92678267
4.4680188 0.53116048 15.66830505 17.24097675 3.29768308
6.36400158 0.74621026 1.0540203 ].
INFO:revrand.slm:ELBO = -29121.86540377828, var = 0.05882152756350435, reg = [4.6572473779255112, 2.9414391506499209], bparams = [ 3.5975965 8.30663079 41.04699646 3.00964218 15.23400849
23.0999892 19.47790347 0.38524913 43.66918251 39.00723567
4.67836117 22.72845889 34.14093066].
INFO:revrand.slm:ELBO = -1581.5774723018626, var = 2.2765553241418996, reg = [13.52776274530947, 8.4892687425268747], bparams = [ 7.79536917 0.65721862 7.63272003 89.01514838 31.39031263
1.99781692 34.32065072 3.54083042 18.28955981 7.46098113
15.2251274 12.57476026 45.81545541].
INFO:revrand.slm:ELBO = -14297.15342735825, var = 0.2456256678649632, reg = [2.629998284766021, 13.601312130016066], bparams = [ 21.76776706 16.33546213 5.88915966 1.21961744 3.91563663
20.74046629 42.47677742 16.55458685 96.55910384 22.69670907
28.9931059 6.10727837 30.32705761].
INFO:revrand.slm:ELBO = -8301.75605400303, var = 0.21766221232709027, reg = [12.947783327511036, 8.610326597116746], bparams = [ 96.4542942 31.34497114 16.84701529 19.93326647 13.03837125
3.03496609 7.98300688 29.88795149 20.04955821 2.22416209
79.15905455 9.07624729 30.15249634].
INFO:revrand.slm:ELBO = -12464.710924289964, var = 0.30035339244812376, reg = [0.23271882020584997, 10.624947129481836], bparams = [ 6.96154217e+01 2.40096808e+01 6.51586908e-01 6.60130330e-02
2.60924648e+00 2.61786899e+01 2.72240041e+01 4.15284954e+00
9.97361634e+01 6.16750373e+01 1.81165818e+01 4.77792987e+01
2.49269195e+01].
INFO:revrand.slm:ELBO = -2290.1576414908636, var = 1.5214023524129074, reg = [4.3397014187722389, 2.7444501991650014], bparams = [ 34.80464724 6.67061044 9.01916663 6.27052832 0.5286148
14.59748982 10.87491816 27.79612073 4.4879054 16.07668956
18.52981101 13.30018581 5.30278429].
INFO:revrand.slm:ELBO = -19714.116807534498, var = 0.08107245976680152, reg = [25.812266128094386, 0.95051954748993595], bparams = [ 11.95072399 10.01484056 51.68078238 16.55670689 6.62571436
15.65452542 10.17521776 15.87339406 43.33726483 21.94842104
2.10373776 24.76827457 9.34955834].
INFO:revrand.slm:ELBO = -6382.912586604249, var = 0.1750109002054033, reg = [11.999976773564134, 0.026762432772547761], bparams = [ 3.64007067e+00 1.54444880e+01 1.37383464e+01 3.54613773e-01
1.38090047e+01 7.53811879e+00 3.18753866e+01 3.37640597e+01
6.09044382e+00 1.55616188e+01 2.92373520e-04 3.31426557e+01
9.31521178e-01].
INFO:revrand.slm:ELBO = -8190.174230293453, var = 0.2961174391997279, reg = [4.3944256464803297, 30.59167838837492], bparams = [ 34.35182431 32.27781681 0.30408275 29.44246133 28.96738781
12.42815131 10.01836725 43.71945645 4.87846872 15.10453358
41.30591905 2.71309218 15.68130483].
INFO:revrand.slm:ELBO = -2144.4034552271664, var = 1.3923583576532843, reg = [3.0967676747880182, 10.98852054564964], bparams = [ 4.72722881 6.63855291 8.50954451 35.88241703 9.04654793
1.63938176 38.76433769 14.64694186 8.56310919 39.69347334
17.03939804 68.71413555 16.85803364].
INFO:revrand.slm:ELBO = -5374.65783427552, var = 0.4836384142832521, reg = [3.674884271559403, 4.812032810462977], bparams = [ 12.53142776 8.17041885 28.96171341 3.50335402 53.20099596
5.15926548 24.18951861 129.83918991 6.52281518 27.95194391
4.20967425 5.23926904 18.56810947].
INFO:revrand.slm:ELBO = -5355.082607792378, var = 0.3436823841337512, reg = [30.144058027664581, 34.002678771676635], bparams = [ 9.19156868 10.3665313 25.25654678 16.53839186 27.57678075
4.62687093 5.17698364 4.96779426 3.58989453 8.99416518
2.96201694 17.67671967 59.81239165].
INFO:revrand.slm:ELBO = -4871.920487166734, var = 0.7945446332401962, reg = [13.996230373427549, 4.3374820371809362], bparams = [ 17.00835429 22.50787331 34.03257065 20.2032453 25.22623269
33.27644701 31.68544167 44.21250061 5.32265037 5.5217785
8.69630715 12.11885237 24.86244041].
INFO:revrand.slm:ELBO = -13558.514639693209, var = 0.1371572248555594, reg = [2.5985906512972337, 8.7821335943103094], bparams = [ 2.00600546 47.96350745 19.92335134 7.35999481 14.88027799
6.84218813 18.75192658 1.58974937 37.61409903 5.32120582
0.39155599 20.48497378 21.90048652].
INFO:revrand.slm:ELBO = -3161.249012347249, var = 0.9021574072244668, reg = [5.8939123593877438, 0.77626808660945534], bparams = [ 10.25321373 38.28297701 5.82388193 7.48899119 12.46874977
6.70281657 7.28526934 9.00441649 13.82601429 13.78031036
18.11279359 5.02082382 5.36677063].
INFO:revrand.slm:ELBO = -3821.208561174253, var = 0.8817205602583404, reg = [1.7591470739341251, 6.3095704199293223], bparams = [ 2.4332216 10.76961508 57.07860745 0.50823736 54.8896031 33.555021
2.89117078 10.52247798 24.47558074 16.9168201 41.57474931
6.31145761 2.0411105 ].
INFO:revrand.slm:ELBO = -4192.249483116017, var = 1.056245544287684, reg = [0.052166571009594848, 1.6353755537786347], bparams = [ 11.02170216 11.80532923 1.67765636 1.05641977 12.90003667
15.06443226 13.57273123 5.68354671 11.91959221 8.09610483
3.49828725 8.50023051 5.20172996].
INFO:revrand.slm:ELBO = -14859.64074123867, var = 0.2441490915616616, reg = [6.0904712577844764, 6.0100545365795774], bparams = [ 1.65898967 33.74928696 43.23713081 20.07778116 6.47073775
80.05269374 14.34164762 13.24485189 52.77574575 8.21642126
51.67850256 17.90844996 27.90338186].
INFO:revrand.slm:ELBO = -5295.218069336192, var = 0.575369568881151, reg = [4.2100947765026655, 2.9393341776396831], bparams = [ 0.25310497 57.29457769 3.21674819 25.05864342 23.15774384
20.91868678 6.79341414 17.8884552 14.46197987 11.97237183
34.08852544 2.99967564 38.1912391 ].
INFO:revrand.slm:ELBO = -6380.842657508792, var = 0.5989610043926219, reg = [0.37314895402455189, 26.995190863320573], bparams = [ 7.2735998 63.78930507 61.00528548 28.63172501 54.76704694
85.93196891 3.00596829 43.61303107 2.51558851 6.46037722
0.13965387 3.61580319 12.00232272].
INFO:revrand.slm:ELBO = -1949.9875738214296, var = 1.8906606174492615, reg = [10.41782159398538, 0.41612311150425013], bparams = [ 23.48503606 27.26469125 8.45678012 7.63121775 6.38406246
9.67831035 8.39973204 9.65240143 14.886653 27.99108746
4.76886496 1.31003325 4.47034016].
INFO:revrand.slm:ELBO = -3022.8566179350682, var = 1.4293959297189067, reg = [2.2135053142617176, 9.4733359177542802], bparams = [ 10.85291738 45.07561499 0.34080758 0.41674322 48.21445236
31.73376444 21.44411549 7.60074108 34.40135023 3.90169539
23.4028815 10.97121441 14.52652738].
INFO:revrand.slm:ELBO = -1869.144046290398, var = 2.653055215409637, reg = [0.58375966858016681, 0.31952783484018843], bparams = [ 68.28322976 10.26897446 13.47928028 53.09853506 21.78106242
3.91768632 59.11228305 33.91906215 31.50324915 0.44190716
7.76790788 0.07413356 3.12726254].
INFO:revrand.slm:ELBO = -2307.56115666002, var = 2.0644872158578544, reg = [6.5364899582942328, 0.17172575160594777], bparams = [ 31.19675659 8.32075092 0.15964334 27.42350959 36.58244194
31.39785803 2.03206693 6.16172025 11.80197398 30.7777169
17.35215952 1.25859623 23.3167093 ].
INFO:revrand.slm:ELBO = -22846.53722117187, var = 0.10944020373012267, reg = [3.249408144971762, 0.5809478769140809], bparams = [ 68.74966518 19.6019918 13.00532229 3.16735322 2.40490245
18.50345065 3.74437954 4.47875676 2.98313299 56.34854387
24.26490936 15.2337189 16.18728524].
INFO:revrand.slm:ELBO = -2976.934735521878, var = 0.9476382509377134, reg = [14.174945042926892, 5.6055551115683198], bparams = [ 4.30511103 6.58079458 5.40862271 50.50627414 34.89603097
6.97629197 6.62639046 13.13889052 49.69557319 61.57528069
7.62398791 5.17787167 15.58321671].
INFO:revrand.slm:ELBO = -2477.8930780708793, var = 2.088368575726893, reg = [0.23883873033157482, 4.9503097233794193], bparams = [ 18.3263382 23.8996413 18.66027265 11.10468397 7.30378738
62.32350728 0.74976368 5.55688163 19.16577116 14.74611111
20.08009368 8.74864767 9.37641669].
INFO:revrand.slm:ELBO = -6467.316408220147, var = 0.25949316357770685, reg = [38.987119474672191, 1.375821369056148], bparams = [ 11.61650116 23.08250733 15.64077121 11.89221058 44.0659664
31.38705726 30.63482888 9.06180533 11.08951111 0.3189415
5.60593023 12.7310973 9.28097244].
INFO:revrand.slm:ELBO = -3113.355013356391, var = 1.4786513751105317, reg = [0.61213811366408988, 18.446507277293392], bparams = [ 7.56913838 44.37397229 18.14079279 31.22406478 19.06969077
71.39300978 28.77613541 17.04834564 9.7567886 40.70664609
0.79595743 2.19079087 16.25284596].
INFO:revrand.slm:ELBO = -12104.255476856753, var = 0.24918861960388403, reg = [4.0212293166466768, 3.8621661886051433], bparams = [ 10.2037781 9.15717784 59.11533758 5.95871531 31.77760928
29.61505062 7.44754139 1.68932777 19.44035922 47.02763274
6.74243465 4.72826052 13.07140136].
INFO:revrand.slm:ELBO = -6678.543000259762, var = 0.5132696856576303, reg = [0.13812770107169856, 7.68778208949883], bparams = [ 2.98890346 14.24974191 6.53017348 10.07751488 8.36301072
4.32152077 41.76852128 6.33888463 2.9975298 3.07316742
3.76231729 61.81667884 6.97753687].
INFO:revrand.slm:ELBO = -5413.481394909163, var = 0.38449197039964134, reg = [8.5294160413002267, 4.2322090072167633], bparams = [ 2.75728935 14.20702714 24.74214927 1.58318514 1.67715937
7.21370337 57.407754 10.1845843 1.87616166 2.50016722
20.6560543 119.23138345 44.63850486].
INFO:revrand.slm:ELBO = -2492.847989261604, var = 0.8713120509031884, reg = [7.3820785158731193, 0.93350992600504334], bparams = [ 13.15900511 65.24220732 51.04347916 36.13255233 12.48207726
3.50470673 13.54694613 29.78003143 22.6613443 0.31166249
1.71429244 15.45300331 8.74134028].
INFO:revrand.slm:ELBO = -22687.72227930363, var = 0.1517801753909725, reg = [10.275392556514893, 20.301539584579551], bparams = [ 49.40153279 24.39132203 17.33246966 53.62110648 23.06822086
34.36059388 41.71218262 11.80538827 11.0943741 14.60017492
66.57699688 4.03373535 45.03610917].
INFO:revrand.slm:ELBO = -2513.7730055079915, var = 1.732888799958345, reg = [4.9821453238130893, 0.68671349299596973], bparams = [ 6.74790059 31.39004458 5.86882711 16.16826185 11.30469952
30.65015177 0.88366839 14.4332256 52.39668239 63.66495836
20.27946079 33.25944064 4.46511274].
INFO:revrand.slm:ELBO = -1995.0501949272084, var = 2.5143269021506955, reg = [6.5066642984304313, 10.103594938315211], bparams = [ 10.84542182 5.74101714 6.21952567 19.4069903 3.2528308
9.91919854 21.3652907 58.23090472 13.71283629 35.73687952
70.85635737 5.3033165 22.5383629 ].
INFO:revrand.slm:ELBO = -12347.1294992521, var = 0.1507904585581885, reg = [3.753163933232992, 14.883453628205443], bparams = [ 52.09042564 1.17750603 28.95277666 34.18334044 31.4638892
13.5375727 36.75748653 31.96876817 23.99688836 0.20532991
15.53106615 6.09633507 7.07572447].
INFO:revrand.slm:ELBO = -28422.526740193865, var = 0.06124181559437192, reg = [1.0028721219300201, 15.08073600982047], bparams = [ 26.13418589 1.82224953 8.61109375 9.10631469 18.53125055
1.5544795 16.5416602 25.03144167 7.73848387 22.99304571
4.55594752 2.20475702 12.91848312].
INFO:revrand.slm:ELBO = -17708.922223536596, var = 0.20551824125476184, reg = [0.14496606851723545, 12.927275062458817], bparams = [ 21.4604397 12.24141881 15.44103973 0.74136302 11.92896536
7.34183767 15.51826019 9.07478426 8.38306879 20.23060638
36.06364237 3.52955494 7.44082306].
INFO:revrand.slm:ELBO = -2192.3547720952697, var = 1.2065287942257834, reg = [23.081127825785703, 1.4549251238867091], bparams = [ 74.68245341 50.5317019 5.85426974 18.46042534 25.04912421
1.64483631 5.65087943 33.82822753 35.59794348 9.26004137
21.03235089 19.54594685 29.52632072].
INFO:revrand.slm:ELBO = -3490.4166471070844, var = 0.7064698152765015, reg = [3.386110107525373, 1.4730770564937803], bparams = [ 7.05812487 2.61354264 5.89040383 14.44566202 13.75585719
1.83537057 21.6489843 7.52415242 48.27421766 54.58795639
12.06325753 9.52889134 18.28672519].
INFO:revrand.slm:ELBO = -2612.0107502542382, var = 1.3942230616885136, reg = [24.011255819475398, 9.6988798904766558], bparams = [ 7.24652003 34.91508809 1.74804704 7.56019019 27.59167156
82.44795887 6.13007891 26.76280494 4.74911675 16.42660331
17.77559089 2.1187152 6.19802045].
INFO:revrand.slm:ELBO = -2696.760085537833, var = 1.4321924019560055, reg = [0.89677073505066929, 6.2719934457511801], bparams = [ 14.95180158 1.33275612 20.16731412 17.18848483 2.03803823
14.61009113 120.6063587 2.29755111 11.62373767 9.96273602
18.04173441 40.70005271 2.71483833].
INFO:revrand.slm:ELBO = -1945.6576048207771, var = 1.0376035432405741, reg = [23.704899160282299, 3.1481391346515561], bparams = [ 36.91308208 36.23088569 39.62422852 21.48955103 12.20149745
5.04111245 21.51533907 3.28008492 11.27117376 0.6704393
9.78174442 28.46035501 5.60032091].
INFO:revrand.slm:ELBO = -1572.43676335456, var = 1.7129999629715515, reg = [21.110303271802451, 2.0894709608536748], bparams = [ 7.03968802 27.52456101 0.3057573 40.93717822 11.00086157
7.77335363 30.21776565 0.43793431 1.00324192 3.9084781
58.07025218 1.45623752 16.35675694].
INFO:revrand.slm:ELBO = -1425.4243548876498, var = 0.557865139100084, reg = [11.555483076768979, 12.194183544875521], bparams = [ 2.26420110e+01 3.16081898e+01 5.18755736e+00 2.63826523e+01
9.57909030e+00 1.44413868e-02 1.46556014e+01 1.65824623e+01
5.21046944e+00 5.59118959e+00 3.63929434e-01 1.84013518e+01
5.55156544e+00].
INFO:revrand.slm:ELBO = -1897.9525094178325, var = 2.8127708195311762, reg = [8.9480949245884194, 16.237901440632417], bparams = [ 46.43122923 1.66798594 5.20533616 18.41784289 22.00148755
13.78856173 6.38683718 19.95197777 50.78642659 15.11663879
7.02123801 32.57155265 44.79995726].
INFO:revrand.slm:ELBO = -13452.936046748835, var = 0.06674350956986437, reg = [24.083983949428504, 4.1271942265302837], bparams = [ 34.57527856 104.47666002 100.42616821 90.58715245 73.89614862
0.36204825 11.66272303 17.18241826 14.53345504 9.75537286
5.40606406 5.41401115 10.53846067].
INFO:revrand.slm:ELBO = -4278.983915199938, var = 0.3741757866337691, reg = [15.022851361702408, 10.41897064807298], bparams = [ 18.0750514 16.46954882 26.60421549 15.75424133 15.45938056
1.90140745 38.11759364 26.90305536 6.97017313 4.25332543
0.35763079 5.3366484 37.34413077].
INFO:revrand.slm:ELBO = -2430.9113875624607, var = 0.5220367465334952, reg = [32.770145419877053, 2.4250019096916162], bparams = [ 42.29594644 27.28715708 19.94841066 17.31781143 7.20836113
5.43350601 4.45328117 0.34869991 10.79888983 0.88825668
14.50416089 22.58802347 6.76013191].
INFO:revrand.slm:ELBO = -4398.292960629436, var = 0.37275744673117456, reg = [10.430501819833836, 14.972473215634338], bparams = [ 1.09824797e+02 2.23319923e+01 6.36955577e+00 2.28476505e+00
1.21489793e+01 1.90632788e+01 2.18237899e+01 2.55635121e+01
2.65656541e+01 5.41411391e+01 4.05099159e+00 7.78988211e+00
8.36531384e-02].
INFO:revrand.slm:ELBO = -4576.5409324386255, var = 0.8892219509799686, reg = [10.612960794098026, 0.046748384586051878], bparams = [ 8.4192324 18.46155955 22.3121148 38.42272264 24.93276636
32.82973682 19.12314652 3.49927256 20.29601762 10.0703472
20.65041354 44.0721185 9.98807505].
INFO:revrand.slm:ELBO = -5698.4066981791375, var = 0.7419999512401236, reg = [0.4285246550750389, 9.6448419123532076], bparams = [ 23.65575535 18.60275806 57.46188416 19.37167956 7.73569928
17.19860662 6.06199399 8.93038546 12.98235616 4.98747893
9.19265723 16.66001675 56.58209483].
INFO:revrand.slm:ELBO = -5359.0785347788915, var = 0.49785581999853845, reg = [11.479017165683562, 9.4591206925705809], bparams = [ 1.72554556 18.75006877 29.65583836 1.80153274 14.55285382
13.42634082 21.07407852 17.03484895 3.77950635 5.3074786
6.86196861 22.04599951 29.60784354].
INFO:revrand.slm:ELBO = -2020.4920521346562, var = 1.5085519447558553, reg = [9.9696284221545568, 1.8441759831444378], bparams = [ 15.29879915 12.82743507 100.12417914 6.58853256 8.24810392
1.98455261 58.76539716 38.97725209 40.25850897 11.42311644
113.01725534 10.03649117 99.07358065].
INFO:revrand.slm:ELBO = -3758.899683906787, var = 0.9526424429533992, reg = [12.630896149451338, 3.0681406432775282], bparams = [ 6.34752927 12.55776498 68.71447763 12.89084529 49.36322689
41.45921497 5.19836677 33.02204223 0.51628271 41.47310556
74.13963393 1.89873501 53.76996721].
INFO:revrand.slm:ELBO = -16866.702120620645, var = 0.07091590055490202, reg = [5.0740895770882846, 2.0108721283194959], bparams = [ 1.05550415 33.74766003 22.68988007 4.10223022 3.77521793
4.55105926 6.97194657 1.81137063 1.80665105 39.13264615
20.76857551 11.26630673 11.87537798].
INFO:revrand.slm:ELBO = -11759.920586026725, var = 0.09236586774887419, reg = [1.3731558147854721, 8.7807685444679464], bparams = [ 10.07892945 40.99782131 21.62057548 33.04699709 7.55821094
0.82642139 0.21820973 5.49225139 38.66973075 15.85106288
9.65507951 2.61599275 3.49618098].
INFO:revrand.slm:ELBO = -2879.6480704974992, var = 1.1392275753773082, reg = [0.97191525097695353, 34.706098115435438], bparams = [ 0.22865693 47.25798673 18.03190398 32.93271098 24.98474017
25.6169376 65.79372687 4.18814179 34.09049944 29.04774614
44.76284002 24.70405178 1.19432037].
INFO:revrand.slm:ELBO = -6680.142180342148, var = 0.3926565479170292, reg = [22.772231109270177, 11.079166525989322], bparams = [ 19.33346482 25.1198786 40.4194734 5.88775463 3.07654946
30.51940437 8.99646545 42.57808005 50.07383975 47.73040702
49.76744042 1.39157034 7.53537012].
INFO:revrand.slm:ELBO = -8303.526716136288, var = 0.15971346121103394, reg = [23.698236223569591, 8.6086284842265606], bparams = [ 2.63804545 0.65312467 1.75373373 20.00136808 23.75345141
8.87054901 21.27831663 3.83155073 19.908482 29.1843688
23.43348187 32.31909406 3.77346728].
INFO:revrand.slm:ELBO = -2934.664654488172, var = 0.7005814919427713, reg = [29.755461145206112, 28.819299690611725], bparams = [ 2.84780527 29.08934935 7.84200809 23.60769972 7.79206459
3.27215624 19.77783809 53.54025297 7.90292551 32.82512433
2.25418113 25.92703887 13.91483639].
INFO:revrand.slm:ELBO = -1346.0210853342414, var = 3.25537834387704, reg = [10.888532180215018, 12.623541806588779], bparams = [ 43.27916641 40.72189125 2.45402438 12.59524272 15.32211666
3.13149166 34.04591164 22.02270495 23.66554119 15.43327565
14.85853601 36.08879006 4.00456824].
INFO:revrand.slm:ELBO = -5768.92902417055, var = 0.41406734197761264, reg = [4.2158713463001911, 0.19762785757783671], bparams = [ 25.35149703 4.21729916 15.45418938 28.92195579 40.50162527
3.74542318 48.10887106 23.95887131 8.60235266 27.55971369
8.66073915 16.07269504 7.29390234].
INFO:revrand.slm:ELBO = -9239.93079161525, var = 0.37853627050356586, reg = [23.380913498333953, 0.86657264363845299], bparams = [ 61.95009232 10.17328123 12.00437682 35.00227895 5.47745867
127.39815719 0.96884923 10.12933358 52.81938281 18.76007682
10.60988055 14.52994958 62.11533713].
INFO:revrand.slm:ELBO = -2046.926619661289, var = 2.0804610577456706, reg = [7.2925575636163718, 1.5661141905216809], bparams = [ 1.99166706 0.18955078 43.39680439 6.10175555 10.90395689
18.25115607 11.69951244 4.16795886 10.46299457 1.50551846
2.11828083 5.57783909 54.68874021].
INFO:revrand.slm:ELBO = -3172.729454995197, var = 0.6134850899809293, reg = [28.732428481160333, 2.9142845406648945], bparams = [ 4.60516672 7.13601651 8.70468858 18.43604533 13.00972612
1.59678943 16.82888342 10.22045128 7.38935339 52.73460525
5.35700552 46.4290168 37.14625568].
INFO:revrand.slm:ELBO = -2270.8312874120656, var = 0.988730247652019, reg = [19.524490526728094, 6.1915473507897909], bparams = [ 23.50303506 0.35991323 29.06247625 14.93581945 0.60047733
7.17815296 55.38944807 1.51465169 53.1515685 7.84612476
51.57984375 5.08763974 50.61394948].
INFO:revrand.slm:ELBO = -20564.983376618082, var = 0.11838312203874084, reg = [9.5619244962953172, 20.920613451733573], bparams = [ 32.67875095 74.7193101 19.48347344 3.82682503 11.53063109
13.3275462 10.20937592 5.49152495 42.08347787 15.26755114
51.87790623 3.87684244 26.60951594].
INFO:revrand.slm:ELBO = -23864.170062869867, var = 0.06630355074736916, reg = [25.049153081225896, 3.6775117441321759], bparams = [ 8.15149833 0.84884721 4.42693774 8.27441277 38.81643807
42.12346963 65.66779447 3.34224721 10.005692 0.99174649
49.03635505 7.36376569 27.60624701].
INFO:revrand.slm:ELBO = -3686.7789026620085, var = 1.138192759496954, reg = [1.7451414365643603, 18.518695601412205], bparams = [ 20.77440126 17.64122779 0.6989756 5.29580402 7.43341137
27.1071965 39.88644753 23.92480836 14.15032124 61.35864108
27.26532421 9.5761381 115.68533611].
INFO:revrand.slm:ELBO = -2517.788121927153, var = 0.8709800529676966, reg = [8.1366568219898348, 37.21646557903982], bparams = [ 38.39604115 2.88871442 9.21485243 0.95970795 10.83571485
2.87483253 4.33626014 8.56687749 4.21432509 0.58903109
16.08661263 54.49697002 46.31234404].
INFO:revrand.slm:ELBO = -4883.990009207015, var = 0.6709967404084334, reg = [6.1233223997668285, 3.4732879738892466], bparams = [ 27.6487632 13.23356 62.57366068 47.29104081 1.99902665
22.1124954 32.35718309 20.10139362 42.93322468 19.1200411
0.90713719 27.39794224 44.68335723].
INFO:revrand.slm:ELBO = -3607.1080291265816, var = 0.39336769073428407, reg = [11.353303827972921, 21.704970935329172], bparams = [ 44.36182712 16.11685678 7.81234247 4.50792636 16.8001875
12.00723087 0.30773993 0.36431812 131.37279882 12.11778795
46.0805418 33.72768373 2.26378903].
INFO:revrand.slm:ELBO = -1923.932776570843, var = 2.5514037147807587, reg = [5.4252305113177783, 8.2528440151428768], bparams = [ 7.07778872 2.23833591 16.97337477 35.52826687 13.61864221
22.94379539 15.27273626 10.73340318 5.83202095 6.70462434
3.60352498 4.11766457 5.1400631 ].
INFO:revrand.slm:ELBO = -31463.874015799312, var = 0.035788476448922725, reg = [3.1130828964035482, 2.3287537175787953], bparams = [ 21.06543506 2.01396188 36.77282348 17.90988297 1.90581578
14.12189992 23.82338327 1.17456344 10.36410016 0.95719247
39.89208049 9.79140822 7.66153619].
INFO:revrand.slm:ELBO = -2001.3047409306946, var = 2.6348057333999875, reg = [3.2445467837070381, 15.162114207973559], bparams = [ 25.30750886 29.02300326 31.95633315 14.05422098 5.73413031
16.86350153 26.7557351 26.11881932 1.14262408 16.50632197
18.50701512 4.48548394 23.43003519].
INFO:revrand.slm:ELBO = -1315.957633576102, var = 1.4132950183594695, reg = [14.72768844256829, 16.464661962693857], bparams = [ 23.81881718 0.23763392 17.97814128 27.53451154 4.9705289
0.42302529 2.53728844 41.02455327 14.3935714 15.58454298
4.55832369 17.4549508 0.16614587].
INFO:revrand.slm:ELBO = -6181.747033562859, var = 0.38377238004889624, reg = [29.268352964652383, 19.69115310726858], bparams = [ 3.09572011 15.76483136 3.67268537 13.07139634 15.79019707
40.61301569 5.04802896 6.68605701 56.71266992 9.15820366
1.01561832 9.31499819 48.10921095].
INFO:revrand.slm:ELBO = -2369.4907673287103, var = 0.6165967705514664, reg = [24.519009967853993, 0.64581477802429954], bparams = [ 118.92196319 8.04245285 24.3713357 4.60351264 32.79727002
4.39198186 2.11322171 17.34341607 27.95492603 3.23148035
47.67552143 21.99446303 1.31093807].
INFO:revrand.slm:ELBO = -3177.0634769712706, var = 1.1844977695364425, reg = [5.5993782002200039, 8.8524347796751695], bparams = [ 1.65236138 24.22911834 32.37257867 0.32312033 5.18162377
40.44857038 9.39676925 3.37773773 16.37412344 102.48187137
1.05866448 23.42559677 7.59026145].
INFO:revrand.optimize.decorators:Best start found with objective = 1315.957633576102
INFO:revrand.slm:ELBO = -1315.957633576102, var = 1.4132950183594695, reg = [14.727688442568294, 16.464661962693857], bparams = [ 23.81881718 0.23763392 17.97814128 27.53451154 4.9705289
0.42302529 2.53728844 41.02455327 14.3935714 15.58454298
4.55832369 17.4549508 0.16614587].
INFO:revrand.slm:ELBO = -83581.24816041313, var = 2.7883202728697714e+96, reg = [7.144992695173358e+56, 0.08210569663670866], bparams = [ 1.40209501e+00 1.30641026e+38 5.53121762e-02 4.06956268e+00
7.65594391e-11 2.20253195e+22 2.09897848e-01 6.74355013e+01
2.08336117e+00 8.42331405e+01 1.00236464e-12 6.02764519e-02
1.26145668e-21].
INFO:revrand.slm:ELBO = -6888.521474996344, var = 94488337547783.22, reg = [1455416161.665845, 7.691792393968282], bparams = [ 1.58601714e+01 8.66677488e+04 7.83621569e+00 2.09250481e+01
1.39334749e-01 7.72316968e+02 1.77408537e+00 4.40588153e+01
1.09057325e+01 1.98564226e+01 6.94257129e-02 7.73536356e+00
2.14735733e-04].
INFO:revrand.slm:ELBO = -1832.9079398268927, var = 899.8589977128967, reg = [616.0381357628937, 14.109689670218675], bparams = [ 21.93313092 3.19119271 15.19154858 26.04351868 2.40749122
1.94013463 2.35968154 41.62256821 13.60587952 16.36935532
1.950892 14.79913239 0.04311637].
INFO:revrand.slm:ELBO = -1173.0509800821005, var = 8.769629431692607, reg = [42.32216411062858, 15.761594544260406], bparams = [ 23.26982165 0.49526365 17.1421544 27.10451853 4.04939003
0.65069897 2.48576065 41.19275131 14.16635702 15.80253452
3.58591618 16.65912271 0.1134632 ].
INFO:revrand.slm:ELBO = -1152.5145123274335, var = 7.55366459259269, reg = [33.03758630045499, 15.22654753401388], bparams = [ 23.23652687 0.60336784 17.14402175 27.21067315 4.02280273
0.81678106 2.57468434 41.21446759 14.2805154 15.83123499
3.64328139 16.64634689 0.12285497].
INFO:revrand.slm:ELBO = -1136.5188516171952, var = 4.81976102826658, reg = [16.89551958694404, 13.700750816463664], bparams = [ 23.06359038 0.76946827 17.14316784 27.61488103 4.00174594
1.43414073 2.80981715 41.42729577 14.59281252 15.85914677
3.86205413 16.51399838 0.22169532].
INFO:revrand.slm:ELBO = -1191.2651003116803, var = 4.484163518034534, reg = [9.038903959785124, 11.651807601537802], bparams = [ 22.76558268 1.44290588 17.02361333 27.98198756 3.69709935
3.25504403 3.08066209 41.67466997 14.98243724 15.76611722
3.88683349 16.17628882 0.5944266 ].
INFO:revrand.slm:ELBO = -1126.609385831047, var = 4.753428921605956, reg = [14.983380888366113, 13.281158926136133], bparams = [ 23.00606766 0.86819971 17.12014674 27.68499509 3.9413632
1.67858013 2.85990821 41.47468092 14.66683172 15.84124131
3.86679983 16.44861097 0.2679194 ].
INFO:revrand.slm:ELBO = -1105.844745720652, var = 6.640873870543831, reg = [18.23378866001645, 13.11128914383221], bparams = [ 22.96457211 0.94069998 17.01084217 27.5776905 3.7553411
1.61370431 2.79230803 41.46532803 14.63095597 15.68747551
3.70691398 16.34168336 0.26753839].
INFO:revrand.slm:ELBO = -1102.0084643799778, var = 7.262105932119409, reg = [20.787903583303766, 12.59585318823868], bparams = [ 22.94770062 1.05239763 16.88452542 27.4893112 3.52687319
1.58929619 2.76753672 41.48445526 14.63119841 15.42152682
3.58401609 16.24369222 0.2855267 ].
INFO:revrand.slm:ELBO = -1099.2600900722596, var = 7.640666238169173, reg = [24.22118645723781, 12.112043111148838], bparams = [ 22.95280216 1.16150269 16.77503916 27.37201684 3.32850498
1.56812085 2.74853018 41.51470679 14.60091579 15.16541259
3.46586552 16.13107441 0.27850001].
INFO:revrand.slm:ELBO = -1094.2554238578105, var = 7.594960388523114, reg = [32.453576469494024, 10.844666132784152], bparams = [ 22.95304358 1.51228879 16.51238794 27.1308959 2.87904842
1.57508228 2.7168613 41.59109508 14.56217931 14.52030389
3.23412162 15.83770128 0.27066181].
INFO:revrand.slm:ELBO = -1087.3466115440222, var = 6.713893992582567, reg = [51.954135271289665, 8.38803454112032], bparams = [ 22.90725022 2.59350663 15.89762873 26.80121799 2.13336828
1.74912352 2.61232447 41.75366914 14.51478805 13.20587997
2.93893966 15.22912718 0.26075245].
INFO:revrand.slm:ELBO = -1081.505888110942, var = 5.893099796575849, reg = [67.86561544886057, 5.88535679182412], bparams = [ 23.10382385 4.64908308 15.10933733 26.73254432 1.62409327
2.20677565 2.66661151 42.00330504 14.66428672 11.79357256
3.02351151 14.36447892 0.25570675].
INFO:revrand.slm:ELBO = -1074.2509323915804, var = 5.38771010564001, reg = [60.14774464452538, 4.792741221616637], bparams = [ 23.39721413 5.87103552 14.69122422 26.95991902 1.5428491
2.58092134 2.82096059 42.13161106 14.9034449 11.15146568
3.40942202 13.88141347 0.27547755].
INFO:revrand.slm:ELBO = -1071.9737562854232, var = 5.181152864631657, reg = [55.59698105812232, 4.339191751375771], bparams = [ 23.60481423 6.5656367 14.43321514 27.13169821 1.51175149
2.5742592 2.89044907 42.12784464 15.0685813 10.840047
3.69947131 13.63592211 0.28505574].
INFO:revrand.slm:ELBO = -1066.1358807666525, var = 4.898000371770868, reg = [48.26208642475041, 3.200250150896555], bparams = [ 24.27975557 9.85834489 13.55064425 27.55917071 1.31198947
2.25842131 2.96786061 41.95522694 15.57403828 9.88428553
4.61226142 12.80883486 0.31809451].
INFO:revrand.slm:ELBO = -1059.836773038871, var = 4.900709932000622, reg = [38.42656328132253, 1.7970352763816921], bparams = [ 26.06682933 21.50627569 11.85277269 28.72692359 1.04125071
1.76923552 2.91792535 41.48943022 16.61322776 8.03073211
6.88958722 11.02467724 0.41489189].
INFO:revrand.slm:ELBO = -1135.6235501849928, var = 5.012931877485289, reg = [17.772931952695018, 0.07037433079985853], bparams = [ 3.75802310e+01 2.24548944e+03 5.33383236e+00 3.51926701e+01
2.50815112e-01 6.12247529e-01 3.19255838e+00 3.96003711e+01
2.28770041e+01 2.39137192e+00 5.74922906e+01 4.48263815e+00
1.91066608e+00].
INFO:revrand.slm:ELBO = -1054.7239384426916, var = 4.92774979813748, reg = [31.86016501977939, 0.8176755996083497], bparams = [ 28.49039253 66.55455689 9.76208127 30.17972355 0.73674086
1.36704847 2.9824145 41.02220582 17.95649768 5.98268234
11.53781495 8.8589562 0.60134472].
INFO:revrand.slm:ELBO = -1174.7397440484358, var = 4.37805334038623, reg = [23.705374450862127, 0.014114878723306698], bparams = [ 4.32724006e+01 2.81687866e+04 3.80223031e+00 3.77484644e+01
7.91416945e-02 7.47219100e-01 3.37447078e+00 3.90279056e+01
2.59196420e+01 1.21369892e+00 1.22165584e+02 3.04145505e+00
3.25872917e+00].
INFO:revrand.slm:ELBO = -1057.6740498740187, var = 4.756292899069948, reg = [29.161053276101825, 0.24251973714806083], bparams = [ 3.22883168e+01 4.07014168e+02 7.36092094e+00 3.22710642e+01
3.77756545e-01 1.14087346e+00 3.09476549e+00 4.04146307e+01
2.00424152e+01 3.71080434e+00 2.33866598e+01 6.43228655e+00
9.97399444e-01].
INFO:revrand.slm:ELBO = -1050.004339432008, var = 4.856183139146596, reg = [30.71611198729602, 0.4949139951522008], bparams = [ 30.00195023 140.6233245 8.6874316 31.02671701 0.55907697
1.26863275 3.02832426 40.77011348 18.79050814 4.91141085
15.44837798 7.76164446 0.74114248].
INFO:revrand.slm:ELBO = -1042.1231713755897, var = 4.763260876126705, reg = [35.78035157346594, 0.3651394530829814], bparams = [ 31.23452435 272.16569956 8.04288096 32.27389091 0.49009751
1.42063617 3.00276963 40.5190918 19.79294164 3.75852233
19.78497165 6.88873186 0.87534623].
INFO:revrand.slm:ELBO = -1024.1415301770082, var = 4.210416544258213, reg = [111.04873065124328, 0.14577488562050858], bparams = [ 3.65806033e+01 4.17422970e+03 6.09082189e+00 3.92707391e+01
4.17247875e-01 3.18483623e+00 2.79065946e+00 3.87083577e+01
2.50511881e+01 8.87402107e-01 5.39784444e+01 4.14647887e+00
1.67965925e+00].
INFO:revrand.slm:ELBO = -1021.2546402243531, var = 3.522872036486236, reg = [113.0580613884854, 0.13584674624572338], bparams = [ 3.71970067e+01 5.99279244e+03 5.95628061e+00 4.09219934e+01
3.54440336e-01 2.81802974e+00 3.32482186e+00 3.71845185e+01
2.59873816e+01 7.80331590e-01 6.37466510e+01 4.06133565e+00
1.95723998e+00].
INFO:revrand.slm:ELBO = -1023.5507802579318, var = 3.1173706179111322, reg = [75.11515389731953, 0.29582067390054306], bparams = [ 3.40306032e+01 1.56516743e+03 7.17315315e+00 3.90183696e+01
4.18993373e-01 1.90165685e+00 4.27006724e+00 3.60414182e+01
2.37572851e+01 1.40803284e+00 4.10136329e+01 5.44413691e+00
1.55825539e+00].
INFO:revrand.slm:ELBO = -1018.4974251292672, var = 3.384015355860903, reg = [98.83411602068674, 0.17546588154637455], bparams = [ 3.61245040e+01 3.85379833e+03 6.33176211e+00 4.02859591e+01
3.74488492e-01 2.47613379e+00 3.60996481e+00 3.68046678e+01
2.52318311e+01 9.47487957e-01 5.51408695e+01 4.47216679e+00
1.81587708e+00].
INFO:revrand.slm:ELBO = -1014.8995795487149, var = 3.1888179186386885, reg = [107.65337791826292, 0.18655009986576473], bparams = [ 3.66039371e+01 4.86390783e+03 6.20487204e+00 4.21172959e+01
4.12916342e-01 2.65818916e+00 3.86946203e+00 3.56969821e+01
2.61971237e+01 7.43095542e-01 6.51355949e+01 4.32509057e+00
2.07248788e+00].
INFO:revrand.slm:ELBO = -1014.0638297343096, var = 3.18513550740748, reg = [107.40168432294598, 0.20190172803838044], bparams = [ 3.62219445e+01 4.55076074e+03 6.28912652e+00 4.21473574e+01
4.04147760e-01 2.58338782e+00 3.95158070e+00 3.53912823e+01
2.61225518e+01 7.63932729e-01 6.32129759e+01 4.43513056e+00
2.06473342e+00].
INFO:revrand.slm:ELBO = -1012.6478601427996, var = 3.1913171115972605, reg = [108.01096770118706, 0.3000272617621237], bparams = [ 3.43916952e+01 3.58785315e+03 6.63993489e+00 4.29288297e+01
3.74402771e-01 2.45995308e+00 4.33738233e+00 3.36213972e+01
2.61519211e+01 8.10803582e-01 5.78814477e+01 4.93589256e+00
2.11540871e+00].
INFO:revrand.slm:ELBO = -1010.9344930347133, var = 3.2272045542295005, reg = [109.32141666335087, 0.3663412155351762], bparams = [ 3.37190499e+01 3.23036878e+03 6.78860589e+00 4.35104729e+01
3.82842312e-01 2.46465114e+00 4.49644792e+00 3.28242123e+01
2.62637829e+01 7.95924111e-01 5.68278783e+01 5.14561517e+00
2.16793406e+00].
INFO:revrand.slm:ELBO = -1007.0372358245963, var = 3.506163989620241, reg = [112.23160689827735, 1.2046971262239357], bparams = [ 2.95224233e+01 1.63024527e+03 7.80728747e+00 4.66399951e+01
3.96270313e-01 2.49918319e+00 5.46307216e+00 2.84678347e+01
2.67213502e+01 7.82860821e-01 4.81234035e+01 6.77427642e+00
2.42356852e+00].
INFO:revrand.slm:ELBO = -1006.3414971473433, var = 3.5968868154678275, reg = [110.81943683327805, 1.50226291077941], bparams = [ 2.83881302e+01 1.36476539e+03 7.96080517e+00 4.69556967e+01
3.95839443e-01 2.61654876e+00 5.33900846e+00 2.76900656e+01
2.67267955e+01 7.92308788e-01 4.50763979e+01 7.30819749e+00
2.40130037e+00].
INFO:revrand.slm:ELBO = -1005.1466175094927, var = 3.549060689830599, reg = [105.42507019025346, 2.0779722224961854], bparams = [ 2.59096614e+01 1.03011349e+03 8.02100487e+00 4.74248880e+01
3.91130685e-01 2.75873285e+00 4.82453388e+00 2.59616073e+01
2.68197250e+01 7.82639845e-01 4.04440078e+01 8.53598051e+00
2.35378220e+00].
INFO:revrand.slm:ELBO = -1004.2892736513472, var = 3.451214293884592, reg = [95.22893118010789, 2.3891455900410383], bparams = [ 2.33743012e+01 7.98792005e+02 7.82492137e+00 4.69977983e+01
3.87348771e-01 2.78332478e+00 4.00582921e+00 2.44984009e+01
2.67044561e+01 7.95251986e-01 3.59085388e+01 9.82093560e+00
2.21063290e+00].
INFO:revrand.slm:ELBO = -1003.8206192744235, var = 3.365423248892107, reg = [89.1209880631138, 2.3963140295501604], bparams = [ 2.14213651e+01 7.42773209e+02 7.53317360e+00 4.67271850e+01
3.86004208e-01 2.68615219e+00 3.56868166e+00 2.31800857e+01
2.68406680e+01 7.76304002e-01 3.44179274e+01 1.03676249e+01
2.16058255e+00].
INFO:revrand.slm:ELBO = -1003.3971092578743, var = 3.3298630451766336, reg = [82.14533804427673, 2.2748273665323397], bparams = [ 1.91610099e+01 7.04054655e+02 7.17557256e+00 4.62552177e+01
3.88134712e-01 2.51370431e+00 3.28976999e+00 2.15773750e+01
2.70457847e+01 7.78390679e-01 3.31074061e+01 1.05604690e+01
2.11404747e+00].
INFO:revrand.slm:ELBO = -1002.9956854534214, var = 3.3218466246627485, reg = [79.06190550844532, 2.057067064846536], bparams = [ 1.69023481e+01 7.36360044e+02 6.76360613e+00 4.59810256e+01
3.90079226e-01 2.39472377e+00 3.18845553e+00 1.97815834e+01
2.75380616e+01 7.68499109e-01 3.28356673e+01 1.02253487e+01
2.11616561e+00].
INFO:revrand.slm:ELBO = -1002.0667764067396, var = 3.3192846628173585, reg = [74.21441915993105, 1.8606603913880078], bparams = [ 1.19381513e+01 7.44523945e+02 5.93749161e+00 4.55421152e+01
3.94490528e-01 2.24731025e+00 3.01547493e+00 1.55486598e+01
2.88721234e+01 7.62508197e-01 3.05994595e+01 9.76363569e+00
2.10606776e+00].
INFO:revrand.slm:ELBO = -1003.006523499341, var = 3.240506485960808, reg = [63.85395651664595, 1.5396993796468894], bparams = [ 3.20748033e+00 7.24746284e+02 3.77468016e+00 4.44790412e+01
4.08639052e-01 1.97736248e+00 2.57903635e+00 6.25463929e+00
3.45891767e+01 7.32305559e-01 2.25720891e+01 8.54525016e+00
2.06490997e+00].
INFO:revrand.slm:ELBO = -1000.7693393093084, var = 3.2830260388010126, reg = [69.28315225167766, 1.7063353053418289], bparams = [ 6.54535987e+00 7.35413902e+02 4.82664584e+00 4.50528751e+01
4.00898544e-01 2.11957533e+00 2.80741848e+00 1.02528045e+01
3.13586718e+01 7.48545562e-01 2.66248862e+01 9.18630907e+00
2.08714627e+00].
INFO:revrand.slm:ELBO = -1000.3705010335025, var = 3.2546410877478817, reg = [66.18416649652168, 1.7483370971783756], bparams = [ 3.95684140e+00 6.77255572e+02 4.18557034e+00 4.48726633e+01
4.07273592e-01 2.14904605e+00 2.92071759e+00 7.14448036e+00
3.37652394e+01 7.31792447e-01 2.28149147e+01 8.78825834e+00
2.06571614e+00].
INFO:revrand.slm:ELBO = -1000.1150367927378, var = 3.2681544190782756, reg = [67.6451864717621, 1.7281682264410339], bparams = [ 5.03092601e+00 7.04409010e+02 4.48008508e+00 4.49585625e+01
4.04219147e-01 2.13493313e+00 2.86609684e+00 8.48834880e+00
3.25947225e+01 7.39739018e-01 2.45595974e+01 8.97599233e+00
2.07591409e+00].
INFO:revrand.slm:ELBO = -998.7534923921121, var = 3.2227375137220196, reg = [69.93509563438656, 1.8058721112519915], bparams = [ 5.10392119e+00 6.85832042e+02 4.44957800e+00 4.52293988e+01
4.03030583e-01 2.39294412e+00 3.16901512e+00 7.74147955e+00
3.36138127e+01 7.50078614e-01 2.31810547e+01 8.62658411e+00
2.06035251e+00].
INFO:revrand.slm:ELBO = -998.0182675272742, var = 3.1424812928274166, reg = [71.83840691755141, 2.162705784482875], bparams = [ 5.31840541e+00 5.78919001e+02 4.55634492e+00 4.53668022e+01
3.95586814e-01 2.59787236e+00 3.32098083e+00 7.10255643e+00
3.42663294e+01 7.75867206e-01 2.06177899e+01 8.95255734e+00
1.98349514e+00].
INFO:revrand.slm:ELBO = -997.7895043124115, var = 3.0936042646711144, reg = [72.73040919243627, 2.2234311254439763], bparams = [ 5.25555080e+00 5.42461349e+02 4.54531745e+00 4.50931458e+01
3.88310712e-01 2.68794652e+00 3.35890875e+00 6.41850487e+00
3.50119067e+01 7.93327289e-01 1.88547553e+01 8.90156419e+00
1.91379866e+00].
INFO:revrand.slm:ELBO = -997.7369924178352, var = 3.086795197617303, reg = [72.76410539203093, 2.1932757902483653], bparams = [ 5.27091571e+00 5.41965450e+02 4.54913719e+00 4.49559959e+01
3.85997566e-01 2.67790723e+00 3.36404842e+00 6.22109990e+00
3.52530796e+01 7.96829260e-01 1.84780366e+01 8.81252134e+00
1.89942920e+00].
INFO:revrand.slm:ELBO = -997.6571909138668, var = 3.083093565853375, reg = [71.83988364592724, 2.140817955166719], bparams = [ 5.21793913e+00 5.39002064e+02 4.53902898e+00 4.47042242e+01
3.83858762e-01 2.62847929e+00 3.34033782e+00 5.81168372e+00
3.57676843e+01 7.98838099e-01 1.78206974e+01 8.66396971e+00
1.88186101e+00].
INFO:revrand.slm:ELBO = -997.5626774449343, var = 3.086518801613019, reg = [70.65483658293108, 2.103131969963985], bparams = [ 5.35123115e+00 5.36177108e+02 4.58288104e+00 4.44805825e+01
3.82738634e-01 2.58231448e+00 3.33891921e+00 5.39571288e+00
3.64188399e+01 7.98977956e-01 1.71742010e+01 8.47260819e+00
1.87442679e+00].
INFO:revrand.slm:ELBO = -997.4019921045019, var = 3.0825780320545997, reg = [68.26892866388893, 2.0770846470687956], bparams = [ 5.46599349e+00 5.18657067e+02 4.63580528e+00 4.40527748e+01
3.83434609e-01 2.54201772e+00 3.28603131e+00 4.51111315e+00
3.80637725e+01 7.94241526e-01 1.56190061e+01 8.15400310e+00
1.85767986e+00].
INFO:revrand.slm:ELBO = -997.2386973476064, var = 3.0671022186888868, reg = [67.78615871374433, 2.075664446202788], bparams = [ 5.95458456e+00 5.16334054e+02 4.83887566e+00 4.36484872e+01
3.85922455e-01 2.57990468e+00 3.27966361e+00 3.95884945e+00
3.99241787e+01 7.86716680e-01 1.43048639e+01 7.84854770e+00
1.87129121e+00].
INFO:revrand.slm:ELBO = -997.1576890132903, var = 3.051830033514146, reg = [68.44953223303081, 2.1244693705108286], bparams = [ 6.10669016e+00 5.15027387e+02 4.96262868e+00 4.34841453e+01
3.89364600e-01 2.63692237e+00 3.23205790e+00 3.88356837e+00
4.07644471e+01 7.76535450e-01 1.37405256e+01 7.86440406e+00
1.89180094e+00].
INFO:revrand.slm:ELBO = -997.1410365290819, var = 3.0401264943385238, reg = [68.7656798863439, 2.195549166809323], bparams = [ 6.03004164e+00 5.03814393e+02 5.00307189e+00 4.34225532e+01
3.90395299e-01 2.66384695e+00 3.22051280e+00 3.84438829e+00
4.11347594e+01 7.74213378e-01 1.33465762e+01 7.95506963e+00
1.89732775e+00].
INFO:revrand.slm:ELBO = -997.1257188677864, var = 3.036435425135468, reg = [69.15919149961579, 2.208098538494667], bparams = [ 6.00623517e+00 5.02315595e+02 5.04225234e+00 4.32947852e+01
3.90815070e-01 2.68137286e+00 3.21352434e+00 3.88176769e+00
4.13692741e+01 7.73084995e-01 1.30696147e+01 8.00802976e+00
1.90171289e+00].
INFO:revrand.slm:ELBO = -997.0519085526698, var = 3.0179067102247705, reg = [70.41362077015366, 2.2533180729041624], bparams = [ 5.89075215e+00 4.88410167e+02 5.26361395e+00 4.24398380e+01
3.91637768e-01 2.74564983e+00 3.19031063e+00 3.89867674e+00
4.31383433e+01 7.69953237e-01 1.13008134e+01 8.21036708e+00
1.91432415e+00].
INFO:revrand.slm:ELBO = -996.8902300347095, var = 2.9854032449836136, reg = [72.92630509625928, 2.2860755286817644], bparams = [ 5.77080941e+00 4.61369863e+02 5.91687734e+00 4.01087531e+01
3.92248738e-01 2.86618211e+00 3.15328452e+00 4.01462513e+00
4.81065013e+01 7.64381186e-01 7.68215168e+00 8.68949874e+00
1.94491281e+00].
INFO:revrand.slm:ELBO = -996.8159452627435, var = 2.976721517533764, reg = [72.11773993443472, 2.220870280029342], bparams = [ 5.69239988e+00 4.42794420e+02 6.24968382e+00 3.85579744e+01
3.91586580e-01 2.88725319e+00 3.15935186e+00 4.09865311e+00
5.17802947e+01 7.65024047e-01 5.91721296e+00 8.91673929e+00
1.94984171e+00].
INFO:revrand.slm:ELBO = -996.639909652698, var = 3.002563628556267, reg = [69.0295317845642, 1.9874603180325887], bparams = [ 5.71525451e+00 4.70298097e+02 5.87766882e+00 3.86442803e+01
3.88804177e-01 2.75994684e+00 3.20525163e+00 4.31006430e+00
5.13852008e+01 7.78413936e-01 6.46431968e+00 8.65728817e+00
1.93605807e+00].
INFO:revrand.slm:ELBO = -996.5845862444892, var = 3.0118357656645762, reg = [68.63199850052577, 1.939501118271906], bparams = [ 5.74319959e+00 4.71120190e+02 5.69453613e+00 3.84436823e+01
3.87693478e-01 2.70381309e+00 3.19239810e+00 4.15355677e+00
5.27701462e+01 7.85530876e-01 6.19386265e+00 8.46817491e+00
1.91654205e+00].
INFO:revrand.slm:ELBO = -996.5721010286277, var = 3.016513927348595, reg = [68.56997285588861, 1.967872559742803], bparams = [ 5.80265011e+00 4.67239347e+02 5.65762049e+00 3.83667758e+01
3.87252816e-01 2.68938690e+00 3.21933728e+00 4.14006188e+00
5.36732995e+01 7.87544387e-01 5.98724465e+00 8.44285600e+00
1.92355128e+00].
INFO:revrand.slm:ELBO = -996.5532630902405, var = 3.0169311004059183, reg = [68.25102173898631, 1.9868790814238761], bparams = [ 5.82650480e+00 4.64708619e+02 5.49709610e+00 3.83862032e+01
3.86860952e-01 2.68385089e+00 3.20864979e+00 4.11427369e+00
5.48031100e+01 7.91152981e-01 5.82395252e+00 8.36236611e+00
1.92691725e+00].
INFO:revrand.slm:ELBO = -996.5193672842427, var = 3.017235964614314, reg = [67.70171680241599, 2.0451072037346627], bparams = [ 5.79724997e+00 4.59321712e+02 5.04024324e+00 3.86635411e+01
3.86740033e-01 2.68590672e+00 3.20233656e+00 4.13210878e+00
5.72555607e+01 7.99746249e-01 5.60407729e+00 8.15308310e+00
1.93301929e+00].
INFO:revrand.slm:ELBO = -996.5054101034084, var = 3.0192173457883325, reg = [67.12785430390281, 2.0709574359070793], bparams = [ 5.73726643e+00 4.50388676e+02 4.85534010e+00 3.89496627e+01
3.87657123e-01 2.69666120e+00 3.20245373e+00 4.17255770e+00
5.84443594e+01 8.00266854e-01 5.57311473e+00 8.06174354e+00
1.92064443e+00].
INFO:revrand.slm:ELBO = -996.500887635229, var = 3.012332847191334, reg = [67.08755927014501, 2.068393538990934], bparams = [ 5.70931080e+00 4.48221706e+02 4.79856628e+00 3.91610451e+01
3.88247791e-01 2.70846100e+00 3.20368046e+00 4.20512979e+00
5.88902734e+01 7.99688244e-01 5.63587973e+00 8.01635235e+00
1.91111486e+00].
