Boston Housing Dataset Test

In this notebook we test revrand's ARD basis functions on the Boston housing dataset.


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)

Settings


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)
}

Load data


In [62]:
# Load the data
X = data.data
y = data.target - data.target.mean()
N, D = X.shape

Construct bases and kernels


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()

Construct Estimators


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)

Validation


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

Report


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)