INFO:revrand.slm:ELBO = -996.499944993366, var = 3.0082857692248735, reg = [67.13798417029759, 2.0631095499519954], bparams = [ 5.70030050e+00 4.48320979e+02 4.79603610e+00 3.92131660e+01
3.88345254e-01 2.71083434e+00 3.20429397e+00 4.21646860e+00
5.91821951e+01 7.99538399e-01 5.64019998e+00 8.00774154e+00
1.90939424e+00].
INFO:revrand.slm:ELBO = -996.4976549224873, var = 3.0008406311208007, reg = [67.24429182863446, 2.056383104405952], bparams = [ 5.68980073e+00 4.48282511e+02 4.79442668e+00 3.93807819e+01
3.88435064e-01 2.71319041e+00 3.20562102e+00 4.23380697e+00
6.01247563e+01 7.99609694e-01 5.65754141e+00 7.98767395e+00
1.90700553e+00].
INFO:revrand.slm:ELBO = -996.4926005885004, var = 2.9908266591162294, reg = [67.36925928317986, 2.047207333337097], bparams = [ 5.67581462e+00 4.47209353e+02 4.80199207e+00 3.97697160e+01
3.88504173e-01 2.71513203e+00 3.20605086e+00 4.26113493e+00
6.27171125e+01 7.99896740e-01 5.66592638e+00 7.94882363e+00
1.90425627e+00].
INFO:revrand.slm:ELBO = -996.4806156447924, var = 2.9775723141702737, reg = [67.4965266660395, 2.0403300093653507], bparams = [ 5.65708478e+00 4.42656996e+02 4.82506016e+00 4.08049517e+01
3.88471316e-01 2.71478379e+00 3.20614076e+00 4.30508564e+00
7.01480067e+01 8.00954055e-01 5.67763097e+00 7.86033873e+00
1.90091004e+00].
INFO:revrand.slm:ELBO = -996.4582947122235, var = 2.9681097417037914, reg = [67.478862700612, 2.042429848055976], bparams = [ 5.63866467e+00 4.31556478e+02 4.87842498e+00 4.29348945e+01
3.88178181e-01 2.70870445e+00 3.20317135e+00 4.36228362e+00
8.83304846e+01 8.03225940e-01 5.66084518e+00 7.70979897e+00
1.89894838e+00].
INFO:revrand.slm:ELBO = -996.4248287640949, var = 2.973392442563667, reg = [67.28504344752982, 2.0607414610844956], bparams = [ 5.63059702e+00 4.12986407e+02 4.93956574e+00 4.64366799e+01
3.87677029e-01 2.69697614e+00 3.20386050e+00 4.40314325e+00
1.28447457e+02 8.06699681e-01 5.61795153e+00 7.56868295e+00
1.90117902e+00].
INFO:revrand.slm:ELBO = -996.3828534377408, var = 2.987887528815542, reg = [67.40473389276906, 2.042466032891367], bparams = [ 5.63684435e+00 3.93268540e+02 4.91255168e+00 5.09036997e+01
3.87576578e-01 2.69398997e+00 3.21929351e+00 4.35987555e+00
2.20650763e+02 8.10225030e-01 5.55305140e+00 7.68853012e+00
1.91081008e+00].
INFO:revrand.slm:ELBO = -996.3619049206916, var = 3.010559835908852, reg = [67.56220533234402, 2.0452623023227527], bparams = [ 5.64775685 373.98495625 4.89834893 54.4236281 0.38809202
2.69459073 3.22958052 4.25850331 349.31384482 0.80932388
5.51267458 7.91274935 1.91730312].
INFO:revrand.slm:ELBO = -996.3588666585651, var = 3.0161754403516183, reg = [67.62129069809666, 2.0370730756210955], bparams = [ 5.66803914e+00 3.68006221e+02 4.86990247e+00 5.56210499e+01
3.88131154e-01 2.69570271e+00 3.23096449e+00 4.21141562e+00
4.21062441e+02 8.09060153e-01 5.51113790e+00 7.99982747e+00
1.92083910e+00].
INFO:revrand.slm:ELBO = -996.3576068592097, var = 3.017358861661841, reg = [67.68505391325031, 2.034572433472903], bparams = [ 5.67272944e+00 3.64543783e+02 4.86120724e+00 5.59807738e+01
3.88188025e-01 2.69672418e+00 3.23357695e+00 4.19790428e+00
4.62130903e+02 8.08457933e-01 5.50881302e+00 8.04037484e+00
1.92179662e+00].
INFO:revrand.slm:ELBO = -996.3537516802226, var = 3.016887672939459, reg = [67.81636075188798, 2.027976827861421], bparams = [ 5.68298602e+00 3.55819572e+02 4.84168260e+00 5.61777646e+01
3.88268534e-01 2.69896740e+00 3.23756779e+00 4.17821981e+00
5.77801463e+02 8.07201772e-01 5.52110365e+00 8.11080160e+00
1.92233530e+00].
INFO:revrand.slm:ELBO = -996.3448259075687, var = 3.013348820619666, reg = [67.95257158004907, 2.019471180641003], bparams = [ 5.69187923e+00 3.38411704e+02 4.82363761e+00 5.50434398e+01
3.88330711e-01 2.70226277e+00 3.24011855e+00 4.16295585e+00
8.74848349e+02 8.05429156e-01 5.53727374e+00 8.18153674e+00
1.92188026e+00].
INFO:revrand.slm:ELBO = -996.3253956806977, var = 3.006266566331334, reg = [68.0509047451551, 2.0162646787278047], bparams = [ 5.69844909e+00 3.02240214e+02 4.81549694e+00 5.04785170e+01
3.88307988e-01 2.70615608e+00 3.23966122e+00 4.15939390e+00
2.05739836e+03 8.03594375e-01 5.57851681e+00 8.21832913e+00
1.91972131e+00].
INFO:revrand.slm:ELBO = -996.3036854022318, var = 3.003177395968203, reg = [67.56950868944813, 2.0294734140942694], bparams = [ 5.68570677e+00 2.48956308e+02 4.85186181e+00 4.26548565e+01
3.87952572e-01 2.70559431e+00 3.22100663e+00 4.16977606e+00
7.96966478e+03 8.03771543e-01 5.58223937e+00 8.11784228e+00
1.91651195e+00].
INFO:revrand.slm:ELBO = -996.3040707340206, var = 3.020751178699638, reg = [67.80656674758853, 2.1028421936683004], bparams = [ 5.71210024e+00 2.18529247e+02 4.91337832e+00 4.02720529e+01
3.88321196e-01 2.69409193e+00 3.24359364e+00 4.24097850e+00
1.79137214e+04 8.04161052e-01 5.67679149e+00 7.99753372e+00
1.91347107e+00].
INFO:revrand.slm:ELBO = -996.3014055175984, var = 3.011606437262058, reg = [67.68327957597268, 2.0643921301265653], bparams = [ 5.69837002e+00 2.33844917e+02 4.88131549e+00 4.14931397e+01
3.88129603e-01 2.70006285e+00 3.23183695e+00 4.20382880e+00
1.17599796e+04 8.03958626e-01 5.62746076e+00 8.05982598e+00
1.91505061e+00].
INFO:revrand.slm:ELBO = -996.2993700369141, var = 3.009916770432468, reg = [67.26025774230402, 2.058037707862726], bparams = [ 5.68238823e+00 2.20630038e+02 4.88950906e+00 4.03346775e+01
3.87940104e-01 2.69593675e+00 3.21801115e+00 4.21101967e+00
1.80250367e+04 8.05635487e-01 5.60424883e+00 7.99341483e+00
1.91483854e+00].
INFO:revrand.slm:ELBO = -996.2982573441236, var = 3.0098296262459923, reg = [67.08587051395969, 2.059451751170247], bparams = [ 5.66881757e+00 2.11019835e+02 4.89871523e+00 4.04786637e+01
3.87894079e-01 2.69360612e+00 3.21262010e+00 4.21858812e+00
2.52446075e+04 8.06993162e-01 5.59135143e+00 7.94754970e+00
1.91555994e+00].
INFO:revrand.slm:ELBO = -996.2963332945101, var = 3.010308979859908, reg = [66.93042856159096, 2.0630300572824365], bparams = [ 5.65049861e+00 1.89246126e+02 4.91748472e+00 4.09081731e+01
3.87851854e-01 2.69170445e+00 3.20587089e+00 4.23507943e+00
5.82800940e+04 8.08738322e-01 5.56939368e+00 7.88518995e+00
1.91675244e+00].
INFO:revrand.slm:ELBO = -996.2919365122771, var = 3.01108766578248, reg = [66.73204957522667, 2.0700340018496433], bparams = [ 5.62404946e+00 1.44249712e+02 4.94431356e+00 4.15292675e+01
3.87775132e-01 2.68902075e+00 3.19667293e+00 4.26210756e+00
4.71788930e+05 8.10953844e-01 5.54826410e+00 7.80151092e+00
1.91808506e+00].
INFO:revrand.slm:ELBO = -996.5444550696268, var = 3.019241481268887, reg = [64.84083226225563, 2.1374823842129094], bparams = [ 5.39661364e+00 7.33925878e+00 5.19486117e+00 4.58641623e+01
3.87039411e-01 2.66017427e+00 3.10867089e+00 4.53516345e+00
4.27806943e+15 8.29209636e-01 5.38492196e+00 7.10552879e+00
1.92697959e+00].
INFO:revrand.slm:ELBO = -996.2721945476344, var = 3.013781230728002, reg = [66.10070475666113, 2.0920964805582836], bparams = [ 5.54780800e+00 5.38815568e+01 5.02578882e+00 4.29152202e+01
3.87531716e-01 2.67944840e+00 3.16730337e+00 4.35052204e+00
9.24972092e+08 8.16945084e-01 5.49371508e+00 7.56415550e+00
1.92102143e+00].
INFO:revrand.slm:ELBO = -996.2689224244355, var = 3.016486813838672, reg = [65.47311576552262, 2.1144739597071345], bparams = [ 5.47233400e+00 2.00558807e+01 5.10890415e+00 4.43526128e+01
3.87287587e-01 2.66987621e+00 3.13810046e+00 4.44109544e+00
1.86311011e+12 8.23002167e-01 5.43951090e+00 7.33321426e+00
1.92397277e+00].
INFO:revrand.slm:ELBO = -996.2656774026568, var = 3.0147637832912286, reg = [65.87203332288469, 2.1001978290127865], bparams = [ 5.52027159e+00 3.76295492e+01 5.05582385e+00 4.34319008e+01
3.87443016e-01 2.67596723e+00 3.15666379e+00 4.38320821e+00
1.46684259e+10 8.19140214e-01 5.47396262e+00 7.47943421e+00
1.92209301e+00].
INFO:revrand.slm:ELBO = -1053.7729779840688, var = 3.0623030750838702, reg = [55.71859006924872, 2.467000922631262], bparams = [ 4.42530512e+00 5.45746394e-06 6.48028285e+00 6.93500492e+01
3.82977389e-01 2.49153386e+00 2.66556794e+00 6.37888015e+00
5.55824438e+62 9.05230343e-01 4.82705446e+00 4.73630680e+00
1.94537757e+00].
INFO:revrand.slm:ELBO = -996.265677383901, var = 3.014763786592943, reg = [65.87203255101242, 2.100197852677337], bparams = [ 5.52027150e+00 3.76295078e+01 5.05582394e+00 4.34319022e+01
3.87443015e-01 2.67596722e+00 3.15666375e+00 4.38320832e+00
1.46685502e+10 8.19140220e-01 5.47396257e+00 7.47943397e+00
1.92209301e+00].
INFO:revrand.slm:ELBO = -996.2656763863688, var = 3.0147639622142286, reg = [65.87199149440943, 2.100199111417485], bparams = [ 5.52026696e+00 3.76273017e+01 5.05582861e+00 4.34319779e+01
3.87442998e-01 2.67596651e+00 3.15666177e+00 4.38321445e+00
1.46751637e+10 8.19140525e-01 5.47396001e+00 7.47942125e+00
1.92209310e+00].
INFO:revrand.slm:ELBO = -1052.4332774148018, var = 3.0384405460927923, reg = [60.582955450539366, 2.27622343929068], bparams = [ 4.94255659e+00 1.43300259e-02 5.72391469e+00 5.48817803e+01
3.85203722e-01 2.58210402e+00 2.90074066e+00 5.28772159e+00
2.85601377e+36 8.61110247e-01 5.14034076e+00 5.95187648e+00
1.93370029e+00].
INFO:revrand.slm:ELBO = -996.2656743767225, var = 3.014764316076732, reg = [65.87190876880317, 2.100201647677827], bparams = [ 5.52025780e+00 3.76228570e+01 5.05583802e+00 4.34321304e+01
3.87442965e-01 2.67596508e+00 3.15665776e+00 4.38322678e+00
1.46884986e+10 8.19141139e-01 5.47395484e+00 7.47939561e+00
1.92209327e+00].
INFO:revrand.slm:ELBO = -996.2649663324289, var = 3.0165439142106947, reg = [65.45730945425551, 2.112991701730308], bparams = [ 5.47441643e+00 2.07739567e+01 5.10339489e+00 4.42055460e+01
3.87273591e-01 2.66876707e+00 3.13658875e+00 4.44569942e+00
1.41289187e+12 8.22234527e-01 5.44805013e+00 7.35160666e+00
1.92296643e+00].
INFO:revrand.slm:ELBO = -996.2626414101496, var = 3.0154876610051717, reg = [65.70304316481818, 2.1053919057720574], bparams = [ 5.50157549e+00 2.95524012e+01 5.07511793e+00 4.37449062e+01
3.87374099e-01 2.67303649e+00 3.14848353e+00 4.40851758e+00
9.40140517e+10 8.20397308e-01 5.46340880e+00 7.42717894e+00
1.92244819e+00].
INFO:revrand.slm:ELBO = -996.2544413455719, var = 3.015933088900184, reg = [65.40263860934009, 2.1090009961774614], bparams = [ 5.47462623e+00 2.19560711e+01 5.07800944e+00 4.47330197e+01
3.87116220e-01 2.66607719e+00 3.13045598e+00 4.47338469e+00
9.18335257e+11 8.20168653e-01 5.47417345e+00 7.40704791e+00
1.91924848e+00].
INFO:revrand.slm:ELBO = -996.2353110064621, var = 3.012850929585226, reg = [64.86872689385618, 2.1164786903037003], bparams = [ 5.45620588e+00 1.51348353e+01 5.01827617e+00 4.68019709e+01
3.86218300e-01 2.64955899e+00 3.09554713e+00 4.62890713e+00
1.54593811e+13 8.14681240e-01 5.57869619e+00 7.48164846e+00
1.90624465e+00].
INFO:revrand.slm:ELBO = -996.2229875983246, var = 3.0047176984961204, reg = [64.9932180832964, 2.1088201975980643], bparams = [ 5.52002617e+00 1.89670366e+01 4.88392450e+00 4.78410281e+01
3.85418062e-01 2.64301158e+00 3.08978274e+00 4.69151189e+00
2.70967947e+12 8.04709667e-01 5.76097330e+00 7.72232058e+00
1.89224907e+00].
INFO:revrand.slm:ELBO = -996.215553518445, var = 3.0051760640343894, reg = [64.94484262010654, 2.1292587477880356], bparams = [ 5.54483985e+00 1.71498374e+01 4.93610613e+00 4.48521347e+01
3.85444631e-01 2.64050991e+00 3.09754062e+00 4.67913496e+00
5.54794442e+12 8.03813926e-01 5.76738971e+00 7.63170107e+00
1.89525094e+00].
INFO:revrand.slm:ELBO = -996.2143783755489, var = 3.0038914777357624, reg = [64.9296635916004, 2.1295312726754214], bparams = [ 5.56787220e+00 1.68075396e+01 4.95308541e+00 4.29116473e+01
3.85404591e-01 2.64057981e+00 3.09837085e+00 4.64655724e+00
6.33924069e+12 8.02371077e-01 5.78631365e+00 7.61852146e+00
1.89460784e+00].
INFO:revrand.slm:ELBO = -996.2141821141793, var = 3.003992253733883, reg = [64.9766880172046, 2.1244432157671915], bparams = [ 5.57340097e+00 1.72687128e+01 4.95402659e+00 4.26536795e+01
3.85480065e-01 2.64195412e+00 3.10212456e+00 4.62141953e+00
5.16181736e+12 8.02161399e-01 5.78338529e+00 7.64085512e+00
1.89460027e+00].
INFO:revrand.slm:ELBO = -996.2140939906269, var = 3.004277822241769, reg = [65.05898683489691, 2.1190591346362835], bparams = [ 5.57837842e+00 1.75066523e+01 4.95085414e+00 4.26692552e+01
3.85553660e-01 2.64301054e+00 3.10482465e+00 4.60333478e+00
4.70983193e+12 8.01810482e-01 5.78311149e+00 7.66919703e+00
1.89494269e+00].
INFO:revrand.slm:ELBO = -996.2140819840229, var = 3.0046959926707544, reg = [65.09167815777869, 2.1182394674715157], bparams = [ 5.57868079e+00 1.75478685e+01 4.95042749e+00 4.27310307e+01
3.85597695e-01 2.64365144e+00 3.10630405e+00 4.59868015e+00
4.64493468e+12 8.01783169e-01 5.78105280e+00 7.67791309e+00
1.89530239e+00].
INFO:revrand.slm:ELBO = -996.2140808652803, var = 3.004808028112715, reg = [65.1028427228642, 2.1182076833058283], bparams = [ 5.57871636e+00 1.75369311e+01 4.95028425e+00 4.27524707e+01
3.85606661e-01 2.64381706e+00 3.10664018e+00 4.59892753e+00
4.67582613e+12 8.01765903e-01 5.78138975e+00 7.67869320e+00
1.89544769e+00].
INFO:revrand.slm:Done! ELBO = -996.2140808652803, var = 3.004808028112715, reg = [65.1028427228642, 2.1182076833058283], hypers = [ 5.57871636e+00 1.75369311e+01 4.95028425e+00 4.27524707e+01
3.85606661e-01 2.64381706e+00 3.10664018e+00 4.59892753e+00
4.67582613e+12 8.01765903e-01 5.78138975e+00 7.67869320e+00
1.89544769e+00], message = b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'.
INFO:revrand.glm:Optimising parameters...
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.glm:Random starts: Iter -500: ELBO = -107534.66068126688, reg = [27.391523979889133, 1.1871641470701229], like_hypers = 0.19616179801518419, basis_hypers = [ 2.16831505 0.12993928 0.85068473 27.81825861 8.05874332
50.06265524 34.84906287 4.3228847 6.75111274 16.36330316
62.88645412 46.6326106 51.10655822]
INFO:revrand.optimize.decorators:Best start found with objective = 3117.9467529207095
INFO:revrand.glm:Iter 0: ELBO = -7645.45898448386, reg = [4.929313094077458, 1.4066643639146972], like_hypers = 3.5213501698972807, basis_hypers = [ 6.45991367 11.09292579 15.89930122 0.88705468 1.56410299
15.26889193 13.75686418 5.63064011 6.62237786 25.70318786
19.86102489 50.65478082 5.67502455]
INFO:revrand.glm:Iter 500: ELBO = -1181.4497292085648, reg = [2.8765229149008236, 1.3890366649552708], like_hypers = 20.25031885420453, basis_hypers = [ 11.18738741 18.27820146 11.84342903 0.92765094 3.40853273
3.46956643 29.27433528 12.5837697 4.85542835 8.47869547
10.52370891 64.37831725 1.84913793]
INFO:revrand.glm:Iter 1000: ELBO = -1156.5485806023305, reg = [3.5203031911630727, 1.4920656821263836], like_hypers = 17.562725485293903, basis_hypers = [ 13.11156165 29.35633795 9.54282793 0.94026956 3.07526764
2.47866247 62.32424186 7.84371383 4.13359522 5.61762585
17.46814584 119.9526355 1.86041604]
INFO:revrand.glm:Iter 1500: ELBO = -1114.5909829416678, reg = [3.433583084971694, 1.7963047801972862], like_hypers = 14.659942121276593, basis_hypers = [ 10.83553065 47.40263865 9.92039835 0.91951737 2.88790517
2.15613596 152.33659649 10.09446288 3.31759078 3.41301455
30.18995745 232.46795528 1.76994985]
INFO:revrand.glm:Iter 2000: ELBO = -1219.7971188305314, reg = [3.3869709797199854, 2.103473731848034], like_hypers = 14.005639556806422, basis_hypers = [ 8.36982763 51.3955818 9.24621876 0.89092667 2.78999911
1.99770576 419.63296967 13.28133081 2.8382209 2.50927971
66.84771413 373.11644487 1.7909774 ]
INFO:revrand.glm:Iter 2500: ELBO = -1130.4440934642284, reg = [3.364410802018273, 2.34730760471409], like_hypers = 13.051091803833014, basis_hypers = [ 7.67470267e+00 5.06417611e+01 9.36625541e+00 8.87057136e-01
2.86025393e+00 1.95609627e+00 1.24532837e+03 1.57625878e+01
2.76230240e+00 2.29904758e+00 2.25306739e+02 5.82920770e+02
1.73376647e+00]
INFO:revrand.glm:Iter 3000: ELBO = -1080.362928898623, reg = [3.3655610177598385, 2.509126361767893], like_hypers = 12.603912010019295, basis_hypers = [ 7.16429558e+00 5.58754623e+01 1.09816371e+01 8.57449967e-01
2.71634991e+00 1.85937016e+00 3.38988522e+03 1.74275522e+01
2.50504106e+00 2.07937765e+00 9.62342175e+02 9.93569682e+02
1.77383441e+00]
INFO:revrand.glm:Iter 3500: ELBO = -1065.3774421318326, reg = [3.3798563483142403, 2.6924759851569475], like_hypers = 12.646558114813587, basis_hypers = [ 7.13738214e+00 6.01150469e+01 1.27416759e+01 8.57923573e-01
2.88036223e+00 1.81985347e+00 8.85914176e+03 1.81774914e+01
2.37536681e+00 1.91747993e+00 4.32338168e+03 1.53867587e+03
1.79976395e+00]
INFO:revrand.glm:Iter 4000: ELBO = -1231.51669717884, reg = [3.405081861847522, 2.825377838791817], like_hypers = 12.685170552169629, basis_hypers = [ 7.00657827e+00 6.90351600e+01 1.53914286e+01 8.20735832e-01
2.85787532e+00 1.80624262e+00 1.98941978e+04 1.74059260e+01
2.39316939e+00 1.80899946e+00 1.98322771e+04 2.53722087e+03
1.78600461e+00]
INFO:revrand.glm:Iter 4500: ELBO = -1079.4273407013472, reg = [3.3847319534607156, 2.9602260574800816], like_hypers = 12.358200561218329, basis_hypers = [ 6.93000733e+00 8.24333609e+01 2.00114148e+01 8.06212852e-01
2.85659576e+00 1.75301095e+00 4.54941412e+04 1.72076875e+01
2.37415828e+00 1.78259851e+00 9.19036510e+04 4.41988771e+03
1.80402386e+00]
INFO:revrand.glm:Iter 5000: ELBO = -1955.3327544064396, reg = [3.393944170408429, 3.045777320472634], like_hypers = 12.356139668657184, basis_hypers = [ 7.00808893e+00 9.20691301e+01 2.61341316e+01 7.79261229e-01
2.94281819e+00 1.68188538e+00 9.18139178e+04 1.61609426e+01
2.32902808e+00 1.69101602e+00 3.95474567e+05 6.96899573e+03
1.77615184e+00]
INFO:revrand.glm:Iter 5500: ELBO = -1142.4399846924216, reg = [3.397260022991773, 3.1073247222224523], like_hypers = 12.442128258483075, basis_hypers = [ 6.98981495e+00 1.13690577e+02 4.03142396e+01 7.41377311e-01
3.02280018e+00 1.73396445e+00 1.75180668e+05 1.42214988e+01
2.25763004e+00 1.68714970e+00 1.75277024e+06 1.14784730e+04
1.75965034e+00]
INFO:revrand.glm:Iter 6000: ELBO = -1138.538239766956, reg = [3.420347452970062, 3.17546456297582], like_hypers = 11.846953863366933, basis_hypers = [ 7.43087608e+00 1.33525954e+02 5.93349862e+01 7.26417280e-01
3.12089625e+00 1.62544367e+00 3.15893043e+05 1.21804327e+01
2.21955833e+00 1.59664530e+00 7.05268632e+06 1.84523423e+04
1.80683711e+00]
INFO:revrand.glm:Iter 6500: ELBO = -1351.5727108474264, reg = [3.4589627325371826, 3.281194312482021], like_hypers = 12.312959444324587, basis_hypers = [ 7.15998526e+00 1.49992332e+02 1.01475278e+02 6.97885224e-01
3.21377562e+00 1.61978433e+00 5.57530350e+05 9.49899531e+00
2.23524749e+00 1.54910208e+00 2.46182705e+07 3.06990504e+04
1.78026617e+00]
INFO:revrand.glm:Iter 7000: ELBO = -1081.783159787106, reg = [3.4914578534993157, 3.30064412400888], like_hypers = 11.668126334303913, basis_hypers = [ 7.35503267e+00 1.81242522e+02 1.77553963e+02 6.99901060e-01
3.33717839e+00 1.61833611e+00 1.00278944e+06 7.24660919e+00
2.28214304e+00 1.57223264e+00 6.72541174e+07 5.33808106e+04
1.84421934e+00]
INFO:revrand.glm:Iter 7500: ELBO = -1277.2704004894317, reg = [3.5051674044808814, 3.313015416347498], like_hypers = 11.88074085006058, basis_hypers = [ 7.59503791e+00 2.25684260e+02 3.47462456e+02 6.94166056e-01
3.42965188e+00 1.58058265e+00 1.91171804e+06 5.94371953e+00
2.16031532e+00 1.56683503e+00 1.38641689e+08 8.80619825e+04
1.82159056e+00]
INFO:revrand.glm:Iter 8000: ELBO = -1073.9862615505258, reg = [3.4972047541280036, 3.3070633895184747], like_hypers = 11.750714430150051, basis_hypers = [ 7.55859376e+00 2.93565776e+02 6.84544301e+02 6.80736271e-01
3.51837860e+00 1.64099729e+00 3.54033955e+06 4.72805091e+00
2.07030905e+00 1.57451076e+00 2.29243188e+08 1.53838637e+05
1.79891140e+00]
INFO:revrand.glm:Iter 8500: ELBO = -1490.9153573261383, reg = [3.531981529228938, 3.3883727236581813], like_hypers = 11.422445120924035, basis_hypers = [ 7.90952901e+00 4.20016433e+02 1.38064639e+03 7.02526821e-01
3.71414384e+00 1.60159438e+00 6.29305070e+06 4.20898622e+00
2.10028830e+00 1.61941422e+00 3.27332599e+08 2.72252356e+05
1.81763632e+00]
INFO:revrand.glm:Iter 9000: ELBO = -1122.114292349192, reg = [3.5439134482180967, 3.4487840316767864], like_hypers = 11.960931299097867, basis_hypers = [ 7.90137400e+00 6.20706392e+02 2.99080504e+03 6.77123259e-01
3.78582499e+00 1.54386528e+00 1.09259474e+07 3.66224886e+00
2.04300535e+00 1.55172581e+00 4.35766489e+08 4.28890688e+05
1.90540030e+00]
INFO:revrand.glm:Iter 9500: ELBO = -1239.9979434575007, reg = [3.547463448980859, 3.468879886824883], like_hypers = 11.655088691583186, basis_hypers = [ 8.36379805e+00 9.63836166e+02 5.45679568e+03 6.75156947e-01
4.04546455e+00 1.58939373e+00 1.77744517e+07 3.26936079e+00
1.99203279e+00 1.56106855e+00 5.44136024e+08 7.30763508e+05
1.88640565e+00]
INFO:revrand.glm:Iter 10000: ELBO = -1166.2854030005483, reg = [3.558359817660273, 3.5040676522407863], like_hypers = 11.746197365272526, basis_hypers = [ 8.25331517e+00 1.63891532e+03 1.04754770e+04 6.66922586e-01
4.16962547e+00 1.56387448e+00 2.91195308e+07 3.06733272e+00
1.98284689e+00 1.57472064e+00 6.48981064e+08 1.17378440e+06
1.90279306e+00]
INFO:revrand.glm:Iter 10500: ELBO = -1198.1359195906045, reg = [3.5337127363200107, 3.5289814162207054], like_hypers = 11.835512989940256, basis_hypers = [ 8.39945643e+00 2.90288379e+03 1.91285261e+04 6.58718009e-01
4.51732717e+00 1.54178582e+00 4.64416195e+07 2.89741918e+00
1.90079100e+00 1.60640233e+00 7.62678178e+08 1.69918048e+06
1.90534281e+00]
INFO:revrand.glm:Iter 11000: ELBO = -1281.6647054391037, reg = [3.552154710816415, 3.5850116152884315], like_hypers = 11.642254361481813, basis_hypers = [ 8.07203007e+00 5.49132563e+03 3.54432759e+04 6.63533780e-01
4.67075667e+00 1.47413089e+00 6.70892766e+07 2.76668883e+00
1.93894151e+00 1.68834184e+00 8.81290769e+08 2.53087850e+06
1.90514149e+00]
INFO:revrand.glm:Iter 11500: ELBO = -1179.806223523768, reg = [3.5465317738412514, 3.568754895604796], like_hypers = 11.753356985518371, basis_hypers = [ 8.24163322e+00 1.07465906e+04 6.13580846e+04 6.76639282e-01
4.77382319e+00 1.51069104e+00 9.48413710e+07 2.77435221e+00
1.82529685e+00 1.63452684e+00 9.94208853e+08 3.67205861e+06
1.89079396e+00]
INFO:revrand.glm:Iter 12000: ELBO = -1308.446257736068, reg = [3.5428294833692116, 3.591240252967849], like_hypers = 11.740329966809037, basis_hypers = [ 8.21552017e+00 2.03582706e+04 9.78802259e+04 6.62563600e-01
5.24859060e+00 1.49477439e+00 1.23208393e+08 2.72177869e+00
1.74230975e+00 1.66752220e+00 1.10925297e+09 4.68298590e+06
1.87201764e+00]
INFO:revrand.glm:Iter 12500: ELBO = -1297.8408965872443, reg = [3.541206988439025, 3.630290912211632], like_hypers = 11.787411691009545, basis_hypers = [ 7.84339326e+00 4.10655309e+04 1.47774932e+05 6.78270378e-01
5.14855942e+00 1.48883238e+00 1.56406539e+08 2.63489113e+00
1.70112957e+00 1.65348272e+00 1.22917852e+09 6.50437145e+06
1.94913888e+00]
INFO:revrand.glm:Iter 13000: ELBO = -1231.924933546499, reg = [3.551148308765387, 3.6279713202112216], like_hypers = 11.562771254856864, basis_hypers = [ 7.68632894e+00 8.62982421e+04 2.07605921e+05 6.79617921e-01
5.31549641e+00 1.50340892e+00 1.88799429e+08 2.44226454e+00
1.74891655e+00 1.74950701e+00 1.34440422e+09 8.17198598e+06
1.95536402e+00]
INFO:revrand.glm:Iter 13500: ELBO = -1127.525244721837, reg = [3.5397284047270365, 3.614939796014622], like_hypers = 11.598393199358433, basis_hypers = [ 7.75997326e+00 1.77402288e+05 3.09398195e+05 6.63483049e-01
5.45038795e+00 1.52503050e+00 2.21009434e+08 2.44139648e+00
1.62324818e+00 1.72526449e+00 1.46334268e+09 1.01275215e+07
1.90094896e+00]
INFO:revrand.glm:Iter 14000: ELBO = -1336.5914230228832, reg = [3.553479194446275, 3.644638094196775], like_hypers = 11.080904480945664, basis_hypers = [ 7.54799097e+00 3.76616118e+05 4.44894916e+05 6.60215849e-01
5.43032946e+00 1.48691041e+00 2.46251132e+08 2.47983694e+00
1.56919763e+00 1.79080796e+00 1.58800892e+09 1.16557118e+07
1.99026370e+00]
INFO:revrand.glm:Iter 14500: ELBO = -1307.274122878573, reg = [3.5777073218992457, 3.6161886640641665], like_hypers = 11.53148279197436, basis_hypers = [ 7.45691009e+00 7.69105573e+05 6.10830648e+05 6.61791529e-01
5.54881538e+00 1.51699892e+00 2.72210622e+08 2.40194369e+00
1.52571315e+00 1.84611198e+00 1.71565845e+09 1.44900174e+07
1.96155718e+00]
INFO:revrand.glm:Iter 15000: ELBO = -1142.6637411047366, reg = [3.5920742304002524, 3.6274496370444465], like_hypers = 11.407600234009344, basis_hypers = [ 7.38963900e+00 1.64645357e+06 8.99382284e+05 6.63358764e-01
5.61414739e+00 1.52423271e+00 2.95154611e+08 2.34351974e+00
1.46686330e+00 1.86239608e+00 1.84765628e+09 1.81155559e+07
1.91366738e+00]
INFO:revrand.glm:Iter 15500: ELBO = -1330.9976402791335, reg = [3.5707087661553576, 3.6413687125826084], like_hypers = 11.769291927754013, basis_hypers = [ 7.28430336e+00 3.45167979e+06 1.22576048e+06 6.60967343e-01
5.65447599e+00 1.50172434e+00 3.17163776e+08 2.28735995e+00
1.40505247e+00 1.78739877e+00 1.98238396e+09 2.14008338e+07
1.96892700e+00]
INFO:revrand.glm:Iter 16000: ELBO = -1178.3289661650847, reg = [3.619052868136421, 3.6332347584576516], like_hypers = 11.5449888955465, basis_hypers = [ 7.33429264e+00 7.27372328e+06 1.59809979e+06 6.60877926e-01
5.91159222e+00 1.54697694e+00 3.36481542e+08 2.37981276e+00
1.33779060e+00 1.99404280e+00 2.11688153e+09 2.69545346e+07
1.93741041e+00]
INFO:revrand.glm:Iter 16500: ELBO = -1095.2726566549325, reg = [3.611762476207486, 3.622739088803992], like_hypers = 11.444564201917512, basis_hypers = [ 7.33152517e+00 1.47944033e+07 2.14815179e+06 6.60724766e-01
6.13938952e+00 1.49513861e+00 3.47436896e+08 2.20021467e+00
1.33982618e+00 1.96903368e+00 2.25612972e+09 3.52151308e+07
1.87051532e+00]
INFO:revrand.glm:Iter 17000: ELBO = -1068.4819714135551, reg = [3.626227062960748, 3.615831368310907], like_hypers = 11.075572039683113, basis_hypers = [ 7.48870238e+00 2.99101990e+07 2.83452428e+06 6.81395800e-01
5.83750123e+00 1.52136428e+00 3.52746992e+08 2.33925577e+00
1.32492646e+00 2.03957639e+00 2.39815440e+09 4.60818111e+07
1.87724187e+00]
INFO:revrand.glm:Iter 17500: ELBO = -1084.8556556477486, reg = [3.6332670764919324, 3.6648559971106036], like_hypers = 11.333911499279873, basis_hypers = [ 7.31566050e+00 5.30361224e+07 3.78067006e+06 6.58849699e-01
5.74528412e+00 1.51431691e+00 3.59084170e+08 2.26632726e+00
1.25678842e+00 2.01822777e+00 2.53961622e+09 5.66061327e+07
1.94616322e+00]
INFO:revrand.glm:Iter 18000: ELBO = -1070.1357426317004, reg = [3.644833629776586, 3.656187593324199], like_hypers = 11.282622856903297, basis_hypers = [ 7.08375999e+00 9.05573584e+07 5.31653526e+06 6.71680399e-01
5.53814783e+00 1.57193915e+00 3.55545480e+08 2.21520298e+00
1.24662781e+00 1.97322073e+00 2.68192518e+09 6.84576750e+07
1.95259789e+00]
INFO:revrand.glm:Iter 18500: ELBO = -1247.1353121415423, reg = [3.6255111424080395, 3.6822752841325896], like_hypers = 11.22806286247969, basis_hypers = [ 7.34088520e+00 1.36923124e+08 7.01040147e+06 6.60859430e-01
5.97733085e+00 1.51592052e+00 3.58528951e+08 2.32796329e+00
1.20846695e+00 2.08597753e+00 2.81685208e+09 8.62601758e+07
1.82289850e+00]
INFO:revrand.glm:Iter 19000: ELBO = -1219.316896273344, reg = [3.652569663170617, 3.682624860820156], like_hypers = 11.36410816803508, basis_hypers = [ 7.20344171e+00 2.01034998e+08 9.27505971e+06 6.81499160e-01
5.72017735e+00 1.51295303e+00 3.56147464e+08 2.20442139e+00
1.22098727e+00 2.08884861e+00 2.95987078e+09 1.01687112e+08
1.89145083e+00]
INFO:revrand.glm:Iter 19500: ELBO = -1144.789565072635, reg = [3.675260216370754, 3.717265084211979], like_hypers = 11.597826722687287, basis_hypers = [ 7.31185230e+00 2.67915549e+08 1.20957199e+07 6.64000066e-01
5.76892712e+00 1.54947529e+00 3.50132828e+08 2.20136158e+00
1.17793043e+00 2.14170724e+00 3.09544077e+09 1.19599064e+08
1.89536007e+00]
INFO:revrand.glm:Iter 20000: ELBO = -1061.3440186918917, reg = [3.6808115041693212, 3.691440969032823], like_hypers = 11.535698674694132, basis_hypers = [ 7.28281787e+00 3.41538815e+08 1.57487417e+07 6.74201372e-01
5.76009544e+00 1.48241269e+00 3.39765754e+08 2.18987808e+00
1.15477246e+00 2.15100522e+00 3.23594037e+09 1.38427374e+08
1.85842695e+00]
INFO:revrand.glm:Iter 20500: ELBO = -1181.9558707936524, reg = [3.6804636109385687, 3.6741246689024685], like_hypers = 11.303541357001155, basis_hypers = [ 7.18004526e+00 4.20395624e+08 2.03963384e+07 6.75772345e-01
5.94164285e+00 1.52673745e+00 3.31957536e+08 2.20033743e+00
1.16201319e+00 2.15396745e+00 3.36579620e+09 1.58460332e+08
1.82936464e+00]
INFO:revrand.glm:Iter 21000: ELBO = -1299.8246968416001, reg = [3.6930702171791276, 3.7280251739679513], like_hypers = 11.649255649139565, basis_hypers = [ 7.26174832e+00 4.99328754e+08 2.83493293e+07 6.56849374e-01
5.68972282e+00 1.46268417e+00 3.23068474e+08 2.11673413e+00
1.13796364e+00 2.17193008e+00 3.49839823e+09 1.83936890e+08
1.81418993e+00]
INFO:revrand.glm:Iter 21500: ELBO = -1688.0367429006787, reg = [3.6603481616933906, 3.706085441936368], like_hypers = 11.42430727230617, basis_hypers = [ 7.19918859e+00 5.73039591e+08 3.62483669e+07 6.51666129e-01
5.88747135e+00 1.52418205e+00 3.13201672e+08 2.22452785e+00
1.15037327e+00 2.27051956e+00 3.62548802e+09 2.05836325e+08
1.79312284e+00]
INFO:revrand.glm:Iter 22000: ELBO = -1145.442959646076, reg = [3.6916687781059996, 3.707797143270661], like_hypers = 11.678947615813371, basis_hypers = [ 7.20110170e+00 6.51569295e+08 4.44408958e+07 6.56864230e-01
5.66061192e+00 1.51590402e+00 2.91744062e+08 2.11065232e+00
1.10570726e+00 2.20738800e+00 3.76685238e+09 2.31576111e+08
1.83850109e+00]
INFO:revrand.glm:Iter 22500: ELBO = -1095.8971288244802, reg = [3.6574710308222254, 3.700133238243747], like_hypers = 11.132005428428462, basis_hypers = [ 7.12177983e+00 7.36531957e+08 5.40888629e+07 6.56152279e-01
5.73852737e+00 1.54131577e+00 2.76851808e+08 2.19763689e+00
1.11963631e+00 2.10260574e+00 3.89411379e+09 2.54114891e+08
1.87685772e+00]
INFO:revrand.glm:Iter 23000: ELBO = -1275.1911022424254, reg = [3.6564243293110485, 3.726333424683632], like_hypers = 11.347700344873845, basis_hypers = [ 7.22442462e+00 8.17107951e+08 6.79859214e+07 6.47332414e-01
5.80075411e+00 1.48390647e+00 2.55698145e+08 2.15883754e+00
1.11120156e+00 2.16032669e+00 4.02473232e+09 2.80768876e+08
1.84995740e+00]
INFO:revrand.glm:Iter 23500: ELBO = -1140.6921775476012, reg = [3.674842920897772, 3.751495735113232], like_hypers = 11.28558065979287, basis_hypers = [ 7.35298560e+00 8.97167947e+08 8.38272527e+07 6.61552722e-01
5.40310004e+00 1.52530475e+00 2.34433134e+08 2.12851588e+00
1.12312316e+00 2.25241332e+00 4.15107007e+09 3.08584216e+08
1.85103709e+00]
INFO:revrand.glm:Iter 24000: ELBO = -1125.583616511913, reg = [3.6570533921970907, 3.7408900888510863], like_hypers = 11.298930028611586, basis_hypers = [ 6.97431746e+00 9.79740537e+08 9.93969042e+07 6.67543543e-01
5.37817574e+00 1.52131891e+00 2.12548834e+08 2.12609832e+00
1.10741350e+00 2.25572068e+00 4.27403961e+09 3.34144427e+08
1.83472617e+00]
INFO:revrand.glm:Iter 24500: ELBO = -1089.298632255226, reg = [3.655233045319358, 3.7719617944813555], like_hypers = 11.363580820864167, basis_hypers = [ 7.51922162e+00 1.06469483e+09 1.17264539e+08 6.59665774e-01
5.56941250e+00 1.49438256e+00 1.94376434e+08 2.09458220e+00
1.10130906e+00 2.25996830e+00 4.40063923e+09 3.66231181e+08
1.79781179e+00]
INFO:revrand.glm:Iter 25000: ELBO = -1136.5851304366888, reg = [3.616033956013072, 3.739535237283018], like_hypers = 11.083025880616624, basis_hypers = [ 6.99233651e+00 1.14939609e+09 1.37481272e+08 6.66923922e-01
5.23775551e+00 1.50914772e+00 1.72122277e+08 2.09046794e+00
1.10759784e+00 2.18320390e+00 4.52705902e+09 3.95079911e+08
1.82234253e+00]
INFO:revrand.glm:Iter 25500: ELBO = -1166.538574741951, reg = [3.6323300643089294, 3.7160251588331783], like_hypers = 11.064254757093206, basis_hypers = [ 7.48980372e+00 1.23153571e+09 1.60182341e+08 6.59292132e-01
5.48844921e+00 1.52778288e+00 1.54216122e+08 2.07090849e+00
1.12704441e+00 2.28052099e+00 4.64992426e+09 4.26585033e+08
1.82197420e+00]
INFO:revrand.glm:Iter 26000: ELBO = -1078.3171581004424, reg = [3.6436665287318446, 3.766298984233941], like_hypers = 11.377470504867569, basis_hypers = [ 7.14359301e+00 1.30780554e+09 1.88396765e+08 6.38450379e-01
5.45971893e+00 1.50842628e+00 1.32226140e+08 2.04837201e+00
1.09429540e+00 2.31785130e+00 4.77326161e+09 4.57016815e+08
1.77335596e+00]
INFO:revrand.glm:Iter 26500: ELBO = -1355.9918203568236, reg = [3.6541614543632783, 3.759247538695296], like_hypers = 11.42620640267801, basis_hypers = [ 7.03183663e+00 1.39017585e+09 2.12462360e+08 6.88024318e-01
5.43477074e+00 1.50956791e+00 1.14875158e+08 2.11979580e+00
1.06451737e+00 2.37023750e+00 4.90035454e+09 4.85387585e+08
1.84389631e+00]
INFO:revrand.glm:Iter 27000: ELBO = -1688.0149390671056, reg = [3.6562477877277795, 3.767908811070768], like_hypers = 11.355974271436352, basis_hypers = [ 7.49141050e+00 1.47060179e+09 2.41917434e+08 6.55415603e-01
5.44715220e+00 1.48774578e+00 9.48633138e+07 2.06330244e+00
1.08890778e+00 2.37543828e+00 5.01912829e+09 5.19713123e+08
1.76059016e+00]
INFO:revrand.glm:Iter 27500: ELBO = -1308.072137014466, reg = [3.652951344157757, 3.7801704041140507], like_hypers = 11.625015489880397, basis_hypers = [ 7.43170041e+00 1.56078107e+09 2.71749668e+08 6.65178265e-01
5.45461855e+00 1.48639667e+00 7.72534150e+07 2.08996493e+00
1.07585635e+00 2.34854930e+00 5.14247749e+09 5.46623051e+08
1.82096694e+00]
INFO:revrand.glm:Iter 28000: ELBO = -1137.8468558174065, reg = [3.6507365169629176, 3.7939723485608536], like_hypers = 11.148075234346395, basis_hypers = [ 7.27115772e+00 1.63707041e+09 3.02900438e+08 6.42977734e-01
5.63626638e+00 1.45153181e+00 6.36218270e+07 2.08105568e+00
1.11807938e+00 2.34996113e+00 5.26622739e+09 5.74366484e+08
1.81671385e+00]
INFO:revrand.glm:Iter 28500: ELBO = -1222.137471931287, reg = [3.624280711355732, 3.7368963415192993], like_hypers = 10.992976741346101, basis_hypers = [ 7.23462910e+00 1.72010330e+09 3.35952764e+08 6.52752979e-01
5.40667389e+00 1.51554908e+00 4.89759430e+07 2.04107406e+00
1.11442506e+00 2.31743281e+00 5.39102659e+09 6.08333756e+08
1.78604390e+00]
INFO:revrand.glm:Iter 29000: ELBO = -1164.6146034534745, reg = [3.650340368543517, 3.764641790641511], like_hypers = 11.18576489897486, basis_hypers = [ 7.14993286e+00 1.79969089e+09 3.65710295e+08 6.55149124e-01
5.28497871e+00 1.48558408e+00 3.80535123e+07 2.06553538e+00
1.07963037e+00 2.36343349e+00 5.51272495e+09 6.45954521e+08
1.80896917e+00]
INFO:revrand.glm:Iter 29500: ELBO = -1198.247939340886, reg = [3.6479732610123707, 3.797579009393705], like_hypers = 11.121899313194561, basis_hypers = [ 7.43896084e+00 1.87749582e+09 4.02383110e+08 6.69727326e-01
5.26750638e+00 1.48473424e+00 3.00734042e+07 2.09947249e+00
1.07364001e+00 2.32124592e+00 5.63606204e+09 6.78957303e+08
1.81878217e+00]
INFO:revrand.glm:Iter 30000: ELBO = -1183.7482047603228, reg = [3.62998298733966, 3.7405431440750134], like_hypers = 11.100530363017754, basis_hypers = [ 7.57197490e+00 1.96350470e+09 4.30152660e+08 6.79679980e-01
5.59657093e+00 1.50657523e+00 2.31813997e+07 2.12948883e+00
1.11400967e+00 2.34368522e+00 5.75541559e+09 7.09780923e+08
1.74245278e+00]
INFO:revrand.glm:Iter 30500: ELBO = -1137.062551869409, reg = [3.644493516618205, 3.7748276700224563], like_hypers = 11.54220906630319, basis_hypers = [ 7.30556142e+00 2.04720161e+09 4.68215969e+08 6.45434630e-01
5.43808627e+00 1.51744133e+00 1.65237550e+07 2.14231187e+00
1.04388998e+00 2.34985460e+00 5.87708746e+09 7.39448107e+08
1.79529331e+00]
INFO:revrand.glm:Iter 31000: ELBO = -1106.1908005761486, reg = [3.6612241323359394, 3.8076494417091604], like_hypers = 11.658580600227046, basis_hypers = [ 7.52589119e+00 2.13602444e+09 4.97627569e+08 6.81134593e-01
5.23529842e+00 1.46469531e+00 1.12776053e+07 2.17050197e+00
1.02173275e+00 2.35923922e+00 5.99623130e+09 7.72143757e+08
1.83506147e+00]
INFO:revrand.glm:Iter 31500: ELBO = -1121.6874725213754, reg = [3.671867731597332, 3.821946514886327], like_hypers = 11.668811397402134, basis_hypers = [ 7.22408270e+00 2.21741359e+09 5.34105037e+08 6.41672858e-01
5.39213766e+00 1.45906459e+00 7.74438880e+06 2.05434714e+00
1.06855334e+00 2.48039106e+00 6.11749970e+09 8.12898143e+08
1.81520298e+00]
INFO:revrand.glm:Iter 32000: ELBO = -1111.5755222569687, reg = [3.665394818078999, 3.7802805116628106], like_hypers = 11.3840278182429, basis_hypers = [ 7.19684730e+00 2.30070343e+09 5.69260008e+08 6.56623127e-01
5.30276447e+00 1.50109481e+00 5.43968404e+06 2.13707125e+00
1.04959432e+00 2.47912557e+00 6.23316513e+09 8.44349797e+08
1.80997376e+00]
INFO:revrand.glm:Iter 32500: ELBO = -1110.943379057496, reg = [3.6369608040984978, 3.772305971133037], like_hypers = 11.074728340105223, basis_hypers = [ 7.36176600e+00 2.38740028e+09 6.08899013e+08 6.62756446e-01
5.25343815e+00 1.52019089e+00 3.84817827e+06 2.03837633e+00
1.05585047e+00 2.33642013e+00 6.35148118e+09 8.79189894e+08
1.85189843e+00]
INFO:revrand.glm:Iter 33000: ELBO = -1409.3202633223614, reg = [3.6686158810742446, 3.810409104456129], like_hypers = 11.074124952300867, basis_hypers = [ 7.22690588e+00 2.46197893e+09 6.43537245e+08 6.64006093e-01
5.35616457e+00 1.50592385e+00 2.73091147e+06 2.10779864e+00
1.04689134e+00 2.44256414e+00 6.46859004e+09 9.17457174e+08
1.80025621e+00]
INFO:revrand.glm:Iter 33500: ELBO = -1191.4009814527221, reg = [3.672513413724324, 3.7939392348231213], like_hypers = 11.111260712871227, basis_hypers = [ 7.22328702e+00 2.54405088e+09 6.77490685e+08 6.50181343e-01
5.21360970e+00 1.50840487e+00 1.92337625e+06 2.10630731e+00
1.03287682e+00 2.42731421e+00 6.58905274e+09 9.48754051e+08
1.81815079e+00]
INFO:revrand.glm:Iter 34000: ELBO = -1143.2097136852713, reg = [3.6486746154768244, 3.8698624772852668], like_hypers = 11.641434610972963, basis_hypers = [ 7.29581365e+00 2.62304750e+09 7.15424064e+08 6.61679724e-01
5.08705695e+00 1.43835342e+00 1.27756941e+06 2.02705748e+00
1.04368249e+00 2.43633325e+00 6.70336034e+09 9.82513446e+08
1.79202011e+00]
INFO:revrand.glm:Iter 34500: ELBO = -1123.2867238736305, reg = [3.6636663797738414, 3.8150297871445757], like_hypers = 11.381314498967104, basis_hypers = [ 7.40598146e+00 2.70512090e+09 7.57804866e+08 6.47595023e-01
5.01493788e+00 1.45032784e+00 8.20679706e+05 2.11770846e+00
1.09820145e+00 2.36673172e+00 6.82192256e+09 1.01994684e+09
1.80291928e+00]
INFO:revrand.glm:Iter 35000: ELBO = -1168.3006863969454, reg = [3.6452665882323028, 3.79080841352049], like_hypers = 11.376932738558223, basis_hypers = [ 7.66714486e+00 2.78676668e+09 8.01097997e+08 6.79226101e-01
5.12205705e+00 1.53087920e+00 5.30070804e+05 2.04509178e+00
1.03017544e+00 2.43191877e+00 6.93445150e+09 1.05890918e+09
1.79310829e+00]
INFO:revrand.glm:Iter 35500: ELBO = -1186.5427031718366, reg = [3.660046194373903, 3.8140488290669703], like_hypers = 11.722200065710545, basis_hypers = [ 7.42480653e+00 2.86856019e+09 8.42701853e+08 6.43223107e-01
5.25043323e+00 1.51670693e+00 3.64304769e+05 2.10559968e+00
1.02356772e+00 2.36699612e+00 7.04717847e+09 1.10103788e+09
1.79998702e+00]
INFO:revrand.glm:Iter 36000: ELBO = -1126.8359077086452, reg = [3.6539210321967124, 3.777549305103635], like_hypers = 11.46319518949009, basis_hypers = [ 7.30651347e+00 2.95745231e+09 8.77015422e+08 6.59227347e-01
5.33246961e+00 1.50398858e+00 2.30478629e+05 2.14587933e+00
1.06758328e+00 2.43647962e+00 7.16340725e+09 1.13511541e+09
1.76305966e+00]
INFO:revrand.glm:Iter 36500: ELBO = -1087.2564747479812, reg = [3.6470000083383707, 3.8020207937031305], like_hypers = 11.348304988927687, basis_hypers = [ 7.51467546e+00 3.03384592e+09 9.23726104e+08 6.43831724e-01
5.26961943e+00 1.49639612e+00 1.51807550e+05 2.14127879e+00
1.07212403e+00 2.49629437e+00 7.28069521e+09 1.17429045e+09
1.74339240e+00]
INFO:revrand.glm:Iter 37000: ELBO = -1070.1784575487202, reg = [3.661206050484727, 3.819539210278362], like_hypers = 11.626771103883874, basis_hypers = [ 7.66350152e+00 3.11491426e+09 9.68853190e+08 6.52028545e-01
5.08419497e+00 1.44158254e+00 9.85791164e+04 2.02920092e+00
1.04506007e+00 2.47694247e+00 7.39943151e+09 1.22012970e+09
1.77922850e+00]
INFO:revrand.glm:Iter 37500: ELBO = -1385.1786963843124, reg = [3.6297487103982853, 3.7722685540850462], like_hypers = 11.065377833418422, basis_hypers = [ 7.44589320e+00 3.19220282e+09 1.00722060e+09 6.76608875e-01
5.26992989e+00 1.54481369e+00 7.14538837e+04 2.18158810e+00
1.02739478e+00 2.51775030e+00 7.50689992e+09 1.25570645e+09
1.78784550e+00]
INFO:revrand.glm:Iter 38000: ELBO = -1241.9593935425519, reg = [3.6550412550666294, 3.800110128011098], like_hypers = 11.4328537731656, basis_hypers = [ 7.24163122e+00 3.27235332e+09 1.05233516e+09 6.49711963e-01
5.31369293e+00 1.48370152e+00 4.42543037e+04 2.12463576e+00
1.02454349e+00 2.54406919e+00 7.62127978e+09 1.29741024e+09
1.74789712e+00]
INFO:revrand.glm:Iter 38500: ELBO = -1134.8376428574538, reg = [3.6719502735232266, 3.806838655931206], like_hypers = 11.08985352397802, basis_hypers = [ 7.24301151e+00 3.35190271e+09 1.09243607e+09 6.59053444e-01
5.55016772e+00 1.50196404e+00 2.93655752e+04 2.11951326e+00
1.01115931e+00 2.46077196e+00 7.73431890e+09 1.33916406e+09
1.78722352e+00]
INFO:revrand.glm:Iter 39000: ELBO = -1248.777922938021, reg = [3.6513627840116176, 3.787174751818854], like_hypers = 11.177805196561009, basis_hypers = [ 7.32461470e+00 3.43270681e+09 1.13487404e+09 6.54488983e-01
5.18053869e+00 1.47402065e+00 1.96791511e+04 2.06144058e+00
1.06142189e+00 2.41804351e+00 7.85411151e+09 1.37667623e+09
1.77995065e+00]
INFO:revrand.glm:Iter 39500: ELBO = -1077.476658761832, reg = [3.647898751879255, 3.8025840864789804], like_hypers = 11.734002107565622, basis_hypers = [ 7.06704989e+00 3.51374952e+09 1.17706984e+09 6.42680282e-01
5.28305821e+00 1.47624262e+00 1.19901785e+04 2.12283534e+00
1.02711007e+00 2.52549622e+00 7.95933704e+09 1.41570780e+09
1.79630141e+00]
INFO:revrand.glm:Iter 39999: ELBO = -1297.3522585759506, reg = [3.6381346198344775, 3.7862680994063247], like_hypers = 11.094895485181727, basis_hypers = [ 7.71243913e+00 3.59446335e+09 1.22204158e+09 6.66882838e-01
5.20289883e+00 1.56431602e+00 8.03673239e+03 2.12413057e+00
1.01751573e+00 2.40086920e+00 8.06840166e+09 1.45566327e+09
1.80926285e+00]
INFO:revrand.glm:Finished! reg = [3.6370027383007484, 3.7850586931063965], likelihood_hypers = 11.094172175065172, basis_hypers = [ 7.68170809e+00 3.59448994e+09 1.22210159e+09 6.65039460e-01
5.18580689e+00 1.56389121e+00 8.04774220e+03 2.12119693e+00
1.01558774e+00 2.40860531e+00 8.06844915e+09 1.45554477e+09
1.80972565e+00], message: maxiter reached.
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.slm:ELBO = -9469.301345412547, var = 0.4461297045192777, reg = [17.06983998165083, 10.581254671755882], bparams = [ 31.39641781 21.30456222 18.65106904 51.96298102 30.55742631
49.21541975 35.83681582 14.88384832 26.00585751 8.70231529
15.85012344 3.42641778 21.41504922].
Fold 2
INFO:revrand.slm:ELBO = -2191.6583024946126, var = 2.727882771346696, reg = [11.543245414434711, 17.203419063382341], bparams = [ 12.12203235 24.50310723 22.47461895 23.96655288 34.32039954
55.16014778 5.47323438 23.96860883 9.78552863 2.84986909
2.31549047 15.69857929 25.82052197].
INFO:revrand.slm:ELBO = -8251.827201889073, var = 0.2220941318822922, reg = [5.9357054631978521, 13.977073846488073], bparams = [ 49.62357977 25.58499005 16.83718876 3.10733827 1.14051725
8.14332396 5.05131395 26.74684244 25.94448119 12.9715019
52.19599182 26.92025419 1.27620872].
INFO:revrand.slm:ELBO = -4364.878173415001, var = 0.5937603872257542, reg = [2.0443357456862095, 15.014126028129716], bparams = [ 2.65045761 15.52951628 19.89381871 20.70244451 27.08147159
0.82211092 25.38414767 8.69939375 1.29506595 5.69944036
18.92133686 12.75080535 6.14030303].
INFO:revrand.slm:ELBO = -3129.1340403274653, var = 1.2104080067055005, reg = [0.77646148873662157, 2.3668088532753431], bparams = [ 47.83440327 20.61132606 25.83923194 28.5743198 35.37921556
1.60081672 22.96367478 13.49269296 17.07820933 20.70110769
53.99174953 0.95609749 5.40453249].
INFO:revrand.slm:ELBO = -2358.972838203871, var = 0.9663834205795224, reg = [29.481030428948806, 9.5926939488281366], bparams = [ 2.15190861 77.31687124 40.97050456 18.1103647 11.80230645
18.56472324 29.93517355 0.19556042 20.62224829 43.83043325
22.06778769 3.86005408 7.30682379].
INFO:revrand.slm:ELBO = -5126.094370162415, var = 0.5981313959733079, reg = [6.1294700440774168, 9.8900410201569375], bparams = [ 15.98159768 23.11494895 12.50459436 2.92671476 1.28178277
23.01854322 10.50083641 39.62294672 0.21728896 8.38238708
0.89002642 46.72898548 41.36580573].
INFO:revrand.slm:ELBO = -3368.0361807983486, var = 0.935446862173926, reg = [6.7975858688802058, 30.139898855780412], bparams = [ 1.02259773 52.14859274 84.3630008 10.0544632 109.51769879
3.43340536 33.60932264 20.10850769 10.01378813 74.93644322
10.32892886 39.98459008 10.13570883].
INFO:revrand.slm:ELBO = -5512.388246530143, var = 0.4182553206722876, reg = [0.80622465557165124, 3.7884468488011369], bparams = [ 5.63788672e-01 1.73510920e+01 5.99209662e+00 4.19535534e+01
2.98736402e+00 2.34172703e-02 3.36963366e+01 7.43845202e+01
2.69809041e+01 8.45147290e+01 5.69711885e+00 1.27239481e+00
2.23044173e+01].
INFO:revrand.slm:ELBO = -1592.5534824006418, var = 2.2949252927141512, reg = [12.619324667216425, 2.3685594230238336], bparams = [ 15.89694079 49.22131062 23.98969592 6.38297903 10.6871814
8.11564391 0.92179849 20.30376318 4.54718096 1.60250212
25.10318735 2.26961921 3.51153907].
INFO:revrand.slm:ELBO = -17088.979490858965, var = 0.12857558071691585, reg = [1.1729259830101419, 0.13031563906012866], bparams = [ 2.90321521 13.03344607 2.29664265 17.34635377 0.88874317
15.23836378 24.56657617 14.47857793 7.88569719 0.26994774
35.14681008 23.02614459 4.18499215].
INFO:revrand.slm:ELBO = -1507.7217438086204, var = 4.087090761558216, reg = [26.099553299632674, 9.6197892982682767], bparams = [ 37.80297397 2.7446259 56.304461 17.81146901 19.29773794
10.7224662 17.87424843 8.46535277 16.52264939 0.37898204
35.34303732 12.52926831 25.14877903].
INFO:revrand.slm:ELBO = -3160.9388445871773, var = 0.2731585864773187, reg = [6.8776328471954393, 17.949642332779035], bparams = [ 2.46669173e+01 6.64407301e+00 1.85656395e+01 3.50745553e+00
9.84394161e+00 3.67406723e+00 9.08058503e+00 1.26703898e+01
6.91692951e+00 2.70321324e+00 2.10823981e+01 8.84571329e+00
2.03752058e-02].
INFO:revrand.slm:ELBO = -4301.429023070082, var = 1.149563240173233, reg = [0.54776701882284573, 20.3780913951394], bparams = [ 52.58808889 56.63794724 34.68478584 46.41777948 31.37277206
48.93007197 6.10472438 27.01324975 52.47795816 10.84219273
25.28371848 9.73356923 5.34851204].
INFO:revrand.slm:ELBO = -5778.75226890532, var = 0.651219611633642, reg = [3.6965156937476245, 8.5004816293191805], bparams = [ 2.46486997 48.89351942 16.2348916 1.57478301 6.1798178
28.47508753 43.20364081 31.34729376 26.19054057 1.41835816
46.03117345 51.11018917 9.15705639].
INFO:revrand.slm:ELBO = -1613.1367860870378, var = 3.948868231376143, reg = [3.9638344575800586, 21.556653555510845], bparams = [ 27.72499102 4.57474701 8.39759864 25.14173282 117.77398331
10.61821397 3.1981011 80.51362346 21.36049517 0.76360386
26.86149949 13.25724098 4.64818888].
INFO:revrand.slm:ELBO = -2932.15584647305, var = 1.4373868058124781, reg = [19.834231117434989, 3.6521418322883403], bparams = [ 3.64977151 8.44286408 8.95848146 57.89692476 5.58832966
13.858391 29.19709119 33.44147824 13.11303532 12.68116296
5.39786127 14.43073503 15.65352286].
INFO:revrand.slm:ELBO = -32666.623457919093, var = 0.08349194697612568, reg = [8.8178043263356756, 9.1140747299771352], bparams = [ 3.785849 7.43013666 19.34524551 28.53908758 23.77950911
64.936793 5.97784509 5.37428376 1.31065058 18.97070792
22.44666935 15.30797043 23.01005472].
INFO:revrand.slm:ELBO = -5241.9933194261685, var = 0.5892071174483626, reg = [21.48339794576799, 20.682888550400854], bparams = [ 13.25002714 13.88560748 4.21734146 28.16078685 18.4586739
11.73756013 50.67009554 1.97270922 20.25027861 10.56163153
28.11460002 14.36644555 23.73786823].
INFO:revrand.slm:ELBO = -38097.02256881071, var = 0.07721167999550474, reg = [4.6612816765272687, 4.4226763083888487], bparams = [ 27.29852863 6.27555666 25.16603795 2.29283161 5.0585517
31.92008678 1.49687812 8.71851037 19.06790095 21.94295327
6.49289432 21.64209377 23.97851647].
INFO:revrand.slm:ELBO = -3682.8263393911166, var = 0.6093553661778771, reg = [10.435471381990627, 6.4025006663691215], bparams = [ 10.41480865 14.38551549 0.48446533 1.90739168 3.04491324
4.95129708 13.13350592 22.36015247 7.6990932 14.84771949
23.26471471 19.3207347 4.9027486 ].
INFO:revrand.slm:ELBO = -10805.536200224025, var = 0.19956611855201425, reg = [39.754649800338314, 12.598919273620737], bparams = [ 5.85035957 20.64437597 19.67126995 3.64229476 10.90760907
60.87373736 64.05934351 4.90547552 0.14456033 16.72487811
11.03217491 1.28560933 32.57204295].
INFO:revrand.slm:ELBO = -5147.43274555831, var = 0.5310415432119882, reg = [43.050679964138112, 8.4476476967963947], bparams = [ 4.693396 1.19270815 23.82681533 14.64275984 25.88003036
22.99847496 27.30053428 34.98466013 55.40228448 11.68731643
11.85876312 28.63278763 4.28983389].
INFO:revrand.slm:ELBO = -7487.778550555762, var = 0.5405023373848138, reg = [10.488589981492861, 1.1272539917860189], bparams = [ 29.39089867 25.21105674 5.65493006 28.04927774 16.1660939
45.72021091 14.02851803 31.8286028 4.09681005 13.87002509
2.52494818 6.9860906 21.86507207].
INFO:revrand.slm:ELBO = -10841.248324573762, var = 0.20948440536424948, reg = [7.2688147052163146, 16.339486548618602], bparams = [ 5.18933519 14.02075138 65.52781778 31.88151184 15.44186558
1.58974318 2.15676243 28.7296399 30.71303509 6.11588853
3.34877635 18.24439191 32.9967335 ].
INFO:revrand.slm:ELBO = -2223.7498907176323, var = 0.945112039832887, reg = [73.215790521140448, 16.941233244353004], bparams = [ 85.3352753 25.80512538 15.84354562 8.22771617 3.12450182
10.4040291 5.48273614 11.59329251 12.6006204 1.17082497
8.91351307 4.38947022 8.9668867 ].
INFO:revrand.slm:ELBO = -5310.415324001009, var = 0.6771321095573716, reg = [8.5880796368285051, 6.9872614499282477], bparams = [ 17.05728616 26.07011665 29.73199096 34.23523769 53.98544171
18.78221933 57.30698482 9.44026246 12.99977326 25.39679658
53.27654533 27.35171178 4.61897648].
INFO:revrand.slm:ELBO = -12072.514837874713, var = 0.2864523335718569, reg = [0.32370095484232542, 26.165639818799839], bparams = [ 102.80168045 0.1138979 3.86515641 15.00396063 0.34017031
28.64732037 6.13870902 5.8052155 18.9372112 5.20079352
19.55225326 2.49859686 22.38122841].
INFO:revrand.slm:ELBO = -46043.32204657272, var = 0.05904769526479005, reg = [5.046634656510899, 15.414278058478793], bparams = [ 33.16141085 19.2715652 15.08412936 17.66954081 4.6788986
8.22862715 38.7960284 24.02172608 9.27710838 17.98174629
12.59330276 25.96462627 23.12145133].
INFO:revrand.slm:ELBO = -5119.3807713562765, var = 0.3647873257602518, reg = [35.579631081838592, 25.540552358927116], bparams = [ 36.68113615 26.97308816 10.41107377 29.88104826 78.04050403
25.3489147 16.2260967 26.64832959 1.28885781 0.45014225
56.77557427 12.2547321 1.82248972].
INFO:revrand.slm:ELBO = -3488.5479238718553, var = 1.0502204943455626, reg = [8.8118544866379409, 5.3114266407570874], bparams = [ 0.66760239 6.70033447 35.31478455 28.16221984 1.36839279
10.64451916 79.46115907 6.83181132 8.45898737 42.35910765
30.16140937 6.58360358 27.86800413].
INFO:revrand.slm:ELBO = -13235.382756727524, var = 0.30163054015825347, reg = [1.8278868879745114, 3.5012081959830406], bparams = [ 42.98570258 24.29176871 11.65399911 44.10853401 13.36617266
23.26964616 0.21132186 27.0169774 15.39492276 7.01978216
6.1859773 16.92405324 35.01180882].
INFO:revrand.slm:ELBO = -2490.361174051188, var = 1.123418281519558, reg = [21.921551609418369, 16.670264989485897], bparams = [ 18.14196506 76.61450337 1.35301684 44.94082318 19.48012448
12.84247783 11.01982047 19.76019056 4.90146527 5.31582088
45.08723898 18.33411228 2.2812654 ].
INFO:revrand.slm:ELBO = -44475.55250287608, var = 0.020099290010317322, reg = [14.944277721915425, 10.397882714113738], bparams = [ 7.7848716 0.16619427 74.41596546 6.33223615 9.05136643
3.47300242 3.1861392 26.07679917 35.818082 3.75198084
33.17848454 3.84800905 4.01112809].
INFO:revrand.slm:ELBO = -6069.534838181696, var = 0.42443411351153526, reg = [20.839443587040666, 8.6534240357808159], bparams = [ 9.89626096 1.82461658 4.17967579 21.7709094 2.14833603
18.91852253 20.33891975 5.25171531 2.11308967 16.31366842
126.84478967 18.30104032 18.05932147].
INFO:revrand.slm:ELBO = -531577.8154287743, var = 0.007739547834564283, reg = [0.064091573559112991, 6.8959092634626495], bparams = [ 77.68344364 3.14296313 29.81654003 9.52572544 3.79116394
16.74760931 66.71396583 16.98061924 10.17154777 20.10939073
22.18637855 20.54970937 50.47192119].
INFO:revrand.slm:ELBO = -11322.007883813887, var = 0.1614326720011312, reg = [47.212866905015659, 16.455135934793493], bparams = [ 17.24626073 1.83411311 14.75362939 4.81742752 13.4404138
0.87947286 14.12598921 19.18514805 13.75678582 43.96384568
27.25470361 92.35971993 22.93093522].
INFO:revrand.slm:ELBO = -8404.520404131792, var = 0.5447600113996469, reg = [2.4491031147733398, 13.052981390692205], bparams = [ 26.72349754 22.41075637 15.00793755 20.96504432 4.88934533
23.82779397 5.79954715 13.00398942 11.44796741 17.57406363
58.11740875 9.17039105 37.63677441].
INFO:revrand.slm:ELBO = -25610.25084392851, var = 0.0298252350807066, reg = [17.694637011761081, 14.398661267191876], bparams = [ 16.11369613 6.53714893 15.23845998 4.57082996 0.59797634
2.39528015 5.85898459 16.55261453 1.42783074 96.6446843
27.58465279 23.3287364 9.87162756].
INFO:revrand.slm:ELBO = -1992.7989194254542, var = 2.751461247521563, reg = [8.2549956630491934, 1.5569828964314061], bparams = [ 27.32145692 6.02072234 15.06002306 26.51341884 49.18294281
17.38197585 19.33948502 6.26783117 5.1539507 9.5497973
22.45997738 47.48440797 5.04525645].
INFO:revrand.slm:ELBO = -5000.274829298778, var = 0.5167599729347554, reg = [10.621504469449849, 5.4071576623011506], bparams = [ 1.89516167 3.83486527 11.67240262 55.46709868 22.03460355
89.46562059 2.00418609 0.45510734 13.58645152 1.57760529
28.30547709 8.00850149 31.4134495 ].
INFO:revrand.slm:ELBO = -3528.708317584364, var = 1.4129157693377385, reg = [5.7226586854758406, 4.423566222008656], bparams = [ 39.61938114 130.55718599 7.24935585 10.35292621 6.22768135
26.26630805 4.78841539 13.52452271 4.30891171 14.5095859
57.65122646 13.33021708 61.56238199].
INFO:revrand.slm:ELBO = -11666.47522041378, var = 0.1673115774023723, reg = [2.4082040466363321, 29.993004787060901], bparams = [ 23.4141343 35.85884593 0.80924867 47.08681307 17.52180433
1.61859807 6.6450744 31.95962566 7.3234808 1.15252594
1.9788662 16.83724679 12.54491473].
INFO:revrand.slm:ELBO = -12303.189753728586, var = 0.10139245870448312, reg = [21.180669881542471, 6.272208024025387], bparams = [ 28.68546107 36.0715806 0.20064589 4.43899002 2.03743287
5.49676012 26.29459356 31.39080748 1.53130186 55.3903032
7.88357471 12.46505784 9.89032004].
INFO:revrand.slm:ELBO = -23552.78570160185, var = 0.09676132204883019, reg = [22.273738985190647, 2.9107994886761128], bparams = [ 10.79434266 0.47276435 60.61638486 12.04019992 28.38669859
32.51621267 79.56722594 14.50834405 12.73412076 17.26150441
16.93470442 1.77458341 6.79362316].
INFO:revrand.slm:ELBO = -2092.6064686676445, var = 2.4238896888254744, reg = [17.57690315240561, 18.216672427479335], bparams = [ 13.38409853 1.74390867 19.42132574 29.27866377 14.67184131
12.08753883 15.75934836 13.16082582 42.47923365 14.87842238
2.31946354 10.27015938 16.13826918].
INFO:revrand.slm:ELBO = -1849.5589211732035, var = 2.0323163222004976, reg = [18.245578335957489, 10.702925314806231], bparams = [ 2.55777983 56.19941255 37.16385615 1.41078176 13.63778801
2.78998153 15.44511009 17.09298795 1.6311604 37.58576427
31.52865525 8.56400372 67.72635587].
INFO:revrand.slm:ELBO = -3477.057181309905, var = 1.4680249665969674, reg = [0.44575751787621237, 2.1259181204382029], bparams = [ 2.58364651 28.61270507 19.55469582 12.42973818 26.04984234
56.19593181 6.22928881 2.2362191 35.6913176 2.53222252
15.97241371 21.0370091 16.08268785].
INFO:revrand.slm:ELBO = -1714.1216052385125, var = 3.5224842101842717, reg = [17.203819941577414, 11.75104756932935], bparams = [ 70.94002054 16.09572788 9.56762767 22.35702048 7.41480643
25.88888019 16.48113888 12.22600048 51.57993024 91.09795849
8.18814789 15.20641463 4.0734627 ].
INFO:revrand.slm:ELBO = -2764.7783067146665, var = 1.2526542660255051, reg = [18.540147289334868, 2.5775449569847506], bparams = [ 8.59720045 31.91916622 0.17245814 48.7336746 17.75017129
9.9745661 31.77972833 33.97811771 8.12448226 50.83287258
10.15392931 4.20911304 15.97794849].
INFO:revrand.slm:ELBO = -2772.893494346886, var = 1.7382511454312293, reg = [5.8102073030020147, 4.3134229368256234], bparams = [ 20.82058542 0.52180787 1.18669068 78.98482476 37.21011078
44.08005064 5.33891711 30.2120053 26.70793911 11.34358728
13.70693185 27.53620711 6.49676288].
INFO:revrand.slm:ELBO = -7997.492308207911, var = 0.5186493103292222, reg = [0.97364820852366796, 2.2550247444612186], bparams = [ 8.4440827 23.05919606 6.88302229 19.47100016 1.31320047
18.9509965 39.8987917 10.78694417 34.23743212 3.75602444
7.10317777 10.34818171 10.6621133 ].
INFO:revrand.slm:ELBO = -2227.911775602169, var = 1.5660161117481735, reg = [10.841401992427439, 6.911608598271286], bparams = [ 8.50499459 74.43070577 81.21823876 24.73272731 5.34283875
17.93939336 6.01197742 5.82860441 70.16650027 3.20099433
28.62386693 24.64919936 2.03603313].
INFO:revrand.slm:ELBO = -5400.336868293264, var = 0.80683788547013, reg = [34.936871570507954, 1.2301788565372243], bparams = [ 47.24601798 12.9629362 18.52283439 3.18416645 23.16727917
98.70408634 24.21590637 4.63514953 21.52549637 22.94502805
36.10839609 50.62248589 20.20035711].
INFO:revrand.slm:ELBO = -59353.7331877825, var = 0.03136250420774759, reg = [14.559353786358834, 8.183048040608373], bparams = [ 2.16810937 0.35226959 5.6310429 22.53548355 40.19654757
20.30416731 0.64726565 46.0609772 9.66800088 29.75073076
16.42905238 6.74458441 42.34430041].
INFO:revrand.slm:ELBO = -7059.690268042661, var = 0.4737114330424463, reg = [0.86526425602150314, 8.4958423913164562], bparams = [ 14.59998446 6.88463662 29.24218177 20.71111307 47.61945202
8.49657107 11.6109179 4.23024001 0.19986979 62.44559576
43.07704102 23.43804408 4.7351218 ].
INFO:revrand.slm:ELBO = -1914.6856553874677, var = 1.1368096600794826, reg = [7.1164600570266598, 7.6372189739322751], bparams = [ 5.904757 28.32748922 1.1146418 16.65493344 21.29326077
4.37656915 1.45188731 77.64705911 27.71185696 1.84668732
14.58571509 23.29106994 0.92129698].
INFO:revrand.slm:ELBO = -2579.83813458241, var = 1.4547803391169694, reg = [5.8495831987277942, 6.3447107380834673], bparams = [ 8.06562931e+00 6.86175062e+00 5.01093180e+00 9.96860622e+00
3.93381286e+00 4.49648538e+01 1.77796304e-02 2.59087864e+00
6.40290401e+00 4.91150535e+01 1.13952124e+01 3.55201506e+01
1.64150214e+01].
INFO:revrand.slm:ELBO = -4633.767545180914, var = 0.7414424428630796, reg = [4.4915483422449505, 0.28372993854674411], bparams = [ 21.1587824 93.74484279 33.32156887 6.14068108 6.32857732
16.69855853 16.67260798 20.46642681 4.46116678 11.07137612
13.3726278 21.01356016 2.93483736].
INFO:revrand.slm:ELBO = -3210.1666387496844, var = 1.543920055955395, reg = [1.1297832040246811, 3.1984750837996594], bparams = [ 6.92773641 64.55979602 36.20725653 6.51584898 18.46401048
8.61721929 15.26794451 8.27393635 9.15788721 87.52674968
38.83875498 13.0410831 5.7569472 ].
INFO:revrand.slm:ELBO = -1949.7266782182728, var = 3.51238679328344, reg = [3.5925308983776842, 0.77555802313085098], bparams = [ 98.80290002 2.60338517 34.26075608 30.44368683 8.49765772
57.39134796 44.24219808 13.40137688 0.31451845 14.71929633
13.23151367 7.49018094 26.88089196].
INFO:revrand.slm:ELBO = -50007.43151741623, var = 0.056808993233848866, reg = [3.204511932056517, 9.4588887101375683], bparams = [ 50.95594093 9.91114611 26.58288633 5.326076 13.31387457
22.32952534 11.37444447 6.68482432 11.58526078 14.55141407
17.22043641 8.73084631 8.99960508].
INFO:revrand.slm:ELBO = -6170.8006306547295, var = 0.5943630995376447, reg = [6.1206193668442328, 3.3885010900137047], bparams = [ 29.2254968 8.54642215 9.67664067 5.34003027 2.69321905
41.52204414 6.67614806 87.06318475 1.19466447 1.65892932
22.34966733 3.52961259 37.09093245].
INFO:revrand.slm:ELBO = -4784.662716230745, var = 0.33276235637289886, reg = [29.42792410934393, 4.1752694312849794], bparams = [ 5.02884701e+01 7.23693572e+01 2.00793364e+01 2.68733093e+01
7.97055399e+00 6.45986940e-02 3.55283928e+01 7.47028483e+01
2.06703894e+01 3.44841713e+01 5.40289457e+01 1.49001186e+01
6.00877210e+00].
INFO:revrand.slm:ELBO = -3571.8984659854505, var = 1.1219926167569654, reg = [6.8548149497159052, 4.7460463742182126], bparams = [ 1.2770536 1.68368953 9.65222079 0.55904483 14.54005125
49.4336499 0.40363348 20.2891704 33.87510251 8.53721077
10.58841119 1.76201643 16.05764729].
INFO:revrand.slm:ELBO = -6932.631261830744, var = 0.3533015606772822, reg = [13.330567782044652, 0.25394775820736043], bparams = [ 32.3104385 20.5233191 8.78079131 44.56770416 3.94988439
31.06636162 1.62840593 0.38008383 6.4305351 103.79137363
8.66739334 13.10522042 46.5052508 ].
INFO:revrand.slm:ELBO = -28556.782468857396, var = 0.06039900026584447, reg = [29.873217099808809, 3.56882860085233], bparams = [ 32.23841566 19.37757041 3.39149304 32.73365093 14.71966548
16.15374567 9.07426927 62.87994434 18.97135685 5.23082083
58.45528491 4.24677325 4.19915087].
INFO:revrand.slm:ELBO = -2657.600307392596, var = 1.2440118204031687, reg = [15.125918155631538, 6.9900149852394815], bparams = [ 24.77213095 53.31333512 83.30680457 9.28189081 28.73619354
17.28880647 30.330102 16.92638521 0.09736493 0.50593911
62.78793753 2.72107248 5.64544757].
INFO:revrand.slm:ELBO = -5946.645080286127, var = 0.36630881645487384, reg = [9.8089641258073659, 3.7459761547981718], bparams = [ 1.07294914e+02 2.14223670e+00 3.78494664e-02 1.19541261e+01
1.28869181e+01 1.34730637e+01 7.03751059e-01 5.34109205e+00
5.34577708e+00 3.34920757e+01 4.46040392e+01 2.18148222e+01
2.93328403e+01].
INFO:revrand.slm:ELBO = -5218.834622538021, var = 0.8419916991366087, reg = [0.62245353462663344, 0.38104838643667671], bparams = [ 41.89612604 5.94754891 34.51231921 58.17954799 69.56934657
7.93432799 7.73513911 9.40034648 3.6707742 2.4404962
19.04825558 12.68703643 7.96408794].
INFO:revrand.slm:ELBO = -4351.035108655676, var = 0.6334959511105226, reg = [4.4914774441578782, 9.4824845342670478], bparams = [ 15.3464924 14.54368669 57.74858528 13.80204088 8.82158471
2.01724237 9.3706575 2.54025387 59.71790068 8.61476135
24.3280418 16.60117699 7.68620762].
INFO:revrand.slm:ELBO = -2321.33416824827, var = 1.1836537383392802, reg = [9.9355341425089314, 8.1159239206874041], bparams = [ 22.39363636 1.9249446 2.9631465 6.95224277 11.81375899
2.93683604 2.62220876 19.95072303 10.05511875 1.74520628
21.02361933 2.32697265 9.99723178].
INFO:revrand.slm:ELBO = -4791.4502536219625, var = 0.7143244302181305, reg = [0.40486333397980012, 3.2176101841586666], bparams = [ 15.93960754 28.74334323 4.49225128 33.17941772 23.55295544
0.13271316 64.49812727 31.32784377 46.40563667 41.03875338
5.92836328 37.84452761 16.4177728 ].
INFO:revrand.slm:ELBO = -2681.2798577233652, var = 0.39096107943701114, reg = [5.981485889997237, 4.0584588722937447], bparams = [ 0.07061639 17.41485268 48.27914521 0.32739373 5.1812221
1.29463791 34.30723445 0.34273495 6.16275338 33.65948805
39.46283355 2.92582681 10.94693295].
INFO:revrand.slm:ELBO = -14496.231865640577, var = 0.1452204833292216, reg = [13.106048751814733, 11.447150691797408], bparams = [ 42.84392989 17.67036645 9.72023329 23.96561891 3.42728035
11.82510421 16.44706455 8.65166339 1.55691214 20.9760688
25.89693298 2.24642823 22.88623306].
INFO:revrand.slm:ELBO = -10582.715994852026, var = 0.2718702005296568, reg = [10.049548416975496, 5.7152504405888269], bparams = [ 34.36518406 29.05759646 19.52540208 14.63321974 21.4059727
26.28428069 82.51646215 8.4357136 35.06747868 1.05898568
14.40851931 31.94417323 20.31385214].
INFO:revrand.slm:ELBO = -2216.624194251801, var = 1.3812039602506796, reg = [18.813579847249208, 0.96004097412267475], bparams = [ 23.57921511 4.99158691 93.69263256 22.98019953 0.3468436
10.47658528 6.28824364 12.78261116 79.80882986 6.15258315
23.01093683 14.12415454 11.93063358].
INFO:revrand.slm:ELBO = -4702.763185602207, var = 0.7277518066234805, reg = [2.2190157626441334, 3.20399075398065], bparams = [ 11.4194517 18.39470606 25.61789986 10.26106483 1.96634027
3.98539009 2.08329628 16.629808 23.26233229 19.05946568
44.54874568 17.34664498 15.13969567].
INFO:revrand.slm:ELBO = -3873.2665177219496, var = 0.6358478464239086, reg = [5.5794146303624146, 12.614370892757078], bparams = [ 6.02383103 12.51484198 33.69213523 5.24515305 5.62330641
2.49135786 8.55196088 22.84528121 1.9475551 31.76419058
62.47466161 31.43126038 8.43981119].
INFO:revrand.slm:ELBO = -3200.020803087644, var = 1.53631662867132, reg = [2.8793062401665805, 8.970929003941956], bparams = [ 20.08391639 12.39963556 12.3572658 3.30257017 9.7614537
42.74161725 38.51728575 59.64278807 3.331958 0.88841738
10.8478714 6.32228262 33.92038547].
INFO:revrand.slm:ELBO = -1751.7027775829483, var = 3.908169902911993, reg = [32.412950200815153, 8.524333330285998], bparams = [ 32.00230326 14.4294693 3.91863951 7.80608625 22.32413264
22.0806723 21.87185312 26.00442367 32.6583054 13.15553295
11.88034951 21.85636839 18.56512729].
INFO:revrand.slm:ELBO = -4850.049249395449, var = 0.97923789868347, reg = [21.745453523468004, 13.12413729222685], bparams = [ 37.1076224 86.79782691 12.01821186 32.43007113 84.96261156
58.47387733 8.34935662 30.46917042 4.792826 8.6070943
50.22590683 8.78164328 43.655467 ].
INFO:revrand.slm:ELBO = -3476.203900476801, var = 0.7106563412257295, reg = [3.743551373399284, 3.7455737678791774], bparams = [ 3.4934305 16.46284939 0.79963835 6.84146182 43.82136114
1.59937996 0.4576036 2.369129 114.30656714 12.71903977
92.68177032 26.65004793 40.72921522].
INFO:revrand.slm:ELBO = -9153.835269483388, var = 0.3568326576817861, reg = [5.7740305099659226, 10.19633582063182], bparams = [ 2.90303021 1.87848696 23.70135271 2.47353983 8.42183871
11.23157423 112.48961534 104.54461437 13.26828743 27.6122855
7.44702428 35.77715338 17.19446444].
INFO:revrand.slm:ELBO = -22406.716625204874, var = 0.04940371631946337, reg = [6.2194411544863009, 1.756533876057421], bparams = [ 27.04302006 1.3095598 10.18633107 9.90590051 5.68212327
0.95428366 5.55253865 6.07006884 50.77930887 7.23066382
7.5391071 0.98446651 7.97481026].
INFO:revrand.slm:ELBO = -4721.571597815328, var = 0.6283623181107725, reg = [0.54693680946675516, 14.853874524576963], bparams = [ 3.44018885e-04 8.04896107e+00 1.02179822e+00 1.26245132e+00
2.73758234e+01 2.75190650e+00 3.12235271e+01 1.06767389e+01
3.91941149e+01 7.20923780e+00 1.00540249e+00 3.33826324e+00
5.31374327e+00].
INFO:revrand.slm:ELBO = -3966.6362726233083, var = 1.1459926401853222, reg = [2.3048396654322207, 21.390556634223053], bparams = [ 12.56585973 46.01176333 44.86807686 1.20781736 13.38075601
51.87961313 9.32827241 1.19631916 8.95717209 20.81608363
16.37702784 9.78778374 20.51490409].
INFO:revrand.slm:ELBO = -1687.5037156478684, var = 2.1252036245487123, reg = [17.643147165522414, 4.9093900535164545], bparams = [ 12.74278784 8.00247568 20.22019973 18.15704049 43.90631736
3.46456727 7.96320164 7.02519444 108.66812387 0.17571583
17.96213792 14.73866231 12.63174002].
INFO:revrand.slm:ELBO = -7149.264948564451, var = 0.2794590322368842, reg = [27.156701111326246, 4.6386555723232172], bparams = [ 4.28521842e+01 9.77623753e-03 1.60627966e+00 1.95441305e+01
1.44993604e+00 1.31471800e+01 4.31045537e+00 4.92761888e+00
1.56213076e+01 2.68785798e+01 3.06470644e+01 1.69433862e+01
1.54595791e+01].
INFO:revrand.slm:ELBO = -1562.9007564408453, var = 3.224072156359517, reg = [7.0791412073991307, 9.5903207791414591], bparams = [ 7.08106537 14.10354599 15.30534795 37.25521091 1.53650785
2.76099334 13.85195357 6.34658277 19.26406459 18.95100324
34.32785751 15.67880347 5.52550773].
INFO:revrand.slm:ELBO = -8018.190457548657, var = 0.5702009531409078, reg = [4.667133018911592, 42.079046395144701], bparams = [ 27.56287196 10.63695126 12.79511402 7.71445146 9.03322404
51.17575673 54.42176137 17.10851124 16.19524448 20.62339149
7.59478188 5.91260774 54.04305249].
INFO:revrand.slm:ELBO = -16200.315766743359, var = 0.17182863588319192, reg = [5.4888666891141611, 11.33301959898521], bparams = [ 60.25819314 22.75399306 4.24560701 48.31300465 6.59255438
14.85659546 16.26899359 20.20669635 0.24062973 33.3645728
1.29973201 8.96306171 67.78410317].
INFO:revrand.slm:ELBO = -2698.1261377983574, var = 1.0338332334265699, reg = [16.973181461526913, 14.520517239113666], bparams = [ 15.23793911 5.11946787 20.99855262 18.51875121 17.99430861
0.18361299 9.49489747 15.56235849 37.64682924 10.38102083
29.87355085 3.90583657 32.85711017].
INFO:revrand.slm:ELBO = -2587.217756961415, var = 0.8758400035777492, reg = [37.739173634984205, 2.7226849259210177], bparams = [ 7.29909055 11.62144442 6.7957715 14.57195421 15.47342823
1.16619078 35.45857873 113.37961394 2.91993204 49.64949141
4.97161955 8.68452806 5.96256017].
INFO:revrand.slm:ELBO = -1518.7434645549981, var = 3.0601639918024586, reg = [34.560975553988506, 9.209452129883708], bparams = [ 79.14835933 24.99049657 17.45748343 17.18828518 9.89917812
3.15916104 4.31504815 2.38534648 65.37217688 15.58409287
38.75881629 17.0697779 8.98098001].
INFO:revrand.slm:ELBO = -6417.165664922875, var = 0.6298758893398212, reg = [5.4994599099712929, 14.040953109992163], bparams = [ 25.10053453 68.8324391 0.3169144 10.13379278 35.45603243
45.39195944 56.3062258 21.35865709 1.65759575 17.44290498
28.18747768 16.48511958 82.01786644].
INFO:revrand.slm:ELBO = -1733.0395528057807, var = 4.4933574022812595, reg = [0.13751030094574812, 9.1714891488074208], bparams = [ 9.38889324 13.19449821 1.78541464 0.51913154 26.96239242
17.77563149 8.09826609 17.17539571 2.59335416 7.35634381
16.80532377 17.72006666 25.81646178].
INFO:revrand.slm:ELBO = -11628.417275040514, var = 0.22694225541248098, reg = [2.5939277679899857, 8.7181234486540919], bparams = [ 21.23813661 53.89566217 9.60534724 23.02433911 17.62645146
5.81436156 7.552911 52.81292583 2.55730221 33.07987107
41.69034967 30.23950368 6.36846745].
INFO:revrand.slm:ELBO = -31969.695589973995, var = 0.04843070170099954, reg = [3.0271460822952729, 1.2519176131214984], bparams = [ 28.43677021 0.59762414 18.13216393 24.1854686 11.19870889
0.93714164 12.27871234 0.85092809 37.80477599 44.05256167
14.69211251 10.30652174 23.2975841 ].
INFO:revrand.slm:ELBO = -2737.3015859126, var = 0.41911603419926047, reg = [10.136648326076136, 1.4627825794538183], bparams = [ 1.08116295e+00 1.14954144e+01 2.32613926e+00 4.11436061e+00
6.62265164e+01 1.08742932e+01 1.11207176e+00 1.58671404e+01
3.68926528e+00 1.13292859e+00 1.86376805e+01 1.05138810e-02
1.21863917e+01].
INFO:revrand.optimize.decorators:Best start found with objective = 1507.7217438086204
INFO:revrand.slm:ELBO = -1507.7217438086204, var = 4.087090761558216, reg = [26.099553299632678, 9.619789298268277], bparams = [ 37.80297397 2.7446259 56.304461 17.81146901 19.29773794
10.7224662 17.87424843 8.46535277 16.52264939 0.37898204
35.34303732 12.52926831 25.14877903].
INFO:revrand.slm:ELBO = -99420.37838493835, var = 1.3407807929942438e+154, reg = [5.177287575486236e+45, 0.5998807208515325], bparams = [ 1.58334045e+01 1.08096528e+03 2.23333446e+01 1.43107746e-09
3.81071473e-05 2.44025842e-43 1.74417601e+00 3.84547940e-09
3.23118614e+01 7.52449808e+05 3.75496935e+00 7.01179425e+00
1.79637576e-21].
INFO:revrand.slm:ELBO = -14904.976698221422, var = 1.4722741583869499e+31, reg = [17132507846.876781, 5.537278300490253], bparams = [ 3.17904441e+01 9.01716933e+00 4.68390990e+01 1.74314539e-01
1.41271466e+00 2.20497520e-08 1.12477459e+01 1.16957700e-01
1.88824332e+01 6.79478445e+00 2.26200884e+01 1.11621322e+01
9.82750906e-04].
INFO:revrand.slm:ELBO = -3853.330783555217, var = 29233478.480960496, reg = [2480.327977356023, 8.498807212285449], bparams = [ 36.36222723 3.58396888 54.02713137 6.30895914 10.73498023
0.12068323 16.11027531 3.23962697 17.02493264 0.72413107
31.9763146 12.20870592 2.58045114].
INFO:revrand.slm:ELBO = -1499.4129278920957, var = 208.38546347959877, reg = [81.15655669114753, 9.327431045459074], bparams = [ 37.43883004 2.933251 55.72835253 13.75369954 16.67474272
3.50658953 17.4175537 6.66396398 16.64636532 0.44531304
34.47260446 12.44863724 14.26266624].
INFO:revrand.slm:ELBO = -1331.8825778249768, var = 75.15952678886413, reg = [71.56469938363021, 9.197654581540943], bparams = [ 37.47497758 2.94345908 55.78440205 14.10086974 16.91209309
3.90050883 17.46996237 6.83577719 16.6362731 0.44891722
34.5609459 12.46972461 15.03938568].
INFO:revrand.slm:ELBO = -7566.75492996603, var = 0.20406492292735876, reg = [46.62594982145897, 7.297347945018432], bparams = [ 37.6072574 4.53009099 56.05633334 13.90299228 17.84453475
2.91771465 18.16217588 8.51139069 16.74801828 1.11493319
35.37859629 13.3783655 13.90416172].
INFO:revrand.slm:ELBO = -1159.0732029270325, var = 14.480963858703381, reg = [63.50999896023282, 8.623133001027712], bparams = [ 37.51179621 3.31927307 55.86005456 14.04544129 17.16694843
3.59736142 17.66018172 7.26646188 16.66734056 0.57845962
34.78690107 12.71656675 14.71400039].
INFO:revrand.slm:ELBO = -1137.0056886459336, var = 7.070645780153568, reg = [84.64077726224366, 8.084745358398008], bparams = [ 37.32035404 3.91356265 55.71593047 12.81045533 16.6659407
1.93473206 17.73211709 7.05485078 16.7438189 0.70166985
34.67069247 12.81520598 10.92118017].
INFO:revrand.slm:ELBO = -1121.6355302726477, var = 9.647732361683468, reg = [101.36440902656565, 7.9659909723072015], bparams = [ 37.272745 4.02234323 55.57190853 12.20676599 16.08278774
1.78483263 17.71376335 6.57193483 16.82159481 0.6769389
34.42775071 12.63373437 9.09377348].
INFO:revrand.slm:ELBO = -1116.6000843170098, var = 9.601017853808417, reg = [116.10958509516068, 7.754169652654335], bparams = [ 37.25491477 4.26822984 55.42955127 11.6729886 15.55328085
1.7537189 17.76827653 6.19360885 16.91808246 0.7023921
34.24914713 12.49665534 7.47778663].
INFO:revrand.slm:ELBO = -1098.8097083520556, var = 9.41641082207416, reg = [199.8933723790219, 6.961731248296096], bparams = [ 37.18367911 5.41156003 54.86375959 9.7613038 13.60394133
1.63459412 17.98801203 4.88591469 17.30959937 0.81414206
33.54395042 11.9630521 3.41891904].
INFO:revrand.slm:ELBO = -1164.1055266872022, var = 7.113268447406574, reg = [670.3483799959638, 5.222592251318468], bparams = [ 37.05043434 10.5393999 53.1258081 6.6274138 9.64573787
1.96106577 18.49731508 2.61767241 18.47138695 1.3917258
31.51082862 10.57808658 0.41675525].
INFO:revrand.slm:ELBO = -1091.1198192039428, var = 8.813576344461792, reg = [265.9196866814084, 6.505383190550905], bparams = [ 37.15220706 6.33295402 54.4487668 8.90927656 12.54416939
1.70633124 18.10686488 4.2171293 17.57687233 0.92389833
33.05287224 11.62085592 2.08112664].
INFO:revrand.slm:ELBO = -1075.9130396386508, var = 7.691242429442906, reg = [317.933186069755, 5.789723335424564], bparams = [ 37.32519382 8.45722061 53.67092682 8.63313368 11.38934127
2.59376127 18.33372345 3.13549949 18.02033555 1.18244198
32.22262163 11.30144424 1.49262293].
INFO:revrand.slm:ELBO = -1062.4193652450747, var = 5.802734303621764, reg = [302.8238402751156, 4.936541524739417], bparams = [ 37.28101458 11.42080371 52.19964174 9.91700527 10.91091373
4.58369563 17.94493945 2.2932287 18.65186479 1.03138107
30.65602357 11.01587778 1.50137647].
INFO:revrand.slm:ELBO = -1059.1800966649944, var = 5.100384943168515, reg = [315.0586443867514, 4.47767124508073], bparams = [ 36.84547893 13.16351033 50.96248557 10.92245355 10.63154344
4.93225382 17.53352176 1.75547388 19.17685645 1.04851138
29.05477656 10.75482529 1.38120588].
INFO:revrand.slm:ELBO = -1062.1487685806032, var = 3.8625013297763213, reg = [308.50149537627885, 3.3695396266642064], bparams = [ 34.15878123 17.42134535 47.02990381 16.66045027 10.18345881
4.89091836 15.86802177 0.76073613 21.14803529 1.13256975
23.09680144 9.56624431 1.41375659].
INFO:revrand.slm:ELBO = -1057.7216854943513, var = 4.524391204587885, reg = [312.21525105127864, 3.961185299386779], bparams = [ 35.66238737 14.8537149 49.22854507 13.10269927 10.43602728
4.91439341 16.79517772 1.22420252 20.00294565 1.08395155
26.31821371 10.22537451 1.39514402].
INFO:revrand.slm:ELBO = -1054.9898981198967, var = 4.754747709229768, reg = [282.4780816470129, 3.9098229741641246], bparams = [ 34.54898834 13.87740051 48.7500866 14.56243224 10.4087359
4.04124064 16.34105559 1.34572912 20.37142054 1.15643544
25.19904046 10.05047822 1.53151562].
INFO:revrand.slm:ELBO = -1053.2630700299485, var = 4.982631620518823, reg = [261.12290635104875, 3.7273551940144722], bparams = [ 32.79943218 13.29261178 47.80108347 16.76686668 10.14956126
3.49099509 15.7235848 1.40025104 21.01096245 1.1010702
23.37210585 9.57817447 1.48798169].
INFO:revrand.slm:ELBO = -1051.3146343299588, var = 5.1171414404659945, reg = [215.86008476085394, 3.2450261238492826], bparams = [ 29.53220724 13.14632521 45.63225621 22.80081083 9.65084174
3.07546104 14.4955937 1.34168787 22.59195351 1.03677115
19.71523901 8.60081442 1.47642033].
INFO:revrand.slm:ELBO = -1048.7456860246925, var = 5.093164587539497, reg = [163.1785522937739, 2.493303698764586], bparams = [ 24.59192962 13.62970019 42.24694405 35.33016881 8.75338365
2.87867752 12.87041497 1.27599008 25.77648123 0.99307716
14.51882614 6.97821177 1.35546645].
INFO:revrand.slm:ELBO = -1046.1148973845764, var = 4.7244266194299716, reg = [116.76107533032338, 1.5192887602209062], bparams = [ 17.5241474 15.33991685 36.70020421 72.34759819 7.93331448
2.75759454 10.09406346 1.24838636 34.3058203 1.07855234
7.58693561 4.25406319 1.06298322].
INFO:revrand.slm:ELBO = -1043.04824255907, var = 4.445725940623086, reg = [97.12174840043517, 1.1582813354533428], bparams = [ 14.49162654 16.6358998 33.8751698 110.16366423 7.63026752
2.69702155 8.65794988 1.10982017 40.52766746 1.14496771
5.3571184 2.99505352 1.06232817].
INFO:revrand.slm:ELBO = -1057.0666844388763, var = 3.485916683499811, reg = [46.49327253002353, 0.39129922813158885], bparams = [ 6.77700923 23.01121006 24.5885818 592.23680382 6.52950327
2.46774589 4.68609636 0.69321348 78.93812586 1.45412352
1.33165164 0.73588032 1.05971197].
INFO:revrand.slm:ELBO = -1038.683258893243, var = 4.178625200873493, reg = [80.50295850038829, 0.8785046685628691], bparams = [ 11.9405953 18.06925841 31.2199387 169.09473162 7.33335579
2.63666368 7.40448567 0.98442629 48.0301325 1.21685673
3.75766523 2.09460993 1.06166105].
INFO:revrand.slm:ELBO = -1038.115907041446, var = 4.08198275947266, reg = [74.99489586146717, 0.791406816713719], bparams = [ 11.09862185 18.64213582 30.27224357 198.79588381 7.22425754
2.61422263 6.97983129 0.94084753 51.21179318 1.24516478
3.28666318 1.83001125 1.06140922].
INFO:revrand.slm:ELBO = -1052.9533326244466, var = 3.6118722433820074, reg = [69.11954369361526, 0.5947744354321274], bparams = [ 9.04796082 22.20175593 28.19753955 307.78060224 6.8511768
2.55895727 5.65714966 0.67201263 61.91651818 1.56478763
2.5373614 1.14655609 1.01852259].
INFO:revrand.slm:ELBO = -1037.9032072943814, var = 4.04598135126638, reg = [74.55323374839288, 0.7752087243436896], bparams = [ 10.93567959 18.87949106 30.11703734 205.18778663 7.19657692
2.6101816 6.87445943 0.9182025 51.92045058 1.26593397
3.2256654 1.76909913 1.05824445].
INFO:revrand.slm:ELBO = -1038.6423728445425, var = 4.08225455920129, reg = [110.85919942515736, 1.171786864310118], bparams = [ 14.37530793 18.71812082 34.49778286 109.78901696 7.69936929
2.81587763 7.98072727 0.83842486 41.65956512 1.41677491
6.22889229 2.48971047 1.13776183].
INFO:revrand.slm:ELBO = -1036.931550519826, var = 4.06028656270494, reg = [87.21736746939864, 0.9127935105975208], bparams = [ 12.18464274 18.81551309 31.77861109 160.23329681 7.39135257
2.68966223 7.29230209 0.88578581 47.59101349 1.32356132
4.18439692 2.02504294 1.08900201].
INFO:revrand.slm:ELBO = -1036.2942917388345, var = 4.05010220190316, reg = [94.1078658016728, 0.9680000342543127], bparams = [ 12.4667554 19.26449079 32.65803566 150.07164841 7.42445271
2.6781477 7.07382962 0.91921445 47.02000547 1.42368407
4.84559362 1.8438874 1.03344207].
INFO:revrand.slm:ELBO = -1035.9212553578402, var = 4.068454240492702, reg = [92.64577337280632, 1.000537812509373], bparams = [ 12.64170433 19.26796297 33.10090359 146.43288467 7.40188431
2.7292355 7.04107415 0.91736431 46.32962983 1.37084678
5.18408941 1.84008165 1.0693363 ].
INFO:revrand.slm:ELBO = -1035.6666055865553, var = 4.077484495906385, reg = [90.204641825451, 1.0524433748762148], bparams = [ 12.86350884 19.35781008 33.90341938 143.65993355 7.29831388
2.62836648 6.91125101 0.91312498 45.32056977 1.31537845
5.84534641 1.82552009 1.09079185].
INFO:revrand.slm:ELBO = -1035.4294771112504, var = 4.089717690804644, reg = [86.82048782961549, 1.1084190971315842], bparams = [ 12.99406783 19.95481388 35.04159311 142.22973769 7.13214424
2.59637331 6.68582622 0.90875766 44.500366 1.25930525
6.72476298 1.77961312 1.07191816].
INFO:revrand.slm:ELBO = -1034.9946252119487, var = 4.025716208417865, reg = [74.41051742270919, 1.195004605681874], bparams = [ 12.62750205 22.58746578 37.76593933 152.6505924 6.62315925
2.41999568 6.06968507 0.88205734 43.87410651 1.10770023
8.51615859 1.69826464 0.97281253].
INFO:revrand.slm:ELBO = -1034.7110862510597, var = 3.921133407040327, reg = [72.19207293955282, 1.198664020879315], bparams = [ 12.17095603 23.93907114 38.30044014 159.99995828 6.47273851
2.43419203 5.980605 0.8760528 44.28566597 1.05016849
8.49250037 1.6656875 0.94425626].
INFO:revrand.slm:ELBO = -1033.2701124873804, var = 3.529274734608481, reg = [63.96026644243963, 1.2134140861741047], bparams = [ 10.50397492 30.20413804 40.51516945 193.11026995 5.90445101
2.49181512 5.63716783 0.85244064 45.97087387 0.84841028
8.39852292 1.54150936 0.83817119].
INFO:revrand.slm:ELBO = -1060.6079029296318, var = 2.316225625376164, reg = [39.40880551092256, 1.2742518777780654], bparams = [ 5.82732991e+00 7.65425718e+01 5.07309784e+01 4.09776810e+02
4.08832457e+00 2.73627500e+00 4.44963456e+00 7.64186908e-01
5.33778500e+01 3.61404607e-01 8.03289816e+00 1.13072430e+00
5.20360317e-01].
INFO:revrand.slm:ELBO = -1032.9075615439801, var = 3.422344847918845, reg = [61.737069841360864, 1.2177583912989578], bparams = [ 10.06145111 32.3271823 41.18619542 204.02096549 5.74801373
2.50890935 5.54058681 0.84566183 46.47531094 0.79713458
8.3712585 1.50700269 0.80948482].
INFO:revrand.slm:ELBO = -1050411.4275218912, var = 0.001017673531640117, reg = [0.005104880609458102, 4.8008360617640236], bparams = [ 1.46082191e-04 1.57457463e+09 3.55252470e+03 3.03377196e+08
4.67196888e-03 8.61354158e+00 6.03815774e-02 1.07550579e-01
6.49121289e+02 3.07965472e-08 7.22084732e+00 4.84648591e-03
1.23361605e-04].
INFO:revrand.slm:ELBO = -3147.3291337199494, var = 0.22839080962849323, reg = [2.689103956211171, 1.9237949275909119], bparams = [ 2.45398652e-01 1.18102641e+04 1.81992615e+02 2.32937426e+04
5.36349092e-01 3.78496364e+00 1.22828125e+00 4.25255659e-01
1.11930209e+02 2.69381354e-03 7.96871975e+00 2.22416228e-01
4.32301147e-02].
INFO:revrand.slm:ELBO = -1032.905142312445, var = 3.4215739687875346, reg = [61.7209721704548, 1.2178047337148155], bparams = [ 10.05834221 32.34306067 41.19128846 204.10141975 5.7468793
2.50899521 5.53989225 0.84561345 46.47871051 0.79675721
8.37122417 1.50676276 0.80928748].
INFO:revrand.slm:ELBO = -1032.7296486268608, var = 3.321462750384683, reg = [59.63532468015022, 1.2239290042417372], bparams = [ 9.65682814 34.50588995 41.86819005 214.989385 5.59928342
2.52033793 5.44909355 0.83926072 46.92902192 0.74854502
8.36669996 1.47546727 0.78369062].
INFO:revrand.slm:ELBO = -1031.9987231415603, var = 3.028929315335065, reg = [64.73481603790685, 1.189826510653216], bparams = [ 8.81346221 38.14172247 41.42289421 227.06608189 5.52236252
2.75098721 5.85501848 0.84013986 48.32357252 0.69711134
6.71637165 1.52930705 0.78517442].
INFO:revrand.slm:ELBO = -1030.728077542447, var = 2.9757958443065964, reg = [62.25078731813472, 1.2112383311514459], bparams = [ 8.52947272 40.455332 42.01084464 236.7646119 5.18865722
2.62360601 5.97873591 0.82281077 48.31925324 0.6623188
6.74578894 1.58713781 0.77944333].
INFO:revrand.slm:ELBO = -1027.4150873473168, var = 2.9805853219639284, reg = [52.524799819475334, 1.2279753196946452], bparams = [ 7.64568163 46.31656472 42.03674397 294.09641231 3.72976506
1.96661107 6.44335727 0.73834763 49.70205817 0.6342556
6.47045571 1.68896218 0.87550937].
INFO:revrand.slm:ELBO = -1027.7129762778586, var = 2.841527591111588, reg = [48.510478318094385, 1.4307565856052342], bparams = [ 6.93115773 60.80685378 45.86810515 325.42383503 2.67330686
1.94329667 6.46019876 0.6854415 49.30061155 0.52174954
7.72647548 1.67465678 0.89263446].
INFO:revrand.slm:ELBO = -1026.386420592396, var = 2.9165405243414435, reg = [50.66013731855475, 1.3163354635831468], bparams = [ 7.31213151 52.41814255 43.73724785 307.94654748 3.20572543
1.95597704 6.45100856 0.71380647 49.5191426 0.58037701
7.01395503 1.68244335 0.88325394].
INFO:revrand.slm:ELBO = -1024.1692413370674, var = 3.04138518119372, reg = [52.35357363649684, 1.5523226469084948], bparams = [ 7.67442837 56.42846693 46.66890596 280.11520105 2.70170343
2.07067239 6.08693118 0.69948428 47.47432306 0.57589892
9.67215964 1.54272148 0.93895655].
INFO:revrand.slm:ELBO = -1022.2573064896114, var = 3.018243343475308, reg = [57.7022252221201, 1.7527189441243203], bparams = [ 7.75296836 61.3699018 48.06029021 262.8575949 2.13743857
2.26116199 5.81668792 0.69160328 46.49313964 0.58572918
10.70806233 1.56057245 0.98977271].
INFO:revrand.slm:ELBO = -1019.4214161321081, var = 2.8137641971550655, reg = [60.26661907558956, 1.96079017142039], bparams = [ 7.29097239 73.98886291 49.1274448 281.2000448 1.33058185
2.52262632 5.11740629 0.67875112 47.38724569 0.58455161
10.46317485 1.60153396 1.03424193].
INFO:revrand.slm:ELBO = -1318.945562110791, var = 0.6201764371039703, reg = [139.60805500023014, 19.022724507081087], bparams = [ 2.25333861e+00 3.14976514e+03 7.07278957e+01 1.14936608e+03
4.40561569e-05 2.38817577e+01 2.80163613e-01 5.64520139e-01
7.20613582e+01 7.34490652e-01 4.67077802e+00 3.86109908e+00
2.24144961e+00].
INFO:revrand.slm:ELBO = -1019.4209372433174, var = 2.8137364980288844, reg = [60.266948638621855, 1.9608191747173331], bparams = [ 7.29091666 73.99066962 49.12756134 281.20262194 1.33049251
2.52266324 5.11730952 0.67875031 47.38737499 0.58455248
10.46311992 1.60154313 1.03424714].
INFO:revrand.slm:ELBO = -1018.7665402764144, var = 2.752067239352217, reg = [61.013438079269285, 2.027210198379474], bparams = [ 7.16653397 78.17179097 49.39061733 287.06450016 1.14383064
2.6071425 4.90403502 0.67691986 47.67934618 0.58651166
10.34018389 1.62232945 1.04603623].
INFO:revrand.slm:ELBO = -1018.1676537966418, var = 2.631888871878792, reg = [64.16490962018294, 1.9743999982248783], bparams = [ 7.22597621 75.77971308 47.8143023 283.63192902 1.16251688
2.91216785 4.54736415 0.72242426 48.72539763 0.61797686
8.79018798 1.68003035 1.02037584].
INFO:revrand.slm:ELBO = -1016.7091845747311, var = 2.506953316037466, reg = [58.689192116952135, 1.8359336503885466], bparams = [ 6.81302872 77.48492873 46.71539153 324.32674858 1.18088853
2.63571692 4.47295953 0.71700751 50.8421011 0.61136907
7.54418763 1.67764564 1.00211346].
INFO:revrand.slm:ELBO = -1015.6520294924946, var = 2.330030215607211, reg = [54.88565253500892, 1.8520205477297706], bparams = [ 6.73933434 82.01084557 47.06974573 352.69444215 1.11144675
2.42111568 4.07401461 0.73358894 52.22570203 0.60000092
7.10040908 1.69019811 0.94155688].
INFO:revrand.slm:ELBO = -1015.5442552209302, var = 2.2753369174633757, reg = [54.63424718268202, 1.845377624395635], bparams = [ 6.96415282 80.54982607 47.06368263 352.95022712 1.18862633
2.39888592 3.84003479 0.75188738 52.77335532 0.60167393
6.83422606 1.66891604 0.89689484].
INFO:revrand.slm:ELBO = -1015.3669936945287, var = 2.3063158472617933, reg = [54.84539719538356, 1.8719014188938181], bparams = [ 7.0264808 80.48179914 47.15514342 350.21645939 1.15032644
2.42882926 3.83870092 0.74846718 52.67262661 0.60610204
6.9273952 1.65648754 0.91859685].
INFO:revrand.slm:ELBO = -1015.3037420784506, var = 2.3018431863304785, reg = [54.875335907612076, 1.9092696462137178], bparams = [ 7.1672718 80.64936218 47.43352864 348.80634043 1.13557799
2.43131733 3.76322421 0.7498681 52.82512657 0.60684555
6.89898347 1.64304085 0.92212531].
INFO:revrand.slm:ELBO = -1015.1799867598211, var = 2.2900454628661575, reg = [54.93963418131475, 2.0244195771169666], bparams = [ 7.6112634 80.4850564 48.29471112 343.97376399 1.12684876
2.43021945 3.59669443 0.75295309 53.40181095 0.6069286
6.64399823 1.62078059 0.92822219].
INFO:revrand.slm:ELBO = -1015.1071656820338, var = 2.2795601670174603, reg = [54.72265446859438, 2.1475011599051403], bparams = [ 7.92486644 80.13126692 49.2891879 339.86739264 1.12950221
2.42057128 3.51856151 0.75552828 54.06376211 0.60467154
6.31155696 1.62099224 0.92712584].
INFO:revrand.slm:ELBO = -1015.0589686601038, var = 2.284501937198084, reg = [54.30792448060871, 2.2961869645009845], bparams = [ 8.12615033 79.42293282 50.67546359 332.65460303 1.13789359
2.41502513 3.52419749 0.75600965 54.61620207 0.60176872
6.09446938 1.63010953 0.92482393].
INFO:revrand.slm:ELBO = -1015.0296341405331, var = 2.292788787468991, reg = [53.86698706340655, 2.4347875515709236], bparams = [ 8.18557812 78.83159353 52.14871942 325.6088287 1.14306409
2.4127658 3.56354548 0.75400475 55.08110146 0.60029087
5.99848188 1.63933545 0.92223153].
INFO:revrand.slm:ELBO = -1014.9956683231217, var = 2.3000331572757817, reg = [53.22538383016261, 2.6130915459053274], bparams = [ 8.13446578 78.21311717 54.40322162 317.35401644 1.14463427
2.40974381 3.6202659 0.74909402 55.87388277 0.60017565
5.95012183 1.641526 0.91959782].
INFO:revrand.slm:ELBO = -1014.9540393501716, var = 2.3005560111583994, reg = [52.41187567666638, 2.844084850998025], bparams = [ 7.93317689 77.54670033 58.27642127 307.48017963 1.14230422
2.4023126 3.67861759 0.74004527 57.50781353 0.60158903
5.94015432 1.62890198 0.91642944].
INFO:revrand.slm:ELBO = -1014.9282976951554, var = 2.290947164608194, reg = [51.82413479234215, 2.9712328711700824], bparams = [ 7.70451858 77.20036184 61.87860192 302.13719156 1.13959076
2.39223479 3.6939613 0.73188347 59.34637351 0.60333079
5.95575209 1.60533486 0.91374656].
INFO:revrand.slm:ELBO = -1014.916682958604, var = 2.2796770752412128, reg = [51.69157126845949, 2.9621954080361657], bparams = [ 7.5978078 77.13772119 63.58396591 301.71781247 1.13822418
2.38541614 3.6697964 0.72909026 60.518404 0.60414094
5.95118628 1.58848482 0.91221276].
INFO:revrand.slm:ELBO = -1014.9065421726873, var = 2.269531837239843, reg = [51.68577261185542, 2.910494872505267], bparams = [ 7.54839065 76.99482602 65.08169645 301.86886873 1.13754658
2.37961192 3.632564 0.72837133 61.73667543 0.60434893
5.92008449 1.576616 0.91124901].
INFO:revrand.slm:ELBO = -1014.8907873160642, var = 2.259728826777849, reg = [51.694673338415576, 2.8454567146971605], bparams = [ 7.51361004 76.42566081 68.18309019 299.35371539 1.13733199
2.3734821 3.58986601 0.72801367 63.96982344 0.6042029
5.85504879 1.56729268 0.91030018].
INFO:revrand.slm:ELBO = -1014.8548406085799, var = 2.246880786411031, reg = [51.68425969477236, 2.7458956701219104], bparams = [ 7.46904016 74.52412456 77.78062851 287.69302369 1.13752993
2.36490776 3.52801241 0.72758256 70.06727749 0.60362652
5.72676873 1.55755037 0.90880199].
INFO:revrand.slm:ELBO = -1014.7871421178745, var = 2.235978155182514, reg = [51.67243365365261, 2.637308400141785], bparams = [ 7.43028831 70.27440731 103.34108857 258.23589531 1.13829209
2.35766608 3.47049656 0.727159 84.14219221 0.60266776
5.56907436 1.55362538 0.90724632].
INFO:revrand.slm:ELBO = -1014.6593513274015, var = 2.2316538065401073, reg = [51.704250205103605, 2.547331010499596], bparams = [ 7.43400481 62.00681599 185.20018103 200.37036888 1.13938144
2.35699958 3.4487095 0.7269287 120.28030143 0.60147909
5.44507849 1.56158586 0.90657879].
INFO:revrand.slm:ELBO = -1014.4313059806857, var = 2.233818541174988, reg = [51.95223915151634, 2.527983423386661], bparams = [ 7.5828553 48.31002505 578.83479048 116.13723488 1.13813069
2.37172947 3.51310551 0.72822263 236.46655336 0.60055576
5.48220559 1.58136366 0.9089332 ].
INFO:revrand.slm:ELBO = -1014.5313971180515, var = 2.2414934195253697, reg = [53.20486658743619, 2.702094566484986], bparams = [ 7.81820991e+00 2.14879645e+01 2.40644049e+04 1.78958051e+01
1.12378444e+00 2.42428237e+00 3.52559048e+00 7.34302073e-01
2.11567981e+03 6.01208406e-01 5.71285517e+00 1.65885663e+00
9.16973467e-01].
INFO:revrand.slm:ELBO = -1014.0502110320595, var = 2.237880547331285, reg = [52.61202175405284, 2.6187625750751597], bparams = [ 7.70662332e+00 3.14536501e+01 4.16891647e+03 4.31269536e+01
1.13050900e+00 2.39942258e+00 3.51971312e+00 7.31436540e-01
7.54853361e+02 6.00901368e-01 5.60319330e+00 1.62194872e+00
9.13183206e-01].
INFO:revrand.slm:ELBO = -1067.5181684898696, var = 2.1020407441037827, reg = [57.8888322439804, 3.551271885672553], bparams = [ 8.35528386e+00 8.63865803e-01 8.42162483e+10 9.96841215e-03
1.04613493e+00 2.60541730e+00 3.60910834e+00 7.69130482e-01
1.53472723e+07 5.97137633e-01 6.04820425e+00 1.92315845e+00
9.55356824e-01].
INFO:revrand.slm:ELBO = -1035.6560569931025, var = 2.1903021473037967, reg = [54.36633539926412, 2.907326539068851], bparams = [ 7.92334424e+00 9.16009212e+00 1.33978355e+06 2.43740239e+00
1.10081355e+00 2.46821082e+00 3.55013884e+00 7.44159205e-01
2.27149905e+04 5.99607087e-01 5.75209206e+00 1.71958798e+00
9.27442002e-01].
INFO:revrand.slm:ELBO = -1014.0376012946997, var = 2.23723001704123, reg = [52.635373768062465, 2.6224686603436123], bparams = [ 7.70951539e+00 3.09330435e+01 4.50754759e+03 4.14827099e+01
1.13010196e+00 2.40034029e+00 3.52012300e+00 7.31607204e-01
7.90431805e+02 6.00883839e-01 5.60518179e+00 1.62323194e+00
9.13374642e-01].
INFO:revrand.slm:ELBO = -1013.9882457315096, var = 2.2321898820064177, reg = [52.81688181280182, 2.651397723342007], bparams = [ 7.73198782e+00 2.71764335e+01 8.26144205e+03 3.06835718e+01
1.12694924e+00 2.40747149e+00 3.52330432e+00 7.32932499e-01
1.12987525e+03 6.00747875e-01 5.62063169e+00 1.63322125e+00
9.14861085e-01].
INFO:revrand.slm:ELBO = -1013.9673498525294, var = 2.1993703533555413, reg = [52.317063398427756, 2.7117002156709584], bparams = [ 7.75141966e+00 2.78077835e+01 8.03147409e+03 3.16378136e+01
1.11524669e+00 2.41524961e+00 3.51807047e+00 7.41606013e-01
1.11814096e+03 6.00373951e-01 5.71491029e+00 1.62262972e+00
9.21783583e-01].
INFO:revrand.slm:ELBO = -1013.9544133944248, var = 2.1992741567382756, reg = [52.97068265678855, 2.7459810216441554], bparams = [ 7.66876174e+00 2.78602787e+01 7.96020701e+03 3.13518476e+01
1.11685485e+00 2.41538481e+00 3.56048547e+00 7.38888886e-01
1.10632577e+03 6.01361342e-01 5.69513945e+00 1.63431984e+00
9.20599907e-01].
INFO:revrand.slm:ELBO = -1013.9525719140306, var = 2.2006061813714317, reg = [53.06889285236292, 2.7727352588171463], bparams = [ 7.63591058e+00 2.79194840e+01 7.94670161e+03 3.12215043e+01
1.11736888e+00 2.41490064e+00 3.56578492e+00 7.39201796e-01
1.10230333e+03 6.01411032e-01 5.72102612e+00 1.63758784e+00
9.20806681e-01].
INFO:revrand.slm:ELBO = -1013.9508227978915, var = 2.202340656000482, reg = [53.115566706382126, 2.8020600484647717], bparams = [ 7.57460597e+00 2.80800708e+01 7.86037490e+03 3.13018981e+01
1.11738189e+00 2.41508149e+00 3.54892829e+00 7.40994570e-01
1.09442839e+03 6.01679475e-01 5.72872938e+00 1.64113339e+00
9.21222989e-01].
INFO:revrand.slm:ELBO = -1013.9504913347896, var = 2.2028847898819794, reg = [53.11971320941929, 2.8038664201345362], bparams = [ 7.55392496e+00 2.80906081e+01 7.92469810e+03 3.12156791e+01
1.11693962e+00 2.41522377e+00 3.53736364e+00 7.41936115e-01
1.10058140e+03 6.01572245e-01 5.73401903e+00 1.64087943e+00
9.21654616e-01].
INFO:revrand.slm:ELBO = -1013.9503932861219, var = 2.202544572170557, reg = [53.126054165297674, 2.7983822444637525], bparams = [ 7.54040306e+00 2.81318259e+01 7.91683762e+03 3.13026465e+01
1.11684051e+00 2.41498429e+00 3.53084540e+00 7.42381790e-01
1.10135562e+03 6.01569702e-01 5.72849275e+00 1.63968761e+00
9.21765424e-01].
INFO:revrand.slm:ELBO = -1013.9503638664296, var = 2.2019010125612075, reg = [53.13026171569943, 2.795676979524707], bparams = [ 7.53712757e+00 2.81200739e+01 7.96716511e+03 3.12564150e+01
1.11675217e+00 2.41473750e+00 3.52949334e+00 7.42417767e-01
1.10633380e+03 6.01546986e-01 5.72548320e+00 1.63903434e+00
9.21765361e-01].
INFO:revrand.slm:ELBO = -1013.9503398222682, var = 2.2014002079381525, reg = [53.1355865742886, 2.794117629500181], bparams = [ 7.53547254e+00 2.81366839e+01 7.99014424e+03 3.12665507e+01
1.11679744e+00 2.41442858e+00 3.52945285e+00 7.42326412e-01
1.10901857e+03 6.01528208e-01 5.72383526e+00 1.63853806e+00
9.21730905e-01].
INFO:revrand.slm:ELBO = -1013.9502980898246, var = 2.2006575340639007, reg = [53.14299017459023, 2.7929966514034246], bparams = [ 7.53390486e+00 2.81610975e+01 8.05157933e+03 3.12514581e+01
1.11688218e+00 2.41408396e+00 3.52971497e+00 7.42208435e-01
1.11559197e+03 6.01524112e-01 5.72102986e+00 1.63807041e+00
9.21667663e-01].
INFO:revrand.slm:ELBO = -1013.9501889913713, var = 2.1995341023992903, reg = [53.15278554077399, 2.7918979077763253], bparams = [ 7.53199189e+00 2.82502483e+01 8.19922587e+03 3.12448527e+01
1.11706746e+00 2.41345710e+00 3.53052930e+00 7.41954638e-01
1.13173099e+03 6.01499911e-01 5.71753582e+00 1.63736368e+00
9.21537960e-01].
INFO:revrand.slm:ELBO = -1013.9499124241929, var = 2.197779174658146, reg = [53.16586761011261, 2.7907190919449487], bparams = [ 7.52957738e+00 2.84917672e+01 8.60561380e+03 3.12198687e+01
1.11747564e+00 2.41251784e+00 3.53255942e+00 7.41495900e-01
1.17585456e+03 6.01478196e-01 5.71073838e+00 1.63632113e+00
9.21292779e-01].
INFO:revrand.slm:ELBO = -1013.9492766552216, var = 2.1956598161054006, reg = [53.17265576430268, 2.790277168943705], bparams = [ 7.52774579e+00 2.91024234e+01 9.63125113e+03 3.11967093e+01
1.11821616e+00 2.41114635e+00 3.53722078e+00 7.40655320e-01
1.28599249e+03 6.01431148e-01 5.70079924e+00 1.63494059e+00
9.20823723e-01].
INFO:revrand.slm:ELBO = -1013.9479871387671, var = 2.1940908532380927, reg = [53.15639106728778, 2.791944244713605], bparams = [ 7.52901449e+00 3.04520533e+01 1.22005291e+04 3.11614171e+01
1.11949565e+00 2.40971565e+00 3.54682938e+00 7.39311007e-01
1.55262664e+03 6.01391873e-01 5.68653391e+00 1.63357109e+00
9.20063981e-01].
INFO:revrand.slm:ELBO = -1013.9459791142021, var = 2.1952144006819236, reg = [53.08654378306744, 2.798085886921175], bparams = [ 7.53716748e+00 3.28550463e+01 1.79875389e+04 3.11501842e+01
1.12104522e+00 2.40903947e+00 3.56174754e+00 7.37634204e-01
2.11717260e+03 6.01362542e-01 5.67369724e+00 1.63319573e+00
9.19084843e-01].
INFO:revrand.slm:ELBO = -1013.9439123650204, var = 2.1969645474257913, reg = [53.07256153543487, 2.808823787919093], bparams = [ 7.56321529e+00 3.52927174e+01 3.00361071e+04 3.13053626e+01
1.12049035e+00 2.41168449e+00 3.57137236e+00 7.37223315e-01
3.19523516e+03 6.01458813e-01 5.68212314e+00 1.63488197e+00
9.19190100e-01].
INFO:revrand.slm:ELBO = -1013.9428141624853, var = 2.20388856501275, reg = [52.924160585254995, 2.8129483699316147], bparams = [ 7.56412315e+00 3.70972716e+01 4.56803529e+04 3.12318782e+01
1.12193423e+00 2.41222474e+00 3.57818735e+00 7.36489114e-01
4.46141998e+03 6.01558380e-01 5.68625557e+00 1.63660664e+00
9.18581310e-01].
INFO:revrand.slm:ELBO = -1013.9426691186454, var = 2.2060223040286777, reg = [52.89891344961953, 2.8156646290916933], bparams = [ 7.56591291e+00 3.74470906e+01 5.17025069e+04 3.12577410e+01
1.12179598e+00 2.41285237e+00 3.58026099e+00 7.36638943e-01
4.92629266e+03 6.01538124e-01 5.68956364e+00 1.63742661e+00
9.18534311e-01].
INFO:revrand.slm:ELBO = -1013.9425807502969, var = 2.2071790866360605, reg = [52.89591355135933, 2.81653345666466], bparams = [ 7.56693848e+00 3.73797000e+01 5.47878329e+04 3.12652459e+01
1.12170880e+00 2.41341615e+00 3.58109789e+00 7.36855680e-01
5.15947424e+03 6.01536674e-01 5.69118753e+00 1.63783725e+00
9.18663551e-01].
INFO:revrand.slm:ELBO = -1013.9423416710858, var = 2.209077018163302, reg = [52.89651288737351, 2.817367487663152], bparams = [ 7.56720129e+00 3.67572657e+01 6.11187484e+04 3.12935598e+01
1.12128148e+00 2.41433739e+00 3.58058245e+00 7.37461405e-01
5.62869750e+03 6.01508161e-01 5.69493803e+00 1.63859979e+00
9.18957603e-01].
INFO:revrand.slm:ELBO = -1013.9418939922798, var = 2.2109026005336094, reg = [52.91756508279907, 2.816436171671541], bparams = [ 7.56560580e+00 3.51747339e+01 7.29357539e+04 3.13293205e+01
1.12052125e+00 2.41560402e+00 3.57641058e+00 7.38560256e-01
6.47518157e+03 6.01490776e-01 5.70088774e+00 1.63956730e+00
9.19554435e-01].
INFO:revrand.slm:ELBO = -1013.9412156485212, var = 2.211317613890084, reg = [52.96398411549155, 2.8126419737766852], bparams = [ 7.56011634e+00 3.25781897e+01 9.89909935e+04 3.13851553e+01
1.11933216e+00 2.41659317e+00 3.56560843e+00 7.40057481e-01
8.24558395e+03 6.01477819e-01 5.70974728e+00 1.64046717e+00
9.20367440e-01].
INFO:revrand.slm:ELBO = -1013.9405427624561, var = 2.208807798337802, reg = [53.00017701405749, 2.807708636362928], bparams = [ 7.55319664e+00 3.08309562e+01 1.49819503e+05 3.14264423e+01
1.11864307e+00 2.41646204e+00 3.55224963e+00 7.40738392e-01
1.14487738e+04 6.01502003e-01 5.71689827e+00 1.64074080e+00
9.20819205e-01].
INFO:revrand.slm:ELBO = -1013.9399168939954, var = 2.2043441272602275, reg = [53.057596517455764, 2.8041619357658325], bparams = [ 7.54871055e+00 3.04442831e+01 2.58323543e+05 3.14304627e+01
1.11860858e+00 2.41490829e+00 3.54513323e+00 7.40613466e-01
1.76403501e+04 6.01601402e-01 5.71828593e+00 1.63960040e+00
9.20779448e-01].
INFO:revrand.slm:ELBO = -1013.9396572196799, var = 2.2021998573139334, reg = [53.07043409577988, 2.8034033385221653], bparams = [ 7.54792673e+00 3.10028327e+01 4.26490276e+05 3.14066704e+01
1.11899022e+00 2.41355054e+00 3.54679117e+00 7.39973542e-01
2.62727066e+04 6.01634478e-01 5.71537246e+00 1.63837082e+00
9.20471410e-01].
INFO:revrand.slm:ELBO = -1013.9395347442876, var = 2.201947187404024, reg = [53.07040647386302, 2.803370272400162], bparams = [ 7.54812182e+00 3.13260660e+01 6.76528172e+05 3.13842363e+01
1.11919767e+00 2.41318138e+00 3.54963870e+00 7.39702520e-01
3.79085560e+04 6.01636523e-01 5.71186378e+00 1.63784855e+00
9.20317619e-01].
INFO:revrand.slm:ELBO = -1013.9393958483474, var = 2.2025857512871547, reg = [53.05345508120273, 2.803950621228118], bparams = [ 7.54862132e+00 3.16506532e+01 1.47998503e+06 3.13786173e+01
1.11935504e+00 2.41321744e+00 3.55262924e+00 7.39491492e-01
7.06351234e+04 6.01595593e-01 5.70873840e+00 1.63771528e+00
9.20201598e-01].
INFO:revrand.slm:ELBO = -1013.9393113997696, var = 2.2033335827924936, reg = [53.05742043384798, 2.804845379495318], bparams = [ 7.54982595e+00 3.16090828e+01 3.41903682e+06 3.13794985e+01
1.11932361e+00 2.41365641e+00 3.55374556e+00 7.39693434e-01
1.37427839e+05 6.01584935e-01 5.70923389e+00 1.63798428e+00
9.20284265e-01].
INFO:revrand.slm:ELBO = -1013.9392728631078, var = 2.2037667150689217, reg = [53.047079746937975, 2.8051386835340115], bparams = [ 7.54947784e+00 3.15221632e+01 7.65576463e+06 3.13924997e+01
1.11921627e+00 2.41383860e+00 3.55275951e+00 7.39768592e-01
2.60824596e+05 6.01571321e-01 5.71021282e+00 1.63829543e+00
9.20327538e-01].
INFO:revrand.slm:ELBO = -1013.9392557605904, var = 2.203769820937861, reg = [53.051262337016055, 2.8049550646443855], bparams = [ 7.54960533e+00 3.14221424e+01 1.63342740e+07 3.13919741e+01
1.11917069e+00 2.41397233e+00 3.55202884e+00 7.39866843e-01
4.76307377e+05 6.01586382e-01 5.71098303e+00 1.63842705e+00
9.20382834e-01].
INFO:revrand.slm:ELBO = -1013.9392453543321, var = 2.2036715201122203, reg = [53.05129784158483, 2.804855502148353], bparams = [ 7.54949878e+00 3.14096269e+01 3.74005713e+07 3.13955478e+01
1.11915454e+00 2.41390642e+00 3.55168075e+00 7.39854908e-01
9.20073801e+05 6.01586353e-01 5.71152571e+00 1.63841790e+00
9.20376525e-01].
INFO:revrand.slm:ELBO = -1013.9392395331502, var = 2.203563040442853, reg = [53.053911460602066, 2.804799082938221], bparams = [ 7.54946502e+00 3.14242894e+01 9.03651127e+07 3.13918827e+01
1.11917246e+00 2.41384706e+00 3.55187063e+00 7.39838248e-01
1.85479585e+06 6.01593722e-01 5.71120077e+00 1.63832808e+00
9.20369599e-01].
INFO:revrand.slm:Done! ELBO = -1013.9392395331502, var = 2.203563040442853, reg = [53.053911460602066, 2.804799082938221], hypers = [ 7.54946502e+00 3.14242894e+01 9.03651127e+07 3.13918827e+01
1.11917246e+00 2.41384706e+00 3.55187063e+00 7.39838248e-01
1.85479585e+06 6.01593722e-01 5.71120077e+00 1.63832808e+00
9.20369599e-01], message = b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'.
INFO:revrand.glm:Optimising parameters...
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.glm:Random starts: Iter -500: ELBO = -55917.92017377048, reg = [22.14549338351134, 0.78732718850120853], like_hypers = 0.43891344666792836, basis_hypers = [ 3.52845865 2.44696146 37.79773503 15.5230739 13.25014273
0.26107884 10.87795777 54.4765479 32.90367189 6.08672 22.38848413
15.98939931 1.7387865 ]
INFO:revrand.optimize.decorators:Best start found with objective = 2377.007977363334
INFO:revrand.glm:Iter 0: ELBO = -2992.834328322827, reg = [4.90209870275096, 16.95652457881141], like_hypers = 5.001856888652953, basis_hypers = [ 16.03309659 3.76733559 9.44379539 3.99846287 11.63527049
54.32603498 8.71122381 0.26732359 5.8287435 72.55981177
20.67518636 13.93938651 10.24468443]
INFO:revrand.glm:Iter 500: ELBO = -1667.072766949836, reg = [2.9576323311230257, 1.5674905190438853], like_hypers = 25.999782117711376, basis_hypers = [ 35.33441854 2.67550299 6.54378766 6.3206424 4.56849224
13.31446476 10.82636312 0.24794961 7.56620515 117.91862071
6.74951619 31.19316626 1.28891606]
INFO:revrand.glm:Iter 1000: ELBO = -1187.2861453035623, reg = [3.374453909072306, 1.7396322439258896], like_hypers = 21.010187076174887, basis_hypers = [ 49.90788488 2.32753892 5.11104949 7.61976088 2.91248774
14.8766457 20.18810211 0.25944392 9.66239188 230.27019261
4.06266818 67.00404877 1.1200237 ]
INFO:revrand.glm:Iter 1500: ELBO = -1172.4182380988298, reg = [3.4448214822382757, 2.013099584602477], like_hypers = 18.203264416196582, basis_hypers = [ 3.20137908e+01 2.24731782e+00 4.74695786e+00 9.81037932e+00
2.41691783e+00 1.13558328e+01 1.92190963e+01 2.60931326e-01
1.14229311e+01 5.01503117e+02 2.75030717e+00 1.76715280e+02
1.00869926e+00]
INFO:revrand.glm:Iter 2000: ELBO = -1152.8658776725056, reg = [3.7080862158793098, 2.2994742004478854], like_hypers = 17.24511351486584, basis_hypers = [ 1.81043855e+01 2.28517544e+00 4.21212292e+00 1.18075966e+01
2.25363021e+00 8.05249562e+00 1.56409494e+01 2.60848730e-01
1.40839252e+01 1.05590563e+03 2.40585646e+00 5.07545373e+02
9.60665930e-01]
INFO:revrand.glm:Iter 2500: ELBO = -1210.8499363751948, reg = [3.986524477246597, 2.558799266067314], like_hypers = 16.422991572436512, basis_hypers = [ 8.80292162e+00 2.21799582e+00 3.78956185e+00 1.35632826e+01
2.12225737e+00 6.00301482e+00 1.17046491e+01 2.60237586e-01
1.88361788e+01 1.91652868e+03 2.21223838e+00 1.43630235e+03
9.26157973e-01]
INFO:revrand.glm:Iter 3000: ELBO = -1183.963033303608, reg = [4.257201447137901, 2.770529663360409], like_hypers = 15.4527291914316, basis_hypers = [ 5.27192593e+00 2.42659334e+00 3.42466055e+00 1.59751384e+01
2.16168107e+00 4.77295602e+00 9.07661809e+00 2.65959507e-01
2.69503904e+01 3.38280006e+03 2.07780691e+00 4.33225301e+03
9.45359254e-01]
INFO:revrand.glm:Iter 3500: ELBO = -1191.8190021388298, reg = [4.57192682764584, 3.020902876259926], like_hypers = 14.289878839469429, basis_hypers = [ 3.79245134e+00 2.26020419e+00 3.13034405e+00 1.82608076e+01
2.17120217e+00 3.71326665e+00 6.89239627e+00 2.64583286e-01
4.24026759e+01 5.24149151e+03 2.06177788e+00 1.13324460e+04
9.19584345e-01]
INFO:revrand.glm:Iter 4000: ELBO = -1132.7543552743864, reg = [4.867311470087103, 3.2276426902310855], like_hypers = 14.340498056597793, basis_hypers = [ 3.37068644e+00 2.53966784e+00 2.85597498e+00 1.90953794e+01
2.29712089e+00 3.13042909e+00 5.23858185e+00 2.68038815e-01
7.92263689e+01 7.07714872e+03 1.85367110e+00 2.86444867e+04
9.81664854e-01]
INFO:revrand.glm:Iter 4500: ELBO = -1154.649206470001, reg = [5.182940945611012, 3.418672979181839], like_hypers = 13.302244276697621, basis_hypers = [ 2.98823748e+00 2.60286601e+00 2.74802649e+00 2.11636287e+01
2.31229005e+00 2.71798178e+00 4.32828178e+00 2.68079040e-01
1.61686675e+02 8.99648706e+03 1.85780456e+00 5.40412706e+04
1.03087482e+00]
INFO:revrand.glm:Iter 5000: ELBO = -1316.726739037395, reg = [5.479837111697249, 3.640129547802391], like_hypers = 12.831064203844809, basis_hypers = [ 2.79454645e+00 2.71314303e+00 2.63957166e+00 2.48484227e+01
2.43793845e+00 2.34224984e+00 3.82410041e+00 2.72466567e-01
3.25158054e+02 1.03074420e+04 1.79006688e+00 7.82206247e+04
1.06838470e+00]
INFO:revrand.glm:Iter 5500: ELBO = -1228.6201975114614, reg = [5.717785524573745, 3.7763784491158967], like_hypers = 12.300415936001675, basis_hypers = [ 2.52282593e+00 2.74451729e+00 2.68676628e+00 2.86430815e+01
2.47993010e+00 2.19717131e+00 3.40703716e+00 2.72149344e-01
5.67292725e+02 1.05602711e+04 1.74083498e+00 7.79150255e+04
1.10785988e+00]
INFO:revrand.glm:Iter 6000: ELBO = -1220.7343102386558, reg = [5.9155734008649565, 3.9235882870315515], like_hypers = 12.274644158166254, basis_hypers = [ 2.45365555e+00 2.78778056e+00 2.71969660e+00 3.47400410e+01
2.78856286e+00 2.06309281e+00 3.37146636e+00 2.80856764e-01
9.97764944e+02 1.12321886e+04 1.74436362e+00 6.25960699e+04
1.09606262e+00]
INFO:revrand.glm:Iter 6500: ELBO = -1452.044921130365, reg = [6.079597839497221, 4.000741556242398], like_hypers = 12.045192050473728, basis_hypers = [ 2.40176365e+00 2.93987235e+00 2.90886814e+00 4.17649592e+01
2.94784044e+00 2.03130788e+00 3.19719096e+00 2.81941625e-01
1.55351680e+03 1.36071423e+04 1.65991477e+00 3.76290850e+04
1.15364357e+00]
INFO:revrand.glm:Iter 7000: ELBO = -1233.340528759457, reg = [6.209672865654687, 4.12733867333059], like_hypers = 11.594651796653844, basis_hypers = [ 2.40473135e+00 2.87234130e+00 2.96592986e+00 5.04779376e+01
3.18488998e+00 1.94979568e+00 3.13431854e+00 2.73105594e-01
2.73778616e+03 1.68350561e+04 1.68858451e+00 2.28145486e+04
1.12783805e+00]
INFO:revrand.glm:Iter 7500: ELBO = -1087.8630594521126, reg = [6.326636635546367, 4.169444087671916], like_hypers = 11.455458903447049, basis_hypers = [ 2.34841423e+00 3.01884157e+00 3.09726983e+00 5.87308073e+01
3.42436462e+00 1.90114533e+00 3.03922562e+00 2.74043735e-01
4.16536949e+03 2.22112682e+04 1.65215928e+00 1.18113426e+04
1.08936227e+00]
INFO:revrand.glm:Iter 8000: ELBO = -1224.0555116129883, reg = [6.42429768651748, 4.2795264563315385], like_hypers = 11.188097759181622, basis_hypers = [ 2.31891150e+00 3.00561736e+00 3.27337701e+00 6.97660148e+01
3.59676974e+00 1.92463322e+00 3.00429638e+00 2.75679249e-01
6.61283049e+03 2.86069534e+04 1.69523563e+00 6.41551200e+03
1.11702868e+00]
INFO:revrand.glm:Iter 8500: ELBO = -1185.1897130164512, reg = [6.5079829840963095, 4.342749639687953], like_hypers = 11.020088084962682, basis_hypers = [ 2.42812093e+00 3.22551809e+00 3.39430800e+00 7.87238345e+01
3.73282174e+00 1.83640537e+00 2.90811362e+00 2.73465497e-01
1.00192766e+04 4.02976043e+04 1.73179016e+00 3.38361801e+03
1.14565969e+00]
INFO:revrand.glm:Iter 9000: ELBO = -1143.2029966256634, reg = [6.571284569892035, 4.366273808631631], like_hypers = 11.104874231439302, basis_hypers = [ 2.34557119e+00 3.12005204e+00 3.49274759e+00 9.66494864e+01
4.05122112e+00 1.81865814e+00 2.95445165e+00 2.80774333e-01
1.42554461e+04 5.83895204e+04 1.69649467e+00 1.88400338e+03
1.15300606e+00]
INFO:revrand.glm:Iter 9500: ELBO = -1135.9395706757348, reg = [6.596684330304696, 4.41181882818258], like_hypers = 10.902997123276325, basis_hypers = [ 2.38371884e+00 3.15425370e+00 3.62137585e+00 1.16601418e+02
4.46567956e+00 1.84741208e+00 2.93176305e+00 2.77361667e-01
2.23090225e+04 8.70089112e+04 1.67814980e+00 1.00362128e+03
1.15068227e+00]
INFO:revrand.glm:Iter 10000: ELBO = -1132.9555616921748, reg = [6.6859061646176965, 4.467445868251871], like_hypers = 11.277403041782838, basis_hypers = [ 2.36828601e+00 3.19922774e+00 3.67194006e+00 1.47455004e+02
4.54634983e+00 1.81103757e+00 2.87323305e+00 2.78052839e-01
3.19943632e+04 1.27555183e+05 1.61762087e+00 5.33907012e+02
1.15834319e+00]
INFO:revrand.glm:Iter 10500: ELBO = -1196.3164125714968, reg = [6.69273305694869, 4.451507602624693], like_hypers = 11.021806187915468, basis_hypers = [ 2.30908321e+00 3.38274654e+00 3.77017316e+00 1.87220871e+02
4.78270614e+00 1.83108402e+00 2.88069882e+00 2.71618996e-01
4.65010100e+04 2.07999088e+05 1.63000844e+00 2.90948081e+02
1.18599601e+00]
INFO:revrand.glm:Iter 11000: ELBO = -1230.1351467597613, reg = [6.717482107264133, 4.490055468907695], like_hypers = 11.150612871582048, basis_hypers = [ 2.38408230e+00 3.44899070e+00 3.70994322e+00 2.25687902e+02
5.13990557e+00 1.74330581e+00 2.89617567e+00 2.72952115e-01
7.45335537e+04 3.27946464e+05 1.65396335e+00 1.55264299e+02
1.19722770e+00]
INFO:revrand.glm:Iter 11500: ELBO = -1117.889141587821, reg = [6.7270866269866065, 4.466677654754237], like_hypers = 11.136541383265634, basis_hypers = [ 2.34127114e+00 3.31911908e+00 3.96389938e+00 2.92116054e+02
5.39469409e+00 1.73922519e+00 2.86262581e+00 2.70331683e-01
1.10022550e+05 5.12253619e+05 1.64910850e+00 9.06119233e+01
1.13694410e+00]
INFO:revrand.glm:Iter 12000: ELBO = -1275.5755383564583, reg = [6.754997661743823, 4.493713423876212], like_hypers = 10.964988293234882, basis_hypers = [ 2.27071886e+00 3.44356433e+00 4.13335657e+00 3.55929245e+02
5.82620109e+00 1.81360303e+00 2.85679746e+00 2.77389921e-01
1.62213141e+05 8.03323984e+05 1.62060757e+00 4.79715497e+01
1.15895490e+00]
INFO:revrand.glm:Iter 12500: ELBO = -1142.016781244493, reg = [6.77934331005298, 4.5114893311990345], like_hypers = 10.665351324208324, basis_hypers = [ 2.34869798e+00 3.43758150e+00 4.29293318e+00 4.67401255e+02
6.11107794e+00 1.80912753e+00 2.92011116e+00 2.74142958e-01
2.33381239e+05 1.29601238e+06 1.62953236e+00 3.20987852e+01
1.19233442e+00]
INFO:revrand.glm:Iter 13000: ELBO = -1171.6113470462476, reg = [6.802894259666693, 4.510602725782782], like_hypers = 11.075024989228037, basis_hypers = [ 2.39981019e+00 3.38952761e+00 4.19991345e+00 6.02717110e+02
6.50362897e+00 1.77172432e+00 2.90475779e+00 2.68764290e-01
3.29819942e+05 2.00496178e+06 1.61587880e+00 2.21522113e+01
1.18903781e+00]
INFO:revrand.glm:Iter 13500: ELBO = -1327.8402300432224, reg = [6.8143042389358275, 4.5515802335483935], like_hypers = 10.751894797336275, basis_hypers = [ 2.33863846e+00 3.40071803e+00 4.46785333e+00 8.00590178e+02
7.16751098e+00 1.72590271e+00 2.89738956e+00 2.72387227e-01
4.71687886e+05 3.37997116e+06 1.63100666e+00 1.54000427e+01
1.14649150e+00]
INFO:revrand.glm:Iter 14000: ELBO = -1100.6823915842763, reg = [6.80880010772566, 4.527537261582925], like_hypers = 10.736108160461477, basis_hypers = [ 2.30995451e+00 3.41731894e+00 4.54896106e+00 1.16365883e+03
7.85424243e+00 1.73760737e+00 2.93543210e+00 2.75831927e-01
6.48799303e+05 5.40320745e+06 1.66336271e+00 1.27998328e+01
1.18398375e+00]
INFO:revrand.glm:Iter 14500: ELBO = -1300.4782745191505, reg = [6.832350272371729, 4.559094117323051], like_hypers = 10.94355958200241, basis_hypers = [ 2.43621391e+00 3.33710398e+00 4.61817600e+00 1.54015572e+03
8.58789342e+00 1.75314974e+00 2.93177587e+00 2.78530963e-01
9.38943217e+05 9.17595960e+06 1.60239366e+00 9.72075981e+00
1.20828411e+00]
INFO:revrand.glm:Iter 15000: ELBO = -1108.9150074230738, reg = [6.875925881436421, 4.594197317553196], like_hypers = 10.827326125103884, basis_hypers = [ 2.35531137e+00 3.39538774e+00 4.81341558e+00 2.14806836e+03
9.31384898e+00 1.69527739e+00 2.92565784e+00 2.76053923e-01
1.29380989e+06 1.52580201e+07 1.65132304e+00 8.47718000e+00
1.19166867e+00]
INFO:revrand.glm:Iter 15500: ELBO = -1135.6938884001365, reg = [6.94114753123724, 4.569689506092909], like_hypers = 10.683103693266789, basis_hypers = [ 2.46529673e+00 3.51042289e+00 4.99415209e+00 2.92153570e+03
1.08634002e+01 1.72026275e+00 2.90246146e+00 2.72015074e-01
1.86426957e+06 2.44885378e+07 1.62626600e+00 7.33258419e+00
1.21015010e+00]
INFO:revrand.glm:Iter 16000: ELBO = -1349.8129224997172, reg = [6.908684576652036, 4.589004612127176], like_hypers = 10.713014117106377, basis_hypers = [ 2.33322348e+00 3.39126196e+00 5.00565424e+00 3.99729422e+03
1.26278091e+01 1.73716103e+00 3.04414334e+00 2.67272669e-01
2.46794156e+06 3.89442014e+07 1.60014420e+00 6.48246988e+00
1.19773649e+00]
INFO:revrand.glm:Iter 16500: ELBO = -1119.6516121091581, reg = [6.958553129970935, 4.610071611670861], like_hypers = 10.617978991726712, basis_hypers = [ 2.45331066e+00 3.44543536e+00 5.22558080e+00 5.66511650e+03
1.43487237e+01 1.77202858e+00 3.03287995e+00 2.72827132e-01
3.42039602e+06 5.93822237e+07 1.57306869e+00 6.06764548e+00
1.18472685e+00]
INFO:revrand.glm:Iter 17000: ELBO = -1328.2615794455744, reg = [6.988351017774713, 4.645135588938596], like_hypers = 10.366940215642781, basis_hypers = [ 2.37147771e+00 3.36162462e+00 5.25188976e+00 7.52154786e+03
1.78803752e+01 1.76009617e+00 2.97015497e+00 2.68609506e-01
5.04120354e+06 8.94267868e+07 1.59367199e+00 5.56053638e+00
1.24171133e+00]
INFO:revrand.glm:Iter 17500: ELBO = -1536.3777713740888, reg = [7.00837660201243, 4.585277814509893], like_hypers = 10.61620873782972, basis_hypers = [ 2.36166123e+00 3.36152329e+00 5.46200445e+00 1.04782780e+04
2.22718633e+01 1.77578428e+00 3.11175637e+00 2.70645434e-01
7.46846249e+06 1.33003555e+08 1.61847279e+00 5.27777110e+00
1.22364871e+00]
INFO:revrand.glm:Iter 18000: ELBO = -1272.148411084249, reg = [7.063459916972548, 4.612523631170262], like_hypers = 10.990509614307937, basis_hypers = [ 2.39357746e+00 3.28895368e+00 5.53945978e+00 1.45064791e+04
2.61879502e+01 1.74457705e+00 2.97630356e+00 2.68539873e-01
1.15194758e+07 1.82485284e+08 1.59325647e+00 4.92753143e+00
1.20201199e+00]
INFO:revrand.glm:Iter 18500: ELBO = -1385.5753927966289, reg = [7.069727422738464, 4.609218727727169], like_hypers = 10.211697467500564, basis_hypers = [ 2.39253631e+00 3.38628396e+00 5.46975596e+00 1.88564491e+04
3.49715150e+01 1.78062343e+00 3.14901573e+00 2.75089423e-01
1.67094448e+07 2.36976858e+08 1.61380066e+00 4.88147851e+00
1.23352667e+00]
INFO:revrand.glm:Iter 19000: ELBO = -1215.293091462587, reg = [7.078535327238787, 4.625805119893414], like_hypers = 10.54095013784794, basis_hypers = [ 2.42488953e+00 3.28426843e+00 5.61805486e+00 2.50991809e+04
4.48012778e+01 1.72876546e+00 3.06406552e+00 2.69103796e-01
2.62034622e+07 3.03181322e+08 1.63376840e+00 4.62045877e+00
1.21464944e+00]
INFO:revrand.glm:Iter 19500: ELBO = -1188.2479879954155, reg = [7.113222446094542, 4.621079111850556], like_hypers = 10.372911045378329, basis_hypers = [ 2.45186912e+00 3.43362156e+00 6.11202704e+00 3.15982508e+04
6.11594073e+01 1.71740727e+00 3.13316857e+00 2.71516425e-01
3.99436371e+07 3.73771041e+08 1.62616530e+00 4.44323700e+00
1.20576380e+00]
INFO:revrand.glm:Iter 20000: ELBO = -1190.253719571659, reg = [7.107145349782004, 4.593478131961395], like_hypers = 10.358193629887694, basis_hypers = [ 2.49365588e+00 3.21771949e+00 5.70940760e+00 4.22862849e+04
7.68245638e+01 1.76804456e+00 3.30926768e+00 2.73312753e-01
5.26010136e+07 4.53717208e+08 1.66842205e+00 4.47291822e+00
1.24439006e+00]
INFO:revrand.glm:Iter 20500: ELBO = -1334.423430553159, reg = [7.141419143547817, 4.598137121359459], like_hypers = 10.454726129320242, basis_hypers = [ 2.44607637e+00 3.26314468e+00 6.01699102e+00 5.63575077e+04
1.07037807e+02 1.77389653e+00 3.16485246e+00 2.82725740e-01
7.57283316e+07 5.23942432e+08 1.64208815e+00 4.41852928e+00
1.26010276e+00]
INFO:revrand.glm:Iter 21000: ELBO = -1111.565317360818, reg = [7.166745439323365, 4.596529579975006], like_hypers = 10.497864905307301, basis_hypers = [ 2.37747249e+00 3.17885921e+00 5.95611166e+00 7.56924853e+04
1.46214853e+02 1.81093639e+00 3.19153213e+00 2.71060198e-01
1.08101961e+08 6.02078657e+08 1.62312417e+00 4.37220263e+00
1.26731630e+00]
INFO:revrand.glm:Iter 21500: ELBO = -1171.431220102571, reg = [7.15742588826228, 4.606306089537014], like_hypers = 10.314054483098271, basis_hypers = [ 2.39738459e+00 3.14298987e+00 6.05906482e+00 9.79836442e+04
2.12028373e+02 1.77720228e+00 3.09766582e+00 2.66660915e-01
1.41149826e+08 6.75021177e+08 1.65670919e+00 4.12665736e+00
1.20272470e+00]
INFO:revrand.glm:Iter 22000: ELBO = -1153.114820666556, reg = [7.177358313576192, 4.601288772164548], like_hypers = 10.692894881551343, basis_hypers = [ 2.36476882e+00 3.18153978e+00 5.87345067e+00 1.34942033e+05
3.18041823e+02 1.76186784e+00 3.19409421e+00 2.67837699e-01
1.85146047e+08 7.52608348e+08 1.60240753e+00 4.27356672e+00
1.22122598e+00]
INFO:revrand.glm:Iter 22500: ELBO = -1105.0896481677757, reg = [7.209118565490613, 4.63930255339062], like_hypers = 10.904499270760825, basis_hypers = [ 2.39663388e+00 3.18348975e+00 5.99990602e+00 1.83921320e+05
4.57658300e+02 1.71696898e+00 3.05564152e+00 2.70789539e-01
2.31824017e+08 8.28678164e+08 1.56629846e+00 4.24136492e+00
1.19250433e+00]
INFO:revrand.glm:Iter 23000: ELBO = -1170.0556424191052, reg = [7.203361505085045, 4.612786568671705], like_hypers = 10.581158708728495, basis_hypers = [ 2.39973997e+00 3.15947470e+00 6.24956547e+00 2.26580755e+05
6.53612314e+02 1.80621825e+00 3.12151767e+00 2.65216093e-01
2.94716060e+08 9.10008346e+08 1.62354162e+00 4.03960119e+00
1.24103392e+00]
INFO:revrand.glm:Iter 23500: ELBO = -1122.8755391855707, reg = [7.216165695579293, 4.605098907205416], like_hypers = 10.413388001143108, basis_hypers = [ 2.44503575e+00 3.13330249e+00 6.35346089e+00 3.02058981e+05
1.00430975e+03 1.78450113e+00 3.11831171e+00 2.76655804e-01
3.51861315e+08 9.92969917e+08 1.64087888e+00 4.13946036e+00
1.20650104e+00]
INFO:revrand.glm:Iter 24000: ELBO = -1199.8906355032325, reg = [7.2077539538773845, 4.58933787138658], like_hypers = 10.463846287212863, basis_hypers = [ 2.44651083e+00 3.07100105e+00 6.53748964e+00 3.79569145e+05
1.48480135e+03 1.83899881e+00 3.10911613e+00 2.68911115e-01
4.12920505e+08 1.07836485e+09 1.59491592e+00 4.02277418e+00
1.27593724e+00]
INFO:revrand.glm:Iter 24500: ELBO = -1245.9564026508344, reg = [7.230870387848409, 4.556592265504545], like_hypers = 10.433468733363014, basis_hypers = [ 2.45860628e+00 3.22188670e+00 6.62069152e+00 4.88605941e+05
2.28398583e+03 1.80100879e+00 3.12862618e+00 2.66690756e-01
4.86371061e+08 1.15506336e+09 1.60757349e+00 3.94048154e+00
1.25962870e+00]
INFO:revrand.glm:Iter 25000: ELBO = -1398.5013247950696, reg = [7.183453632516093, 4.571206072131419], like_hypers = 10.509973208994392, basis_hypers = [ 2.32355575e+00 3.10614068e+00 6.47283715e+00 6.94681366e+05
3.72044651e+03 1.73072338e+00 3.22915775e+00 2.74112319e-01
5.49220024e+08 1.24602721e+09 1.61406432e+00 3.99742650e+00
1.22127932e+00]
INFO:revrand.glm:Iter 25500: ELBO = -1187.8765764078305, reg = [7.237687999034507, 4.602303109786422], like_hypers = 10.759070637978176, basis_hypers = [ 2.43159821e+00 3.19299778e+00 6.47465408e+00 9.39387949e+05
5.75798757e+03 1.75676236e+00 3.02513462e+00 2.76457611e-01
6.29296302e+08 1.33239569e+09 1.67110127e+00 4.07835121e+00
1.19020474e+00]
INFO:revrand.glm:Iter 26000: ELBO = -1123.073449642617, reg = [7.232771051317358, 4.586036638236546], like_hypers = 10.413441468790149, basis_hypers = [ 2.45125950e+00 2.95132910e+00 6.83759173e+00 1.17937177e+06
9.46716426e+03 1.74133503e+00 3.29670470e+00 2.72323203e-01
7.00067415e+08 1.42672490e+09 1.61143869e+00 4.01824569e+00
1.24552651e+00]
INFO:revrand.glm:Iter 26500: ELBO = -1358.9449488860544, reg = [7.247716569852025, 4.6053298967912255], like_hypers = 10.727459552519496, basis_hypers = [ 2.32693566e+00 3.12955290e+00 6.96315754e+00 1.56001716e+06
1.36731506e+04 1.79976477e+00 3.11777015e+00 2.68839636e-01
7.70329054e+08 1.51232604e+09 1.61948896e+00 3.92947966e+00
1.26323113e+00]
INFO:revrand.glm:Iter 27000: ELBO = -1436.9176152864684, reg = [7.217149908037209, 4.597228206961564], like_hypers = 10.140948814779133, basis_hypers = [ 2.48315843e+00 2.93882271e+00 7.02154223e+00 2.12522956e+06
2.11537654e+04 1.83694545e+00 3.12071081e+00 2.73165904e-01
8.59276071e+08 1.59963154e+09 1.58988077e+00 3.92567027e+00
1.23940481e+00]
INFO:revrand.glm:Iter 27500: ELBO = -1167.2485775280502, reg = [7.272753966935854, 4.574662817744319], like_hypers = 10.556040126241886, basis_hypers = [ 2.41646285e+00 3.03519689e+00 7.31503974e+00 2.95542175e+06
3.21492153e+04 1.79440498e+00 3.21746288e+00 2.68390679e-01
9.32547202e+08 1.70572219e+09 1.63136172e+00 3.94867525e+00
1.25466203e+00]
INFO:revrand.glm:Iter 28000: ELBO = -1365.1730994500608, reg = [7.286318438526772, 4.592218451142472], like_hypers = 10.555598045897876, basis_hypers = [ 2.41031202e+00 3.17920093e+00 7.46583987e+00 4.00438305e+06
4.91893674e+04 1.74205604e+00 3.07646237e+00 2.73111284e-01
1.00779120e+09 1.80744087e+09 1.62093896e+00 3.88720482e+00
1.18488583e+00]
INFO:revrand.glm:Iter 28500: ELBO = -1143.8706644981655, reg = [7.230678648742918, 4.5845877320901405], like_hypers = 10.318606083261397, basis_hypers = [ 2.39087626e+00 3.00104168e+00 7.41896201e+00 5.21680654e+06
7.29701778e+04 1.73569950e+00 3.25229817e+00 2.74999558e-01
1.09224776e+09 1.91118141e+09 1.60960714e+00 3.81219451e+00
1.28251639e+00]
INFO:revrand.glm:Iter 29000: ELBO = -1173.8376787167908, reg = [7.249119756313042, 4.577931935138341], like_hypers = 10.564853933454463, basis_hypers = [ 2.41029011e+00 3.05849179e+00 7.57883562e+00 7.65730648e+06
1.10775482e+05 1.76914363e+00 3.18838126e+00 2.67030551e-01
1.17957583e+09 2.01113379e+09 1.60290193e+00 3.81538115e+00
1.22147625e+00]
INFO:revrand.glm:Iter 29500: ELBO = -1107.878835581524, reg = [7.2832424357899646, 4.593956881358138], like_hypers = 10.625551279771386, basis_hypers = [ 2.45749962e+00 2.96476453e+00 7.73990194e+00 1.03469825e+07
1.65878433e+05 1.76686107e+00 3.19597349e+00 2.72539497e-01
1.25990924e+09 2.09515060e+09 1.60563952e+00 3.91808945e+00
1.22158000e+00]
INFO:revrand.glm:Iter 30000: ELBO = -1167.3771341847582, reg = [7.287513226840583, 4.625004299747059], like_hypers = 10.398748101840464, basis_hypers = [ 2.40233678e+00 2.98611894e+00 7.94321590e+00 1.43171977e+07
2.54023745e+05 1.79481529e+00 3.08513670e+00 2.74344002e-01
1.35539468e+09 2.19656916e+09 1.65192305e+00 4.00348863e+00
1.18484350e+00]
INFO:revrand.glm:Iter 30500: ELBO = -1434.3940680763344, reg = [7.262580894259826, 4.604719295131545], like_hypers = 10.404641429671942, basis_hypers = [ 2.39111415e+00 3.07525098e+00 7.86703824e+00 2.04499772e+07
3.98576574e+05 1.76910011e+00 3.25292861e+00 2.69316082e-01
1.44086196e+09 2.31294200e+09 1.61511742e+00 3.92595415e+00
1.24490494e+00]
INFO:revrand.glm:Iter 31000: ELBO = -1201.2594831409947, reg = [7.302905888419244, 4.61249839806561], like_hypers = 10.407830504257202, basis_hypers = [ 2.37700348e+00 3.18610228e+00 8.63423457e+00 2.61529710e+07
5.65568053e+05 1.72784346e+00 3.06180525e+00 2.71145236e-01
1.53340201e+09 2.41049173e+09 1.62824159e+00 3.83291241e+00
1.20767886e+00]
INFO:revrand.glm:Iter 31500: ELBO = -1167.5604101118452, reg = [7.286937222036288, 4.573132142529978], like_hypers = 10.325324183023323, basis_hypers = [ 2.37260546e+00 3.04281028e+00 8.78520878e+00 3.52566510e+07
8.36230306e+05 1.82468244e+00 3.27712097e+00 2.71995853e-01
1.61825056e+09 2.52550917e+09 1.61763984e+00 3.83107032e+00
1.24453601e+00]
INFO:revrand.glm:Iter 32000: ELBO = -1200.4607981912109, reg = [7.275208770894763, 4.596944927955306], like_hypers = 10.373467608123446, basis_hypers = [ 2.38089056e+00 3.01212206e+00 8.77068764e+00 4.73124733e+07
1.23784099e+06 1.76260112e+00 3.15201123e+00 2.75615251e-01
1.70222275e+09 2.64170822e+09 1.58394393e+00 3.91607464e+00
1.20948907e+00]
INFO:revrand.glm:Iter 32500: ELBO = -1138.2199975608746, reg = [7.274156333137897, 4.604592143140367], like_hypers = 10.372752630879134, basis_hypers = [ 2.31653070e+00 2.99091669e+00 9.01571047e+00 6.33445538e+07
1.80115470e+06 1.77124790e+00 3.23355419e+00 2.76340094e-01
1.79094233e+09 2.75496979e+09 1.61328269e+00 3.95523328e+00
1.24535180e+00]
INFO:revrand.glm:Iter 33000: ELBO = -1219.6345508450822, reg = [7.30998708609093, 4.613603987879686], like_hypers = 10.501441222773396, basis_hypers = [ 2.41881594e+00 3.12004311e+00 9.37475494e+00 8.25497720e+07
2.62560615e+06 1.77180307e+00 3.28659510e+00 2.67698533e-01
1.86960094e+09 2.87923908e+09 1.55557621e+00 4.03038519e+00
1.23626598e+00]
INFO:revrand.glm:Iter 33500: ELBO = -1140.539080430462, reg = [7.269850816175294, 4.585134743684075], like_hypers = 10.385501739964868, basis_hypers = [ 2.42197935e+00 3.11602504e+00 1.01364622e+01 1.06281454e+08
3.66782975e+06 1.80874021e+00 3.23610682e+00 2.69090479e-01
1.95972877e+09 2.99095756e+09 1.58485904e+00 3.96017614e+00
1.22468198e+00]
INFO:revrand.glm:Iter 34000: ELBO = -1352.8609680497518, reg = [7.309071516322898, 4.549809077637585], like_hypers = 10.185669914327049, basis_hypers = [ 2.28068130e+00 3.02511197e+00 1.06028342e+01 1.33934615e+08
5.15708618e+06 1.83370229e+00 3.35182405e+00 2.66646335e-01
2.05560667e+09 3.10850653e+09 1.67081987e+00 4.26813928e+00
1.26021617e+00]
INFO:revrand.glm:Iter 34500: ELBO = -1390.3027920612278, reg = [7.235280269568802, 4.57144009523871], like_hypers = 10.096013704912277, basis_hypers = [ 2.41208899e+00 3.11978264e+00 1.12591337e+01 1.65685464e+08
6.87559817e+06 1.75814584e+00 3.37689647e+00 2.68452568e-01
2.14593276e+09 3.23006130e+09 1.65732636e+00 3.95600969e+00
1.24544967e+00]
INFO:revrand.glm:Iter 35000: ELBO = -1144.438743914317, reg = [7.237437988252005, 4.575435618212183], like_hypers = 10.34206993646005, basis_hypers = [ 2.34366136e+00 3.06442171e+00 1.22676418e+01 2.05695104e+08
9.09263818e+06 1.72932470e+00 3.29520000e+00 2.69064182e-01
2.23526235e+09 3.36419453e+09 1.61596953e+00 4.02230248e+00
1.21916168e+00]
INFO:revrand.glm:Iter 35500: ELBO = -1146.0290701351535, reg = [7.235132580098088, 4.596410649033284], like_hypers = 10.024755544967855, basis_hypers = [ 2.32297942e+00 3.12684064e+00 1.37855047e+01 2.45667698e+08
1.14105082e+07 1.77982320e+00 3.26777069e+00 2.74198460e-01
2.32090219e+09 3.48797103e+09 1.59521379e+00 4.00755651e+00
1.25779629e+00]
INFO:revrand.glm:Iter 36000: ELBO = -1120.3528123881485, reg = [7.296487278046895, 4.5989656083376715], like_hypers = 10.676834906688098, basis_hypers = [ 2.43162552e+00 3.15695203e+00 1.46377565e+01 3.03026667e+08
1.49067425e+07 1.78210685e+00 3.27246916e+00 2.70671434e-01
2.40563601e+09 3.62116641e+09 1.60638609e+00 3.99084684e+00
1.24554695e+00]
INFO:revrand.glm:Iter 36500: ELBO = -1171.136335445412, reg = [7.266660374847954, 4.604282602341437], like_hypers = 10.445355761368232, basis_hypers = [ 2.35656652e+00 3.18389425e+00 1.71859623e+01 3.57112385e+08
1.88693140e+07 1.79214424e+00 3.29703357e+00 2.68588923e-01
2.47637605e+09 3.75435401e+09 1.57744094e+00 4.01917753e+00
1.24254285e+00]
INFO:revrand.glm:Iter 37000: ELBO = -1155.0104652611367, reg = [7.244537818994189, 4.5730955355968295], like_hypers = 10.19527558884771, basis_hypers = [ 2.34281573e+00 3.11152211e+00 1.97621216e+01 4.30337701e+08
2.21576427e+07 1.72039366e+00 3.42127853e+00 2.76495315e-01
2.55890848e+09 3.89999873e+09 1.60315111e+00 4.10764225e+00
1.23717350e+00]
INFO:revrand.glm:Iter 37500: ELBO = -1205.1356863510666, reg = [7.250901664487688, 4.576542993434345], like_hypers = 10.339939003067697, basis_hypers = [ 2.40903434e+00 3.16689541e+00 2.25355288e+01 4.93576834e+08
2.55478966e+07 1.74045540e+00 3.40150550e+00 2.70418323e-01
2.64248049e+09 4.04538083e+09 1.57832703e+00 3.99837594e+00
1.21992388e+00]
INFO:revrand.glm:Iter 38000: ELBO = -1215.2415787993207, reg = [7.276415248719505, 4.5735501997370545], like_hypers = 10.583914472395099, basis_hypers = [ 2.37153824e+00 3.12387073e+00 2.62827631e+01 5.81944306e+08
3.01382823e+07 1.72953373e+00 3.34152654e+00 2.66072155e-01
2.73350615e+09 4.19428000e+09 1.54316604e+00 3.90388509e+00
1.18086560e+00]
INFO:revrand.glm:Iter 38500: ELBO = -1176.0230331010466, reg = [7.259462680286316, 4.562102176912495], like_hypers = 10.17996420270975, basis_hypers = [ 2.43524635e+00 3.14186073e+00 3.08332814e+01 6.63123229e+08
3.52134643e+07 1.81979592e+00 3.40732296e+00 2.69474332e-01
2.81499032e+09 4.34982138e+09 1.55421312e+00 4.14906365e+00
1.23317692e+00]
INFO:revrand.glm:Iter 39000: ELBO = -1209.1825982050516, reg = [7.280021688494136, 4.582797001078228], like_hypers = 10.417749749375036, basis_hypers = [ 2.40546840e+00 3.13813899e+00 3.89827167e+01 7.61215825e+08
3.66356553e+07 1.70318810e+00 3.47694479e+00 2.65551139e-01
2.89536903e+09 4.51035814e+09 1.57028080e+00 4.10558102e+00
1.24943613e+00]
INFO:revrand.glm:Iter 39500: ELBO = -1320.518800790051, reg = [7.267729725320484, 4.583543689193412], like_hypers = 10.314381137064741, basis_hypers = [ 2.35593152e+00 3.17877444e+00 5.34985437e+01 8.47663319e+08
3.84828896e+07 1.76521752e+00 3.37440227e+00 2.66424938e-01
2.96495733e+09 4.67478835e+09 1.53872002e+00 4.08191063e+00
1.25178730e+00]
INFO:revrand.glm:Iter 39999: ELBO = -1108.4000529029495, reg = [7.271749417503453, 4.604932599007632], like_hypers = 10.624309511712726, basis_hypers = [ 2.47070448e+00 3.23710757e+00 6.95467443e+01 9.51383725e+08
4.09017496e+07 1.80666657e+00 3.51395019e+00 2.62900004e-01
3.06192574e+09 4.85224054e+09 1.52493685e+00 4.30742538e+00
1.22829396e+00]
INFO:revrand.glm:Finished! reg = [7.270426114789159, 4.603567063275233], likelihood_hypers = 10.633549875108312, basis_hypers = [ 2.46622206e+00 3.24614331e+00 6.95153039e+01 9.51762605e+08
4.09463450e+07 1.80876482e+00 3.51822223e+00 2.63014187e-01
3.06217384e+09 4.85305326e+09 1.52608100e+00 4.30571238e+00
1.23276943e+00], message: maxiter reached.
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.slm:ELBO = -1834.8250867787388, var = 2.0412984194302566, reg = [30.158370520509706, 1.3398380344255312], bparams = [ 9.80012619 2.11445147 2.04021461 0.45651524 2.03073343
13.06162466 18.02105017 15.29900249 0.88481198 9.48463711
13.14294935 5.04267305 11.04604081].
Fold 3
INFO:revrand.slm:ELBO = -13434.119818394674, var = 0.2725833877130137, reg = [2.6399133261283012, 1.8948138993198071], bparams = [ 8.68916526 10.90902181 38.68281726 27.04330733 29.75199538
25.34593977 1.35689275 33.39136638 0.57703609 68.60449635
9.36316021 35.09841878 37.09750902].
INFO:revrand.slm:ELBO = -3858.544481424893, var = 1.0368120533649543, reg = [6.6443965326813768, 5.4449098912780238], bparams = [ 21.23816823 53.28929687 9.6003747 14.8652779 10.06433465
20.76320757 5.12487428 26.90948038 13.4303451 1.38640734
28.27231374 35.49103716 14.04994954].
INFO:revrand.slm:ELBO = -78458.86695327511, var = 0.03211343262920676, reg = [0.70950925378239038, 11.973630676370226], bparams = [ 4.40907685 2.52402882 2.81271817 16.27468012 10.38200448
4.07736802 2.37918345 5.91939991 14.16637349 19.87531641
46.52561614 2.94848093 26.19146792].
INFO:revrand.slm:ELBO = -5793.070404713948, var = 0.6005721132949257, reg = [14.999435380108102, 29.999078527702064], bparams = [ 21.45518857 11.34690195 23.00098766 8.03336561 4.16751822
72.1190671 17.69010059 19.72878314 31.21330992 1.64830209
0.44405174 5.98406712 47.03183072].
INFO:revrand.slm:ELBO = -5742.000800717422, var = 0.5448866393224502, reg = [11.425683123653755, 7.7731098549813273], bparams = [ 28.5235837 10.07430733 19.43605239 35.49485045 5.46312528
18.25588303 1.44083932 28.04481843 25.61623008 7.61723905
1.04013159 17.6427927 36.77707272].
INFO:revrand.slm:ELBO = -3850.586984299858, var = 1.1375592377847368, reg = [12.975018363344212, 13.114576930790671], bparams = [ 35.90581874 13.64788011 5.42814871 2.19401195 3.12412917
23.26380802 9.35024661 31.25620255 10.3265413 82.08416193
23.32023741 2.46586988 77.5530977 ].
INFO:revrand.slm:ELBO = -5362.938797798883, var = 0.633420366514018, reg = [2.1524282017249652, 6.9442365649662037], bparams = [ 4.15939137 7.03978289 12.62731899 20.53848695 28.14893343
10.2322388 0.19981314 4.34849407 61.46898168 21.24616358
3.11287217 20.71735225 4.98422315].
INFO:revrand.slm:ELBO = -121722.9117858429, var = 0.01770463762939619, reg = [1.6873366157863243, 37.927127453177377], bparams = [ 5.41236691 29.27854497 21.04238087 39.5492158 2.30460403
11.5635945 24.99373871 30.80843105 30.35671173 14.51767669
0.43024332 76.88162486 21.13789638].
INFO:revrand.slm:ELBO = -3838.32822678108, var = 0.9835485801733723, reg = [7.6871391572070804, 1.1502127410162009], bparams = [ 7.95142503 4.00569547 4.10418143 52.2747049 12.31281844
7.60167979 40.38388021 71.88863337 40.91775846 5.81083536
14.44478666 32.49705136 10.0328952 ].
INFO:revrand.slm:ELBO = -3624.5856596016333, var = 1.0132059943719527, reg = [6.7806146629751396, 2.7728768236163366], bparams = [ 8.03605831 2.19967756 42.60163801 18.20050606 4.49512635
4.36672706 12.71421702 20.69230248 13.13968276 12.60050877
52.63402954 14.06223218 11.06745701].
INFO:revrand.slm:ELBO = -13656.268210972961, var = 0.208184656710376, reg = [0.72395641586023607, 9.9760608637150625], bparams = [ 70.18601608 16.15162962 23.36065399 26.03582053 13.39079735
23.12929345 24.91542842 10.62888141 11.98781958 1.79655075
6.0044625 50.66946704 1.03840859].
INFO:revrand.slm:ELBO = -1700.2279527285518, var = 2.847535403080441, reg = [14.593960259089776, 2.4372797753736828], bparams = [ 4.3617702 5.46538905 5.21321014 11.59211621 55.66476902 3.42073
19.27943049 2.87763079 11.42692081 28.26618413 18.97094681
40.03348291 16.70672935].
INFO:revrand.slm:ELBO = -11446.025882562073, var = 0.18128408866078494, reg = [3.9389135731348031, 27.837672874589185], bparams = [ 10.21195809 0.30404835 18.0688583 6.25913036 24.77243027
10.97760376 22.0940506 0.78630984 33.00447571 16.7721377
1.65192239 23.20912684 12.97523329].
INFO:revrand.slm:ELBO = -2213.731756071138, var = 2.2235394566866042, reg = [7.8629182167663849, 3.4820481604819302], bparams = [ 8.59712924 7.82707251 14.05927836 29.19568907 51.3665564
6.94568895 2.45406353 36.48790776 7.21824441 6.50221842
10.55051876 10.47788929 78.49914115].
INFO:revrand.slm:ELBO = -11888.06945344208, var = 0.2033642653507555, reg = [10.810423299225722, 3.2977713972575788], bparams = [ 0.7133578 7.89777855 38.38299648 19.30503447 12.5126083
17.01069358 8.50239917 2.4844156 5.60540469 56.83663915
41.28267605 14.66251056 14.08250912].
INFO:revrand.slm:ELBO = -76287.26707063604, var = 0.022066874376066612, reg = [22.988589433572383, 17.686777925341865], bparams = [ 24.19411108 25.79926348 28.67625922 26.43439356 32.97520077
15.34848911 15.49509349 12.39030596 15.75369102 59.55757316
47.4008662 0.61773709 12.14876251].
INFO:revrand.slm:ELBO = -10866.667083454335, var = 0.27932806962197587, reg = [8.8997584795463496, 10.472278361942561], bparams = [ 0.99401516 2.01459016 11.12180489 9.85066083 83.49127878
18.38267941 0.65294489 52.07359034 19.04454795 12.15193004
14.44859975 6.38179026 34.4042196 ].
INFO:revrand.slm:ELBO = -3148.6461171570045, var = 0.7819008577859937, reg = [21.379468796743573, 13.847585356705254], bparams = [ 17.81323667 21.64629643 29.01816783 8.05657872 4.59833773
2.5194772 7.70538071 37.24886826 7.29381522 5.50849546
14.13486598 15.69262215 6.36479103].
INFO:revrand.slm:ELBO = -1617.9957952660955, var = 5.128018511173209, reg = [16.848811837407858, 1.874544188443835], bparams = [ 43.00218634 6.9667816 9.49886049 14.3765314 46.72433234
18.26085369 21.85060599 102.86862613 16.15106847 8.03887455
22.42544619 17.81172703 75.21238039].
INFO:revrand.slm:ELBO = -6405.518787980927, var = 0.6333660485801176, reg = [4.1016948034355352, 0.78059415020169454], bparams = [ 68.01328988 25.09063411 13.24853292 19.77701136 7.71213281
17.71648886 50.97553053 18.40564717 46.32428714 29.52023125
32.31659049 0.31368947 24.77897219].
INFO:revrand.slm:ELBO = -3569.192380394067, var = 0.668852703277217, reg = [31.563112824558033, 21.106471694774509], bparams = [ 19.56074734 31.24579023 4.3469337 22.08182554 2.02294955
10.36326038 10.70696915 12.32231891 12.17080426 0.32958235
73.83139877 16.17907964 28.54222467].
INFO:revrand.slm:ELBO = -13609.002542668904, var = 0.22495682494262656, reg = [9.5946513666921245, 5.2569642600044446], bparams = [ 0.93321844 5.96666945 0.56332238 23.83313448 3.4082064
86.34562937 62.53816439 17.14022722 5.29771187 19.5816231
21.99230093 2.53375941 35.63689131].
INFO:revrand.slm:ELBO = -7273.864192987259, var = 0.5926584559339563, reg = [5.942141583367234, 12.317633561497301], bparams = [ 7.5231981 11.68167944 10.90725595 7.37711349 17.02091978
78.15939721 62.18596002 6.55686634 4.20936507 17.41761891
12.85372104 2.43561271 36.67124505].
INFO:revrand.slm:ELBO = -4886.145145394688, var = 0.2899847772422514, reg = [11.721899590796019, 29.255114691664911], bparams = [ 13.02637977 2.54763096 7.57975551 5.52877793 3.22823541
3.54929862 16.44055063 11.95391125 2.34472435 25.73626874
0.11640881 8.82675915 4.38206886].
INFO:revrand.slm:ELBO = -2652.167202409627, var = 2.0136079786455228, reg = [2.6464823709272816, 5.3670882557976647], bparams = [ 10.07735751 5.11631816 3.28055852 12.61013593 21.70503142
14.64534758 7.08091787 17.53768327 4.30026797 3.96541603
14.77757386 16.70788277 12.52437828].
INFO:revrand.slm:ELBO = -2988.454714129339, var = 1.6243237523400156, reg = [5.279564085524652, 0.09172283776743409], bparams = [ 27.01664856 3.2760846 11.88712347 17.52635107 9.24716519
37.91245713 20.28558034 18.79900566 0.93009551 1.69350567
36.33916693 10.59758431 4.59464516].
INFO:revrand.slm:ELBO = -4962.693149194087, var = 0.7527061307683441, reg = [1.2706048502661562, 0.48145557449741616], bparams = [ 10.01061864 6.14231393 8.37170755 8.5778413 17.96996842
28.45976677 50.95042452 10.70808693 66.03138103 0.41275211
1.09241187 0.38207471 9.41877189].
INFO:revrand.slm:ELBO = -2230.775072781628, var = 2.407896860815665, reg = [9.3469922128982237, 11.530119266214033], bparams = [ 3.01659794 6.47163902 6.84214919 8.59636902 6.33073718
18.75562119 33.79766624 16.54065447 4.32009687 5.10187361
5.64224976 14.50090837 15.04833009].
INFO:revrand.slm:ELBO = -1830.210661852423, var = 2.4543379489148958, reg = [11.407477926105717, 19.124444274817876], bparams = [ 63.80479188 9.781694 30.81120906 18.97429995 1.9308969
53.14737487 12.65114715 27.93991682 20.42336178 32.8734433
2.99510433 2.10288495 0.91876842].
INFO:revrand.slm:ELBO = -3309.675136977812, var = 1.2936627230933158, reg = [8.4247467726808534, 3.2219041467184431], bparams = [ 8.11990076e-02 4.36480497e+00 6.54913533e+00 6.14660873e+01
8.75795656e+01 2.46877829e+01 2.14385359e+01 2.65676681e+01
2.00150900e+01 4.58708653e+00 2.46345238e+01 2.14489520e+01
6.52936174e+01].
INFO:revrand.slm:ELBO = -11720.454667342994, var = 0.20815611855867933, reg = [31.537385851516447, 2.7381729029080719], bparams = [ 27.63780305 35.61921757 7.88778387 26.52622403 41.90107369
16.13071193 45.78890668 2.19376502 2.90864746 2.74429737
39.03527169 10.31892576 31.8206132 ].
INFO:revrand.slm:ELBO = -51353.699947053814, var = 0.021314283557767832, reg = [20.997033160973171, 8.0590421130023628], bparams = [ 1.30849628 4.09650713 52.74154782 14.76777979 27.56510502
3.85679851 5.17465661 52.11797117 59.40265316 5.70796686
7.33406874 7.29263721 4.3618364 ].
INFO:revrand.slm:ELBO = -80027.72871053066, var = 0.04113307522894747, reg = [19.778094934320766, 0.93573675808384116], bparams = [ 20.89449942 28.74489642 25.49997418 31.39718899 46.67289943
60.16829019 24.70069036 11.29101127 33.34784967 98.54098367
19.92980629 29.13971884 13.30374543].
INFO:revrand.slm:ELBO = -2574.5662880664718, var = 2.022471532503782, reg = [10.226064566094799, 3.2676582359639776], bparams = [ 12.65223709 26.05983198 8.60784361 14.92621873 30.33001097
20.35137082 25.70998601 26.4313478 8.97926368 42.83457043
3.08691265 3.73410224 23.7781761 ].
INFO:revrand.slm:ELBO = -38065.64861240583, var = 0.0777894760561171, reg = [14.587793826076147, 25.101074489446336], bparams = [ 31.90117146 1.26838575 3.31803094 33.40629701 41.26662837
27.03086301 17.01117413 18.21552808 10.58859654 22.52708192
9.20921582 22.29636032 31.77496745].
INFO:revrand.slm:ELBO = -75400.59459951418, var = 0.021967590304928612, reg = [1.4816045676511074, 0.57095408245764478], bparams = [ 11.49722975 12.99203059 43.23281124 18.3985058 24.26680827
14.50419778 13.50232075 15.33607105 23.85369061 0.72428101
0.18015507 7.44006787 5.91606874].
INFO:revrand.slm:ELBO = -2741.817802047921, var = 1.2295121366279653, reg = [12.337112551277761, 8.9720947301876848], bparams = [ 32.65157447 12.575089 9.25995021 27.03768222 3.88128772
11.70174056 49.97382498 44.53640734 0.74530963 1.55070937
1.49211624 50.00372944 7.72945588].
INFO:revrand.slm:ELBO = -5788.188183869954, var = 0.6042540567568284, reg = [1.6807711692511846, 55.376159031553243], bparams = [ 14.05058708 2.73074287 46.60485466 2.36078807 18.94329022
5.52269775 6.43174385 58.96111653 18.6573392 8.13760148
11.43635739 80.26584605 5.53506834].
INFO:revrand.slm:ELBO = -4688.4964839632075, var = 0.4482773861133272, reg = [12.932208441488013, 10.348026950107879], bparams = [ 7.71418173 3.06006975 9.10327622 30.76022412 18.59904777
6.33352966 14.92062084 17.44027564 4.73322631 1.4135853
20.96490178 3.23626556 6.16173311].
INFO:revrand.slm:ELBO = -41640.73784784166, var = 0.02137647171493928, reg = [86.293704508850752, 19.601785439270106], bparams = [ 10.05277362 2.86088634 5.50136416 3.57833312 30.6692918
3.9543075 2.18254457 68.60376937 1.17363325 54.93110166
12.26831388 10.30433404 8.37958783].
INFO:revrand.slm:ELBO = -3135.0676838746476, var = 0.32670249271351415, reg = [30.726203763089131, 1.5771952382172545], bparams = [ 2.41706728 4.48166784 19.36492562 8.58949994 5.82476609
0.33218928 0.43466624 11.32058004 0.50653669 17.5243967
2.74398943 29.64746338 16.99674049].
INFO:revrand.slm:ELBO = -8635.174185877817, var = 0.352077893999645, reg = [3.3270142702812091, 9.414286636149253], bparams = [ 4.7297343 5.22870972 48.64390737 34.18325283 25.19714162
6.57324792 39.23297736 4.76958839 40.20139729 6.54830994
12.98471949 3.99685619 8.94504553].
INFO:revrand.slm:ELBO = -1504.567807562136, var = 2.417532834244414, reg = [22.564936890220718, 5.2831739081904328], bparams = [ 2.71657131 39.03067075 34.63720423 1.76836003 14.86231774
18.24261174 0.58968964 3.71220831 3.2662282 23.94923831
7.61387275 49.59386684 0.65240452].
INFO:revrand.slm:ELBO = -24233.816383700974, var = 0.11283893145430503, reg = [7.9093690824537042, 22.317743946797055], bparams = [ 12.86895728 23.03805439 11.2654386 15.12966486 35.04587313
16.44483852 14.66325963 33.45516191 4.03139352 33.16226882
2.60741646 2.57756361 29.02768427].
INFO:revrand.slm:ELBO = -4471.385105526898, var = 0.4004930373670174, reg = [1.7102598914018798, 7.0461192074629286], bparams = [ 2.57978163 40.64325234 1.88340044 12.28077032 7.30540558
2.6863644 41.13855786 19.64381396 43.37270389 1.24164467
29.1051913 7.20089394 0.55656145].
INFO:revrand.slm:ELBO = -2798.949802132697, var = 0.8143837261273684, reg = [36.348853485381923, 8.4413750068471209], bparams = [ 54.18175502 5.89610457 10.53938693 33.23398235 15.33805749
9.13687076 4.3211964 1.36223329 2.95577496 5.83155804
43.54838376 8.08629026 6.7860071 ].
INFO:revrand.slm:ELBO = -2601.580706559944, var = 0.9669224844300855, reg = [12.956955582946071, 7.3382837296609571], bparams = [ 5.31563524 5.92169445 11.15070449 26.64001834 13.67358255
11.03434368 9.36277533 18.59535476 1.5409712 6.00745915
55.96764922 0.72297235 2.76274923].
INFO:revrand.slm:ELBO = -2043.2044350615142, var = 2.9059173574425086, reg = [21.600378698451514, 0.74043692501995284], bparams = [ 21.76732022 56.82774396 1.53224024 12.47017369 77.51674675
59.19336249 37.9840145 45.52526727 27.75581989 29.69502885
5.7504082 1.72879508 9.13687548].
INFO:revrand.slm:ELBO = -8703.501818668648, var = 0.25917411062828505, reg = [5.7692611159898419, 30.821102142367796], bparams = [ 0.89768205 27.63207532 11.792412 16.36876446 4.58825896
25.41427307 8.92739363 36.32333619 5.91040236 36.24714157
25.29963243 15.62439191 1.51110887].
INFO:revrand.slm:ELBO = -16738.029372813166, var = 0.20945281083176817, reg = [2.5596413317857052, 6.9677142603694309], bparams = [ 4.21426864 2.73629919 22.56476706 57.4493487 8.01559106
43.0284249 15.34544064 19.46931177 22.94665312 5.8570546
16.4333594 14.06949639 4.85873204].
INFO:revrand.slm:ELBO = -21230.002149923064, var = 0.1591875260957147, reg = [36.13931914564219, 7.468140040442961], bparams = [ 30.71989072 9.0562734 11.55312894 31.08045604 2.93417033
105.16468622 20.50768312 32.16231104 9.94383038 4.32477571
12.38373763 20.56113416 33.40732779].
INFO:revrand.slm:ELBO = -9477.587648809604, var = 0.1580977959718283, reg = [21.940826312019453, 4.5845138920532698], bparams = [ 8.93824644 36.50841213 19.8262155 19.1165638 4.48948107
13.14927959 1.74062672 40.28290967 86.00347662 1.20684224
8.32289047 11.84575391 6.79178708].
INFO:revrand.slm:ELBO = -3030.3850737883477, var = 1.5392938584486007, reg = [11.137555664284735, 10.028418195435888], bparams = [ 43.65523499 8.23066413 9.08686849 9.0788117 2.8129719
38.99626169 8.73000284 13.50843954 16.11794036 28.98560618
55.47935659 26.14271565 6.28430549].
INFO:revrand.slm:ELBO = -4630.781350300741, var = 0.56028209288333, reg = [6.8265911018826744, 1.6475017935030045], bparams = [ 17.80801289 35.07717652 6.32358318 37.05150165 57.02788227
0.25613439 39.48466864 43.99470556 7.08208497 21.88942416
2.16669283 12.98394665 50.68923419].
INFO:revrand.slm:ELBO = -3183.133790318494, var = 1.50822234845768, reg = [1.7986664343922931, 2.7773166542481076], bparams = [ 10.90416588 17.63989324 51.32574075 9.37265319 32.3517754
7.23161185 42.39190959 29.20139059 3.70076047 16.86706824
6.95293685 41.73329703 19.66130674].
INFO:revrand.slm:ELBO = -2402.055205146772, var = 1.8574626684832203, reg = [5.2755350503880791, 1.4284774872084878], bparams = [ 22.94181599 64.75976919 31.0201476 20.95150938 7.53489356
8.95422112 24.98880803 3.11802513 11.3455944 23.73767021
8.14018208 14.74188263 4.61088801].
INFO:revrand.slm:ELBO = -5926.154243423656, var = 0.4186124415784203, reg = [9.6208469231138682, 19.497774652594366], bparams = [ 90.57192354 66.10548125 27.84905206 22.00478713 23.17493079
1.14604859 4.15531068 5.44897757 14.94911813 4.49893323
49.83974065 7.14274383 13.466907 ].
INFO:revrand.slm:ELBO = -2903.35388561538, var = 0.9232985609924966, reg = [9.2085668696101468, 8.3660208539234855], bparams = [ 57.9534793 13.30216227 14.70959687 5.88163942 0.72270543
10.46405239 69.56635461 13.43787866 19.99801659 49.9429227
1.3568538 8.41942774 8.74664093].
INFO:revrand.slm:ELBO = -4060.042528346299, var = 0.7177235373313767, reg = [8.3791568355351735, 39.696973493472612], bparams = [ 14.48630583 1.95524353 3.95655951 61.04534823 11.68268728
27.26625504 10.40241637 7.87646298 4.48040987 8.28770175
35.74937312 45.29120528 1.34810374].
INFO:revrand.slm:ELBO = -7924.420750663687, var = 0.3316790315324276, reg = [9.852717282918098, 8.6661348583044457], bparams = [ 9.30188810e+00 2.49909999e+01 9.45001537e-01 5.30756605e-02
6.67031048e+00 1.33693549e+01 1.22548377e+00 1.48810888e+01
8.26038287e+00 6.16747647e+01 2.41141254e+01 5.96146396e+01
1.19689004e+01].
INFO:revrand.slm:ELBO = -2495.4088535292085, var = 2.2490970203271488, reg = [14.176046267030557, 16.317511963354487], bparams = [ 48.20449469 3.28193558 10.21656448 35.7925954 20.49704616
29.67164286 26.93475447 16.63340191 4.44150787 7.07622461
6.63145629 18.50884032 70.7428636 ].
INFO:revrand.slm:ELBO = -3466.9181177752894, var = 1.3129329021912663, reg = [1.2522991999830961, 0.28368275536451276], bparams = [ 65.10810227 18.57070182 0.61969115 8.37471548 38.38839783
7.38684488 120.22478787 11.47558771 44.94481446 27.890273
4.06011665 61.16395639 23.81709713].
INFO:revrand.slm:ELBO = -7976.022336411308, var = 0.12138564978486696, reg = [36.91958892521788, 0.25392297279810777], bparams = [ 33.80339576 29.6069899 6.7140261 10.33902939 1.97999572
5.72244455 90.90200683 5.47483014 4.47335853 3.31348634
6.58679417 19.96293254 1.31863658].
INFO:revrand.slm:ELBO = -3729.355342836844, var = 0.8077433140275875, reg = [12.617696815022629, 0.67951631706353832], bparams = [ 3.88907752e+01 1.39366070e+00 9.36425462e+00 8.25457498e+00
1.21600231e+01 1.46994656e+01 6.67795545e+01 8.84178469e+01
1.97041207e+01 1.77386270e-02 1.03910447e+01 3.42428150e+00
9.51087941e+01].
INFO:revrand.slm:ELBO = -2163.1931380532187, var = 1.2479566936806672, reg = [19.20884879148565, 20.402365177418645], bparams = [ 36.72826081 24.68042354 7.53340158 5.94967791 13.05278029
43.30489307 77.32838222 2.22485919 2.97335423 28.28472937
3.71530352 4.08646452 0.45539345].
INFO:revrand.slm:ELBO = -3279.9520661319684, var = 1.4620776196042538, reg = [10.020924193329389, 4.3952345233673542], bparams = [ 15.27408397 18.31157628 4.0240457 0.79786852 28.72567152
21.87999688 4.24800635 38.72677308 16.91899345 19.31792857
9.86482175 7.04213441 71.65710911].
INFO:revrand.slm:ELBO = -3653.109201954769, var = 1.112326670276082, reg = [8.4647982688737571, 1.4923271336950115], bparams = [ 12.34594494 11.28144734 0.77912948 87.01210164 49.21510052
16.14797696 4.82480409 3.69690623 22.15260831 26.73297992
67.09662176 23.92522958 28.96066858].
INFO:revrand.slm:ELBO = -6006.343616888797, var = 0.44413938994343055, reg = [5.5984645021937212, 9.0223203020447347], bparams = [ 17.26236831 13.38878957 54.09078521 3.85385761 0.55140789
20.49119495 4.61363146 17.17505895 35.3492497 1.39250125
9.02249999 26.61985721 15.14549703].
INFO:revrand.slm:ELBO = -2021.5590138387315, var = 2.52042264696481, reg = [2.0689572873284536, 1.9252708477637535], bparams = [ 1.93938383 11.23463768 29.50723321 22.80614022 11.79858445
5.95754022 0.68365887 0.68888463 8.1587442 21.52865227
17.15956812 3.56547094 31.66399541].
INFO:revrand.slm:ELBO = -6527.8400166480305, var = 0.39782676334243244, reg = [3.0696339597726716, 4.2912654487005959], bparams = [ 5.13976661 9.48403971 6.37616435 26.34098966 4.76021011
2.89124207 16.84784905 18.94196232 2.22871772 10.663882
52.63666428 31.5300767 7.23507421].
INFO:revrand.slm:ELBO = -3355.366653449112, var = 0.7546395665279007, reg = [16.824989671641678, 4.1223323999612429], bparams = [ 11.64000334 15.57369234 1.55693291 65.6066425 2.20196788
22.31733582 24.42187962 11.7535881 21.63357238 11.04002439
33.07736212 11.16370056 1.11607562].
INFO:revrand.slm:ELBO = -6019.131335354834, var = 0.7453142148496571, reg = [2.575782043750769, 5.6868496220836828], bparams = [ 2.74284765 0.40006734 59.38464145 56.50559132 35.61306131
53.37724476 49.39915998 37.36841789 8.82507233 41.81837282
20.71225529 11.14560954 7.77832883].
INFO:revrand.slm:ELBO = -2554.254059800749, var = 1.6721658047651393, reg = [2.4477695672342255, 1.0147077258821511], bparams = [ 7.66611629 20.66499337 12.30334671 15.72411169 3.29940623
13.21199591 12.22697277 39.77777452 10.81796518 23.77739436
2.46627164 5.22967519 1.99420777].
INFO:revrand.slm:ELBO = -7049.993801108656, var = 0.5013261427882831, reg = [14.361504330916565, 0.93608064377492639], bparams = [ 27.22501669 11.69171403 9.84340378 5.63037095 37.24371706
11.64989877 5.4764514 9.32912948 13.98126925 40.72048077
19.14259037 3.10592113 39.08318406].
INFO:revrand.slm:ELBO = -12397.87513018124, var = 0.1872481215013595, reg = [15.714357775525015, 14.336076779520281], bparams = [ 15.05139864 11.68886562 2.70050624 3.25370012 15.2014209
10.89460046 8.96852627 1.61386915 45.50127143 4.86114983
38.58986844 15.58425185 54.18159027].
INFO:revrand.slm:ELBO = -9951.733196103462, var = 0.317096912551449, reg = [1.1045705379998474, 3.2324192548497095], bparams = [ 10.36424349 23.21183556 36.12130618 18.02182115 97.58195149
2.05728924 66.7246266 72.31101686 6.05197242 40.9522391
59.60697751 35.78443548 51.17209197].
INFO:revrand.slm:ELBO = -2055.290497038045, var = 3.1376803377201594, reg = [9.5969700995640501, 2.1431932542413854], bparams = [ 9.43245604 5.73079963 34.51498326 29.18769495 49.72556527
20.70192593 32.11349226 4.53732024 30.83641285 12.03917971
62.79970151 14.43277283 40.98710984].
INFO:revrand.slm:ELBO = -2054.3136844936153, var = 2.5411091010291367, reg = [0.98608719973733239, 13.57614552605785], bparams = [ 18.87867874 44.28289215 13.74716906 3.72926324 21.49942712
14.92651565 10.74909159 0.06003535 21.50386022 27.00348055
7.25196127 6.18063394 9.38681817].
INFO:revrand.slm:ELBO = -3019.7864567174274, var = 1.1350559013959383, reg = [17.018937152940595, 18.166891743193403], bparams = [ 8.8208407 56.92268147 60.11889098 54.29820449 41.11199769
4.61105268 0.37780523 46.45976342 30.85961446 35.24155624
7.3142982 18.83489626 25.99632203].
INFO:revrand.slm:ELBO = -1908.0311321763024, var = 3.260320598254436, reg = [12.521014487205646, 6.821998481739926], bparams = [ 49.10935478 10.22995352 8.74216388 3.57048614 1.27098645
30.94263398 28.77021422 70.31363495 13.87474727 38.65918685
7.3880229 27.96509261 51.76385062].
INFO:revrand.slm:ELBO = -9219.47848218949, var = 0.49167609013055835, reg = [3.4591005581281626, 2.3408424803436905], bparams = [ 3.98585834 44.08358658 11.23900054 51.63734865 48.07761861
37.09987913 3.87827689 64.35078095 10.16693109 26.16781723
11.40597656 19.13957189 101.89369562].
INFO:revrand.slm:ELBO = -3433.2729860808627, var = 0.7107191346089299, reg = [68.946391026877464, 11.318275151143096], bparams = [ 5.53403237 4.08978554 26.12541761 51.33438367 4.72525014
71.54705277 18.33848885 98.13049341 10.07329915 12.75065937
8.48629142 0.52862682 2.9600952 ].
INFO:revrand.slm:ELBO = -3873.022703368385, var = 0.4985468825580921, reg = [10.478157487195245, 32.944831887723652], bparams = [ 32.14581989 7.88036898 1.87596885 7.78209443 18.01860149
0.4119574 6.89746643 45.20006498 15.25915847 1.71560998
60.49668376 10.0045304 9.7095456 ].
INFO:revrand.slm:ELBO = -6484.144947444592, var = 0.44835032718605483, reg = [17.54742991775392, 6.1890822140263584], bparams = [ 4.75504733 0.97797566 14.23586273 44.87658836 15.19633405
27.17705768 1.22827525 13.72134215 19.54472508 36.15008113
38.549438 9.75238629 5.21804604].
INFO:revrand.slm:ELBO = -8959.804925285847, var = 0.4415407898251191, reg = [3.2685079680003537, 4.9198158290717799], bparams = [ 16.65297427 34.53184159 12.91558565 26.59083957 12.30951044
85.39257635 59.19758109 24.01981465 32.17430504 13.5043826
0.24923719 26.73404567 9.62246462].
INFO:revrand.slm:ELBO = -5006.561187799962, var = 0.4980609126123424, reg = [20.536286151105806, 0.010579483599414441], bparams = [ 6.80708668 4.3851886 2.90781901 0.89032254 15.88680149 7.26974
36.68992607 1.02193396 13.91791007 48.55346798 34.68068029
2.50707997 13.62601596].
INFO:revrand.slm:ELBO = -5851.329472032159, var = 0.5278267178414617, reg = [10.624131303178903, 18.972952435368803], bparams = [ 21.1070684 13.97346773 14.17679566 1.65631078 6.81593971
10.14572474 47.32290577 12.54817229 19.20682803 13.82187938
20.38700682 28.73731594 5.4992507 ].
INFO:revrand.slm:ELBO = -4225.558348962865, var = 0.7521928724923874, reg = [5.7088105744728166, 1.4846739710085235], bparams = [ 55.69261318 20.28096603 8.93037881 13.37428709 35.98976041
19.35564621 13.39495921 31.34779912 12.2566667 9.53808821
16.93339459 5.12378113 0.63263657].
INFO:revrand.slm:ELBO = -3099.789248496887, var = 1.063139749297728, reg = [5.7671423070950736, 60.75802304214232], bparams = [ 69.63082342 6.29240437 62.72762195 20.29081618 4.27045698
3.0480885 5.0718311 15.54932548 3.06331871 6.58859683
19.984338 24.8753616 13.94349503].
INFO:revrand.slm:ELBO = -12435.528008202464, var = 0.2508494646314014, reg = [16.912107362900223, 10.049008622303667], bparams = [ 54.31154 1.10316112 12.65434305 3.65759883 6.08840541
28.74639361 6.29146534 44.63151693 21.15930335 37.26149711
20.24529276 22.59531653 7.9470944 ].
INFO:revrand.slm:ELBO = -1670.218662846426, var = 3.7589455874913775, reg = [9.0963611475082935, 3.4265969202037367], bparams = [ 0.38827838 4.47399697 10.05670077 8.12582173 19.58894777
19.07650355 16.50035377 3.5523426 1.07343984 4.02075201
17.69257567 26.3871179 17.85791498].
INFO:revrand.slm:ELBO = -5922.169775214401, var = 0.7184831267100529, reg = [12.800618634426897, 2.1443218381182447], bparams = [ 14.88637949 18.43018001 24.22029994 51.20064465 41.77150117
38.15983097 19.29453752 7.07810084 8.58848235 11.93020247
3.62017782 75.26586568 16.50168433].
INFO:revrand.slm:ELBO = -28178.860645273824, var = 0.10084427930973962, reg = [7.3251114014076197, 5.413651145516738], bparams = [ 69.79830255 5.37188451 34.02519774 56.46078685 1.1857344
81.5087018 0.43833182 20.47599859 9.70387595 6.22003704
6.13247265 3.82836993 36.8321907 ].
INFO:revrand.slm:ELBO = -7072.048496243493, var = 0.33825069544415365, reg = [16.847266514684993, 8.3652971340206967], bparams = [ 28.04124598 46.08762334 46.64920065 40.68918734 34.34726964
28.81617875 15.56770741 0.14097362 5.34564487 51.44390655
34.22469854 65.89605656 15.48492398].
INFO:revrand.slm:ELBO = -3442.780993176156, var = 1.0423529621734409, reg = [12.339283746195841, 5.8335448825361063], bparams = [ 0.64856504 14.70589859 39.95376216 19.51554247 5.3734486
9.15977214 8.08573912 12.04740039 23.01212926 13.78673628
10.66380751 7.90303135 39.91796301].
INFO:revrand.slm:ELBO = -16162.889325982054, var = 0.04044447404256055, reg = [13.467809396097293, 26.251475686318038], bparams = [ 9.92436044 6.61813903 24.19030567 0.89829792 3.3341554
0.07975879 33.94234892 71.66354876 44.96415669 2.06502473
19.3012592 20.98520536 16.4037542 ].
INFO:revrand.slm:ELBO = -1344.825192790324, var = 7.767963662476323, reg = [16.278865320309428, 15.791097484406718], bparams = [ 21.37099845 15.41324088 31.39630832 11.44764157 31.4839651
7.59058593 2.88001714 19.37515468 17.51746722 69.37964272
47.27318098 8.02476454 9.85040921].
INFO:revrand.slm:ELBO = -9869.20810586442, var = 0.18520777769154687, reg = [12.790053787330802, 3.6646706793699617], bparams = [ 24.03367452 9.52864053 11.79760534 3.4486402 12.62576587
12.56173325 11.11418885 13.23983305 1.24696011 17.01793421
7.74611657 2.70197973 5.05196888].
INFO:revrand.slm:ELBO = -5673.19791635462, var = 0.8478225034361271, reg = [2.6830831664611732, 0.91914323902123307], bparams = [ 41.26401611 3.38673263 29.98569289 4.23865888 25.997145
59.97098269 42.50948099 9.45404499 31.58838227 8.97500328
19.01426234 51.36588973 14.45999976].
INFO:revrand.optimize.decorators:Best start found with objective = 1344.825192790324
INFO:revrand.slm:ELBO = -1344.8251927903236, var = 7.767963662476322, reg = [16.278865320309432, 15.79109748440672], bparams = [ 21.37099845 15.41324088 31.39630832 11.44764157 31.4839651
7.59058593 2.88001714 19.37515468 17.51746722 69.37964272
47.27318098 8.02476454 9.85040921].
INFO:revrand.slm:ELBO = -57022.41044142319, var = 5.258863966890145e+119, reg = [5.250741746139314e+17, 2.513212608729601], bparams = [ 3.50708146e+00 2.67204494e+01 1.07018435e+01 3.47588328e+00
2.84362798e+01 2.56091879e-43 1.92260098e-06 8.34355630e+00
7.22418134e+00 3.31413468e+01 9.19394055e+00 1.98430743e+01
4.72741877e-11].
INFO:revrand.slm:ELBO = -11056.496549954989, var = 8.209022468853516e+22, reg = [18677.416695321175, 11.232529667248816], bparams = [ 1.52881822e+01 1.70679266e+01 2.57185965e+01 9.17856841e+00
3.08954367e+01 6.65618027e-08 2.06457552e-01 1.65741255e+01
1.48653272e+01 6.05011625e+01 3.48993690e+01 9.49081281e+00
7.86374738e-02].
INFO:revrand.slm:ELBO = -2663.4576717410528, var = 81722.87566985344, reg = [58.93692760480028, 14.838717330917211], bparams = [ 20.10292083 15.7029647 30.27317063 10.99499896 31.37565709
0.25638391 1.779811 18.83045586 17.00008259 67.66621846
44.72454326 8.27446788 4.077068 ].
INFO:revrand.slm:ELBO = -1294.5904685614867, var = 58.41740361874639, reg = [21.545447106272803, 15.578536568353972], bparams = [ 21.08809059 15.47590082 31.14812547 11.34746783 31.46033746
3.62845372 2.5933314 19.25516049 17.4034253 69.00269958
46.70584224 8.07851454 8.128142 ].
INFO:revrand.slm:ELBO = -1223.9214269608808, var = 31.029960693763353, reg = [21.419675723163497, 15.351675493073879], bparams = [ 21.10498492 15.47831529 31.16164278 11.35014805 31.46385859
3.64284928 2.6189002 19.26624582 17.41210936 69.02582892
46.73340245 8.08602543 8.19409962].
INFO:revrand.slm:ELBO = -1208.57080803055, var = 8.961227626546977, reg = [25.190766220793716, 14.275425050719933], bparams = [ 21.08040525 15.55096585 31.13448407 11.16077479 31.48882435
2.12956941 2.6762292 19.27439991 17.36531929 68.96684488
46.54815108 8.20296189 7.66008973].
INFO:revrand.slm:ELBO = -1185.87066919064, var = 17.500851141833238, reg = [23.08273449950305, 14.845692306281384], bparams = [ 21.09364775 15.51177198 31.14911704 11.26243265 31.47536776
2.84404661 2.64518024 19.27000522 17.39051895 68.99862529
46.64789218 8.13973592 7.94339459].
INFO:revrand.slm:ELBO = -1176.4157893390557, var = 13.171700464636238, reg = [26.36817871391759, 14.046489114631335], bparams = [ 21.07890838 15.55669641 31.12887623 10.88972208 31.48712665
1.86438797 2.66622025 19.22910001 17.23633648 68.90755537
46.4473205 8.20996338 7.39072427].
INFO:revrand.slm:ELBO = -1172.7608361711775, var = 14.43244402162218, reg = [28.40015391568708, 13.487087576772966], bparams = [ 21.07257733 15.58439462 31.11220155 10.42676498 31.49382744
1.65642801 2.65722491 19.15532109 16.99792951 68.79522676
46.32145674 8.23228203 6.95297613].
INFO:revrand.slm:ELBO = -1170.9006022220567, var = 15.078181678939675, reg = [31.726156808472723, 12.571656530045672], bparams = [ 21.05839066 15.64110009 31.09751971 9.69960685 31.51085199
1.4556903 2.65665325 19.03621583 16.60510032 68.59415638
46.11842761 8.28599859 6.25250823].
INFO:revrand.slm:ELBO = -1168.2826813328388, var = 15.517854477293113, reg = [37.835896657164675, 11.121359879843967], bparams = [ 21.02698923 15.7489351 31.08754966 8.5233477 31.53923391
1.31694687 2.64879857 18.82159465 15.89066447 68.21483517
45.75567058 8.39828123 5.08965316].
INFO:revrand.slm:ELBO = -1443.5168165866014, var = 20.206061513912772, reg = [786.3880432560733, 1.336876369870821], bparams = [ 20.46852432 17.77408793 30.93557398 0.90651286 32.01466855
0.28548329 2.49166067 15.44252823 7.31387451 61.89632751
39.84940931 10.64136632 0.13312454].
INFO:revrand.slm:ELBO = -1161.709971212343, var = 16.11714614580417, reg = [58.48532530057933, 8.205303846053534], bparams = [ 20.9459021 16.02477906 31.06568978 6.17895735 31.60703972
1.05745464 2.62564856 18.29452623 14.21579033 67.26971495
44.85691715 8.68854344 3.01683514].
INFO:revrand.slm:ELBO = -1174.1723690484523, var = 15.826861614441803, reg = [162.5654739313371, 4.021380881997888], bparams = [ 20.77318655 16.73608431 31.01794729 2.92349384 31.73177084
0.65268655 2.61330002 17.1241048 10.67100324 65.08273067
42.76171055 9.42319255 0.89087488].
INFO:revrand.slm:ELBO = -1159.6885883785374, var = 16.028992956077317, reg = [79.62022710561203, 6.616575219214769], bparams = [ 20.89363245 16.23617849 31.0512752 4.92990758 31.64462703
0.91416688 2.62191611 17.93315082 13.03712584 66.60213583
44.21407285 8.90398457 2.08784369].
INFO:revrand.slm:ELBO = -1155.0216792174324, var = 14.86904753136507, reg = [90.60180038658817, 5.656204672861901], bparams = [ 20.965183 16.49321834 31.08760386 4.11633461 31.70475529
0.8788289 2.81219295 17.80223722 11.55394757 66.03666323
43.81985505 9.11109869 1.94902769].
INFO:revrand.slm:ELBO = -1144.8559095426149, var = 11.010088161957826, reg = [151.91144366426693, 3.020595458372699], bparams = [ 21.25384388 17.56271982 31.23334405 2.00077496 31.94641303
0.75061929 3.72177751 17.2880701 7.12729167 63.82237731
42.27782078 9.98886535 1.48012407].
INFO:revrand.slm:ELBO = -1126.7843403922532, var = 8.686152009698159, reg = [152.94958893225632, 2.0110145973322835], bparams = [ 21.91493533 19.11244548 31.42500656 1.38646629 32.47185861
1.13538872 5.59292054 17.31581857 3.89722809 62.03822407
41.20934646 10.82711229 1.83649573].
INFO:revrand.slm:ELBO = -1264.4644648779254, var = 4.216442784188795, reg = [207.79685902888568, 0.2724971190286237], bparams = [ 25.14746021 28.60487358 32.04841171 0.24053718 34.62976354
11.7991001 34.81349058 17.04728072 0.19392368 54.08614387
36.35014814 15.59170854 2.91618265].
INFO:revrand.slm:ELBO = -1115.9417224003266, var = 7.204004434528946, reg = [165.57740833673242, 1.198684700711369], bparams = [ 22.70954898 21.21534049 31.58521266 0.88101288 33.01722004
2.08130467 8.97856966 17.24589989 1.792338 59.87393373
39.89240218 11.89904906 2.07003083].
INFO:revrand.slm:ELBO = -1113.3293637744443, var = 8.884143633606012, reg = [115.41753102871358, 1.7041746134031062], bparams = [ 22.64134047 21.06210644 31.43509707 1.70219753 32.50599433
2.8565591 8.36315481 17.4435079 1.97372055 60.83495998
40.6890423 11.28015828 2.45797111].
INFO:revrand.slm:ELBO = -1101.4950787734654, var = 9.513347643233601, reg = [151.54111313128115, 1.5411477995590106], bparams = [ 22.56521228 21.83245498 31.14595815 2.0376439 32.0159483
2.35756437 8.505583 17.04591144 1.44139565 60.41339148
40.34032593 11.41965591 1.56713608].
INFO:revrand.slm:ELBO = -1098.0930251160064, var = 9.52615687510714, reg = [158.84214015088946, 1.3479267408617983], bparams = [ 22.86113953 23.08031253 31.06316545 2.39873992 31.72387162
2.75717528 9.78436315 16.7386671 0.99570286 59.8625345
40.10421987 11.70450425 1.28771743].
INFO:revrand.slm:ELBO = -1095.4168472973715, var = 9.144152990639787, reg = [146.99727108000062, 1.2437565306992744], bparams = [ 23.39676663 24.42698789 30.94277822 3.03846788 31.20348896
3.58611943 11.1383075 15.93734257 0.66062565 59.51194022
39.9891307 11.81924852 1.31990926].
INFO:revrand.slm:ELBO = -1094.073832298227, var = 8.874330668220319, reg = [132.1158084485408, 1.306405832592607], bparams = [ 23.96223509 24.98317158 30.8595005 4.41957179 30.08181661
3.85166591 10.96215817 14.5752087 0.54187904 59.85127658
40.42836053 11.65252149 1.33269694].
INFO:revrand.slm:ELBO = -1089.6479959871322, var = 8.400342511165144, reg = [92.05325091885697, 1.9183360500114037], bparams = [ 25.35621976 24.67394852 30.66252286 12.91734877 26.81051971
3.46689167 7.98064698 11.09542148 0.60802679 62.04965557
42.75369339 10.65176106 1.46975848].
INFO:revrand.slm:ELBO = -1086.1034288351273, var = 8.280784466282238, reg = [97.31131009235098, 1.8815029162237284], bparams = [ 25.70002252 24.65914458 30.75772275 14.24002161 25.79795049
3.01911798 7.31444876 9.41889133 0.65118781 62.30458539
42.97321287 10.26756838 1.25358834].
INFO:revrand.slm:ELBO = -1080.5348896116986, var = 7.7612158470373895, reg = [102.40108237494884, 1.918362851318944], bparams = [ 26.98543705 24.6878764 30.88612841 23.08281436 22.60467187
2.35175366 5.5488464 5.15527408 0.76008067 63.46625975
44.09886537 9.10124647 0.96627809].
INFO:revrand.slm:ELBO = -1187.628895635206, var = 5.261425377455681, reg = [117.19035538792495, 2.2837950669505784], bparams = [ 34.60379348 24.69402758 31.39009927 264.61110653 11.90502849
0.81362249 1.45591719 0.26677812 1.47080395 69.79851546
50.44174877 5.01582995 0.40649042].
INFO:revrand.slm:ELBO = -1078.1276799132138, var = 7.24474708706641, reg = [104.87764472553404, 1.9785417099408218], bparams = [ 28.2007049 24.68896593 30.97481024 35.55826467 20.1775941
1.94865102 4.37794686 3.05089247 0.85436989 64.54454194
45.16125547 8.18961526 0.82887092].
INFO:revrand.slm:ELBO = -1074.3781028835842, var = 7.127570339826353, reg = [107.42354620984891, 1.9565853780011448], bparams = [ 28.51088573 24.82513108 30.87959711 38.9342005 19.64514502
2.07723589 4.34219158 2.77366028 0.85337125 64.83374069
45.47706613 7.5482479 0.87598947].
INFO:revrand.slm:ELBO = -1063.775812159583, var = 6.677511489066351, reg = [118.24035423348754, 1.871169705644244], bparams = [ 29.78610328 25.37734302 30.50166235 55.96210889 17.65219312
2.68221021 4.20206691 1.89477973 0.84938837 66.00355171
46.76254823 5.44724333 1.0928154 ].
INFO:revrand.slm:ELBO = -1059.2847417700184, var = 5.792628409113276, reg = [135.77880033873987, 1.7165614688210236], bparams = [ 32.3458753 26.01095272 30.28061883 93.73013734 14.87887603
3.20316119 3.92000332 0.90795056 1.10036046 68.30484297
48.69363768 3.04020417 1.23233882].
INFO:revrand.slm:ELBO = -1056.5534472511813, var = 5.896099148897775, reg = [131.24183644741854, 1.5808158045400638], bparams = [ 31.4795907 26.03943537 30.50231273 57.91917103 16.49769967
3.24449673 5.30000518 1.40056457 1.14540452 67.60499507
47.41100835 3.10113871 1.25705895].
INFO:revrand.slm:ELBO = -1054.3452323140223, var = 5.678237544246766, reg = [120.30932279171797, 1.5754403049488672], bparams = [ 32.51229734 26.44807308 30.65877452 67.50719672 16.28534118
2.85533453 5.34920777 1.23372069 1.24177804 68.41241038
47.34042069 2.82251708 1.07806547].
INFO:revrand.slm:ELBO = -1053.3324557231094, var = 5.121706151096033, reg = [106.77853194360272, 1.5816777309021712], bparams = [ 35.03226798 27.28316546 30.64793176 105.98256716 15.12615947
2.67526529 5.23404395 0.84305741 1.47677825 70.54423082
48.06088823 1.98636184 1.00554699].
INFO:revrand.slm:ELBO = -1052.5892402523439, var = 5.388288820374824, reg = [113.23260062473173, 1.5786065125689255], bparams = [ 33.76920454 26.86914604 30.65326474 84.8946916 15.68565834
2.76237441 5.29037888 1.01670795 1.35609448 69.48743054
47.70513624 2.36107796 1.04058734].
INFO:revrand.slm:ELBO = -1051.9787301414467, var = 5.089714286604551, reg = [100.8253055339143, 1.5448569435990946], bparams = [ 35.5087336 27.7980112 30.57568558 104.81611846 15.3003035
2.80025835 5.51500838 0.89480732 1.47602108 70.96489638
47.73164531 1.73500213 1.07202021].
INFO:revrand.slm:ELBO = -1051.2790817778748, var = 5.221127825859722, reg = [97.35507866525954, 1.5501116712212115], bparams = [ 35.30450681 28.0738859 30.52309069 99.30087363 15.65073487
2.7704143 5.42988306 0.98751909 1.38511438 70.7823209
47.28607992 1.86747817 1.09751514].
INFO:revrand.slm:ELBO = -1051.0272347117443, var = 5.237096024149403, reg = [91.33230858630961, 1.5305298020713884], bparams = [ 35.78350925 28.80195773 30.48640255 105.03595307 15.80337146
2.71478701 5.4295516 1.00540522 1.30408024 71.05417251
46.8387789 1.81138418 1.09063149].
INFO:revrand.slm:ELBO = -1050.7902041982347, var = 5.257345539781325, reg = [84.58826961590499, 1.4330340630314455], bparams = [ 36.89246448 30.65627107 30.48260417 114.38403124 16.16870772
2.67833529 5.5702673 1.00601252 1.17922895 71.77236895
45.67413469 1.69825618 1.07643297].
INFO:revrand.slm:ELBO = -1050.7091670206496, var = 5.260600669510925, reg = [85.50149127632515, 1.342201208608879], bparams = [ 37.55589934 31.99004835 30.64822076 113.13646947 16.57520438
2.6977779 5.76107204 1.00411836 1.15728642 72.40010608
44.679783 1.68285515 1.07242264].
INFO:revrand.slm:ELBO = -1050.5939140730047, var = 5.265127055139816, reg = [89.03458199227885, 1.154961734508394], bparams = [ 39.2454169 35.55264172 31.18707463 107.88966346 17.72583655
2.73156163 6.15170825 1.00486215 1.14267439 74.24170908
42.15877441 1.67700542 1.07404523].
INFO:revrand.slm:ELBO = -1050.5070933040017, var = 5.272857944197535, reg = [90.85009220732927, 1.054308781174885], bparams = [ 40.92235546 39.13831766 31.81449869 105.61684812 18.86483328
2.73541331 6.24560037 1.00784188 1.1552639 76.34612103
39.80409404 1.68885126 1.07895838].
INFO:revrand.slm:ELBO = -1050.2202024905866, var = 5.305355007895996, reg = [95.83350157058838, 0.8741802705796573], bparams = [ 48.40077718 56.53224728 34.50649609 104.27332622 23.901041
2.75396797 6.08210873 1.03190101 1.19964742 85.8319543
30.89873232 1.71798508 1.09330188].
INFO:revrand.slm:ELBO = -1049.854801974534, var = 5.311064243127372, reg = [98.72195593431209, 0.7518865192685915], bparams = [ 64.23962168 102.52659624 39.49954128 112.24141902 34.70623046
2.73121913 5.6311423 1.04197621 1.27931985 105.1012858
19.51562822 1.80524579 1.10762727].
INFO:revrand.slm:ELBO = -1049.5916595204267, var = 5.327932818717225, reg = [99.36558304482455, 0.7245858027202646], bparams = [ 89.98524981 205.9057023 46.32836255 132.03968571 54.20916983
2.73920604 5.20734906 1.08712445 1.28689446 134.17859284
10.92697381 1.88868422 1.10701246].
INFO:revrand.slm:ELBO = -1049.34450314703, var = 5.267211017192017, reg = [90.21028695952837, 0.8876620763881286], bparams = [ 91.29680746 207.94206019 46.64287704 149.72860738 53.90473008
2.69016156 5.27475007 1.06391565 1.23798201 136.73250526
11.33913077 1.91282113 1.08196061].
INFO:revrand.slm:ELBO = -1049.2323124952368, var = 5.2308224671036045, reg = [89.13076585557283, 1.0543690456931651], bparams = [ 98.31349079 238.60458832 48.43110973 168.42270047 58.67747979
2.6633668 5.24093966 1.06004558 1.20305435 145.56837016
10.40344647 1.9113736 1.07151363].
INFO:revrand.slm:ELBO = -1049.2002804769556, var = 5.232515878540056, reg = [90.99709873227718, 1.1464127730865616], bparams = [ 98.88493075 239.29033679 48.69895789 173.74256313 59.19767464
2.70813332 5.44097306 1.06646831 1.16737612 147.12025983
10.73243986 1.89633287 1.07368835].
INFO:revrand.slm:ELBO = -1049.1876648866169, var = 5.218432818961882, reg = [91.9963018595695, 1.1451142338161573], bparams = [ 101.67224088 251.58347826 49.42524525 177.60277541 61.30846941
2.70299255 5.51089089 1.06115891 1.17073711 150.52790931
10.55095713 1.88583603 1.07291275].
INFO:revrand.slm:ELBO = -1049.1799316293095, var = 5.2190743014458905, reg = [92.44777065660602, 1.1251999957926826], bparams = [ 104.2863592 263.793724 50.07639144 181.04523427 63.42628961
2.70350961 5.57727081 1.06210988 1.16620172 153.60447578
10.42772516 1.8817007 1.07256711].
INFO:revrand.slm:ELBO = -1049.1605773105007, var = 5.220038780774957, reg = [93.1244742959519, 1.090582796442888], bparams = [ 110.89919729 293.95094716 51.78808038 192.79306232 68.75123557
2.70400769 5.70998327 1.06178277 1.15706295 161.80911743
10.43490973 1.87916403 1.07249412].
INFO:revrand.slm:ELBO = -1049.11905417787, var = 5.216492330201034, reg = [93.8019351744788, 1.0530278102583954], bparams = [ 129.39040909 383.86733148 56.43217238 228.98300798 83.88676619
2.70608271 5.83678837 1.06273308 1.14248718 184.71588238
10.39670896 1.88398023 1.07059755].
INFO:revrand.slm:ELBO = -1049.029560471553, var = 5.207693166301998, reg = [94.59293042123512, 1.0220879659325999], bparams = [ 185.32346036 703.96711455 69.31975679 349.2803341 132.66755354
2.70600892 5.8935584 1.06105169 1.12395773 253.02636711
10.64102258 1.89470907 1.06738157].
INFO:revrand.slm:ELBO = -1048.9175256381275, var = 5.210397209968157, reg = [93.0142381679009, 1.043422790477479], bparams = [ 3.60260061e+02 2.16284048e+03 1.01786033e+02 7.38538048e+02
3.08141230e+02 2.73095390e+00 5.81615627e+00 1.05311823e+00
1.11304570e+00 4.52437991e+02 1.03121601e+01 1.97020837e+00
1.05826496e+00].
INFO:revrand.slm:ELBO = -1048.8304427202877, var = 5.192460824990884, reg = [92.76748404258119, 1.088163321513723], bparams = [ 7.14112870e+02 6.68560329e+03 1.52261100e+02 1.67361991e+03
7.30013162e+02 2.70227122e+00 5.58239306e+00 1.05263190e+00
1.09987271e+00 8.31059884e+02 1.10212663e+01 1.96179474e+00
1.06098405e+00].
INFO:revrand.slm:ELBO = -1048.7990308039125, var = 5.187218778655743, reg = [92.13053300225745, 1.1111785347945462], bparams = [ 1.21076074e+03 1.60900372e+04 2.07508975e+02 3.06020115e+03
1.42202008e+03 2.70300460e+00 5.45009337e+00 1.05165601e+00
1.11389188e+00 1.32455799e+03 1.11622722e+01 1.95283572e+00
1.06290374e+00].
INFO:revrand.slm:ELBO = -1048.7815562918233, var = 5.197758171624236, reg = [92.3433475372437, 1.1261723332511975], bparams = [ 2.13221684e+03 4.14841373e+04 2.89287494e+02 5.77778750e+03
2.92045180e+03 2.71164094e+00 5.42486509e+00 1.05520871e+00
1.12101887e+00 2.18130212e+03 1.12109536e+01 1.94403882e+00
1.06582807e+00].
INFO:revrand.slm:ELBO = -1048.7694079527093, var = 5.202489318334864, reg = [92.68937716963501, 1.1243341535764797], bparams = [ 4.10300781e+03 1.24457283e+05 4.24524084e+02 1.20404489e+04
6.71155832e+03 2.71341876e+00 5.44764985e+00 1.05616906e+00
1.12512390e+00 3.87918274e+03 1.12385702e+01 1.93989204e+00
1.06773527e+00].
INFO:revrand.slm:ELBO = -1048.7594567488873, var = 5.194978180042799, reg = [92.7795026738398, 1.1149422365551602], bparams = [ 1.02420724e+04 5.80155860e+05 7.25320567e+02 3.37387653e+04
2.14276983e+04 2.71450258e+00 5.48227622e+00 1.05698094e+00
1.11841157e+00 8.65595453e+03 1.10958423e+01 1.93905569e+00
1.06662760e+00].
INFO:revrand.slm:ELBO = -1048.7544874867951, var = 5.204733898070391, reg = [92.68402275314259, 1.1065740755527147], bparams = [ 2.65367484e+04 2.87336645e+06 1.26911688e+03 9.85020821e+04
7.18860655e+04 2.70705405e+00 5.52933215e+00 1.05400189e+00
1.11419438e+00 1.99916064e+04 1.10967447e+01 1.94526219e+00
1.06600544e+00].
INFO:revrand.slm:ELBO = -1048.7526797820474, var = 5.201451271705538, reg = [92.55252568525277, 1.1049244998452221], bparams = [ 5.24877687e+04 9.04367346e+06 1.89346762e+03 2.12312611e+05
1.70891071e+05 2.70568339e+00 5.53922024e+00 1.05450521e+00
1.11044500e+00 3.63897166e+04 1.10223547e+01 1.94648271e+00
1.06514816e+00].
INFO:revrand.slm:ELBO = -1048.7511914329084, var = 5.195705304438204, reg = [92.51783835466425, 1.1041174195842502], bparams = [ 1.33259313e+05 4.32004799e+07 3.27272033e+03 6.07340392e+05
5.57460524e+05 2.70585800e+00 5.53572234e+00 1.05420296e+00
1.10954482e+00 8.25472789e+04 1.10184537e+01 1.94671145e+00
1.06449802e+00].
INFO:revrand.slm:ELBO = -1048.7502939579615, var = 5.194575707396804, reg = [92.55569387777689, 1.1049077742546554], bparams = [ 3.54686064e+05 2.23237364e+08 5.81805554e+03 1.83114456e+06
1.93182653e+06 2.70725712e+00 5.52443379e+00 1.05429549e+00
1.11013524e+00 1.95273227e+05 1.10375638e+01 1.94630751e+00
1.06463610e+00].
INFO:revrand.slm:ELBO = -1048.7497679093692, var = 5.196887943627308, reg = [92.57696129828135, 1.1070259920912542], bparams = [ 1.06223643e+06 1.40601487e+09 1.10875276e+04 6.29789402e+06
7.78136045e+06 2.70782683e+00 5.51796492e+00 1.05452856e+00
1.11162323e+00 5.12550923e+05 1.10626035e+01 1.94570556e+00
1.06512892e+00].
INFO:revrand.slm:ELBO = -1048.7495529538903, var = 5.1972220637890105, reg = [92.60227601833866, 1.1080694709387517], bparams = [ 2.85634677e+06 7.39355153e+09 1.98301298e+04 1.91884821e+07
2.73283857e+07 2.70828981e+00 5.51474756e+00 1.05468433e+00
1.11251314e+00 1.22346099e+06 1.10734383e+01 1.94495045e+00
1.06540434e+00].
INFO:revrand.slm:ELBO = -1048.7494338813137, var = 5.197455256175651, reg = [92.60098612920368, 1.1083033221842875], bparams = [ 8.10265045e+06 4.25438110e+10 3.65994808e+04 6.20881629e+07
1.02725213e+08 2.70845777e+00 5.51427900e+00 1.05471089e+00
1.11258779e+00 3.06074378e+06 1.10737600e+01 1.94468545e+00
1.06540058e+00].
INFO:revrand.slm:ELBO = -1048.749376951538, var = 5.195873919739584, reg = [92.64037962602517, 1.1077525977152667], bparams = [ 2.74577974e+07 3.29955913e+11 7.49860123e+04 2.45713639e+08
4.83753798e+08 2.70808615e+00 5.51726825e+00 1.05478173e+00
1.11253508e+00 8.95210842e+06 1.10662959e+01 1.94598350e+00
1.06576419e+00].
INFO:revrand.slm:ELBO = -1048.749335477244, var = 5.196526187459581, reg = [92.6184894240173, 1.1076446311071524], bparams = [ 5.83788772e+07 1.17025954e+12 1.16820502e+05 5.75032644e+08
1.26072381e+09 2.70796376e+00 5.51742544e+00 1.05474570e+00
1.11226102e+00 1.73784236e+07 1.10657013e+01 1.94584397e+00
1.06540876e+00].
INFO:revrand.slm:ELBO = -1048.74931053779, var = 5.19693365246399, reg = [92.59312893861735, 1.1073086582331726], bparams = [ 1.82884972e+08 7.95477244e+12 2.28546165e+05 2.08326124e+09
5.37423039e+09 2.70804666e+00 5.51814172e+00 1.05461922e+00
1.11190464e+00 4.74367561e+07 1.10638467e+01 1.94521466e+00
1.06520200e+00].
INFO:revrand.slm:ELBO = -1048.7493018085465, var = 5.196869370841388, reg = [92.59037401751829, 1.1071323909245387], bparams = [ 4.54484992e+08 3.66550458e+13 3.90235198e+05 5.81275102e+09
1.70722127e+10 2.70802514e+00 5.51800858e+00 1.05459130e+00
1.11184907e+00 1.05628447e+08 1.10629819e+01 1.94509864e+00
1.06517666e+00].
INFO:revrand.slm:Done! ELBO = -1048.7493018085465, var = 5.196869370841388, reg = [92.59037401751829, 1.1071323909245387], hypers = [ 4.54484992e+08 3.66550458e+13 3.90235198e+05 5.81275102e+09
1.70722127e+10 2.70802514e+00 5.51800858e+00 1.05459130e+00
1.11184907e+00 1.05628447e+08 1.10629819e+01 1.94509864e+00
1.06517666e+00], message = b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'.
INFO:revrand.glm:Optimising parameters...
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.glm:Random starts: Iter -500: ELBO = -46705.39265299369, reg = [3.4121451139940713, 19.07049109557785], like_hypers = 0.3365277280505573, basis_hypers = [ 7.11847573 0.36441214 1.60705622 60.50030874 21.56528118
11.6807299 10.38511875 18.76929678 13.17041729 32.15286781
4.86692742 22.72285669 54.63854537]
INFO:revrand.optimize.decorators:Best start found with objective = 2954.529509762754
INFO:revrand.glm:Iter 0: ELBO = -6110.068719277678, reg = [5.666982101820343, 11.540647706590068], like_hypers = 4.658315489294837, basis_hypers = [ 12.89721571 1.08385998 18.06669929 76.72898414 82.97406653
5.1991522 3.9485119 6.97280145 10.6961294 1.7097368
0.83244858 6.77495941 11.25857616]
INFO:revrand.glm:Iter 500: ELBO = -1215.4704695190117, reg = [3.1519634710020865, 1.3735070787079993], like_hypers = 24.791437917107096, basis_hypers = [ 20.44843767 1.41795257 23.03158935 54.09895807 219.89014964
2.49034527 7.48592896 13.88331122 8.89318058 1.47362771
1.39450876 14.02351501 2.44232904]
INFO:revrand.glm:Iter 1000: ELBO = -1209.9571931744686, reg = [4.04856760074293, 1.8629852154512268], like_hypers = 20.55949172926183, basis_hypers = [ 12.43346795 3.83108092 19.96662429 157.43194798 324.42948498
2.42736512 13.48659346 26.83246961 14.79265527 1.27461358
1.79108855 20.42768334 1.81876288]
INFO:revrand.glm:Iter 1500: ELBO = -1115.7703555574253, reg = [3.870312443310671, 2.1589677583082123], like_hypers = 16.124078947873045, basis_hypers = [ 8.10192832 7.0054141 14.34476215 471.21722321 380.44217469
2.20999444 12.73379762 27.96550104 26.90798145 1.19025743
2.04782344 25.2569755 1.7683562 ]
INFO:revrand.glm:Iter 2000: ELBO = -1146.9858705747295, reg = [3.8637680114844306, 2.5286073109214007], like_hypers = 15.55951003318495, basis_hypers = [ 5.66935732e+00 9.40300570e+00 9.97815852e+00 1.29118896e+03
4.43021026e+02 2.02666150e+00 1.06094083e+01 2.87111792e+01
5.14918880e+01 1.14665420e+00 2.18418432e+00 3.84008800e+01
1.65235848e+00]
INFO:revrand.glm:Iter 2500: ELBO = -1429.5657711155322, reg = [3.8980124089335866, 2.767233706871413], like_hypers = 15.473332172786803, basis_hypers = [ 4.06821760e+00 1.11670363e+01 7.51634064e+00 3.30022529e+03
5.55626445e+02 2.00799815e+00 9.15958657e+00 3.26847222e+01
9.76227812e+01 1.07277419e+00 2.30917963e+00 6.32977770e+01
1.50807824e+00]
INFO:revrand.glm:Iter 3000: ELBO = -1125.626594482631, reg = [3.890392853111609, 3.0059080699490606], like_hypers = 14.749283453652948, basis_hypers = [ 3.15906364e+00 1.26170462e+01 6.81120114e+00 8.55226448e+03
7.52718311e+02 1.96648814e+00 8.38547542e+00 3.68879349e+01
2.13540838e+02 1.05854628e+00 2.28070357e+00 1.08547310e+02
1.44688559e+00]
INFO:revrand.glm:Iter 3500: ELBO = -1142.0033970467452, reg = [3.9333749687860005, 3.181020116590581], like_hypers = 14.892744700410791, basis_hypers = [ 3.02884498e+00 1.30675260e+01 6.20949306e+00 1.97891373e+04
9.73777017e+02 1.92203065e+00 8.11640316e+00 4.50730131e+01
4.80301590e+02 1.03577555e+00 2.27541685e+00 1.81485593e+02
1.35262977e+00]
INFO:revrand.glm:Iter 4000: ELBO = -1202.010758297423, reg = [3.9444991778318728, 3.330362570404423], like_hypers = 14.518182595090176, basis_hypers = [ 3.01266034e+00 1.27742186e+01 5.80935093e+00 4.26734110e+04
1.24710381e+03 1.92691561e+00 7.49942169e+00 5.13104161e+01
1.15000440e+03 1.02977738e+00 2.42762713e+00 3.11059290e+02
1.36727262e+00]
INFO:revrand.glm:Iter 4500: ELBO = -1128.403209665463, reg = [4.007756696556001, 3.4717043324202135], like_hypers = 14.265836468286853, basis_hypers = [ 2.87082321e+00 1.30189214e+01 5.70967529e+00 8.90951278e+04
1.44686072e+03 1.84238202e+00 7.19948885e+00 5.82974076e+01
2.83744923e+03 1.05763917e+00 2.43689602e+00 4.87614829e+02
1.29178571e+00]
INFO:revrand.glm:Iter 5000: ELBO = -1746.0436841806386, reg = [4.025858592364558, 3.59427460446407], like_hypers = 14.093339552892004, basis_hypers = [ 2.73317724e+00 1.25127644e+01 5.48259504e+00 1.89114317e+05
1.60007827e+03 1.84197529e+00 7.12710447e+00 6.99443543e+01
6.83611520e+03 1.01090018e+00 2.44313585e+00 7.74161949e+02
1.26532091e+00]
INFO:revrand.glm:Iter 5500: ELBO = -1274.438434629174, reg = [4.076458602030235, 3.69452606280296], like_hypers = 14.478074164357896, basis_hypers = [ 2.62477995e+00 1.21171893e+01 5.58676394e+00 3.52900454e+05
1.77210326e+03 1.76512163e+00 6.60328189e+00 8.73226652e+01
1.62499776e+04 1.01250799e+00 2.39835523e+00 1.08600043e+03
1.22558985e+00]
INFO:revrand.glm:Iter 6000: ELBO = -1181.4677159462676, reg = [4.0889299827567, 3.7436618854648227], like_hypers = 14.171302278710565, basis_hypers = [ 2.57538739e+00 1.20881343e+01 5.62435073e+00 6.49811643e+05
1.93171948e+03 1.79919478e+00 6.37011962e+00 1.09779879e+02
3.63831550e+04 1.01223370e+00 2.42191314e+00 1.50114886e+03
1.18066670e+00]
INFO:revrand.glm:Iter 6500: ELBO = -1141.9144373816753, reg = [4.114681031137182, 3.8041127321439103], like_hypers = 13.411829511709103, basis_hypers = [ 2.45062142e+00 1.22460108e+01 5.79221520e+00 1.09293277e+06
2.19042293e+03 1.79501136e+00 6.41494125e+00 1.30234652e+02
7.71714100e+04 1.02551396e+00 2.47415674e+00 2.03672930e+03
1.16320108e+00]
INFO:revrand.glm:Iter 7000: ELBO = -1116.8754900852218, reg = [4.165994183666717, 3.915824452116047], like_hypers = 13.338992145041244, basis_hypers = [ 2.27481886e+00 1.15671345e+01 5.93391881e+00 1.72705241e+06
2.35069579e+03 1.72072288e+00 5.95807708e+00 1.63778940e+02
1.70114941e+05 1.00343899e+00 2.49053505e+00 2.51140637e+03
1.11757396e+00]
INFO:revrand.glm:Iter 7500: ELBO = -1148.6773678121622, reg = [4.190829137015457, 3.9161002159732528], like_hypers = 14.072755495886552, basis_hypers = [ 2.21879556e+00 1.19692976e+01 6.12842443e+00 2.50587330e+06
2.86013230e+03 1.68871003e+00 5.72953521e+00 2.16759089e+02
3.20809761e+05 9.84319946e-01 2.43474143e+00 2.89066423e+03
1.09248665e+00]
INFO:revrand.glm:Iter 8000: ELBO = -1898.3406461527088, reg = [4.19628897062609, 3.9474320537274816], like_hypers = 13.494861067145562, basis_hypers = [ 2.03029115e+00 1.13148488e+01 6.68899259e+00 3.72389023e+06
3.78147051e+03 1.71838546e+00 5.75859476e+00 2.97362695e+02
6.24996162e+05 9.50581350e-01 2.47713646e+00 2.97337209e+03
1.07950432e+00]
INFO:revrand.glm:Iter 8500: ELBO = -1398.599901712957, reg = [4.2651795460940205, 3.986020798936295], like_hypers = 13.480884453284995, basis_hypers = [ 1.97639282e+00 1.11133708e+01 7.29277132e+00 5.30167953e+06
5.49727299e+03 1.72310757e+00 5.44931718e+00 4.31594085e+02
1.06672186e+06 9.69392089e-01 2.52724572e+00 3.18221873e+03
1.01374141e+00]
INFO:revrand.glm:Iter 9000: ELBO = -1394.1561607944911, reg = [4.295167372037794, 4.02437915719871], like_hypers = 13.747533751867646, basis_hypers = [ 1.92378294e+00 1.00340345e+01 7.67254490e+00 7.46154458e+06
8.53057182e+03 1.65034434e+00 5.20478531e+00 6.37642129e+02
1.92247711e+06 9.57585435e-01 2.48697996e+00 3.09067482e+03
9.96867234e-01]
INFO:revrand.glm:Iter 9500: ELBO = -1156.4773326834977, reg = [4.298769344846292, 4.0094794484546625], like_hypers = 13.274655460617707, basis_hypers = [ 1.90139941e+00 1.09423125e+01 8.75059282e+00 1.09913473e+07
1.32278635e+04 1.65055440e+00 5.11469585e+00 1.08452787e+03
2.97222996e+06 9.78470545e-01 2.53083946e+00 3.00021292e+03
9.91815936e-01]
INFO:revrand.glm:Iter 10000: ELBO = -1199.7279457951893, reg = [4.361475674839714, 4.067464114100547], like_hypers = 13.195274956835584, basis_hypers = [ 1.86308359e+00 1.03312937e+01 9.41029747e+00 1.57067430e+07
2.12002967e+04 1.62256085e+00 4.84293995e+00 1.82958671e+03
4.77221903e+06 9.41121535e-01 2.61173841e+00 2.82337704e+03
9.80002479e-01]
INFO:revrand.glm:Iter 10500: ELBO = -1139.1447673031594, reg = [4.404686673136627, 4.0278857318719234], like_hypers = 13.289564319571255, basis_hypers = [ 1.74214072e+00 9.41872823e+00 1.02857080e+01 2.25274105e+07
3.46487611e+04 1.69273838e+00 4.79152041e+00 2.90627786e+03
7.39992517e+06 9.57962437e-01 2.71156809e+00 2.66394248e+03
9.78622036e-01]
INFO:revrand.glm:Iter 11000: ELBO = -1120.331900099898, reg = [4.396448377233808, 4.085081824273368], like_hypers = 13.806010705628628, basis_hypers = [ 1.81025609e+00 9.28719255e+00 1.18336715e+01 2.96199872e+07
6.56691033e+04 1.63734717e+00 4.52634716e+00 4.95479624e+03
1.18313430e+07 9.06787614e-01 2.55439896e+00 2.41027699e+03
9.77011348e-01]
INFO:revrand.glm:Iter 11500: ELBO = -1123.1148309057257, reg = [4.447037312593754, 4.0698361508751715], like_hypers = 13.318745980324927, basis_hypers = [ 1.80288062e+00 9.28959666e+00 1.35181912e+01 4.58342301e+07
1.12977871e+05 1.63172253e+00 4.50644159e+00 8.42924987e+03
1.82711180e+07 9.49299517e-01 2.74111403e+00 2.28102744e+03
9.52323244e-01]
INFO:revrand.glm:Iter 12000: ELBO = -1187.0589182267377, reg = [4.474252110104635, 4.093456579016181], like_hypers = 13.297411842860074, basis_hypers = [ 1.78461673e+00 8.70033749e+00 1.50897809e+01 6.27219390e+07
2.06413921e+05 1.58549177e+00 4.26724867e+00 1.43608066e+04
2.79424464e+07 9.17981233e-01 2.68656894e+00 2.04065739e+03
9.29113596e-01]
INFO:revrand.glm:Iter 12500: ELBO = -1111.7371735034335, reg = [4.47453612483802, 4.092372364881376], like_hypers = 13.467310775547453, basis_hypers = [ 1.87462926e+00 8.25103647e+00 1.82106190e+01 8.89672991e+07
3.75974118e+05 1.57040870e+00 4.22712286e+00 2.55656629e+04
4.01089153e+07 9.53801220e-01 2.64512866e+00 1.92861141e+03
9.32821708e-01]
INFO:revrand.glm:Iter 13000: ELBO = -1079.288125896458, reg = [4.5290836165872, 4.135043035949576], like_hypers = 13.229702986339055, basis_hypers = [ 1.84658825e+00 8.53947890e+00 2.30935326e+01 1.27205385e+08
6.94115001e+05 1.63436140e+00 4.28320976e+00 4.49207293e+04
5.56010465e+07 9.21179025e-01 2.73601047e+00 1.91555217e+03
9.44593154e-01]
INFO:revrand.glm:Iter 13500: ELBO = -1133.7258380858934, reg = [4.512715774675794, 4.153209648852417], like_hypers = 13.086910372783661, basis_hypers = [ 1.81483439e+00 8.65959606e+00 2.78467894e+01 1.64561915e+08
1.32957451e+06 1.56075336e+00 4.19179783e+00 7.75821180e+04
7.57897514e+07 9.33260068e-01 2.66316505e+00 1.86645717e+03
9.02067571e-01]
INFO:revrand.glm:Iter 14000: ELBO = -1131.1564382072324, reg = [4.558123485404639, 4.172332272816318], like_hypers = 13.201769519484085, basis_hypers = [ 1.82263903e+00 7.83668435e+00 3.41527700e+01 2.10584497e+08
2.35860567e+06 1.60441878e+00 4.24909715e+00 1.25834477e+05
1.00778101e+08 9.50011495e-01 2.81856226e+00 1.77944371e+03
9.13408139e-01]
INFO:revrand.glm:Iter 14500: ELBO = -1161.6319858657148, reg = [4.533165553009355, 4.147057507725236], like_hypers = 13.351633671946152, basis_hypers = [ 1.84969029e+00 7.91409128e+00 4.32813902e+01 2.63770889e+08
4.29320757e+06 1.59723527e+00 4.11105547e+00 2.30849014e+05
1.28168447e+08 9.12310617e-01 2.78827482e+00 1.69974402e+03
9.23889451e-01]
INFO:revrand.glm:Iter 15000: ELBO = -1167.3823836492766, reg = [4.542445812432303, 4.149144687659396], like_hypers = 13.150601475574899, basis_hypers = [ 1.81822739e+00 7.80022387e+00 5.62906451e+01 3.24939169e+08
7.88571724e+06 1.58882807e+00 3.94677715e+00 3.89866888e+05
1.58836559e+08 8.98137715e-01 2.74904393e+00 1.60291698e+03
9.00349352e-01]
INFO:revrand.glm:Iter 15500: ELBO = -1185.7305709227637, reg = [4.562925732752312, 4.195260939753806], like_hypers = 13.491878445941925, basis_hypers = [ 1.79315646e+00 8.00064403e+00 7.73261549e+01 3.84618140e+08
1.45375320e+07 1.56028403e+00 4.00067080e+00 6.69170121e+05
1.88156771e+08 8.98566761e-01 2.69750468e+00 1.60020025e+03
9.04596038e-01]
INFO:revrand.glm:Iter 16000: ELBO = -1152.0789343337092, reg = [4.5553697830794455, 4.123309697078847], like_hypers = 13.067037765398617, basis_hypers = [ 1.83114104e+00 7.87983076e+00 1.08845048e+02 4.51529139e+08
2.46804696e+07 1.58705257e+00 4.04374725e+00 1.04433726e+06
2.25619280e+08 9.26582648e-01 2.70151220e+00 1.57221378e+03
8.97983854e-01]
INFO:revrand.glm:Iter 16500: ELBO = -1173.6991533380947, reg = [4.572134437390213, 4.19981544609118], like_hypers = 12.98198316674166, basis_hypers = [ 1.87753206e+00 7.77237572e+00 1.52358992e+02 5.21718340e+08
4.22387984e+07 1.58451444e+00 3.88629349e+00 1.87697768e+06
2.59630238e+08 8.89952075e-01 2.74513092e+00 1.50996059e+03
9.40325623e-01]
INFO:revrand.glm:Iter 17000: ELBO = -1314.8689581008414, reg = [4.580857302267291, 4.179963086115923], like_hypers = 13.528084026711248, basis_hypers = [ 1.89479145e+00 7.47787446e+00 2.27444080e+02 5.90675640e+08
6.28390383e+07 1.57454050e+00 3.66782176e+00 3.13350388e+06
3.05657266e+08 8.76445056e-01 2.73914469e+00 1.44203083e+03
9.01201507e-01]
INFO:revrand.glm:Iter 17500: ELBO = -1184.7022534261255, reg = [4.600626636502668, 4.183968540826149], like_hypers = 13.24686957621285, basis_hypers = [ 1.81762620e+00 7.88142891e+00 3.43361757e+02 6.67299269e+08
9.07955290e+07 1.54555591e+00 3.83568081e+00 5.10843726e+06
3.50175490e+08 9.04441372e-01 2.78038248e+00 1.46663757e+03
9.09734794e-01]
INFO:revrand.glm:Iter 18000: ELBO = -1661.293548806131, reg = [4.638042868345116, 4.17580033862422], like_hypers = 12.909308878476624, basis_hypers = [ 1.87649620e+00 7.99572606e+00 5.05636305e+02 7.50009588e+08
1.28625891e+08 1.61583818e+00 3.95806097e+00 8.53297769e+06
3.93934092e+08 9.40012927e-01 2.76446338e+00 1.44811917e+03
9.40186775e-01]
INFO:revrand.glm:Iter 18500: ELBO = -1342.2077792404978, reg = [4.627589729786254, 4.19946428549332], like_hypers = 13.074955587872328, basis_hypers = [ 1.90130761e+00 7.40064985e+00 7.53063230e+02 8.29631155e+08
1.67193108e+08 1.55087107e+00 3.74579417e+00 1.30097983e+07
4.38369599e+08 9.22494615e-01 2.76503311e+00 1.42092248e+03
9.14235883e-01]
INFO:revrand.glm:Iter 19000: ELBO = -1099.7904363408898, reg = [4.620129995340411, 4.164484673183222], like_hypers = 13.367205522863271, basis_hypers = [ 1.82340055e+00 7.50194864e+00 1.14192600e+03 9.05943619e+08
2.11041418e+08 1.55418291e+00 3.77249093e+00 2.03745932e+07
4.79467455e+08 9.01996634e-01 2.71684594e+00 1.44706740e+03
8.80735924e-01]
INFO:revrand.glm:Iter 19500: ELBO = -1102.6649336987853, reg = [4.648707519409612, 4.167407506691323], like_hypers = 13.005501876483521, basis_hypers = [ 1.83643417e+00 7.49692210e+00 1.68246163e+03 9.87195478e+08
2.59853091e+08 1.55192174e+00 3.71713362e+00 3.03516486e+07
5.23611895e+08 9.05863495e-01 2.67178151e+00 1.32693174e+03
9.34095235e-01]
INFO:revrand.glm:Iter 20000: ELBO = -1110.5635866853231, reg = [4.632470226504716, 4.186130793516682], like_hypers = 12.998434664082477, basis_hypers = [ 1.86163700e+00 7.46714557e+00 2.63873342e+03 1.07274814e+09
3.07375294e+08 1.58853998e+00 3.65045795e+00 4.38440905e+07
5.65834547e+08 9.25586524e-01 2.73209945e+00 1.31177148e+03
9.02492377e-01]
INFO:revrand.glm:Iter 20500: ELBO = -1203.798562772727, reg = [4.651902835745887, 4.194176809134975], like_hypers = 13.268518012402838, basis_hypers = [ 1.90589848e+00 7.72002838e+00 3.97999646e+03 1.16237764e+09
3.63148955e+08 1.56610212e+00 3.69309081e+00 6.26492655e+07
6.16377410e+08 8.86848117e-01 2.74660146e+00 1.28691401e+03
9.02972324e-01]
INFO:revrand.glm:Iter 21000: ELBO = -1302.8863679585259, reg = [4.664434176068507, 4.211741542421319], like_hypers = 13.224398683680686, basis_hypers = [ 1.88810777e+00 7.45795784e+00 6.07469638e+03 1.24625921e+09
4.15334698e+08 1.53746859e+00 3.71123454e+00 8.44076582e+07
6.59577272e+08 9.17765470e-01 2.69159129e+00 1.26051980e+03
8.98345160e-01]
INFO:revrand.glm:Iter 21500: ELBO = -1144.9418866558726, reg = [4.655502012152028, 4.269331261935167], like_hypers = 13.266040688072788, basis_hypers = [ 1.87403485e+00 7.23542981e+00 9.35254200e+03 1.33462293e+09
4.67924307e+08 1.51348056e+00 3.61561019e+00 1.08021505e+08
7.06200604e+08 9.06949317e-01 2.77062677e+00 1.19243727e+03
8.79439442e-01]
INFO:revrand.glm:Iter 22000: ELBO = -1143.4053517770951, reg = [4.679566192519038, 4.189052074686205], like_hypers = 13.391628008751768, basis_hypers = [ 1.88481605e+00 7.25583766e+00 1.48494424e+04 1.41580688e+09
5.23513052e+08 1.59484224e+00 3.69082696e+00 1.34751664e+08
7.58248361e+08 9.02786619e-01 2.80392045e+00 1.15425924e+03
9.05154683e-01]
INFO:revrand.glm:Iter 22500: ELBO = -1250.9396033419266, reg = [4.689211089849266, 4.2139273928928755], like_hypers = 13.073180200116873, basis_hypers = [ 1.88367685e+00 7.59488242e+00 2.32826214e+04 1.50501382e+09
5.78863703e+08 1.54425145e+00 3.70519361e+00 1.64697870e+08
8.08948767e+08 9.13798471e-01 2.81828349e+00 1.13232758e+03
8.97306510e-01]
INFO:revrand.glm:Iter 23000: ELBO = -1143.2452185009092, reg = [4.682093201644518, 4.211177726472519], like_hypers = 13.350382782477627, basis_hypers = [ 1.84136920e+00 7.35151525e+00 3.54091245e+04 1.59838149e+09
6.39210468e+08 1.51908199e+00 3.56316020e+00 1.98163349e+08
8.54539930e+08 8.89675125e-01 2.68825913e+00 1.07513665e+03
9.00393327e-01]
INFO:revrand.glm:Iter 23500: ELBO = -1192.1994126307122, reg = [4.6865633861637965, 4.2469233590276145], like_hypers = 12.951246254221244, basis_hypers = [ 1.87656688e+00 7.52253331e+00 5.65069245e+04 1.68906923e+09
6.98168753e+08 1.50355668e+00 3.67479447e+00 2.33580344e+08
9.01338966e+08 9.11614206e-01 2.70747705e+00 1.10547456e+03
8.96790515e-01]
INFO:revrand.glm:Iter 24000: ELBO = -1164.0437352748131, reg = [4.688272486765373, 4.1997499772174525], like_hypers = 13.220062479730514, basis_hypers = [ 1.84793603e+00 7.32597768e+00 8.89863148e+04 1.77963443e+09
7.53170540e+08 1.54506091e+00 3.58600082e+00 2.67185975e+08
9.52081917e+08 8.99857602e-01 2.72191720e+00 1.05322706e+03
8.88824082e-01]
INFO:revrand.glm:Iter 24500: ELBO = -1098.7723671665788, reg = [4.695233825419884, 4.228233180248588], like_hypers = 13.27712080981747, basis_hypers = [ 1.87060286e+00 7.51995285e+00 1.37343407e+05 1.87696636e+09
8.14135922e+08 1.53075569e+00 3.68998970e+00 3.01861699e+08
9.98277457e+08 9.03312602e-01 2.76309214e+00 1.07921180e+03
8.90156926e-01]
INFO:revrand.glm:Iter 25000: ELBO = -1164.6485744258757, reg = [4.711910901195142, 4.197747751356296], like_hypers = 12.892246265431439, basis_hypers = [ 1.88025066e+00 7.74078034e+00 2.07190801e+05 1.96751242e+09
8.74476139e+08 1.52087589e+00 3.85988819e+00 3.38410481e+08
1.04764341e+09 9.53889694e-01 2.76521328e+00 1.08298060e+03
9.10061685e-01]
INFO:revrand.glm:Iter 25500: ELBO = -1140.1504339613405, reg = [4.6885379211769855, 4.195470121965102], like_hypers = 13.05789777847795, basis_hypers = [ 1.89289768e+00 7.45069004e+00 3.18146248e+05 2.05768961e+09
9.38636972e+08 1.55640806e+00 3.72081496e+00 3.79371151e+08
1.09551364e+09 9.23438330e-01 2.75207577e+00 1.03735077e+03
9.07768958e-01]
INFO:revrand.glm:Iter 26000: ELBO = -1130.0109619770212, reg = [4.707764600474546, 4.2552092345502945], like_hypers = 13.162776471739555, basis_hypers = [ 1.84783060e+00 7.33723809e+00 5.36201853e+05 2.14851987e+09
9.96626960e+08 1.51870740e+00 3.57468174e+00 4.19573577e+08
1.13981903e+09 8.97753476e-01 2.75137333e+00 9.79152419e+02
8.91626335e-01]
INFO:revrand.glm:Iter 26500: ELBO = -1185.9982126601865, reg = [4.712197891276676, 4.271270888786169], like_hypers = 13.027267915603346, basis_hypers = [ 1.97217829e+00 7.21214041e+00 8.37295541e+05 2.24129725e+09
1.05201307e+09 1.52898982e+00 3.53990991e+00 4.58185434e+08
1.18759798e+09 8.93991602e-01 2.82408059e+00 9.62714693e+02
8.92433246e-01]
INFO:revrand.glm:Iter 27000: ELBO = -1333.7803311735775, reg = [4.724250086772349, 4.25400151013438], like_hypers = 13.171196668922772, basis_hypers = [ 1.86158333e+00 7.55583110e+00 1.37631025e+06 2.34480229e+09
1.11235320e+09 1.55376735e+00 3.62904051e+00 4.98974132e+08
1.23577441e+09 9.05137275e-01 2.78835285e+00 9.91477019e+02
9.06390374e-01]
INFO:revrand.glm:Iter 27500: ELBO = -1185.5575312983933, reg = [4.704785537831703, 4.235484125160098], like_hypers = 13.115265194986476, basis_hypers = [ 1.89049330e+00 7.48769382e+00 2.04856027e+06 2.43267883e+09
1.17418356e+09 1.49216695e+00 3.63987510e+00 5.38612942e+08
1.28766115e+09 8.92868171e-01 2.76682293e+00 9.63246050e+02
8.85802315e-01]
INFO:revrand.glm:Iter 28000: ELBO = -1192.6772104531856, reg = [4.6846451757115, 4.223314490430374], like_hypers = 13.393034162178129, basis_hypers = [ 1.86234428e+00 7.57103065e+00 3.22694611e+06 2.52165594e+09
1.23609987e+09 1.51041098e+00 3.60247084e+00 5.79551156e+08
1.34010396e+09 8.94481835e-01 2.80074680e+00 9.89350966e+02
8.87186098e-01]
INFO:revrand.glm:Iter 28500: ELBO = -1204.909690370871, reg = [4.677118663175582, 4.2132018602962775], like_hypers = 13.007035783186154, basis_hypers = [ 1.86208593e+00 7.26358811e+00 5.09340878e+06 2.61768615e+09
1.28925905e+09 1.49241192e+00 3.57392088e+00 6.18585993e+08
1.39116277e+09 8.84373380e-01 2.75730417e+00 1.01087373e+03
8.62107265e-01]
INFO:revrand.glm:Iter 29000: ELBO = -1232.0271332129325, reg = [4.708897463048821, 4.217200982697186], like_hypers = 12.925120854362564, basis_hypers = [ 1.88358502e+00 7.63236064e+00 7.98446257e+06 2.70748627e+09
1.35483802e+09 1.52527383e+00 3.69706316e+00 6.64538838e+08
1.44394843e+09 9.11945974e-01 2.72443584e+00 9.64606313e+02
8.88939493e-01]
INFO:revrand.glm:Iter 29500: ELBO = -1229.1627952796237, reg = [4.698905226300016, 4.198425455502374], like_hypers = 12.950022835033439, basis_hypers = [ 1.90920206e+00 7.79041471e+00 1.20335434e+07 2.80629012e+09
1.41322642e+09 1.56115472e+00 3.58934193e+00 7.08915640e+08
1.49594552e+09 9.00574665e-01 2.70787338e+00 9.48939164e+02
8.97546200e-01]
INFO:revrand.glm:Iter 30000: ELBO = -1608.9560444649892, reg = [4.6655994724991325, 4.214866897545017], like_hypers = 12.95944412700573, basis_hypers = [ 1.93972977e+00 7.39494999e+00 1.74087737e+07 2.89869843e+09
1.47490455e+09 1.55095796e+00 3.61378200e+00 7.48890457e+08
1.54431626e+09 9.11449545e-01 2.76783971e+00 9.72281902e+02
8.92525731e-01]
INFO:revrand.glm:Iter 30500: ELBO = -1354.47223257341, reg = [4.694026448321988, 4.26283294081679], like_hypers = 13.21082748433336, basis_hypers = [ 1.90022720e+00 6.97181595e+00 2.53640459e+07 2.99804165e+09
1.53171845e+09 1.50135144e+00 3.58646583e+00 7.85089044e+08
1.59865325e+09 9.07263591e-01 2.78913722e+00 9.27303630e+02
8.88744890e-01]
INFO:revrand.glm:Iter 31000: ELBO = -1166.8300555109706, reg = [4.673561706934495, 4.145500840576756], like_hypers = 13.238345675901721, basis_hypers = [ 1.88160954e+00 7.45559873e+00 3.66004329e+07 3.09200111e+09
1.59657242e+09 1.54665536e+00 3.46212393e+00 8.26963312e+08
1.64869019e+09 8.92156084e-01 2.76520603e+00 9.02157655e+02
8.93725220e-01]
INFO:revrand.glm:Iter 31500: ELBO = -1185.1183804233226, reg = [4.692321593648446, 4.200063834057064], like_hypers = 12.888573983850673, basis_hypers = [ 1.85626343e+00 7.36249889e+00 5.32541136e+07 3.18704696e+09
1.66029984e+09 1.53678288e+00 3.63501876e+00 8.68240756e+08
1.69607786e+09 9.07631998e-01 2.79171573e+00 9.15085580e+02
9.09287674e-01]
INFO:revrand.glm:Iter 32000: ELBO = -1388.9156698199827, reg = [4.69829572296721, 4.236827116121064], like_hypers = 12.971855840829088, basis_hypers = [ 1.88608231e+00 7.47923196e+00 7.37640816e+07 3.29176199e+09
1.71663545e+09 1.51464449e+00 3.56212688e+00 9.14508001e+08
1.75735719e+09 8.93968995e-01 2.77914883e+00 9.21990054e+02
8.94114424e-01]
INFO:revrand.glm:Iter 32500: ELBO = -1149.8465391748543, reg = [4.691538851812897, 4.156106084464827], like_hypers = 12.969693725512732, basis_hypers = [ 1.90452310e+00 7.69454850e+00 9.79782032e+07 3.39011853e+09
1.78176429e+09 1.50338824e+00 3.67631914e+00 9.53553233e+08
1.81044352e+09 9.33682259e-01 2.74046061e+00 8.96055810e+02
9.05529627e-01]
INFO:revrand.glm:Iter 33000: ELBO = -1178.0480721181477, reg = [4.702675844438631, 4.2665691922944555], like_hypers = 12.936325386449713, basis_hypers = [ 1.94569476e+00 7.50461252e+00 1.26562764e+08 3.49600981e+09
1.83857891e+09 1.51579494e+00 3.58488506e+00 9.97184796e+08
1.85950912e+09 9.04302888e-01 2.77396055e+00 8.86893106e+02
9.01131333e-01]
INFO:revrand.glm:Iter 33500: ELBO = -1201.0145595094943, reg = [4.714312942606332, 4.256445112527628], like_hypers = 13.25483436735294, basis_hypers = [ 1.87485541e+00 7.66514759e+00 1.61202102e+08 3.58308799e+09
1.90556876e+09 1.50310050e+00 3.49802347e+00 1.03735267e+09
1.91408682e+09 8.85944918e-01 2.76948264e+00 8.57709301e+02
8.75536468e-01]
INFO:revrand.glm:Iter 34000: ELBO = -1140.2161355748663, reg = [4.708860986287706, 4.223519036224106], like_hypers = 13.11709210446302, basis_hypers = [ 1.92149831e+00 7.41847781e+00 2.00082926e+08 3.67843134e+09
1.96972655e+09 1.62151145e+00 3.56721185e+00 1.08237474e+09
1.96425692e+09 9.21451994e-01 2.80318462e+00 8.43827993e+02
8.79018415e-01]
INFO:revrand.glm:Iter 34500: ELBO = -1213.9349447805912, reg = [4.6977097549463345, 4.267821881789794], like_hypers = 12.94314939320388, basis_hypers = [ 1.81135143e+00 7.33482297e+00 2.38573110e+08 3.76597846e+09
2.02729387e+09 1.56793694e+00 3.50268964e+00 1.12784019e+09
2.01442639e+09 8.98524536e-01 2.86265586e+00 8.42119882e+02
8.79185279e-01]
INFO:revrand.glm:Iter 35000: ELBO = -1084.2059256948646, reg = [4.671632710231014, 4.212129871629817], like_hypers = 13.01453986424253, basis_hypers = [ 1.93809089e+00 7.52595803e+00 2.70318317e+08 3.86620385e+09
2.08782249e+09 1.53764501e+00 3.62130714e+00 1.17065606e+09
2.06594540e+09 8.91255385e-01 2.81141321e+00 8.69343504e+02
8.89944222e-01]
INFO:revrand.glm:Iter 35500: ELBO = -1211.673215675642, reg = [4.702698596549153, 4.224447699455665], like_hypers = 13.144311689845608, basis_hypers = [ 1.88583938e+00 7.47531597e+00 3.19992558e+08 3.97042292e+09
2.14955995e+09 1.52877527e+00 3.69251322e+00 1.21949203e+09
2.11960154e+09 9.04482082e-01 2.71489814e+00 8.11355121e+02
8.97347078e-01]
INFO:revrand.glm:Iter 36000: ELBO = -1259.7114552872565, reg = [4.696149840841574, 4.2200529536487075], like_hypers = 12.695079679964005, basis_hypers = [ 1.91584853e+00 7.58076544e+00 3.61605521e+08 4.05926168e+09
2.21450772e+09 1.51138499e+00 3.70190097e+00 1.26098063e+09
2.16509616e+09 8.95663959e-01 2.80700654e+00 8.29408213e+02
9.00822292e-01]
INFO:revrand.glm:Iter 36500: ELBO = -1152.612087217522, reg = [4.696737290961587, 4.274546037938171], like_hypers = 13.169083364803265, basis_hypers = [ 1.91355207e+00 7.28061337e+00 4.13574391e+08 4.15802668e+09
2.27296863e+09 1.48899696e+00 3.57189344e+00 1.30767635e+09
2.21531281e+09 8.81213021e-01 2.76850785e+00 8.42239193e+02
8.56928073e-01]
INFO:revrand.glm:Iter 37000: ELBO = -1146.1178633813342, reg = [4.693149567634203, 4.211616163348295], like_hypers = 13.009748925333088, basis_hypers = [ 1.86454047e+00 7.54249634e+00 4.59700598e+08 4.25233815e+09
2.32862711e+09 1.53175981e+00 3.71433809e+00 1.35146260e+09
2.26839646e+09 8.83604539e-01 2.82714355e+00 8.28547381e+02
9.07821387e-01]
INFO:revrand.glm:Iter 37500: ELBO = -1111.5890964473779, reg = [4.679357067210675, 4.213079751839175], like_hypers = 12.830101334923716, basis_hypers = [ 1.91413360e+00 7.47283418e+00 5.07131346e+08 4.34851890e+09
2.39171269e+09 1.56845580e+00 3.60524081e+00 1.39417581e+09
2.31288959e+09 9.06464694e-01 2.85295752e+00 8.77374450e+02
8.82777237e-01]
INFO:revrand.glm:Iter 38000: ELBO = -1161.6518786373015, reg = [4.687399354362693, 4.248024761715846], like_hypers = 13.202007715824022, basis_hypers = [ 1.89684065e+00 7.47791375e+00 5.61008392e+08 4.44429905e+09
2.45793881e+09 1.49917668e+00 3.56301990e+00 1.43866193e+09
2.36757595e+09 8.87322811e-01 2.75659473e+00 8.36962031e+02
8.68133408e-01]
INFO:revrand.glm:Iter 38500: ELBO = -1169.8621818737297, reg = [4.7087433043648685, 4.264367451719145], like_hypers = 13.186153716816168, basis_hypers = [ 1.92665878e+00 7.29466431e+00 6.14671009e+08 4.54515853e+09
2.52133678e+09 1.49278178e+00 3.55340340e+00 1.48314153e+09
2.41803795e+09 9.05019777e-01 2.76601738e+00 8.64319881e+02
8.75309583e-01]
INFO:revrand.glm:Iter 39000: ELBO = -1176.4320441330622, reg = [4.699406041201608, 4.23860990886047], like_hypers = 12.725548147555866, basis_hypers = [ 1.94373296e+00 7.52734237e+00 6.64875696e+08 4.63911431e+09
2.58844966e+09 1.52716205e+00 3.67631790e+00 1.52930644e+09
2.46781108e+09 9.20490246e-01 2.79076192e+00 8.30095669e+02
8.90637620e-01]
INFO:revrand.glm:Iter 39500: ELBO = -1148.8242317184597, reg = [4.66048493482996, 4.24250854989573], like_hypers = 13.011006311097125, basis_hypers = [ 1.86087709e+00 7.68435124e+00 7.18421216e+08 4.73633970e+09
2.65175569e+09 1.51263474e+00 3.61460321e+00 1.57812354e+09
2.52326144e+09 8.79763744e-01 2.80229779e+00 8.13084035e+02
8.92241569e-01]
INFO:revrand.glm:Iter 39999: ELBO = -1128.401248800978, reg = [4.6605813888025605, 4.216530393290793], like_hypers = 12.535150663118538, basis_hypers = [ 1.85369672e+00 7.22944713e+00 7.68509988e+08 4.82544077e+09
2.70782291e+09 1.56803269e+00 3.51580514e+00 1.61922466e+09
2.57319702e+09 9.01218665e-01 2.81270225e+00 8.42552418e+02
8.90691086e-01]
INFO:revrand.glm:Finished! reg = [4.664260031197452, 4.215100680139856], likelihood_hypers = 12.513628139546936, basis_hypers = [ 1.85348061e+00 7.21145846e+00 7.68418850e+08 4.82493419e+09
2.70766774e+09 1.56714286e+00 3.51024113e+00 1.61914489e+09
2.57340414e+09 9.00886164e-01 2.81239637e+00 8.43545359e+02
8.91438877e-01], message: maxiter reached.
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.slm:ELBO = -8199.929476777568, var = 0.35205972385924256, reg = [4.1356829863695115, 19.388097935128886], bparams = [ 9.87834175 9.25849914 23.71817207 15.96005548 21.38591585
10.68710592 108.08267091 19.7283193 0.71932398 3.32008142
0.9734317 19.56089603 35.16309506].
Fold 4
INFO:revrand.slm:ELBO = -2051.891794408337, var = 2.8005857804069634, reg = [2.7975877458625558, 6.0241560020991756], bparams = [ 9.745329 70.85842725 0.92931227 11.33547834 4.77258214
30.40186871 6.63537503 3.23236896 30.41316216 6.8346375
19.98004912 17.87476712 18.95699391].
INFO:revrand.slm:ELBO = -10640.737276168013, var = 0.2725591027777337, reg = [2.7191171163071104, 0.15510251494085753], bparams = [ 10.09409133 14.39434026 19.57317597 7.47856456 22.74590972
36.26795683 29.05147989 7.01180506 38.15878815 20.76814552
30.4885489 10.58702156 1.83153054].
INFO:revrand.slm:ELBO = -18280.50845918745, var = 0.14460336685101266, reg = [10.986010247561016, 5.0440454228675513], bparams = [ 48.80489169 12.44821091 168.69254771 8.53983582 10.79871644
23.32846578 14.21435114 20.5172087 19.64835466 27.85667407
35.95227078 9.4943008 5.44905138].
INFO:revrand.slm:ELBO = -10285.240582998385, var = 0.25238216926765294, reg = [6.7025073695541257, 11.279847505728171], bparams = [ 12.89196542 73.31545362 22.25989259 34.3942092 47.39735418
22.98601765 2.32804592 21.74679656 17.59269266 17.30069586
8.06859695 0.58871294 8.15181218].
INFO:revrand.slm:ELBO = -2299.2507054420334, var = 1.0213440085997836, reg = [24.774335046210499, 3.3056602358389116], bparams = [ 12.54283265 7.1544708 11.44243074 13.65268213 11.17065436
41.42040721 14.5961264 1.1078311 0.32902273 5.76078548
25.11093488 5.36651356 3.18131599].
INFO:revrand.slm:ELBO = -3235.71647246145, var = 1.3085867067710653, reg = [7.8754707621255751, 2.5183019732082745], bparams = [ 3.96832908 9.71990676 20.99434279 13.068457 5.51890236
32.92750843 3.31071675 7.65401939 1.98335709 10.70085807
45.04672139 5.72353807 14.03047415].
INFO:revrand.slm:ELBO = -2121.83430357734, var = 0.9246347673975218, reg = [13.202712832397605, 0.39278307742686647], bparams = [ 5.52201717 20.99273001 1.79848663 70.31934771 46.68763679
2.40289937 0.97107675 9.92927394 24.78652827 27.68374842
2.55240489 5.02611185 2.80765181].
INFO:revrand.slm:ELBO = -1647.533366711481, var = 4.480076794088916, reg = [5.1720380338810106, 1.9876479911594682], bparams = [ 17.28626132 27.57958084 2.28709848 1.69058884 65.04011488
25.66718072 4.14152364 15.73717191 51.68589572 53.41223731
20.59445087 23.93272716 22.86350946].
INFO:revrand.slm:ELBO = -3912.9531292209185, var = 1.197849868504646, reg = [2.0404841628582577, 1.8124294491505699], bparams = [ 23.76289519 35.8367119 34.60086189 20.77595272 14.45536656
187.60713461 46.48965023 9.4609178 23.79572899 14.81913131
7.44722306 1.01363781 13.75851314].
INFO:revrand.slm:ELBO = -5851.128174004078, var = 0.38754847789899, reg = [11.504837515210111, 18.268718051484424], bparams = [ 16.35920033 26.82365368 1.71142889 36.2452478 14.58284385
36.08386064 16.19245963 31.97271228 29.53967371 4.91393885
8.30023832 42.31322496 1.27254557].
INFO:revrand.slm:ELBO = -2773.585220091718, var = 1.3374683185023157, reg = [0.60108064992075094, 5.5695948796818753], bparams = [ 17.89694893 12.21790916 23.23548024 1.06619267 65.04747735
2.66599093 12.23072144 7.91135592 17.49322997 19.76988088
25.01047164 2.56576942 3.16253456].
INFO:revrand.slm:ELBO = -4557.266326806192, var = 0.7514121583828627, reg = [0.55328943270167841, 18.935756890924075], bparams = [ 5.05735004 3.87926922 0.94910619 29.45538763 0.33234428
5.2845449 10.37790592 4.6423049 5.9623917 2.64068106
44.33541358 1.88430553 23.3737897 ].
INFO:revrand.slm:ELBO = -8655.294937631246, var = 0.36453933891063245, reg = [19.407271943012343, 2.8217298652496021], bparams = [ 9.55397514 13.52322394 19.30587855 14.8961993 7.10657781
31.58874843 0.43276847 17.69388717 27.7695087 12.89182362
31.61475292 3.70935412 38.76847384].
INFO:revrand.slm:ELBO = -8790.703879761877, var = 0.2780969494781096, reg = [13.440718922096766, 13.999018339858747], bparams = [ 6.92624778 2.6525487 15.47762091 0.86924203 35.12834615
14.07076915 43.97026552 11.89119254 0.89642373 2.36449854
1.93926177 5.64715819 57.69138808].
INFO:revrand.slm:ELBO = -5399.758365539787, var = 0.8005847199515077, reg = [3.7529632207059, 1.8689069071671156], bparams = [ 39.93297645 32.59850786 6.99518476 11.94956743 20.16934437
16.62386571 4.18106292 25.28415845 44.29023369 12.82830244
51.00768999 7.82314223 20.19663236].
INFO:revrand.slm:ELBO = -23981.707032921302, var = 0.14014026816328984, reg = [0.98290144532871326, 2.3872550866220612], bparams = [ 5.39525284 103.58808876 6.01803289 94.49558641 30.25045877
10.26227414 8.14984956 10.15497424 11.62919128 3.15199509
45.2803976 11.58990525 26.53650375].
INFO:revrand.slm:ELBO = -2528.7008158905037, var = 0.8181620026220531, reg = [12.414084838109174, 2.3198859768621323], bparams = [ 0.35685573 62.37798053 30.33639505 2.10693268 7.54352669
2.08471761 56.85879363 2.13382824 18.57034495 4.07458687
19.05267644 5.69320359 24.57061717].
INFO:revrand.slm:ELBO = -2563.207561110642, var = 1.3197032762665069, reg = [10.535917516521705, 1.5517101291843844], bparams = [ 68.62501294 15.15625795 6.66617113 37.1412173 3.98465779
13.91668915 5.98313087 0.42899102 57.52877484 47.78527328
16.76506421 23.47824194 15.01594851].
INFO:revrand.slm:ELBO = -23675.86499674912, var = 0.04308296435561685, reg = [35.503826414477061, 28.151249642900712], bparams = [ 22.47563931 4.15759438 3.10465398 7.35499062 19.91725207
72.68558038 0.22972642 9.75388496 22.71194914 18.64047141
12.49698908 11.33633949 3.44840205].
INFO:revrand.slm:ELBO = -2004.0137109995867, var = 0.6353392937932032, reg = [4.7118874856144544, 1.8061938429595989], bparams = [ 11.58587028 18.86591293 2.55132825 4.33001592 28.06092498
0.34632514 21.17821666 0.67670175 9.65844288 3.03471795
6.40853809 7.12542828 0.90960935].
INFO:revrand.slm:ELBO = -2204.5358794296417, var = 2.1836782437554154, reg = [3.3534827205547568, 11.662434262537733], bparams = [ 8.96183688 45.79795138 1.21551035 63.3503545 56.76974268
11.56406419 32.49701109 34.15764839 53.94650418 36.29051865
4.96744619 0.44513151 9.34635046].
INFO:revrand.slm:ELBO = -1424.6689159461116, var = 3.091416661794005, reg = [7.1415114412394365, 13.558249656650878], bparams = [ 12.87101197 20.55656057 39.30112335 10.77145443 53.33133107
0.1345851 27.75662641 36.60741953 1.42391832 3.88347044
43.80826357 8.93034499 60.92935977].
INFO:revrand.slm:ELBO = -34573.35597058238, var = 0.05779164579248973, reg = [27.127001002534648, 27.047823550344265], bparams = [ 6.7555867 13.34011818 47.42180894 18.97119957 54.82922403
2.97815183 26.55870535 17.05095549 41.81709072 10.28946462
26.49805895 14.78405185 24.49304027].
INFO:revrand.slm:ELBO = -1978.2146915664448, var = 1.7314890217996795, reg = [20.426266771236218, 0.12789328069949737], bparams = [ 14.00769468 1.1170611 7.19637828 7.57268788 17.00481754
0.79178025 5.41879164 7.08299525 20.55900083 24.99376185
8.98200955 9.74319823 18.01295656].
INFO:revrand.slm:ELBO = -2663.033589438405, var = 1.2333326552354968, reg = [33.484786804907742, 3.0875195951678536], bparams = [ 33.52198002 7.91779028 12.54393546 38.20648352 8.81633847
5.81920077 55.61885746 58.64624823 4.37716105 38.99268953
18.89966229 2.88745219 38.35329306].
INFO:revrand.slm:ELBO = -4857.131869016155, var = 0.5470695362086442, reg = [5.8808897431062856, 12.379285997546518], bparams = [ 13.94539934 0.84100996 25.59479228 13.86725552 9.79271859
3.77456862 49.74869644 10.23181887 25.87601235 6.25713858
38.35345433 0.70992312 25.79048876].
INFO:revrand.slm:ELBO = -35241.80101843329, var = 0.040245069129926384, reg = [6.2866216585786692, 5.0682327788610957], bparams = [ 10.9571483 10.79946028 7.08657176 19.67447974 4.85199939
24.84779559 66.32072461 2.17244336 1.52598317 22.72690598
26.17007791 5.50481681 6.51270638].
INFO:revrand.slm:ELBO = -2522.1553222739453, var = 1.2438250829626833, reg = [13.447329806934654, 2.0828960531610856], bparams = [ 34.86954276 10.61143791 11.50459743 9.74274518 21.62476193
10.69225733 2.2819817 9.0138151 24.37994212 11.04210302
63.90849415 51.06066527 3.95899624].
INFO:revrand.slm:ELBO = -5329.519500049806, var = 0.5102387318246256, reg = [12.087040232634241, 6.3654704663948163], bparams = [ 5.91125916 68.81297485 13.38168817 20.20749951 35.68595332
4.97903749 15.08362436 7.88899895 7.54398757 14.68261149
64.64379553 41.57071743 19.43341703].
INFO:revrand.slm:ELBO = -10758.755581445364, var = 0.2669398919935022, reg = [12.000180313121767, 18.599394001683777], bparams = [ 47.38672328 1.24730248 27.70831325 28.73568822 12.82506723
9.52825821 5.24644106 11.20173273 28.54853757 61.99950552
25.29642823 16.8141912 20.9605672 ].
INFO:revrand.slm:ELBO = -6868.846251828318, var = 0.29422165397193134, reg = [6.705977513925319, 0.9861317251552687], bparams = [ 7.12378796 0.40658801 6.98898507 4.99968097 2.73629688
5.40725956 1.54800597 76.92060722 89.74781557 21.73690242
1.41763718 37.01093937 19.52320334].
INFO:revrand.slm:ELBO = -2326.1512627899097, var = 2.01265349486749, reg = [16.755476114416652, 3.8956428861383219], bparams = [ 2.65273025 33.21704874 20.36569268 15.56388561 28.64311142
23.25040346 23.41102455 9.90065749 8.68995458 94.97175401
5.02987354 22.00091625 8.36770135].
INFO:revrand.slm:ELBO = -8034.746580661371, var = 0.4064159336036594, reg = [2.3166017587621801, 16.158020172813586], bparams = [ 23.43880007 37.38392051 1.41733785 9.68898195 12.86833984
16.55734313 31.11609392 12.72471367 0.92248741 36.20336223
21.1385282 22.59370124 15.74418985].
INFO:revrand.slm:ELBO = -2160.772707008872, var = 2.338817353287366, reg = [0.96868333989554167, 3.4867361634644265], bparams = [ 31.42321174 10.31841615 16.70703284 19.37186231 9.02222332
4.59020388 21.4073423 5.2378131 1.87275951 5.58593727
8.50856401 1.4825094 40.17982085].
INFO:revrand.slm:ELBO = -1713.2639748350484, var = 3.955102482558283, reg = [2.8309680066025784, 14.104501181655941], bparams = [ 8.43359942 37.12464278 48.91315517 31.2075938 4.05876613
25.08730896 3.1203077 2.9678045 31.17068784 8.06937644
2.3522352 5.43517481 17.44623673].
INFO:revrand.slm:ELBO = -5533.288932443393, var = 0.34925883424616466, reg = [6.6894515183021959, 18.464306841508808], bparams = [ 8.39873906 0.6661475 12.93948952 43.78101226 0.53284919
17.16712079 10.69693179 8.85544182 0.80740349 17.13657059
2.25910452 5.41545907 5.98506679].
INFO:revrand.slm:ELBO = -20671.440612966064, var = 0.17040705153681288, reg = [0.7930820988327979, 11.751078003113157], bparams = [ 16.00023556 2.94834597 2.21302684 10.36834698 39.80872966
9.87429366 26.48654295 37.94451916 21.80322275 19.74217089
11.47027893 5.58829376 22.12787416].
INFO:revrand.slm:ELBO = -10349.137192288135, var = 0.10670021631013084, reg = [21.361405147997875, 2.5041543633959522], bparams = [ 22.8114091 18.79113726 35.13157134 4.19268531 0.34944194
2.52505065 16.19958406 10.86586923 17.46735897 103.68025403
12.77102322 28.56582974 40.13636334].
INFO:revrand.slm:ELBO = -1970.1740775742855, var = 1.5720208600599863, reg = [8.4211942852423789, 0.60146856097990231], bparams = [ 1.72468971 2.4941137 51.73220489 21.84493103 11.25943307
14.88048385 2.62658886 20.9879005 7.41103652 14.24489512
7.38358635 46.67709658 0.95049026].
INFO:revrand.slm:ELBO = -2777.4640405763193, var = 1.4442184994667977, reg = [20.814052998903918, 0.12326938396158618], bparams = [ 17.94203164 0.65639795 12.1357163 4.75892337 15.84247809
12.44477285 12.80540816 10.77577044 47.10146319 22.90590126
5.90138916 1.6007156 23.17559093].
INFO:revrand.slm:ELBO = -4461.0226626327285, var = 0.41317786272719925, reg = [9.6534205901777703, 3.0668576738325362], bparams = [ 10.01903665 2.90522972 5.63216101 6.57556086 47.38845569
9.18464666 20.38700246 0.41775328 2.31244728 31.99758605
1.5735173 9.71650553 34.14447064].
INFO:revrand.slm:ELBO = -10716.458067855092, var = 0.20931057726797006, reg = [2.5762086834886211, 6.7994548993313906], bparams = [ 64.66393803 1.08992445 7.72895328 20.30808043 58.13070526
1.93049422 25.00700013 5.41268551 24.54227677 2.63560819
2.84239631 29.80108889 30.98728858].
INFO:revrand.slm:ELBO = -2053.7208736615203, var = 3.0164109111964432, reg = [10.634076428123056, 17.216255894445325], bparams = [ 3.28863885 35.53884634 12.01455737 21.51058796 30.40835525
36.97869198 10.41914296 17.23789812 32.28949771 25.6636848
10.04452656 47.69020772 65.77494962].
INFO:revrand.slm:ELBO = -2862.4343118573493, var = 1.07674002758898, reg = [29.470143109055812, 1.0136992136583141], bparams = [ 0.16037038 24.51619156 8.23297497 10.55196654 4.71546312
35.2216759 102.75050637 36.79634557 13.20233609 19.38914299
8.32196814 33.27073056 8.4147347 ].
INFO:revrand.slm:ELBO = -2552.5738969700933, var = 1.948499013235676, reg = [2.7488852990194168, 3.056596095156511], bparams = [ 4.88166281 16.16759015 8.49428962 37.12997279 21.86834961
11.95197779 49.07415349 16.13701367 38.13310438 2.8279664
23.55185761 5.53068819 9.37393117].
INFO:revrand.slm:ELBO = -4047.207641540742, var = 0.6759670100863042, reg = [12.962882289707519, 10.74573165116691], bparams = [ 5.57111696 13.06159672 10.85641051 37.54073939 3.88919456
6.44816204 20.41409754 3.60723164 26.07742925 58.98374719
3.226366 4.88675926 29.19744948].
INFO:revrand.slm:ELBO = -17912.10901661797, var = 0.10703858229812262, reg = [4.8363646799382991, 11.652807580558143], bparams = [ 4.1231259 5.96743814 5.97799037 18.92358161 21.9314145
15.95063075 1.72435526 15.94999117 16.88756496 0.24478278
4.29916098 66.81597565 11.14502344].
INFO:revrand.slm:ELBO = -2878.718281586403, var = 1.0106197924449223, reg = [18.261358361754695, 7.6306671555978127], bparams = [ 6.68597052 30.04801719 8.72417887 11.74599581 24.17460297
38.15033325 22.26017231 13.93292358 34.05742488 22.24492104
5.01135376 9.48905039 1.28063904].
INFO:revrand.slm:ELBO = -14285.411826244886, var = 0.2991891245231251, reg = [0.64529012696738652, 15.659258362281168], bparams = [ 38.78603471 5.84537272 10.38244073 47.74215143 98.60705456
28.6901341 22.42466348 6.30701102 26.56975677 59.36914387
16.75535948 64.51206068 99.04972269].
INFO:revrand.slm:ELBO = -2384.7835499431962, var = 1.324575380217321, reg = [3.1744523035666594, 9.6411285690328068], bparams = [ 11.83764905 23.35429516 1.35298154 54.8854566 14.27136871
1.91203858 27.84007819 4.00058411 0.60611956 90.27367906
18.64921804 1.55686089 29.038442 ].
INFO:revrand.slm:ELBO = -18588.824064753673, var = 0.17259588121271485, reg = [0.45920855585910714, 2.9689739163039919], bparams = [ 15.53382436 37.87290063 6.94812299 34.28595811 2.44533712
11.87055559 3.92814378 2.89052183 22.29387179 34.61217733
0.60716202 35.84100922 48.23983699].
INFO:revrand.slm:ELBO = -3036.532404562922, var = 1.5413189138147871, reg = [1.948038180223123, 12.810870748230464], bparams = [ 40.42601542 20.50781124 3.06924052 6.43707384 10.08674227
15.82993147 23.61645441 3.05496544 5.02948379 61.07386787
10.03571959 3.98625645 15.30549697].
INFO:revrand.slm:ELBO = -107606.45829794196, var = 0.017634840611579994, reg = [5.1726122077547219, 4.146880494962077], bparams = [ 33.2691497 9.77085666 70.15127336 12.11143312 7.44137357
14.43264387 27.91755304 11.29903862 17.04258382 103.32911856
9.78214074 20.41548975 6.406401 ].
INFO:revrand.slm:ELBO = -6518.0549078142785, var = 0.3125615932700844, reg = [13.780737121780053, 3.9228872327561377], bparams = [ 8.23141526 19.1365644 73.26431613 7.48942873 0.73009266
11.41893612 27.71374364 17.33495227 27.77008233 31.24465579
33.37679877 1.48096625 10.72006254].
INFO:revrand.slm:ELBO = -4166.871537150619, var = 0.48766468973258253, reg = [9.7660818294283285, 8.1289443422975989], bparams = [ 5.31904411 7.21334417 28.13999899 24.66286481 30.73822715
6.3531314 13.26115515 39.19849151 7.085085 14.67674404
12.78547771 2.92572502 1.53986916].
INFO:revrand.slm:ELBO = -4023.3725152672023, var = 0.8300549362220029, reg = [5.5149763244638796, 16.567497375322745], bparams = [ 14.7232882 25.33384715 29.80591163 22.16125757 3.40683306
71.42758554 3.01151797 17.43106016 2.84689883 10.28384327
14.36855273 2.9975737 4.14628947].
INFO:revrand.slm:ELBO = -48347.028879918515, var = 0.054191858256035355, reg = [9.2418520761274454, 2.7846249519041226], bparams = [ 28.34624429 14.73871443 101.77436617 34.35349104 31.47103122
59.79687527 6.15480631 31.06304839 2.31629375 45.71421794
0.51328916 32.83304816 65.23893547].
INFO:revrand.slm:ELBO = -14337.547100363974, var = 0.10260361756073462, reg = [20.356803230957794, 5.3501628276431665], bparams = [ 15.36125431 2.6387854 3.39847411 1.09577766 0.38796985
38.61732051 14.01628497 11.39170294 9.46598341 18.53652207
37.0292867 0.6897104 82.45411593].
INFO:revrand.slm:ELBO = -97559.8678483956, var = 0.02318163503804387, reg = [3.4324538839346102, 6.4670620036279214], bparams = [ 23.85190767 14.3877837 12.51494228 15.70327881 12.53948659
39.33113885 21.06949427 75.07843902 3.15231998 11.22642501
7.53294649 33.68895648 7.11590397].
INFO:revrand.slm:ELBO = -7668.686780474392, var = 0.4336577248454095, reg = [7.1254301415028696, 6.0759011096976607], bparams = [ 4.98434003 25.53693251 23.81813595 9.40838852 30.47819505
25.27727893 2.28184682 5.78721503 20.80366058 9.93252931
2.94312481 15.90374246 26.94132325].
INFO:revrand.slm:ELBO = -4950.370315303893, var = 0.35279867899975353, reg = [8.670522318603286, 4.5248131455904037], bparams = [ 34.27481651 39.42918511 7.57244271 19.54824548 4.05090644
3.87647992 2.31636472 4.17009803 18.32226574 1.14770374
21.97407181 20.36556875 7.70347528].
INFO:revrand.slm:ELBO = -2023.8080148828503, var = 1.689097031377744, reg = [2.9679021653359925, 2.6173249855214564], bparams = [ 1.99016776e-01 8.59559502e+00 1.94898437e+01 5.58640147e+01
7.26953090e+00 4.51009315e+00 9.93585311e+00 4.58543655e+01
1.13751097e+01 5.86278150e+00 1.76948016e+01 5.17591151e-02
2.62171781e+01].
INFO:revrand.slm:ELBO = -7011.761259455688, var = 0.19792730197231, reg = [38.242634235472877, 5.7021043197648948], bparams = [ 7.06160669 4.2405039 18.58234855 4.04674183 4.78912633
1.79538764 99.47629362 16.41695985 4.24478788 56.42085276
3.58382313 13.66394516 5.67272129].
INFO:revrand.slm:ELBO = -2612.96343461791, var = 1.1439475164747759, reg = [3.7139089949182811, 17.726561137558271], bparams = [ 6.45149817e+00 3.30013935e+00 9.34966603e-02 3.18563434e+00
1.57354761e+00 6.39118142e+00 9.66886844e+00 1.38403965e+01
1.04215745e+01 7.44033386e+00 8.63989961e+01 1.47689190e+02
9.53892171e+00].
INFO:revrand.slm:ELBO = -6190.674693093566, var = 0.437999781566279, reg = [4.1417303961136502, 8.7459795881458096], bparams = [ 50.12473406 5.3415013 41.69218556 2.9112907 6.88306887
13.37625849 63.80615872 4.44066683 12.44067895 0.90972069
3.55065279 24.39729421 14.34401577].
INFO:revrand.slm:ELBO = -4837.064206395991, var = 0.5934824377021463, reg = [4.8664609564680674, 15.073785946130778], bparams = [ 13.23390717 4.20627083 9.22754802 47.31921351 12.91013501
6.51684824 5.93271362 8.88906389 33.73130959 3.67045289
17.22784512 17.41880756 9.6455961 ].
INFO:revrand.slm:ELBO = -2822.238040638791, var = 0.9785961725442199, reg = [9.3481878789103678, 28.038410756727146], bparams = [ 20.36416969 52.01922035 3.87188446 56.85862489 11.74121475
9.09956104 25.0364407 29.48198146 1.34356415 0.38613858
7.71568219 50.85805854 5.26024458].
INFO:revrand.slm:ELBO = -2217.3761339845187, var = 0.4976269098504901, reg = [14.179923776497761, 20.28991994665947], bparams = [ 13.72176838 62.19575491 1.4409196 23.41276783 6.48621341
14.83425114 3.19614538 0.22359237 52.90107839 30.24235101
0.71094002 55.43159195 0.679983 ].
INFO:revrand.slm:ELBO = -2060.3038269419835, var = 2.226900852507142, reg = [6.499381120239839, 48.654685282922713], bparams = [ 11.02237303 1.66893722 3.58222226 3.68926518 33.14995645
11.57087836 0.54179265 9.74765695 3.3943085 5.06600034
5.37930926 6.43596994 7.9913869 ].
INFO:revrand.slm:ELBO = -3342.8455174570363, var = 0.5319979410469045, reg = [18.637426014461841, 2.4839477549303317], bparams = [ 42.40632207 21.88844592 4.05673574 16.79554731 17.03987931
2.24232781 4.43952095 0.47371781 15.41886929 6.59757396
10.1694138 18.38149046 74.18524067].
INFO:revrand.slm:ELBO = -6283.0331588671725, var = 0.5087752084478737, reg = [3.8977182645477173, 3.8960959177553498], bparams = [ 4.83618417 11.4686986 37.86892167 2.78197756 2.80659015
9.37677987 24.14743088 6.61999446 35.40674484 53.37196206
27.3505042 4.87542933 10.7789595 ].
INFO:revrand.slm:ELBO = -2965.116277366287, var = 0.8917416048659066, reg = [11.560414613341685, 6.600589513375315], bparams = [ 83.17747243 44.36202921 9.44266035 99.78821187 1.36177786
62.60821937 7.23305168 3.70020224 1.86647409 15.57289488
43.74437917 5.43822562 2.719611 ].
INFO:revrand.slm:ELBO = -4019.521794663574, var = 0.6236570309651711, reg = [13.02176879640307, 2.8354976853720864], bparams = [ 21.19298879 7.70792108 10.14439476 3.58619631 7.66970008
3.9692688 19.61380968 12.18898899 10.21985527 2.74507591
35.890667 16.87049237 23.44934985].
INFO:revrand.slm:ELBO = -14879.221746113071, var = 0.23323144537608473, reg = [3.216361250862029, 3.3911650353562059], bparams = [ 6.44694338 2.59998597 47.22679731 8.51590189 37.38026315
12.18566156 12.77443984 19.27285271 29.54088508 20.23009927
14.85229665 5.68860623 60.75137495].
INFO:revrand.slm:ELBO = -1803.4332820248396, var = 2.8877841678232317, reg = [22.079969536121645, 57.593805605451735], bparams = [ 43.32115864 2.52696397 24.10024331 11.51829525 1.1920623
52.27713072 0.6101956 18.22165871 12.03858237 4.74412239
3.2242852 3.87317017 26.2897747 ].
INFO:revrand.slm:ELBO = -5863.84239833339, var = 0.6577677717369973, reg = [16.019939583490491, 7.2969647625605347], bparams = [ 3.55753986 22.83778498 28.50517453 6.3387591 37.02134596
37.73047829 9.27986115 38.60928627 5.07680526 4.61897327
18.88200341 38.72338788 28.41635497].
INFO:revrand.slm:ELBO = -56879.063609024175, var = 0.028884080540563017, reg = [3.9469096496009657, 10.492737882818385], bparams = [ 40.50004646 6.05124372 17.61870703 76.05443448 44.7565314
7.6904042 0.48693009 17.45673967 59.81970424 10.44603003
10.28258591 40.62927238 6.67129147].
INFO:revrand.slm:ELBO = -2812.6859240879403, var = 1.5116481977803091, reg = [13.838465007327272, 5.309361997623304], bparams = [ 1.50278932 33.15729179 5.74412986 0.49805601 23.32010668
46.67730081 1.86652279 6.96160525 48.27109116 21.33374417
1.15937438 34.21995829 36.24200873].
INFO:revrand.slm:ELBO = -2522.0826016343335, var = 1.9839330216161621, reg = [3.0703557871445581, 4.3041940175370783], bparams = [ 7.84939466 17.78482516 28.7685024 9.32010164 48.1698924
25.51510465 3.17420529 24.45536723 28.8028857 0.29430739
19.4443772 11.0382096 15.12983339].
INFO:revrand.slm:ELBO = -2067.266215545862, var = 1.648462622971858, reg = [4.7033939069081914, 4.9291131789419573], bparams = [ 40.20674667 1.87774005 13.14555854 41.91052801 30.87956109
6.42446108 11.58883911 0.21554675 75.91985054 7.44415044
4.54989796 3.73984287 88.6843334 ].
INFO:revrand.slm:ELBO = -171686.4582125373, var = 0.011412486734704928, reg = [12.635095808272027, 10.529973141690075], bparams = [ 9.05087594 12.41725942 14.4798584 41.63133014 19.343638
73.34066232 15.46644727 16.24900996 3.91220075 3.73829787
23.55099797 10.73409762 21.26833329].
INFO:revrand.slm:ELBO = -7963.471756135987, var = 0.33075757563337277, reg = [1.1198719563585864, 0.61956914947973851], bparams = [ 25.76061509 8.602747 8.02409889 34.9496243 22.90001681
0.67830071 38.89807819 6.8210231 24.27017716 5.12918204
12.54414424 21.94702412 32.06569119].
INFO:revrand.slm:ELBO = -1229.4698187226502, var = 2.08599097350138, reg = [19.92861825715022, 15.996799431756983], bparams = [ 1.57981702e+01 8.42005580e+01 2.01020628e+01 2.82619323e+00
2.88461305e+01 1.92391909e+00 1.72862989e+01 1.14046501e+02
1.12891087e+00 2.04545517e+01 6.23032898e+01 1.73692800e+01
6.80515713e-02].
INFO:revrand.slm:ELBO = -1539.2944319970184, var = 2.6793039030094596, reg = [16.488490242347137, 1.6367488955358478], bparams = [ 9.91003921 22.12161697 6.72898838 15.34669576 16.96891666
3.24592737 1.36906639 8.29143355 17.83032826 47.52710802
12.30594691 1.31524302 9.93648875].
INFO:revrand.slm:ELBO = -4256.824308638974, var = 0.4554583196210974, reg = [12.282599053519402, 8.8019698578572783], bparams = [ 4.91649671 1.23945571 14.56953047 4.79037988 15.52337968
0.69701539 5.21289166 13.55936453 27.58173419 28.44792137
5.47968438 8.2770464 12.02540514].
INFO:revrand.slm:ELBO = -24552.101461361483, var = 0.07520914432570515, reg = [5.054300072251479, 26.261989846460413], bparams = [ 3.80549855 5.43399332 26.02467572 7.46585796 18.05809152
4.02466823 41.81462164 14.81577755 23.60489796 4.13074592
25.58537386 3.24336513 11.03469935].
INFO:revrand.slm:ELBO = -2408.209238909437, var = 0.6775857166896015, reg = [21.283390789733243, 36.921852183686063], bparams = [ 0.25928759 5.68007218 19.86931322 11.21493332 8.54541637
7.59686788 18.50418993 67.60420646 79.90771819 28.84663547
33.05935366 7.96945036 2.49313325].
INFO:revrand.slm:ELBO = -7602.052480223827, var = 0.23551713372191607, reg = [19.120545600962433, 4.5555488836339082], bparams = [ 3.48981824 25.68558062 61.05928901 63.09323674 27.85047427
23.81428383 9.08079007 5.88548329 1.64390384 22.36857676
8.89800969 20.62813423 3.88286884].
INFO:revrand.slm:ELBO = -2882.6116392546587, var = 1.4062724694034223, reg = [2.8092713260180409, 2.5919030437298645], bparams = [ 1.43829 7.18650371 60.17006154 54.63359042 9.31166758
12.70146923 55.8422575 0.94692298 43.60439936 19.47094252
7.46005381 30.92579946 14.7172878 ].
INFO:revrand.slm:ELBO = -27647.98112671725, var = 0.06866787031364704, reg = [13.547108516735662, 2.5665346520022188], bparams = [ 1.5061117 18.53929119 1.51808831 18.94188374 47.14900288
19.80854202 29.00821873 2.8009413 3.3554331 0.92146949
17.2203024 23.48640944 83.72931059].
INFO:revrand.slm:ELBO = -430145.84505011624, var = 0.006531366915590772, reg = [0.90318879143578701, 1.506344426870958], bparams = [ 7.84766431 2.73153957 11.94261376 0.71596943 19.85012053
37.5195026 10.45707578 22.09081677 17.95259888 17.70507934
4.47448035 33.094677 18.28581917].
INFO:revrand.slm:ELBO = -2103.0058456339875, var = 1.1675064188599926, reg = [6.2477040546689713, 0.81392758610112526], bparams = [ 5.73144285 11.29023089 4.87155882 1.06077271 54.17353076
1.0526296 20.43096519 20.41016746 3.66414013 10.82580139
7.18087896 0.87348989 4.36162692].
INFO:revrand.slm:ELBO = -23102.44399720421, var = 0.10923560576873337, reg = [5.9786222088718519, 11.344809043674196], bparams = [ 2.87198502 31.65717232 7.30167397 8.06414867 9.13644491
26.52830338 9.49968322 12.92040322 6.18559002 18.02065306
0.88756616 46.66789233 32.363642 ].
INFO:revrand.slm:ELBO = -4381.1726728557505, var = 0.9156349074406972, reg = [3.3634087745483017, 4.0022331131185735], bparams = [ 9.99689191 44.47410891 10.52067931 28.40538695 3.06429197
10.91477935 70.26455151 23.94561987 7.61817328 5.11131885
28.65002766 15.89787533 13.83318945].
INFO:revrand.slm:ELBO = -25515.182367294754, var = 0.11087818148964634, reg = [0.051438930404899733, 9.8745779622156924], bparams = [ 43.34939911 48.60331273 3.12138196 1.76572528 16.36652733
0.08685144 8.83727469 0.44868391 4.58657963 20.80459436
11.51535684 38.56167353 24.12407485].
INFO:revrand.slm:ELBO = -2737.017873219377, var = 0.6516185418116988, reg = [30.699827671236765, 4.9511372972779863], bparams = [ 24.65668926 1.72925741 3.48451633 27.1139945 0.73736001
19.52030439 3.79074431 2.50843415 11.03972621 27.83784411
23.18561691 17.27996819 4.16328293].
INFO:revrand.slm:ELBO = -4656.212598237321, var = 0.6527634169702317, reg = [2.5618516107821705, 26.319953382189361], bparams = [ 8.21148632 83.25432237 3.11976356 46.01498865 18.96461602
4.99704556 22.15571998 0.81685513 8.21451679 29.3264064
17.63310975 4.61765318 80.44544126].
INFO:revrand.slm:ELBO = -1940.3508372898145, var = 1.64782439525669, reg = [6.7373745298212615, 4.1924628452688601], bparams = [ 10.93058678 58.37808661 6.80967218 8.8978684 10.03319294
3.14621851 10.95150235 22.50224222 5.75065904 68.06623201
12.46825706 39.23107816 3.44211079].
INFO:revrand.slm:ELBO = -3115.2496773360012, var = 1.25192275961335, reg = [2.1541418545592759, 15.581657614500507], bparams = [ 20.47504388 0.50317867 40.4199201 6.24627906 36.21773996
13.59745156 42.81256351 8.78565954 15.31455378 0.91276515
7.87519313 63.98295125 5.40351599].
INFO:revrand.optimize.decorators:Best start found with objective = 1229.4698187226502
INFO:revrand.slm:ELBO = -1229.4698187226504, var = 2.08599097350138, reg = [19.92861825715022, 15.996799431756983], bparams = [ 1.57981702e+01 8.42005580e+01 2.01020628e+01 2.82619323e+00
2.88461305e+01 1.92391909e+00 1.72862989e+01 1.14046501e+02
1.12891087e+00 2.04545517e+01 6.23032898e+01 1.73692800e+01
6.80515713e-02].
INFO:revrand.slm:ELBO = -55921.68963694702, var = 2.5201675988253056e+78, reg = [1.0326035326108431e+36, 0.09326395907880249], bparams = [ 1.10678844e-001 1.07478608e+002 2.29640415e+001 2.07023122e+007
4.27168315e+000 5.99001517e-035 1.25785364e-001 9.72616038e+001
1.62913834e-004 8.48054816e+000 3.87601129e+001 5.92469405e+000
6.86030452e+131].
INFO:revrand.slm:ELBO = -8585.778749096422, var = 4.125073151279061e+17, reg = [975310483.4256799, 5.118052828257385], bparams = [ 5.26441388e+00 8.88785166e+01 2.07035929e+01 9.37217973e+01
1.88949598e+01 4.37047437e-08 5.80889620e+00 1.10094726e+02
1.59183654e-01 1.68302796e+01 5.60856331e+01 1.36870572e+01
1.97105728e+28].
INFO:revrand.slm:ELBO = -2547.4915890057064, var = 44487.900299327026, reg = [1675.2204149497445, 12.027096944184857], bparams = [ 1.19993411e+01 8.53477504e+01 2.02509558e+01 6.78878899e+00
2.59477745e+01 2.35021145e-02 1.31572690e+01 1.13044325e+02
6.91398371e-01 1.94801059e+01 6.06852585e+01 1.63638153e+01
1.60934606e+06].
INFO:revrand.slm:ELBO = -1213.0769820776868, var = 32.97974778755602, reg = [68.00025673990662, 14.781740895717736], bparams = [ 14.63943225 84.51673016 20.14319003 3.60254745 28.0124399
0.56799249 16.0277427 113.76805361 0.98556771 20.17989086
61.85089061 17.08477826 7.50031881].
INFO:revrand.slm:ELBO = -1121.2950934850574, var = 9.514960732165985, reg = [64.13075067735763, 14.028991776519337], bparams = [ 14.71031412 84.57247735 20.189715 3.65498716 28.00335565
0.63919805 16.08729633 113.77170015 1.03284371 20.18593297
61.87319122 17.20046604 8.04342961].
INFO:revrand.slm:ELBO = -1121.3443559524992, var = 9.23689634080021, reg = [65.712049043936, 13.406034919095761], bparams = [ 14.92066267 84.72468847 20.14891322 3.56165207 27.82714982
0.75248567 15.96101306 113.75615675 1.09765917 20.20386411
61.92104466 17.33475435 6.89169153].
INFO:revrand.slm:ELBO = -1120.2942346741916, var = 9.41123524466989, reg = [64.71066461866543, 13.795464667342399], bparams = [ 14.78770437 84.62869772 20.17462638 3.62021198 27.93810613
0.67892846 16.04051018 113.76595557 1.05633908 20.19255788
61.89087198 17.249973 7.5969207 ].
INFO:revrand.slm:ELBO = -1119.0949247434155, var = 9.632656871255126, reg = [64.976162914503, 13.586825535429096], bparams = [ 14.87844212 84.68640261 20.1503912 3.57182231 27.87358073
0.68289713 16.00166378 113.76103596 1.07708949 20.20418434
61.9096609 17.30962384 6.82697724].
INFO:revrand.slm:ELBO = -1113.499120417271, var = 10.227125752558953, reg = [69.56307210513792, 9.852046613116752], bparams = [ 16.87216214 85.86381053 19.67910873 2.76631217 26.61080816
0.72702827 15.21825548 113.65986794 1.59482579 20.46367204
62.29809964 18.54707126 0.83284072].
INFO:revrand.slm:ELBO = -1107.8301389327642, var = 9.863677222096918, reg = [66.7541645344557, 11.963908508744257], bparams = [ 15.63764239 85.15043213 19.96254122 3.22823276 27.36681337
0.70003284 15.68691126 113.72098682 1.25809611 20.30648374
62.06309945 17.7891666 2.96916754].
INFO:revrand.slm:ELBO = -1105.708526287707, var = 10.011285277204587, reg = [67.89324529244257, 11.04710165400359], bparams = [ 16.13309645 85.44255777 19.84570008 3.02994579 27.05390466
0.71099116 15.49280415 113.69589323 1.38674187 20.37086374
62.15946081 18.09646929 1.76200014].
INFO:revrand.slm:ELBO = -1102.9747022326667, var = 8.994173969667171, reg = [67.80659198679106, 10.407617536072404], bparams = [ 16.43132042 85.66970709 19.82636232 3.10655605 27.01580876
0.71835457 15.19967261 113.75016849 1.46855134 20.34825434
62.25980091 18.26349205 1.8831466 ].
INFO:revrand.slm:ELBO = -1101.9708035631313, var = 8.077308968909646, reg = [67.4644357495042, 9.334687250498899], bparams = [ 17.07570396 86.10399908 19.72473755 3.19174435 26.88868194
0.73391114 14.62549612 113.86822674 1.60923235 20.32212987
62.46388185 18.50827076 1.68845848].
INFO:revrand.slm:ELBO = -1101.5892433888764, var = 8.015307829453148, reg = [66.4162285078091, 8.902365017479607], bparams = [ 17.41016941 86.30169985 19.66625704 3.26329128 26.85601135
0.74399179 14.30068361 113.93785098 1.65527343 20.2897998
62.5705057 18.55480316 1.56819783].
INFO:revrand.slm:ELBO = -1100.7012752402732, var = 7.7720260659273945, reg = [62.38375059386541, 7.364239416090215], bparams = [ 18.8148395 87.09705271 19.43406371 3.56588067 26.72572544
0.78571818 13.0719857 114.21677392 1.85299267 20.16099302
62.99882426 18.74210562 1.16692435].
INFO:revrand.slm:ELBO = -1097.302299205599, var = 7.9031372658034655, reg = [54.22353206855792, 5.799633861274194], bparams = [ 20.81193375 88.1428848 19.0765309 4.51381764 26.80794659
0.83214168 11.21661078 114.68465565 1.93796411 19.84377119
63.58371316 18.6600973 1.25956309].
INFO:revrand.slm:ELBO = -1102.8021986303934, var = 8.981712612699841, reg = [20.08320775932323, 0.855034451332287], bparams = [ 46.33690004 96.97320464 16.32448205 24.23851728 27.03456345
1.48874169 3.36094207 118.32940059 2.88681378 17.55540357
68.28650295 18.26631499 0.99467622].
INFO:revrand.slm:ELBO = -1094.0243961812569, var = 8.303911334626747, reg = [36.93145076811032, 2.766416295769486], bparams = [ 28.36117047 91.45770224 17.96128441 8.64564887 26.89534614
1.04202554 7.03848083 116.08045983 2.26082883 18.92553865
65.36245592 18.50683723 1.14966577].
INFO:revrand.slm:ELBO = -1086.807820375613, var = 8.900465327182234, reg = [39.39769537696863, 1.6706323988362641], bparams = [ 35.66695819 94.56669711 16.63083385 14.86095017 27.27334998
1.30172306 4.03534106 117.60069412 1.34902116 17.96735819
66.98924499 16.9189111 1.58968209].
INFO:revrand.slm:ELBO = -1083.1572788833869, var = 8.579083021407572, reg = [46.218506788333784, 0.956273708697528], bparams = [ 46.29220708 98.22395087 15.21299792 25.03219816 27.29326337
1.71738173 2.28148899 119.00906572 0.9228553 17.16187894
68.7992072 15.44089663 1.67312874].
INFO:revrand.slm:ELBO = -1076.7335294345069, var = 8.059146680206158, reg = [67.84611378744654, 1.0644358186344307], bparams = [ 46.82620719 98.70201225 14.92664093 24.55059058 26.44340717
1.8240634 2.57794642 118.92196615 0.9016449 17.39414204
68.1752161 13.76322502 1.44212 ].
INFO:revrand.slm:ELBO = -1069.081416909101, var = 6.791682928335187, reg = [179.93831268003234, 0.8469313749491337], bparams = [ 58.26239686 103.50817919 13.08881715 29.97890924 21.46330703
2.63726869 2.72959775 119.38920972 1.1804263 18.84367453
66.41115418 7.38130318 0.85675824].
INFO:revrand.slm:ELBO = -1062.9885103175325, var = 6.396618828255439, reg = [204.94100846298412, 0.7153122455138776], bparams = [ 64.91197577 105.43767984 12.58079596 33.66982354 20.55774394
2.98426172 2.03657898 119.69768477 1.25708345 18.77834622
66.18101364 5.6587732 0.96101418].
INFO:revrand.slm:ELBO = -1332.8531444680546, var = 3.7444286020910402, reg = [225.41209763848795, 0.3361014597295132], bparams = [ 1.21802634e+02 1.16335646e+02 1.25147816e+01 3.27040039e+01
1.46960868e+01 5.73940397e+00 1.01420652e-01 1.21557357e+02
4.45729610e+00 1.52608200e+01 5.93715343e+01 6.34511382e-01
8.49507099e+00].
INFO:revrand.slm:ELBO = -1058.6189897310924, var = 6.138894069842738, reg = [206.44497018704266, 0.6750007275591048], bparams = [ 68.1264795 106.23714319 12.57571392 33.59465074 20.03458903
3.13797592 1.617528 119.83948822 1.38541566 18.4815968
65.63145496 4.78347196 1.13609204].
INFO:revrand.slm:ELBO = -1056.7559774616577, var = 5.9140877700756205, reg = [192.925669395952, 0.7854704476417317], bparams = [ 65.39279352 105.52377628 13.05637689 26.57540284 18.9678762
3.03401155 1.65435263 119.29712469 1.71324254 18.41514011
63.84677361 3.88636163 1.1882857 ].
INFO:revrand.slm:ELBO = -1055.06019692969, var = 6.013487418895246, reg = [152.7908925793145, 0.8687224710072343], bparams = [ 64.26826159 104.54106756 13.79523462 22.39013914 18.0480211
2.93097596 1.5385935 118.89786936 1.74122632 17.69821051
62.03158271 3.39323701 1.17645939].
INFO:revrand.slm:ELBO = -1052.3589852473228, var = 5.96362853574731, reg = [85.5298722487769, 1.1802683965627137], bparams = [ 62.06092057 101.37867579 16.1449325 13.74411089 14.59057814
2.70328876 1.33780269 118.1306716 1.49977854 15.37388181
56.0693487 2.1866357 1.08574953].
INFO:revrand.slm:ELBO = -1051.5670561930701, var = 5.783185581572442, reg = [81.68411701114238, 1.2121344558793787], bparams = [ 64.20237866 100.08401779 16.67657343 13.83188859 12.22801092
2.74367061 1.36578312 118.48911979 1.26033517 14.17777932
53.40815875 2.26009079 1.11671465].
INFO:revrand.slm:ELBO = -1050.8728359371116, var = 5.361188789722029, reg = [94.8146856639039, 1.1719648587412612], bparams = [ 70.77101151 99.20375342 16.91417887 14.9813513 9.04799492
2.99111577 1.37183057 119.19696971 1.11519097 12.85490118
49.63040086 2.16878448 1.04569324].
INFO:revrand.slm:ELBO = -1050.2021536500304, var = 5.268465501721268, reg = [99.62169920193003, 1.2433693299700423], bparams = [ 70.86669219 98.65841552 17.0966585 13.94289711 8.17982404
3.00562187 1.39078171 119.22519637 1.19400432 12.57930733
48.20479041 2.00636549 1.06193936].
INFO:revrand.slm:ELBO = -1046.394811621668, var = 4.682556695175886, reg = [105.68413357390817, 1.686568907571055], bparams = [ 79.11206396 93.32141927 19.43148876 9.70034934 3.12272571
3.23825974 1.40780013 120.27549477 1.30966928 9.28305067
36.8472208 1.30226394 1.12454326].
INFO:revrand.slm:ELBO = -1057.61360777438, var = 4.152952777930418, reg = [93.09448818688742, 2.059247630627722], bparams = [ 98.82767093 85.87523034 22.69415633 7.772673 0.77447472
3.68019725 1.36490922 122.44332057 1.6338927 5.48479196
24.79646394 0.84138026 1.28577772].
INFO:revrand.slm:ELBO = -1045.9335211203174, var = 4.568916354453124, reg = [102.97554751777592, 1.7569196076482234], bparams = [ 82.79867649 91.74642939 20.05875683 9.27027109 2.34739833
3.32417825 1.39891231 120.716087 1.37032896 8.33512501
33.97773901 1.19087831 1.15581199].
INFO:revrand.slm:ELBO = -1043.2281381921991, var = 4.8519132879044236, reg = [77.15567219276708, 1.6196673149149097], bparams = [ 87.73181717 88.87599773 20.25874143 10.55860279 1.74801024
3.27273577 1.41741776 121.506114 1.60607065 6.77187366
30.5728468 1.43612566 1.22816555].
INFO:revrand.slm:ELBO = -1042.1834967118252, var = 4.8438229999327085, reg = [72.94124408563236, 1.5848617477884577], bparams = [ 91.03741499 86.74562119 20.46470057 11.35708996 1.35370036
3.21533396 1.55812108 121.99370581 1.57814103 5.70809319
28.18182694 1.66691962 1.20153821].
INFO:revrand.slm:ELBO = -1039.6043848358206, var = 4.814423491917595, reg = [60.087768138568805, 1.470728407776397], bparams = [ 93.4730918 84.15386128 20.97538558 12.05294192 1.18806258
2.97166071 1.48465752 122.16241434 1.27719194 4.12570756
25.90350366 2.00146031 1.10556376].
INFO:revrand.slm:ELBO = -1040.669717989366, var = 4.563752162147435, reg = [43.027618565573405, 1.4954171722655876], bparams = [ 96.5502075 78.30261533 22.79604946 10.79507526 0.74884193
2.58484729 1.47130584 122.37304881 1.01606968 2.0809093
20.44193959 2.0888684 1.05528298].
INFO:revrand.slm:ELBO = -1038.7765160782176, var = 4.711916389052883, reg = [52.53024775524359, 1.4806159893237851], bparams = [ 94.69962791 81.74797629 21.69001307 11.52993681 0.98664421
2.80945898 1.4792691 122.24714893 1.16486549 3.13227757
23.54875239 2.03619254 1.08504442].
INFO:revrand.slm:ELBO = -1038.2150268882403, var = 4.5365052398183705, reg = [54.43111073458378, 1.4182890586304533], bparams = [ 92.40185814 81.21478651 21.61402024 11.09318926 1.11369778
2.69245292 1.49074788 122.01606218 1.10584952 2.72234123
22.89174155 1.851571 1.05581535].
INFO:revrand.slm:ELBO = -1037.6524930488683, var = 4.44049816749093, reg = [57.89408304316168, 1.2873469639333106], bparams = [ 94.85006202 81.31950993 21.23573511 11.63580677 1.1041267
2.75250943 1.39646975 122.20971337 1.23606152 2.6658981
22.42257502 1.76072407 1.06496597].
INFO:revrand.slm:ELBO = -1037.5273508263317, var = 4.443486379106827, reg = [55.22300038023552, 1.313667333149728], bparams = [ 92.76499354 80.850847 21.37244907 10.97753666 1.09447782
2.67968358 1.42462909 122.08424168 1.28344092 2.77964845
22.03440382 1.7128939 1.07320236].
INFO:revrand.slm:ELBO = -1037.4074379002143, var = 4.400807361302713, reg = [56.56601947610765, 1.2570355195005551], bparams = [ 92.35976661 80.42647553 21.20810872 11.14599232 1.09716508
2.63849566 1.41805487 122.11278903 1.27989049 2.79850251
21.53876965 1.74234584 1.08217787].
INFO:revrand.slm:ELBO = -1037.2473411900444, var = 4.317937846676865, reg = [57.514630254969184, 1.1060874901687308], bparams = [ 91.52678257 79.20386998 20.89494962 11.44375343 1.11493016
2.5381827 1.38414763 122.14591972 1.26546303 2.87372115
20.05218957 1.72660654 1.08636673].
INFO:revrand.slm:ELBO = -1037.1754354231466, var = 4.320049486138925, reg = [57.40196811605177, 1.028039083502705], bparams = [ 91.61165225 78.24423533 20.73279366 11.77404104 1.09872133
2.49644447 1.3974909 122.21642948 1.24428891 2.87113026
18.96961245 1.74827589 1.08515629].
INFO:revrand.slm:ELBO = -1037.0764634764475, var = 4.351711552043995, reg = [58.14118366548771, 0.9157193422758928], bparams = [ 92.08296693 76.93977811 20.38157829 12.28183826 1.11217994
2.48615437 1.41254926 122.28713101 1.22490937 2.96880286
17.34354984 1.74045381 1.08933989].
INFO:revrand.slm:ELBO = -1036.9529223601055, var = 4.3925166943365195, reg = [57.322694005466005, 0.793169485625422], bparams = [ 93.21857656 74.58224611 20.00080159 12.59842999 1.1162341
2.48669773 1.42286118 122.33736087 1.20356458 2.96078938
14.7079407 1.73565849 1.09467449].
INFO:revrand.slm:ELBO = -1036.7972351891328, var = 4.409922266606533, reg = [58.70142733718824, 0.688382372994082], bparams = [ 94.80439917 71.40013612 19.47640918 12.60531143 1.13068367
2.54097005 1.44255949 122.26688359 1.18260924 3.02237261
11.5051352 1.72719342 1.10734464].
INFO:revrand.slm:ELBO = -1036.6360332551346, var = 4.383626429191131, reg = [57.79861710026185, 0.661832418502383], bparams = [ 95.74738197 68.07899182 19.26002614 11.96857951 1.11988225
2.58524425 1.43455003 121.96879126 1.16373985 2.96608873
8.95057262 1.75619848 1.10361687].
INFO:revrand.slm:ELBO = -1036.4937306938245, var = 4.332261840671894, reg = [57.22027110928252, 0.7563928720232737], bparams = [ 94.83394654 66.20426995 19.41634855 11.25691516 1.10248802
2.61248029 1.42387163 121.46546951 1.15449082 2.90543999
8.0265779 1.78893879 1.09334992].
INFO:revrand.slm:ELBO = -1036.4091446428988, var = 4.287667581482199, reg = [56.372756945007175, 0.8636995138528704], bparams = [ 92.95094637 64.32079712 19.56845659 11.16031201 1.08744708
2.58726711 1.40954087 120.98121592 1.14831531 2.88356118
7.44872063 1.80430812 1.08326829].
INFO:revrand.slm:ELBO = -1036.3619670695673, var = 4.256112027776569, reg = [55.434756662467635, 0.9544034411956411], bparams = [ 91.27671636 62.08029895 19.62627756 11.53002024 1.0685392
2.55865501 1.40222999 120.55888608 1.14014993 2.86549189
6.93126839 1.80164843 1.07312028].
INFO:revrand.slm:ELBO = -1036.3480309540762, var = 4.253250671515895, reg = [55.01466278549416, 0.9715614077840514], bparams = [ 90.15760075 60.14274645 19.48516391 11.92295115 1.06551179
2.54212265 1.40454437 120.33958554 1.13510347 2.8609224
6.64261762 1.79965836 1.07080047].
INFO:revrand.slm:ELBO = -1036.343679148145, var = 4.254270604104861, reg = [54.53496865425236, 0.9777990266250396], bparams = [ 89.4773282 58.87337379 19.36634443 12.14487086 1.05823406
2.54019544 1.40502713 120.23973304 1.13178179 2.85806064
6.6767747 1.79407743 1.06802395].
INFO:revrand.slm:ELBO = -1036.3396170548212, var = 4.255002703314832, reg = [54.58579452000559, 0.9667156511962692], bparams = [ 88.7699866 57.49288919 19.17256135 12.24364447 1.06001936
2.53964606 1.40757616 120.13930387 1.12992519 2.86377395
6.58101802 1.79280666 1.06874351].
INFO:revrand.slm:ELBO = -1036.3256378063097, var = 4.256494599488271, reg = [54.61097363435559, 0.9463279225504166], bparams = [ 85.93786226 52.7884887 18.50990597 12.40609069 1.06344058
2.53805709 1.41260784 119.7719843 1.12686575 2.8676158
6.46602881 1.79258524 1.06992193].
INFO:revrand.slm:ELBO = -1036.26638051278, var = 4.252115059532138, reg = [54.67665223716296, 0.8912157331212573], bparams = [ 73.35119531 35.18516754 15.72509532 12.89281686 1.07089981
2.53472301 1.4263569 117.99452763 1.11647186 2.88294173
6.10188774 1.79018742 1.07162054].
INFO:revrand.slm:ELBO = -1036.7691764560655, var = 4.217901785600766, reg = [54.67411545866588, 0.7747454814876037], bparams = [ 41.37383873 8.34360928 8.88126423 14.31771216 1.08877372
2.51729822 1.4605756 111.83489657 1.09011744 2.91133336
5.29799366 1.79058261 1.06888597].
INFO:revrand.slm:ELBO = -1036.2031806162852, var = 4.241262319622888, reg = [54.67584975401076, 0.8525938268712494], bparams = [ 61.19849034 22.31766743 13.12516765 13.32751551 1.07652198
2.52919794 1.43709386 116.01019811 1.10806687 2.89189291
5.83520631 1.79031243 1.07075474].
INFO:revrand.slm:ELBO = -1036.5417238953496, var = 4.192229409458627, reg = [54.787028414830765, 0.8111956739499747], bparams = [ 41.2330284 8.43074847 8.95258306 13.92734385 1.08213059
2.51527646 1.45137274 111.85891502 1.09881841 2.88223903
5.53302996 1.80346481 1.06181184].
INFO:revrand.slm:ELBO = -1036.164601297613, var = 4.227153885205098, reg = [54.70768429219698, 0.8405200558944188], bparams = [ 54.65119274 16.88506765 11.76233782 13.49670227 1.07812612
2.52520096 1.44117098 114.80516882 1.10540885 2.88912335
5.7469708 1.79407133 1.06818453].
INFO:revrand.slm:ELBO = -1036.0599281256675, var = 4.189030476762295, reg = [54.83406276373008, 0.8633784680114869], bparams = [ 48.40422948 12.92398345 10.5879192 13.22850094 1.07370757
2.5207906 1.43722922 113.64909699 1.11066374 2.85615683
5.90548894 1.8127127 1.05939265].
INFO:revrand.slm:ELBO = -1035.8681805390531, var = 4.122805959978557, reg = [54.332727824823486, 0.9960182277341405], bparams = [ 43.06116807 11.91624184 10.16064089 11.71529195 1.04548747
2.51343784 1.4030188 113.51095157 1.12317842 2.82338022
6.41398659 1.85839719 1.03283849].
INFO:revrand.slm:ELBO = -1035.8553793175297, var = 4.10935583086481, reg = [54.04272924093109, 1.0507861721990097], bparams = [ 43.02006382 12.29179657 10.34499832 11.91823215 1.03323146
2.50889105 1.40016162 113.70335067 1.1243664 2.78597666
6.43237196 1.86137049 1.02940952].
INFO:revrand.slm:ELBO = -1035.8529429649445, var = 4.095096431652254, reg = [53.910207211906105, 1.0721117456002516], bparams = [ 41.77858163 11.78650672 10.21794498 11.99306429 1.02816694
2.50768738 1.39735829 113.67432784 1.12379111 2.77993974
6.35529832 1.86607793 1.02551835].
INFO:revrand.slm:ELBO = -1035.8491917974175, var = 4.0867038397511894, reg = [53.92887915199653, 1.077608250299518], bparams = [ 40.81322635 11.74830642 10.24319175 12.01742157 1.02713994
2.50749278 1.39737545 114.02815191 1.12549245 2.77494857
6.33287109 1.86965414 1.0231999 ].
INFO:revrand.slm:ELBO = -1035.8173703672276, var = 4.021630178994084, reg = [53.71131044703977, 1.1016861950117516], bparams = [ 32.24180718 11.34239598 10.49713234 12.19032047 1.01116563
2.50458739 1.3968014 117.77669557 1.12707859 2.72396609
5.96407578 1.90168279 1.00436291].
INFO:revrand.slm:ELBO = -1035.560147959142, var = 3.654757020960966, reg = [52.293872510245656, 1.2794399670961965], bparams = [ 5.99918315 8.48205314 12.13018046 13.28549861 0.91185575
2.48768027 1.39710424 147.5317799 1.13237218 2.44132055
4.24637994 2.13138575 0.89740886].
INFO:revrand.slm:ELBO = -1035.8010509471274, var = 3.9971836403545105, reg = [53.61982605650362, 1.1122403526111375], bparams = [ 28.96460582 11.1342368 10.59432733 12.25735203 1.0045246
2.5035063 1.39682071 119.47991401 1.12741526 2.70501141
5.83632965 1.91555569 0.99718035].
INFO:revrand.slm:ELBO = -1035.211531009932, var = 3.7548093616039457, reg = [52.690237373929826, 1.226531222929747], bparams = [ 9.64477178 9.20732011 11.64494223 12.96668326 0.93886268
2.49244221 1.39701873 138.44122392 1.13087508 2.51801096
4.67380628 2.06385656 0.92639631].
INFO:revrand.slm:ELBO = -1035.1744283777718, var = 3.732309795153395, reg = [52.6017729177894, 1.238112775361367], bparams = [ 8.67770963 9.04073607 11.75121794 13.03696269 0.9327843
2.49138172 1.39703776 140.41448203 1.13120807 2.50073882
4.57511146 2.0786967 0.91986561].
INFO:revrand.slm:ELBO = -1394.1350562173343, var = 0.06411801603048595, reg = [21.285246857963166, 558.6311037420362], bparams = [ 9.29757994e-31 4.12387546e-05 5.16417836e+03 5.16065519e+02
1.32358504e-02 1.84809171e+00 1.50464186e+00 1.98264648e+06
1.64978533e+00 2.75162842e-02 4.64347527e-06 2.03961918e+02
9.88081514e-03].
INFO:revrand.slm:ELBO = -1301.9738165320205, var = 0.9366384311836696, reg = [38.6668478191488, 9.901597146767829], bparams = [ 2.53054831e-10 1.37838596e-01 9.31395450e+01 4.55631274e+01
2.19346290e-01 2.25068154e+00 1.43274941e+00 3.62306351e+03
1.28615064e+00 5.39318730e-01 4.18360702e-02 9.89315329e+00
1.96764024e-01].
INFO:revrand.slm:ELBO = -1035.1744283777696, var = 3.7323097951491806, reg = [52.601772917776174, 1.2381127753634693], bparams = [ 8.67770963 9.04073607 11.75121794 13.03696269 0.9327843
2.49138172 1.39703776 140.41448203 1.13120807 2.50073882
4.57511146 2.0786967 0.91986561].
INFO:revrand.slm:ELBO = -1035.1725349522435, var = 3.7266859226041205, reg = [52.58411763974581, 1.240923733880464], bparams = [ 8.45111222 8.99957671 11.77778222 13.05476853 0.9313127
2.49110563 1.39707622 140.91319854 1.13136647 2.49655797
4.55174376 2.08223699 0.91831954].
INFO:revrand.slm:ELBO = -1035.1204973546778, var = 3.7360865055758725, reg = [52.73426324215958, 1.2155347895715332], bparams = [ 8.31500467 9.36607525 12.01062239 13.06673152 0.9341155
2.49347786 1.39963636 141.98994584 1.13170688 2.50919859
4.55686627 2.07732163 0.92288367].
INFO:revrand.slm:ELBO = -1034.7237131663414, var = 3.789935407049319, reg = [52.254690841798286, 1.0710243162952398], bparams = [ 6.99150778 10.2238044 12.8485305 12.90302233 0.94325402
2.509288 1.39845439 148.5575021 1.10742283 2.54867227
4.30585011 1.98751144 0.96472397].
INFO:revrand.slm:ELBO = -1034.591350074496, var = 3.855838104021553, reg = [52.72718280719549, 1.0895267095842955], bparams = [ 6.77394303 10.34293396 12.70468482 12.35775252 0.97589986
2.537823 1.38533932 149.48268303 1.09755984 2.63226711
4.85063538 1.94492965 0.99997238].
INFO:revrand.slm:ELBO = -1034.5596696095258, var = 3.857310818258207, reg = [52.47775421161108, 1.152136304417411], bparams = [ 7.20946937 10.2506466 12.4243 12.18591323 0.96369586
2.55334577 1.36731317 147.73262296 1.09774361 2.60647679
4.78080259 1.93385779 1.00355633].
INFO:revrand.slm:ELBO = -1034.5485893287755, var = 3.850372623628538, reg = [52.622994379094266, 1.168706493660132], bparams = [ 7.12838969 9.85173065 12.11231513 12.19976313 0.96630309
2.54985043 1.36726053 147.25916162 1.10421645 2.5842274
4.83551031 1.93869845 1.00010958].
INFO:revrand.slm:ELBO = -1034.5399893322574, var = 3.8359003030967527, reg = [52.63915264863728, 1.186317359480971], bparams = [ 6.98330596 9.61245186 11.82384438 12.22927685 0.96490213
2.54796926 1.36725642 147.2744642 1.10538212 2.57510268
4.77370271 1.94426465 0.99829589].
INFO:revrand.slm:ELBO = -1034.5104322188563, var = 3.796173904843341, reg = [52.40225937393372, 1.2250468037918274], bparams = [ 6.77682444 9.25104763 10.81299297 12.29910772 0.96006985
2.5386967 1.36877948 147.17526958 1.10659986 2.55224104
4.6316888 1.94790654 0.99297696].
INFO:revrand.slm:ELBO = -1034.460039784811, var = 3.7337615407529166, reg = [51.96501269174795, 1.2817576436208153], bparams = [ 6.50558425 8.84704866 8.64001576 12.39737473 0.94953599
2.52242013 1.38069886 147.16910902 1.10775093 2.53485627
4.34302448 1.96172832 0.98648364].
INFO:revrand.slm:ELBO = -1034.4270724793835, var = 3.745576144951158, reg = [51.68305077552054, 1.2699624368766511], bparams = [ 6.58503897 9.2825674 7.94908973 12.3548199 0.94905207
2.51658208 1.39079108 147.85692347 1.1069733 2.53799572
4.37464909 1.95675362 0.98870361].
INFO:revrand.slm:ELBO = -1034.4064567974908, var = 3.8017264671720206, reg = [51.63970203629962, 1.2213406390248251], bparams = [ 6.85978447 9.88633377 7.74432813 12.29572977 0.94987616
2.52022901 1.40441769 148.75689392 1.10697979 2.57732447
4.48945739 1.9610125 0.99396448].
INFO:revrand.slm:ELBO = -1034.405223542577, var = 3.808078958053793, reg = [51.5528400476135, 1.214331214793963], bparams = [ 6.85442816 9.94038238 7.72566773 12.29580963 0.94825106
2.52151601 1.40502164 149.09522963 1.10489452 2.56723574
4.50100136 1.96031904 0.9927727 ].
INFO:revrand.slm:ELBO = -1034.4048208469662, var = 3.8132315914104065, reg = [51.52653661898322, 1.2148332479277237], bparams = [ 6.8454346 9.92282464 7.69216561 12.28278715 0.94802781
2.52273796 1.40532788 149.23482416 1.10425193 2.57011233
4.50796054 1.96407426 0.99217381].
INFO:revrand.slm:ELBO = -1034.4047279415333, var = 3.8165532420896353, reg = [51.49818686613672, 1.216768329712665], bparams = [ 6.84009585 9.91398155 7.7164567 12.26774111 0.94849143
2.52274804 1.40479859 149.34614385 1.10386107 2.57181038
4.51133395 1.96475857 0.99207042].
INFO:revrand.slm:ELBO = -1034.4046996583068, var = 3.816547088765346, reg = [51.499463040601526, 1.2176060693082567], bparams = [ 6.83964931 9.90548526 7.70429158 12.26767663 0.94859789
2.52237571 1.40473147 149.43607592 1.10382905 2.57239418
4.50906378 1.96463666 0.99203435].
INFO:revrand.slm:ELBO = -1034.4046133455, var = 3.816466877029877, reg = [51.49826420592472, 1.2187827840221959], bparams = [ 6.83816467 9.9000665 7.69524058 12.26963388 0.94880927
2.52155896 1.40446979 149.87274623 1.10376446 2.57353066
4.50419087 1.9641712 0.99200697].
INFO:revrand.slm:ELBO = -1034.404317574272, var = 3.816337284028243, reg = [51.49447301074612, 1.2212638892573755], bparams = [ 6.83647198 9.89239252 7.67582355 12.2735915 0.94931396
2.51965933 1.40377504 151.78421652 1.10368596 2.57601352
4.49508803 1.96281846 0.99196978].
INFO:revrand.slm:ELBO = -1034.4036783937436, var = 3.8160939293534266, reg = [51.487336591817616, 1.224688372287264], bparams = [ 6.83349261 9.88387181 7.65116178 12.27949772 0.94990417
2.51713172 1.4028508 156.5805505 1.1035934 2.57906926
4.48209568 1.96105877 0.99191725].
INFO:revrand.slm:ELBO = -1034.402032323824, var = 3.815613504163604, reg = [51.47149958184422, 1.2305316484380944], bparams = [ 6.83007554 9.8661736 7.61154926 12.28876398 0.95069562
2.51322744 1.40150036 170.70100479 1.10351502 2.58312637
4.46344593 1.9583213 0.99181316].
INFO:revrand.slm:ELBO = -1034.3984524191414, var = 3.814666505829903, reg = [51.44146077366124, 1.238703400357927], bparams = [ 6.82590617 9.83153704 7.5616549 12.30082581 0.95127294
2.50867173 1.40021014 208.17616714 1.10347379 2.58627692
4.44053806 1.95535123 0.99165069].
INFO:revrand.slm:ELBO = -1034.391510713508, var = 3.8131510661925554, reg = [51.397197927664656, 1.2473696244709578], bparams = [ 6.82482369 9.77284668 7.51783511 12.31144182 0.95098755
2.50556486 1.39999313 312.33651923 1.10356159 2.58502767
4.42437361 1.95367526 0.99144534].
INFO:revrand.slm:ELBO = -1034.381389901875, var = 3.811442871694853, reg = [51.36623232068942, 1.2489865753602714], bparams = [ 6.82973052 9.71127307 7.52035729 12.30781531 0.94935634
2.50901913 1.4022441 611.57133213 1.10359853 2.5763641
4.43118068 1.95626657 0.99135145].
INFO:revrand.slm:ELBO = -1034.373884752684, var = 3.810760527931005, reg = [51.36126452059392, 1.2409994039243883], bparams = [ 6.83938416e+00 9.69978679e+00 7.58893349e+00 1.22982492e+01
9.46662408e-01 2.51558309e+00 1.40609782e+00 1.34358934e+03
1.10385148e+00 2.56353260e+00 4.46473136e+00 1.96207565e+00
9.91497861e-01].
INFO:revrand.slm:ELBO = -1034.371743846006, var = 3.810923400392248, reg = [51.358556481909, 1.235034171399085], bparams = [ 6.84355320e+00 9.70412326e+00 7.62816589e+00 1.22864579e+01
9.45081522e-01 2.52106821e+00 1.40834509e+00 2.43591882e+03
1.10421450e+00 2.55575541e+00 4.48801553e+00 1.96562597e+00
9.91529156e-01].
INFO:revrand.slm:ELBO = -1034.3711328033867, var = 3.8110242899186217, reg = [51.36334547739411, 1.2333244330560194], bparams = [ 6.84547399e+00 9.70885820e+00 7.64355860e+00 1.22840383e+01
9.44586240e-01 2.52270297e+00 1.40902984e+00 3.67901977e+03
1.10426112e+00 2.55345475e+00 4.49709327e+00 1.96703289e+00
9.91507899e-01].
INFO:revrand.slm:ELBO = -1034.37057401383, var = 3.8111065507359116, reg = [51.359985386510864, 1.2330846652206038], bparams = [ 6.84506957e+00 9.71113584e+00 7.64555366e+00 1.22825710e+01
9.44468501e-01 2.52301739e+00 1.40910277e+00 6.28774154e+03
1.10431676e+00 2.55296663e+00 4.49846644e+00 1.96721757e+00
9.91501056e-01].
INFO:revrand.slm:ELBO = -1034.3700454557152, var = 3.8108431991793803, reg = [51.36359300683053, 1.232922624916115], bparams = [ 6.84665895e+00 9.71660220e+00 7.64124846e+00 1.22866044e+01
9.44931643e-01 2.52168156e+00 1.40839421e+00 1.28598838e+04
1.10408357e+00 2.55545580e+00 4.49671249e+00 1.96660082e+00
9.91484458e-01].
INFO:revrand.slm:ELBO = -1034.3697746287708, var = 3.8110269156884486, reg = [51.35712043562857, 1.2357265562689945], bparams = [ 6.84254064e+00 9.71341398e+00 7.62562394e+00 1.22845569e+01
9.45271036e-01 2.52080294e+00 1.40792830e+00 2.64217298e+04
1.10418043e+00 2.55660895e+00 4.48362063e+00 1.96495674e+00
9.91531743e-01].
INFO:revrand.slm:ELBO = -1034.3696907526275, var = 3.8110146134255998, reg = [51.36023632874453, 1.2365896682491417], bparams = [ 6.84424548e+00 9.71037867e+00 7.61913495e+00 1.22888679e+01
9.45528104e-01 2.51991678e+00 1.40769332e+00 4.64004636e+04
1.10415159e+00 2.55765603e+00 4.48417557e+00 1.96475641e+00
9.91493428e-01].
INFO:revrand.slm:ELBO = -1034.3696465190371, var = 3.8109788819385084, reg = [51.35828028833819, 1.2367506234785945], bparams = [ 6.84209503e+00 9.70887062e+00 7.61733569e+00 1.22891995e+01
9.45514691e-01 2.51973718e+00 1.40766342e+00 7.99630409e+04
1.10414977e+00 2.55780235e+00 4.48158947e+00 1.96470881e+00
9.91498926e-01].
INFO:revrand.slm:ELBO = -1034.3696091401903, var = 3.8109978384316285, reg = [51.35869469978031, 1.2364972093476212], bparams = [ 6.84332102e+00 9.70866419e+00 7.61875533e+00 1.22882534e+01
9.45484555e-01 2.51998239e+00 1.40773031e+00 1.62161080e+05
1.10416582e+00 2.55758897e+00 4.48378889e+00 1.96476843e+00
9.91489910e-01].
INFO:revrand.slm:ELBO = -1034.369589415743, var = 3.811004531923538, reg = [51.35929092217162, 1.2361436786171642], bparams = [ 6.84297644e+00 9.70990347e+00 7.62235097e+00 1.22884013e+01
9.45350384e-01 2.52018575e+00 1.40787115e+00 3.32787153e+05
1.10415548e+00 2.55701825e+00 4.48414137e+00 1.96512106e+00
9.91507860e-01].
INFO:revrand.slm:ELBO = -1034.3695820960688, var = 3.8110182507118253, reg = [51.358971985347694, 1.2359562892909166], bparams = [ 6.84340370e+00 9.71020817e+00 7.62349060e+00 1.22874354e+01
9.45320962e-01 2.52042320e+00 1.40792315e+00 6.17221467e+05
1.10419735e+00 2.55687977e+00 4.48586415e+00 1.96511458e+00
9.91495733e-01].
INFO:revrand.slm:Done! ELBO = -1034.3695820960688, var = 3.8110182507118253, reg = [51.358971985347694, 1.2359562892909166], hypers = [ 6.84340370e+00 9.71020817e+00 7.62349060e+00 1.22874354e+01
9.45320962e-01 2.52042320e+00 1.40792315e+00 6.17221467e+05
1.10419735e+00 2.55687977e+00 4.48586415e+00 1.96511458e+00
9.91495733e-01], message = b'CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH'.
INFO:revrand.glm:Optimising parameters...
INFO:revrand.optimize.decorators:Evaluating random starts...
INFO:revrand.glm:Random starts: Iter -500: ELBO = -288298.2825090728, reg = [5.6300877192455188, 1.5696539926330577], like_hypers = 0.11276500649253521, basis_hypers = [ 7.71497326 3.62572996 6.46900665 8.51035568 8.07733678
15.15125003 7.98244253 5.88551645 7.02636658 5.71821331
28.25643888 3.96403618 28.24674671]
INFO:revrand.optimize.decorators:Best start found with objective = 3097.0591374252745
INFO:revrand.glm:Iter 0: ELBO = -7872.857376530784, reg = [24.687088048018484, 11.455433906428643], like_hypers = 3.3245662237498204, basis_hypers = [ 22.96052708 39.65827007 28.45379156 0.18001496 42.19409815
2.87988192 24.12437553 44.61524189 24.12700658 3.04052134
28.87454186 11.38427649 41.13983872]
INFO:revrand.glm:Iter 500: ELBO = -1191.462938873577, reg = [3.2781205064670265, 1.172691964539278], like_hypers = 18.954009586227446, basis_hypers = [ 38.6485974 37.79245567 52.83266043 0.16114435 117.76427815
1.86526501 8.94945154 32.65194762 44.97966462 1.95136066
8.6183321 7.98013405 94.82429359]
INFO:revrand.glm:Iter 1000: ELBO = -1445.75117553886, reg = [3.814622119800414, 1.7093093035599973], like_hypers = 20.364811805044877, basis_hypers = [ 2.93257782e+01 6.05375537e+01 3.27883031e+01 1.62069249e-01
2.53758931e+02 1.83786778e+00 7.78971637e+00 1.70920016e+01
4.83011395e+01 1.44891156e+00 8.09937114e+00 1.90438512e+01
7.63520690e+01]
INFO:revrand.glm:Iter 1500: ELBO = -1149.8125368831274, reg = [3.1048252702689423, 2.2741132691163966], like_hypers = 17.682884342027158, basis_hypers = [ 1.99010320e+01 8.95467828e+01 2.23949007e+01 1.63314692e-01
5.52843495e+02 1.74567295e+00 9.82109205e+00 1.32971147e+01
3.89483592e+01 1.40224793e+00 8.28432317e+00 6.02533515e+01
3.81264610e+01]
INFO:revrand.glm:Iter 2000: ELBO = -1106.2086612296785, reg = [2.7297414651495644, 2.6554322892167894], like_hypers = 17.481024594123003, basis_hypers = [ 1.42886778e+01 1.35182842e+02 1.64254673e+01 1.64634407e-01
1.13557902e+03 1.61681073e+00 1.06993554e+01 1.28319133e+01
3.19509728e+01 1.41999032e+00 9.17644179e+00 1.80346489e+02
1.38169752e+01]
INFO:revrand.glm:Iter 2500: ELBO = -1130.6761318906674, reg = [2.5549757654781966, 2.935375943875394], like_hypers = 16.518213535898223, basis_hypers = [ 1.25073640e+01 2.21551332e+02 1.22893337e+01 1.64213264e-01
2.29624021e+03 1.56339352e+00 1.29702914e+01 1.19211275e+01
3.60916046e+01 1.36975173e+00 1.02592494e+01 5.45014361e+02
7.09304467e+00]
INFO:revrand.glm:Iter 3000: ELBO = -1158.8578461280965, reg = [2.5261705519633004, 3.101488192701768], like_hypers = 16.090023678503236, basis_hypers = [ 9.53257805e+00 3.77065890e+02 1.15205691e+01 1.62352431e-01
4.20419189e+03 1.49156042e+00 1.57090327e+01 8.36958207e+00
4.88936422e+01 1.32576421e+00 9.47280293e+00 1.47861590e+03
4.42553830e+00]
INFO:revrand.glm:Iter 3500: ELBO = -1277.9992162484314, reg = [2.5831300498391414, 3.310461248259691], like_hypers = 15.582688984773927, basis_hypers = [ 9.10944289e+00 4.43306518e+02 1.16523659e+01 1.60375241e-01
7.71429541e+03 1.50906658e+00 1.84164972e+01 4.97213722e+00
7.61914528e+01 1.26257213e+00 8.50421522e+00 3.93216106e+03
3.01432859e+00]
INFO:revrand.glm:Iter 4000: ELBO = -1112.627489096136, reg = [2.7221257360254927, 3.520006573756977], like_hypers = 15.204527035512331, basis_hypers = [ 8.57175787e+00 4.32460986e+02 1.56501027e+01 1.61350908e-01
9.48012814e+03 1.52224552e+00 2.00999005e+01 3.38100964e+00
1.48470800e+02 1.24672407e+00 7.24013818e+00 1.03019494e+04
2.13108714e+00]
INFO:revrand.glm:Iter 4500: ELBO = -1203.9655158675819, reg = [2.9139010131850593, 3.681844246440729], like_hypers = 14.562723601926292, basis_hypers = [ 8.78084765e+00 4.16950533e+02 2.04830404e+01 1.59007073e-01
1.05664262e+04 1.54084473e+00 1.82489714e+01 2.97082241e+00
2.57825403e+02 1.21345257e+00 6.53695244e+00 3.13873873e+04
1.92839269e+00]
INFO:revrand.glm:Iter 5000: ELBO = -1127.7714049585777, reg = [3.044434854795019, 3.855675308336774], like_hypers = 14.460857733506108, basis_hypers = [ 8.73238504e+00 4.48544776e+02 3.09649182e+01 1.60807572e-01
9.18913508e+03 1.49940621e+00 1.75520159e+01 2.80972961e+00
4.33177572e+02 1.14497632e+00 6.74794740e+00 8.87105334e+04
1.77482900e+00]
INFO:revrand.glm:Iter 5500: ELBO = -1217.4996362462766, reg = [3.1758788067887505, 3.9641678735276713], like_hypers = 14.087909252744115, basis_hypers = [ 9.08611623e+00 5.45389893e+02 4.70180207e+01 1.55454904e-01
8.53282373e+03 1.50936004e+00 1.76959032e+01 2.87983698e+00
6.93511544e+02 1.18170941e+00 7.17893012e+00 2.46450143e+05
1.70982276e+00]
INFO:revrand.glm:Iter 6000: ELBO = -1242.8729106038788, reg = [3.233225483281546, 4.0441230904460825], like_hypers = 13.917896523950592, basis_hypers = [ 8.69806549e+00 5.98818280e+02 6.79921111e+01 1.62686729e-01
6.43269985e+03 1.55592443e+00 1.67322809e+01 2.75573677e+00
1.17406504e+03 1.16228178e+00 8.18129071e+00 7.28212503e+05
1.64969195e+00]
INFO:revrand.glm:Iter 6500: ELBO = -1213.367887271193, reg = [3.2916436562580977, 4.19301679885997], like_hypers = 14.080386408979365, basis_hypers = [ 8.16911430e+00 7.28622532e+02 1.11826084e+02 1.62678787e-01
4.72715652e+03 1.51580235e+00 1.56158582e+01 2.77043407e+00
1.98843717e+03 1.16155981e+00 9.04752297e+00 1.91215326e+06
1.66176584e+00]
INFO:revrand.glm:Iter 7000: ELBO = -1170.8730878144938, reg = [3.3244313932734615, 4.217662880122833], like_hypers = 14.142128727850546, basis_hypers = [ 8.29616404e+00 8.58528586e+02 1.75144892e+02 1.62411451e-01
3.18173501e+03 1.54905253e+00 1.49926081e+01 2.64291738e+00
3.45364538e+03 1.14294710e+00 1.03990626e+01 5.64872901e+06
1.58821533e+00]
INFO:revrand.glm:Iter 7500: ELBO = -1202.3733232440477, reg = [3.3323522556777827, 4.276319146305], like_hypers = 13.987493818521438, basis_hypers = [ 8.26144200e+00 1.07445168e+03 3.16845900e+02 1.60019104e-01
2.10274870e+03 1.48931209e+00 1.48543710e+01 2.74857324e+00
5.51797349e+03 1.12790456e+00 1.26884441e+01 1.38148097e+07
1.53762605e+00]
INFO:revrand.glm:Iter 8000: ELBO = -1183.0171213559938, reg = [3.381054845287172, 4.323272487384021], like_hypers = 14.01671412057679, basis_hypers = [ 8.34995393e+00 1.52153265e+03 5.39653065e+02 1.62430977e-01
1.36185904e+03 1.53347520e+00 1.39289652e+01 2.93003668e+00
9.26291190e+03 1.13421677e+00 1.71466101e+01 3.11727919e+07
1.56752210e+00]
INFO:revrand.glm:Iter 8500: ELBO = -1111.0473286013066, reg = [3.3579333970951164, 4.355375217076411], like_hypers = 14.022190875529919, basis_hypers = [ 8.23864180e+00 1.95067000e+03 9.02510802e+02 1.60835427e-01
7.70499541e+02 1.48481787e+00 1.30740822e+01 2.80339789e+00
1.74430024e+04 1.15712135e+00 2.38940370e+01 6.05945032e+07
1.46760500e+00]
INFO:revrand.glm:Iter 9000: ELBO = -1164.548736425403, reg = [3.380802065027509, 4.355646267725195], like_hypers = 13.767917270001414, basis_hypers = [ 8.42459732e+00 2.52726394e+03 1.54621534e+03 1.66181428e-01
4.68621610e+02 1.49115505e+00 1.32626126e+01 2.91514589e+00
2.89889424e+04 1.16159188e+00 4.35776149e+01 1.02167962e+08
1.45950921e+00]
INFO:revrand.glm:Iter 9500: ELBO = -1328.3234428287674, reg = [3.3923301872881595, 4.361201169461936], like_hypers = 13.585804897072693, basis_hypers = [ 7.58011736e+00 2.94210382e+03 2.58421945e+03 1.58342549e-01
2.64287485e+02 1.45817054e+00 1.28573736e+01 2.81930039e+00
5.03115310e+04 1.17223634e+00 7.48306297e+01 1.46946797e+08
1.45420315e+00]
INFO:revrand.glm:Iter 10000: ELBO = -1110.0893091420448, reg = [3.4002464419178935, 4.395099037960726], like_hypers = 13.58032619857969, basis_hypers = [ 7.86648222e+00 3.54095132e+03 4.31191833e+03 1.62213124e-01
1.38759043e+02 1.46803288e+00 1.19997126e+01 2.96035778e+00
8.22683622e+04 1.18324819e+00 1.47734593e+02 2.00787436e+08
1.42939799e+00]
INFO:revrand.glm:Iter 10500: ELBO = -1230.3773090781335, reg = [3.42696338102502, 4.432874969346893], like_hypers = 13.400810743446385, basis_hypers = [ 7.65811564e+00 4.48623764e+03 7.35984886e+03 1.63617923e-01
7.19473159e+01 1.41882777e+00 1.15372157e+01 2.93628518e+00
1.57497638e+05 1.19976750e+00 3.17368914e+02 2.55601438e+08
1.31184788e+00]
INFO:revrand.glm:Iter 11000: ELBO = -1116.5662812926298, reg = [3.4746172821429773, 4.429502287908969], like_hypers = 13.94536402828785, basis_hypers = [ 8.01517836e+00 6.06746344e+03 1.27298866e+04 1.59257079e-01
4.24175460e+01 1.39193035e+00 1.14793194e+01 3.08447679e+00
2.75265139e+05 1.21582774e+00 7.06529300e+02 3.08938033e+08
1.35842709e+00]
INFO:revrand.glm:Iter 11500: ELBO = -1213.0878552176257, reg = [3.479616619113862, 4.448326454769094], like_hypers = 13.829384867599856, basis_hypers = [ 7.29249213e+00 8.41639443e+03 2.00899116e+04 1.63509529e-01
2.79368531e+01 1.45760728e+00 1.09691565e+01 3.07242362e+00
5.27422804e+05 1.18583388e+00 1.69625523e+03 3.63154127e+08
1.27454423e+00]
INFO:revrand.glm:Iter 12000: ELBO = -1080.565965698565, reg = [3.4790382660980628, 4.471418902672568], like_hypers = 13.714152700897584, basis_hypers = [ 7.49996905e+00 1.09972344e+04 3.24741230e+04 1.64869377e-01
1.81839698e+01 1.41466716e+00 1.09464079e+01 3.20870614e+00
1.07752058e+06 1.21533475e+00 4.14049678e+03 4.15827774e+08
1.28094343e+00]
INFO:revrand.glm:Iter 12500: ELBO = -1228.121628633982, reg = [3.4967008228512797, 4.489036760941307], like_hypers = 13.31991617246141, basis_hypers = [ 7.29953344e+00 1.52143920e+04 5.03272729e+04 1.62766276e-01
1.29383151e+01 1.37769698e+00 1.05369750e+01 3.22914312e+00
2.22272396e+06 1.19117037e+00 1.04793529e+04 4.58640524e+08
1.26153783e+00]
INFO:revrand.glm:Iter 13000: ELBO = -1216.229388373215, reg = [3.493492563056359, 4.479753710203422], like_hypers = 13.563281374246742, basis_hypers = [ 7.14634888e+00 2.08999754e+04 7.31869955e+04 1.63808602e-01
1.04545083e+01 1.34315770e+00 1.04657918e+01 3.17328970e+00
5.13911491e+06 1.20219182e+00 2.62625832e+04 4.99425719e+08
1.17266947e+00]
INFO:revrand.glm:Iter 13500: ELBO = -1069.4307770886744, reg = [3.525963458581467, 4.486494821907123], like_hypers = 13.513085998448357, basis_hypers = [ 6.49048900e+00 2.74492164e+04 1.06721403e+05 1.63938944e-01
8.26911665e+00 1.30161354e+00 9.93809977e+00 3.07284138e+00
1.19990087e+07 1.20086822e+00 7.15484886e+04 5.33167905e+08
1.13774772e+00]
INFO:revrand.glm:Iter 14000: ELBO = -1256.3007529117751, reg = [3.5373758131416344, 4.4928307129708], like_hypers = 13.621021071437651, basis_hypers = [ 6.36304233e+00 4.13085455e+04 1.47729504e+05 1.65643109e-01
6.51482252e+00 1.27750543e+00 9.44048515e+00 3.22261344e+00
2.79926109e+07 1.19848115e+00 1.87698912e+05 5.57826733e+08
1.07826336e+00]
INFO:revrand.glm:Iter 14500: ELBO = -1123.5036813704405, reg = [3.585963715425209, 4.5207387809771555], like_hypers = 13.21710393296747, basis_hypers = [ 5.60575784e+00 5.96705712e+04 2.06363696e+05 1.64064167e-01
5.96706707e+00 1.23957105e+00 9.34915411e+00 3.25812476e+00
5.92482816e+07 1.23499159e+00 4.95384805e+05 5.67801379e+08
1.08164477e+00]
INFO:revrand.glm:Iter 15000: ELBO = -1249.1554527317448, reg = [3.623064143749959, 4.46178731549883], like_hypers = 12.891696604543867, basis_hypers = [ 5.75837276e+00 8.35537880e+04 2.71586501e+05 1.64274208e-01
5.45219618e+00 1.25375561e+00 9.49940252e+00 3.23141062e+00
1.10722621e+08 1.25587626e+00 1.33036173e+06 5.79745155e+08
1.01443369e+00]
INFO:revrand.glm:Iter 15500: ELBO = -1182.2020243343295, reg = [3.645089983410902, 4.4940491694620865], like_hypers = 13.341890781452621, basis_hypers = [ 5.15820931e+00 1.06907435e+05 3.69719216e+05 1.61053454e-01
4.41517715e+00 1.19510567e+00 8.95845707e+00 3.12964518e+00
1.82478045e+08 1.24959044e+00 3.36206694e+06 5.79806685e+08
9.98640039e-01]
INFO:revrand.glm:Iter 16000: ELBO = -1714.2509363551162, reg = [3.6747659756870545, 4.449054016778207], like_hypers = 13.00797616363942, basis_hypers = [ 5.10082493e+00 1.41706060e+05 4.98548214e+05 1.66857738e-01
4.09734323e+00 1.18992101e+00 9.22946309e+00 3.19400672e+00
2.66565454e+08 1.28164030e+00 8.76722445e+06 5.78709820e+08
9.97433656e-01]
INFO:revrand.glm:Iter 16500: ELBO = -1129.4648512440604, reg = [3.701483687657233, 4.4639649165021265], like_hypers = 12.979276219477558, basis_hypers = [ 5.23948612e+00 1.91416623e+05 6.65414547e+05 1.63583385e-01
3.85503905e+00 1.21471481e+00 9.41522891e+00 3.06824524e+00
3.67156537e+08 1.27414890e+00 2.21095996e+07 5.81987141e+08
9.81706816e-01]
INFO:revrand.glm:Iter 17000: ELBO = -1105.6584481948153, reg = [3.7098630062178257, 4.445319453270376], like_hypers = 12.860114623013809, basis_hypers = [ 5.01523260e+00 2.45085290e+05 8.63731386e+05 1.67356557e-01
3.46292948e+00 1.17356380e+00 9.42662736e+00 2.82822951e+00
4.72495780e+08 1.26752132e+00 4.70910698e+07 5.85202715e+08
9.46524248e-01]
INFO:revrand.glm:Iter 17500: ELBO = -1167.4540541478432, reg = [3.732667708125731, 4.45236044517608], like_hypers = 12.844887163571055, basis_hypers = [ 5.23679767e+00 3.23857389e+05 1.15381611e+06 1.62159097e-01
3.14120923e+00 1.18666018e+00 9.38309157e+00 2.75269098e+00
5.79753156e+08 1.26969870e+00 9.03688716e+07 5.85251001e+08
9.75741358e-01]
INFO:revrand.glm:Iter 18000: ELBO = -1152.209627798085, reg = [3.756092918774506, 4.4501212815264335], like_hypers = 13.025998131858293, basis_hypers = [ 5.65131336e+00 4.95805295e+05 1.49547400e+06 1.66272309e-01
2.95852209e+00 1.17680103e+00 9.13766848e+00 2.69194521e+00
6.89082018e+08 1.25867484e+00 1.43551538e+08 5.94302967e+08
9.45144293e-01]
INFO:revrand.glm:Iter 18500: ELBO = -1208.2738690379606, reg = [3.7778395117854524, 4.411585657142706], like_hypers = 12.233741179807534, basis_hypers = [ 5.49927837e+00 7.83804205e+05 1.76579944e+06 1.69335023e-01
2.76392062e+00 1.16410884e+00 9.17946963e+00 2.59668773e+00
7.92451262e+08 1.30827274e+00 2.06381159e+08 6.06439558e+08
9.56569280e-01]
INFO:revrand.glm:Iter 19000: ELBO = -1121.9486275649665, reg = [3.77918919895325, 4.469759713947751], like_hypers = 12.852590099045898, basis_hypers = [ 6.01989759e+00 1.24166229e+06 2.00448144e+06 1.69399084e-01
2.71971617e+00 1.14543521e+00 9.12139833e+00 2.45965047e+00
8.93351945e+08 1.24596345e+00 2.64670506e+08 6.25243149e+08
9.22080554e-01]
INFO:revrand.glm:Iter 19500: ELBO = -1210.2369146892445, reg = [3.7957499425125425, 4.480581739232019], like_hypers = 12.989128633269685, basis_hypers = [ 6.26551105e+00 2.04811682e+06 2.27563923e+06 1.69207605e-01
2.59707740e+00 1.15108987e+00 8.88185540e+00 2.38279733e+00
9.97048734e+08 1.19863192e+00 3.25514329e+08 6.50312072e+08
8.95615123e-01]
INFO:revrand.glm:Iter 20000: ELBO = -1186.4519663056112, reg = [3.825736619842466, 4.487636765413421], like_hypers = 12.921609640247585, basis_hypers = [ 6.76544265e+00 3.39964191e+06 2.25154932e+06 1.71132969e-01
2.58300205e+00 1.14017208e+00 9.30408025e+00 2.32853731e+00
1.09327617e+09 1.19816107e+00 3.84240865e+08 6.76000782e+08
9.25039580e-01]
INFO:revrand.glm:Iter 20500: ELBO = -1088.8792367733597, reg = [3.8240289367599916, 4.474218060945219], like_hypers = 12.666396520164236, basis_hypers = [ 7.57591060e+00 5.67283993e+06 2.22571147e+06 1.72701047e-01
2.35524503e+00 1.16228664e+00 8.92727074e+00 2.20984685e+00
1.18073718e+09 1.21445395e+00 4.34701273e+08 7.07838449e+08
9.29413734e-01]
INFO:revrand.glm:Iter 21000: ELBO = -1158.8848510450944, reg = [3.8473012651498957, 4.462344835198417], like_hypers = 12.381872871280232, basis_hypers = [ 7.71556497e+00 1.01743019e+07 1.98844829e+06 1.70386636e-01
2.32572396e+00 1.16192146e+00 9.08482238e+00 2.10112589e+00
1.25631130e+09 1.22653175e+00 4.76648786e+08 7.42128521e+08
9.06523601e-01]
INFO:revrand.glm:Iter 21500: ELBO = -1207.788858227315, reg = [3.844978131092353, 4.471034671321578], like_hypers = 12.603658849152971, basis_hypers = [ 8.23035520e+00 1.83285926e+07 1.78048086e+06 1.70064905e-01
2.22630899e+00 1.18954876e+00 8.61980132e+00 2.01705701e+00
1.33046079e+09 1.20900764e+00 5.11607089e+08 7.74867499e+08
9.13136960e-01]
INFO:revrand.glm:Iter 22000: ELBO = -1157.2648580635869, reg = [3.8971687691904044, 4.496585842207425], like_hypers = 12.742784961108267, basis_hypers = [ 8.41275805e+00 2.98054884e+07 1.44415329e+06 1.67866665e-01
2.21415779e+00 1.15794887e+00 7.98265000e+00 1.94711238e+00
1.40398572e+09 1.20148626e+00 5.38102968e+08 8.13796106e+08
9.02282369e-01]
INFO:revrand.glm:Iter 22500: ELBO = -1163.011966930579, reg = [3.9081870556076286, 4.459073218426042], like_hypers = 12.557232942121749, basis_hypers = [ 8.85629984e+00 4.73803381e+07 1.12113012e+06 1.75894570e-01
2.18763330e+00 1.19756719e+00 7.91980950e+00 1.90421021e+00
1.46779027e+09 1.18317619e+00 5.58311645e+08 8.51285592e+08
9.02002735e-01]
INFO:revrand.glm:Iter 23000: ELBO = -1216.2508444923276, reg = [3.9325334032798738, 4.484829305764747], like_hypers = 12.952132385489392, basis_hypers = [ 8.65140307e+00 7.42300043e+07 7.95398085e+05 1.71236777e-01
2.08956969e+00 1.17415317e+00 7.49409479e+00 1.83174470e+00
1.52379909e+09 1.15668552e+00 5.66278299e+08 8.88531217e+08
8.84759234e-01]
INFO:revrand.glm:Iter 23500: ELBO = -1162.1118492223902, reg = [3.950643238556026, 4.493069217884272], like_hypers = 12.782617203343737, basis_hypers = [ 8.77787512e+00 1.02252410e+08 5.18723541e+05 1.72742637e-01
2.04943617e+00 1.19366986e+00 6.80631354e+00 1.72902390e+00
1.57765387e+09 1.13857076e+00 5.78795452e+08 9.31031455e+08
8.78786754e-01]
INFO:revrand.glm:Iter 24000: ELBO = -1253.7380024006259, reg = [4.003060878469262, 4.496253601555032], like_hypers = 12.301975099330896, basis_hypers = [ 8.55796627e+00 1.38096491e+08 3.26064951e+05 1.74713704e-01
2.16227300e+00 1.19960115e+00 6.39390369e+00 1.78419635e+00
1.63522336e+09 1.15714730e+00 5.88981830e+08 9.72669896e+08
8.93872385e-01]
INFO:revrand.glm:Iter 24500: ELBO = -1140.7745045009322, reg = [4.012461719829885, 4.455310070312705], like_hypers = 12.482117576054677, basis_hypers = [ 8.70595923e+00 1.75457352e+08 1.89305712e+05 1.72657895e-01
2.08529125e+00 1.24479891e+00 6.18453843e+00 1.72065221e+00
1.68584003e+09 1.14487564e+00 5.96402225e+08 1.02437134e+09
8.86334185e-01]
INFO:revrand.glm:Iter 25000: ELBO = -1168.4003272537634, reg = [4.036004864896281, 4.474553429407524], like_hypers = 12.384923950594649, basis_hypers = [ 8.52111762e+00 2.10855539e+08 1.11989460e+05 1.72565290e-01
2.04362810e+00 1.23590840e+00 6.09588015e+00 1.71230297e+00
1.72962275e+09 1.13100185e+00 6.00036633e+08 1.06979499e+09
8.92147690e-01]
INFO:revrand.glm:Iter 25500: ELBO = -1064.091428663237, reg = [4.065003345140245, 4.497818456697229], like_hypers = 12.70211910962432, basis_hypers = [ 8.11498376e+00 2.49862372e+08 6.55479572e+04 1.72828704e-01
1.98046889e+00 1.25157301e+00 5.60003209e+00 1.64928507e+00
1.78233780e+09 1.13682763e+00 6.08854779e+08 1.11544281e+09
8.86270931e-01]
INFO:revrand.glm:Iter 26000: ELBO = -1257.0502056668727, reg = [4.087042527614095, 4.469669927034246], like_hypers = 12.419117386733353, basis_hypers = [ 7.90472474e+00 2.87740012e+08 3.35921706e+04 1.72546957e-01
1.99386261e+00 1.30023913e+00 5.36640439e+00 1.64527333e+00
1.82843841e+09 1.08070044e+00 6.08894821e+08 1.16280239e+09
8.69980391e-01]
INFO:revrand.glm:Iter 26500: ELBO = -1092.3354854138436, reg = [4.141611505466761, 4.46995142182063], like_hypers = 12.559601163777495, basis_hypers = [ 7.81460729e+00 3.30855871e+08 1.63709748e+04 1.70300855e-01
2.07960757e+00 1.34368049e+00 5.34294234e+00 1.69173144e+00
1.87847780e+09 1.07178782e+00 6.00607192e+08 1.20864591e+09
8.73021941e-01]
INFO:revrand.glm:Iter 27000: ELBO = -1188.6812101406233, reg = [4.153906255368807, 4.471657875592266], like_hypers = 12.211978935799586, basis_hypers = [ 7.61203838e+00 3.68988321e+08 8.23058440e+03 1.74037872e-01
1.98339925e+00 1.31482116e+00 5.04923732e+00 1.60559816e+00
1.93447127e+09 1.09704089e+00 6.05331202e+08 1.25705392e+09
8.75387836e-01]
INFO:revrand.glm:Iter 27500: ELBO = -1108.9446210063584, reg = [4.17894410856128, 4.483445422459177], like_hypers = 12.50338815292857, basis_hypers = [ 7.26695051e+00 4.06641266e+08 3.74855104e+03 1.74594116e-01
1.95550084e+00 1.32795785e+00 5.04948432e+00 1.57688771e+00
1.97309264e+09 1.06051849e+00 6.01224986e+08 1.30808222e+09
8.49080723e-01]
INFO:revrand.glm:Iter 28000: ELBO = -1108.4486714100767, reg = [4.215014252681368, 4.496386241012764], like_hypers = 12.212990953367553, basis_hypers = [ 7.03627566e+00 4.40883617e+08 1.66025250e+03 1.75244015e-01
1.90662864e+00 1.34086419e+00 4.70757944e+00 1.55710712e+00
2.01654275e+09 1.03510292e+00 5.95389395e+08 1.35065595e+09
8.88667653e-01]
INFO:revrand.glm:Iter 28500: ELBO = -1248.5456134858737, reg = [4.217078187068884, 4.527059083766436], like_hypers = 12.903928136276031, basis_hypers = [ 6.98709459e+00 4.77858493e+08 7.73262093e+02 1.72972417e-01
1.98960370e+00 1.29327281e+00 4.65386262e+00 1.57534318e+00
2.06388832e+09 1.01272800e+00 5.86276282e+08 1.41075183e+09
8.43536647e-01]
INFO:revrand.glm:Iter 29000: ELBO = -1147.4662547266512, reg = [4.243451603838617, 4.489668164723666], like_hypers = 12.312645284305578, basis_hypers = [ 6.69246033e+00 5.16120904e+08 3.31735871e+02 1.80829880e-01
1.94591929e+00 1.36640365e+00 4.58616359e+00 1.54637785e+00
2.11273844e+09 1.01467915e+00 5.89925546e+08 1.45968024e+09
8.80953171e-01]
INFO:revrand.glm:Iter 29500: ELBO = -1183.411331005136, reg = [4.267090905645328, 4.515084520994736], like_hypers = 12.382327274693662, basis_hypers = [ 6.72657484e+00 5.57053425e+08 1.38249668e+02 1.73357501e-01
1.93158299e+00 1.35686620e+00 4.55825087e+00 1.55177819e+00
2.15426569e+09 1.02391407e+00 5.91055975e+08 1.51021923e+09
8.61300924e-01]
INFO:revrand.glm:Iter 30000: ELBO = -1127.2334976913182, reg = [4.299347637143879, 4.4993198624352], like_hypers = 12.053583132883663, basis_hypers = [ 6.26418163e+00 6.01875376e+08 5.86624756e+01 1.73332699e-01
2.04321266e+00 1.36297668e+00 4.49189832e+00 1.57246951e+00
2.19468840e+09 1.00236384e+00 5.94901054e+08 1.55571259e+09
8.68405145e-01]
INFO:revrand.glm:Iter 30500: ELBO = -1228.9146298548, reg = [4.3106359092958435, 4.501676516955617], like_hypers = 12.392637138567535, basis_hypers = [ 6.12849331e+00 6.30034615e+08 2.75245977e+01 1.72110949e-01
1.86545993e+00 1.39045359e+00 4.44107140e+00 1.51593894e+00
2.23169604e+09 1.00446515e+00 6.05433918e+08 1.60251289e+09
8.73591508e-01]
INFO:revrand.glm:Iter 31000: ELBO = -1151.3330565324063, reg = [4.345840033451363, 4.448148714919229], like_hypers = 12.180634522445242, basis_hypers = [ 6.00937289e+00 6.56560605e+08 1.51479831e+01 1.75595206e-01
1.92978397e+00 1.40572175e+00 4.26290554e+00 1.52395412e+00
2.25688489e+09 9.83460586e-01 6.17172571e+08 1.64545970e+09
8.78601725e-01]
INFO:revrand.glm:Iter 31500: ELBO = -1273.1767728811426, reg = [4.3492171396641695, 4.502184116674389], like_hypers = 12.438454332983138, basis_hypers = [ 5.91437103e+00 6.76206267e+08 1.02274908e+01 1.71273543e-01
1.86663440e+00 1.36046215e+00 4.28267484e+00 1.46255966e+00
2.28210459e+09 9.83761888e-01 6.26991145e+08 1.68499676e+09
8.22177912e-01]
INFO:revrand.glm:Iter 32000: ELBO = -1346.2185474008695, reg = [4.360117848145934, 4.453574738751061], like_hypers = 12.170364309031779, basis_hypers = [ 5.95893235e+00 6.90146247e+08 7.60729367e+00 1.74486556e-01
1.83770949e+00 1.39438610e+00 4.16129309e+00 1.49776230e+00
2.31232927e+09 9.81999254e-01 6.45848394e+08 1.72419459e+09
8.40016591e-01]
INFO:revrand.glm:Iter 32500: ELBO = -1111.4329749660133, reg = [4.418938029489591, 4.494565245572966], like_hypers = 12.008426739731938, basis_hypers = [ 5.54425603e+00 6.97790997e+08 6.16697250e+00 1.71941626e-01
1.84883109e+00 1.32560460e+00 3.94445204e+00 1.53168227e+00
2.33992760e+09 9.63019096e-01 6.61933953e+08 1.75198465e+09
8.49725799e-01]
INFO:revrand.glm:Iter 33000: ELBO = -1089.448010759812, reg = [4.448008405008146, 4.4741204014158855], like_hypers = 12.269083710440588, basis_hypers = [ 5.87273447e+00 7.01011517e+08 5.43140819e+00 1.78850735e-01
1.72534350e+00 1.37837769e+00 3.92922990e+00 1.51919296e+00
2.35826841e+09 9.23102824e-01 6.83358605e+08 1.78039707e+09
8.28736217e-01]
INFO:revrand.glm:Iter 33500: ELBO = -1118.1286238395082, reg = [4.477932957239842, 4.431109350284966], like_hypers = 12.075750185221887, basis_hypers = [ 5.74577080e+00 6.99433963e+08 4.86283100e+00 1.74278625e-01
1.73336284e+00 1.37325333e+00 3.81744866e+00 1.53012962e+00
2.37835249e+09 9.65505592e-01 7.08790984e+08 1.80602187e+09
8.32809351e-01]
INFO:revrand.glm:Iter 34000: ELBO = -1262.3936842725068, reg = [4.512642182120925, 4.439550168664733], like_hypers = 12.146151310867872, basis_hypers = [ 5.77067354e+00 6.90054874e+08 4.37136625e+00 1.73704255e-01
1.79443648e+00 1.37416992e+00 3.75213178e+00 1.51728324e+00
2.40124358e+09 9.28050259e-01 7.33292755e+08 1.82958564e+09
8.60211020e-01]
INFO:revrand.glm:Iter 34500: ELBO = -1145.9834469016675, reg = [4.564663025209087, 4.4614309916152655], like_hypers = 11.917529563253598, basis_hypers = [ 5.50599142e+00 6.73937255e+08 4.04575557e+00 1.76617528e-01
1.65651753e+00 1.38018107e+00 3.69880523e+00 1.51058637e+00
2.41402644e+09 9.47637770e-01 7.56367924e+08 1.84236835e+09
8.38946728e-01]
INFO:revrand.glm:Iter 35000: ELBO = -1208.158199132888, reg = [4.6022902607421114, 4.473811022143279], like_hypers = 12.278311171577338, basis_hypers = [ 5.49418251e+00 6.52231145e+08 3.58066259e+00 1.76051842e-01
1.63272465e+00 1.32477062e+00 3.58116768e+00 1.49052186e+00
2.43492239e+09 9.51300047e-01 7.90531651e+08 1.85266421e+09
8.05197333e-01]
INFO:revrand.glm:Iter 35500: ELBO = -1170.8360496281755, reg = [4.622380284354337, 4.424916666075773], like_hypers = 12.413232744275504, basis_hypers = [ 5.21853666e+00 6.23177983e+08 3.48757878e+00 1.74967541e-01
1.60677525e+00 1.34776705e+00 3.53644719e+00 1.48282248e+00
2.45796899e+09 9.23813793e-01 8.17924506e+08 1.85142518e+09
8.35847805e-01]
INFO:revrand.glm:Iter 36000: ELBO = -1155.3485781713869, reg = [4.6606645976791095, 4.391580121462798], like_hypers = 11.668054283188969, basis_hypers = [ 5.46685891e+00 5.92604173e+08 3.25827847e+00 1.75661287e-01
1.56706548e+00 1.36489094e+00 3.66201871e+00 1.54256094e+00
2.46632523e+09 9.35680830e-01 8.45210288e+08 1.85615231e+09
8.46691475e-01]
INFO:revrand.glm:Iter 36500: ELBO = -1093.1318621750102, reg = [4.697536177274321, 4.376357120268362], like_hypers = 11.592808964766922, basis_hypers = [ 5.10102458e+00 5.61500350e+08 3.04393007e+00 1.77628813e-01
1.60126471e+00 1.33139865e+00 3.69522343e+00 1.54766920e+00
2.47467234e+09 9.17984353e-01 8.78925265e+08 1.85667472e+09
8.23106736e-01]
INFO:revrand.glm:Iter 37000: ELBO = -1109.553040145958, reg = [4.770326968944108, 4.328115096285747], like_hypers = 11.725223302463796, basis_hypers = [ 5.15915736e+00 5.17961906e+08 3.00319639e+00 1.75046036e-01
1.51896947e+00 1.38929460e+00 3.55734154e+00 1.52491698e+00
2.49182091e+09 9.95227836e-01 9.11122514e+08 1.85461631e+09
8.96733588e-01]
INFO:revrand.glm:Iter 37500: ELBO = -1521.2834512833238, reg = [4.784032588691974, 4.365768442648421], like_hypers = 11.677697669979246, basis_hypers = [ 4.93627733e+00 4.74436616e+08 3.02087790e+00 1.74296669e-01
1.49445845e+00 1.34517090e+00 3.53693243e+00 1.51115981e+00
2.51129761e+09 9.11567246e-01 9.40810152e+08 1.84770204e+09
8.39865144e-01]
INFO:revrand.glm:Iter 38000: ELBO = -1123.2952801069832, reg = [4.843881911008402, 4.330341153721785], like_hypers = 11.565743453581684, basis_hypers = [ 4.98345564e+00 4.30671466e+08 2.89106932e+00 1.74982964e-01
1.47127693e+00 1.36866884e+00 3.61402096e+00 1.53373500e+00
2.51785044e+09 9.29695435e-01 9.67935060e+08 1.83269627e+09
8.34955773e-01]
INFO:revrand.glm:Iter 38500: ELBO = -2026.872414614031, reg = [4.839159319844089, 4.330233559739005], like_hypers = 11.33089132414406, basis_hypers = [ 4.60774678e+00 3.82672393e+08 2.79470243e+00 1.78647845e-01
1.41310853e+00 1.34481408e+00 3.49247692e+00 1.54469950e+00
2.53300605e+09 9.42085500e-01 1.00514138e+09 1.81402191e+09
8.36176860e-01]
INFO:revrand.glm:Iter 39000: ELBO = -1132.398935962731, reg = [4.910255492264593, 4.346278026161613], like_hypers = 11.529085599883102, basis_hypers = [ 4.42733831e+00 3.29463495e+08 2.66360162e+00 1.79931496e-01
1.44121228e+00 1.30001991e+00 3.62115642e+00 1.49175368e+00
2.54190901e+09 9.23948309e-01 1.04084419e+09 1.79395589e+09
8.15978267e-01]
INFO:revrand.glm:Iter 39500: ELBO = -1093.9150361716252, reg = [4.929250815826477, 4.313658190547351], like_hypers = 11.66229216583054, basis_hypers = [ 4.25047656e+00 2.79820152e+08 2.75994745e+00 1.74683253e-01
1.31762195e+00 1.33783446e+00 3.62086547e+00 1.47600484e+00
2.55004204e+09 9.37804520e-01 1.08897211e+09 1.77922187e+09
8.23140492e-01]
INFO:revrand.glm:Iter 39999: ELBO = -1097.3869791096292, reg = [4.972315100215359, 4.34967548373085], like_hypers = 11.009252095738992, basis_hypers = [ 4.25203191e+00 2.25259782e+08 2.56736973e+00 1.71829868e-01
1.34770236e+00 1.32313266e+00 3.57717640e+00 1.47601453e+00
2.55873833e+09 9.28115479e-01 1.12775524e+09 1.75756996e+09
8.63093944e-01]
INFO:revrand.glm:Finished! reg = [4.972880949029324, 4.3435290411063], likelihood_hypers = 10.981344622692752, basis_hypers = [ 4.25375456e+00 2.25114113e+08 2.56536717e+00 1.71644668e-01
1.34782233e+00 1.32030201e+00 3.59420463e+00 1.47765160e+00
2.55867384e+09 9.27119065e-01 1.12779802e+09 1.75755474e+09
8.62981906e-01], message: maxiter reached.
Fold 5
In [67]:
# Print results
print_score('SLM', slm_score)
print_score('GLM', glm_score)
print_score('GP', gp_score)
print_score('RF', rf_score)
print_score('SVR', svr_score)
SLM:
R2 = 0.9018 (0.0134),
SMSE = 0.0982 (0.0134),
MSLL = -1.1504 (0.1191)
GLM:
R2 = 0.8411 (0.0491),
SMSE = 0.1589 (0.0491),
MSLL = -0.9209 (0.1530)
GP:
R2 = 0.9027 (0.0137),
SMSE = 0.0973 (0.0137),
MSLL = -1.1792 (0.1581)
RF:
R2 = 0.8467 (0.0709),
SMSE = 0.1533 (0.0709),
MSLL = -0.4241 (0.0529)
SVR:
R2 = 0.6295 (0.0863),
SMSE = 0.3705 (0.0863),
MSLL = -0.3142 (0.0388)
Content source: NICTA/revrand
Similar notebooks: