In [1]:
%matplotlib inline
import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
import seaborn as sns
In [2]:
sns.set_color_codes('deep')
In [3]:
RANDOM_STATE = 112
N_MIXTURES_TO_SEARCH_FOR_EACH_K = 5
CPUS_TO_USE = 8
K_RANGE_TO_SEARCH = [2,3,4,5,6,7,8,9,10,11,12,13]
EPSILON = 1e-6 # difference to treat the log likelihood as converged
In [4]:
import sklearn.datasets
digits_dataset = sklearn.datasets.load_digits()
digits = pd.DataFrame(digits_dataset.data)
labels = pd.Series(digits_dataset.target, index=digits.index, name='label')
THRESHOLD = np.mean(digits.values.reshape(-1))
binary_digits = digits >= THRESHOLD
from sklearn.utils import shuffle
binary_digits = shuffle(binary_digits, random_state=RANDOM_STATE)
labels = labels.loc[binary_digits.index]
In [5]:
K=len(labels.unique())
D=len(binary_digits.columns)
In [6]:
CMAP = 'GnBu'
def draw_digit(row, vmin=0, vmax=1, square=True, **kwargs):
return sns.heatmap(row.astype(float).reshape(8, 8), square=square, vmin=vmin, vmax=vmax, cmap=CMAP, **kwargs)
In [7]:
draw_digit(binary_digits.iloc[0])
plt.title(labels.iloc[0])
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
This is separate from the ipykernel package so we can avoid doing imports until
Out[7]:
Text(0.5,1,'5')
In [8]:
up_missing = binary_digits.iloc[:len(binary_digits)//4].copy()
bottom_missing = binary_digits.iloc[len(binary_digits)//4:len(binary_digits)//2].copy()
even_missing = binary_digits.iloc[len(binary_digits)//2:].copy()
up_missing.iloc[:, :D//2] = None
bottom_missing.iloc[:, D//2:] = None
even_missing.iloc[:, np.arange(0, D, 2)] = None
up_missing['dataset_id'] = 'up_missing'
bottom_missing['dataset_id'] = 'bottom_missing'
even_missing['dataset_id'] = 'even_missing'
training_data = pd.concat((up_missing, bottom_missing, even_missing))
In [9]:
training_data['weight'] = 1
In [10]:
def label_distribution(data, labels):
ans = data[['dataset_id', 'weight']].join(labels).groupby(['dataset_id', 'label']).sum()['weight']
ans /= ans.sum(level='dataset_id')
return ans
Lump the three datasets into one, call it 'merged' dataset
In [11]:
training_data_same_dataset = training_data.copy()
training_data_same_dataset['dataset_id'] = 'merged'
In [12]:
label_distribution(training_data_same_dataset, labels).unstack('label').plot(kind='bar')
plt.axhline(0.1, linestyle=':')
Out[12]:
<matplotlib.lines.Line2D at 0x109d3add8>
In [13]:
from bernoullimix.random_initialisation import random_mixture_generator
In [14]:
import logging
logging.basicConfig()
logging.getLogger().setLevel(logging.DEBUG)
In [15]:
%%time
from bernoullimix.n_components_search import search_k
results, mixtures = search_k(K_RANGE_TO_SEARCH,
training_data_same_dataset,
mixtures_per_k=N_MIXTURES_TO_SEARCH_FOR_EACH_K,
random_state=RANDOM_STATE,
prior_mixing_coefficients=2,
prior_emission_probabilities=2,
n_jobs=CPUS_TO_USE, eps=EPSILON, n_iter=None)
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38925.64171685354. Posterior: -39156.81027541232
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41138.607487055255. Posterior: -41504.20926199507
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37979.49656002092. Posterior: -38455.022761021624
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37842.91837799757. Posterior: -38671.89190251499
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38272.74748167411. Posterior: -38873.23156922864
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38366.8337651353. Posterior: -39088.62605728886
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37688.202569425805. Posterior: -38744.33497789505
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38975.48412702106. Posterior: -39920.622991277945
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.82 seconds Log Likelihood: -21446.002082298066. Posterior: -21819.234410783105. Last Diff: 0.005190479998418596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.72 seconds Log Likelihood: -20661.951165350598. Posterior: -21226.371392336856. Last Diff: 0.19394337728590472
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.65 seconds Log Likelihood: -19886.453457281954. Posterior: -20654.744015544642. Last Diff: 0.0024297803902300075
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.60 seconds Log Likelihood: -19562.411389943496. Posterior: -20530.559837558598. Last Diff: 0.36882318513744394
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.49 seconds Log Likelihood: -21446.006451090907. Posterior: -21819.1575382175. Last Diff: 1.2902557500638068e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.53 seconds Log Likelihood: -19101.43005050215. Posterior: -20276.45467541989. Last Diff: 0.14212033767762478
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.31 seconds Log Likelihood: -18800.407107377134. Posterior: -20151.771652433938. Last Diff: 4.3928458850678
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 248. Converged: yes. Took: 1.324169s. Log Likelihood: -21446.01480920726. Posterior: -21819.157324875. Last Diff: 9.535760909784585e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.56 seconds Log Likelihood: -20637.963930260077. Posterior: -21208.727824613015. Last Diff: 2.2994212486082688e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42243.854621255276. Posterior: -42480.667743283404
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.15 seconds Log Likelihood: -18224.08242585903. Posterior: -19962.58285884764. Last Diff: 0.09653704431184451
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.23 seconds Log Likelihood: -18343.080938476596. Posterior: -19891.605676018986. Last Diff: 5.773605593483808
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 230. Converged: yes. Took: 1.4562110000000001s. Log Likelihood: -20637.961226781696. Posterior: -21208.727629298704. Last Diff: 9.289578883908689e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.66 seconds Log Likelihood: -19886.337247938663. Posterior: -20654.66327734328. Last Diff: 0.0005196666643314529
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42622.75469175681. Posterior: -42966.49343140807
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.75 seconds Log Likelihood: -19438.07056121446. Posterior: -20402.75535239652. Last Diff: 0.03279950412616017
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.17 seconds Log Likelihood: -21446.04121907158. Posterior: -21819.27419685748. Last Diff: 0.008053027384448797
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.83 seconds Log Likelihood: -19097.909581422915. Posterior: -20274.090478104605. Last Diff: 0.0005229602465988137
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.02 seconds Log Likelihood: -18668.891827432024. Posterior: -20042.542630255208. Last Diff: 1.24869910272173
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.18 seconds Log Likelihood: -20522.356018294. Posterior: -21095.988007822594. Last Diff: 0.03884129660218605
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.65 seconds Log Likelihood: -19885.93680844319. Posterior: -20654.45138368792. Last Diff: 0.007817431549483445
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.09 seconds Log Likelihood: -18292.191966028855. Posterior: -19853.064585399396. Last Diff: 0.0028760392087860964
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.46 seconds Log Likelihood: -21446.00448952848. Posterior: -21819.157632063794. Last Diff: 1.8218437617179006e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.19 seconds Log Likelihood: -18137.34884367259. Posterior: -19877.251655286585. Last Diff: 0.028408737176505383
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.73 seconds Log Likelihood: -19438.500285912327. Posterior: -20402.199382343842. Last Diff: 8.583046655985527e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 254. Converged: yes. Took: 1.3081189999999998s. Log Likelihood: -21446.014785672687. Posterior: -21819.15732512014. Last Diff: 9.671275620348752e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -45015.74886214228. Posterior: -45254.322578319654
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.55 seconds Log Likelihood: -20521.984247649172. Posterior: -21095.610888996118. Last Diff: 1.1450392776168883e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 202. Converged: yes. Took: 1.2338329999999997s. Log Likelihood: -20521.984204845518. Posterior: -21095.61088703391. Last Diff: 9.301948011852801e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.81 seconds Log Likelihood: -19097.897874084258. Posterior: -20274.080668737373. Last Diff: 3.1600138754583895e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.01 seconds Log Likelihood: -18661.679197321453. Posterior: -20035.546860987106. Last Diff: 0.0003219110985810403
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.64 seconds Log Likelihood: -19844.12951294671. Posterior: -20621.38769713694. Last Diff: 0.041793967415287625
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41417.861643046796. Posterior: -41779.374076687476
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 323. Converged: yes. Took: 2.814931s. Log Likelihood: -19097.897750249067. Posterior: -20274.080626862255. Last Diff: 9.873765520751476e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38231.239495578324. Posterior: -38944.49967632793
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.62 seconds Log Likelihood: -21444.13651123295. Posterior: -21815.54740840431. Last Diff: 0.004058211463416228
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 391. Converged: yes. Took: 3.0364390000000006s. Log Likelihood: -19438.51164197875. Posterior: -20402.197714281767. Last Diff: 9.982250048778951e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.10 seconds Log Likelihood: -18289.52961304447. Posterior: -19851.786121657555. Last Diff: 2.645596396178007e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39721.33587431094. Posterior: -40300.97934940119
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.58 seconds Log Likelihood: -20610.552558831136. Posterior: -21177.97875822125. Last Diff: 0.9640188599114481
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.18 seconds Log Likelihood: -18134.427609292645. Posterior: -19875.16503206695. Last Diff: 0.0004935928445775062
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.64 seconds Log Likelihood: -19843.53278294643. Posterior: -20621.017644094198. Last Diff: 9.779924585018307e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 332. Converged: yes. Took: 3.8184419999999997s. Log Likelihood: -18289.52010989443. Posterior: -19851.7858912411. Last Diff: 9.73432179307565e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38897.289623718345. Posterior: -39824.58691732323
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 400. Converged: yes. Took: 4.2217270000000005s. Log Likelihood: -18661.633934998303. Posterior: -20035.541587837426. Last Diff: 9.609611879568547e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.47 seconds Log Likelihood: -21444.03622749429. Posterior: -21815.50421744278. Last Diff: 1.134994818130508e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 202. Converged: yes. Took: 1.0545630000000004s. Log Likelihood: -21444.036200981336. Posterior: -21815.504215412762. Last Diff: 9.770046744961292e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38776.72226019509. Posterior: -39584.61753098145
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39995.15865960648. Posterior: -40238.436921969886
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.41 seconds Log Likelihood: -19235.957207342755. Posterior: -20395.09605032104. Last Diff: 1.5029582185743493
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.56 seconds Log Likelihood: -20567.27211345891. Posterior: -21141.1219751059. Last Diff: 0.0003847958396363538
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.59 seconds Log Likelihood: -19442.003415516112. Posterior: -20406.634029478882. Last Diff: 0.29699180579700624
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.64 seconds Log Likelihood: -19843.598669602652. Posterior: -20621.013264560203. Last Diff: 2.0936855435138568e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.91 seconds Log Likelihood: -21449.304369951686. Posterior: -21819.804347547455. Last Diff: 0.0010917345171037596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 260. Converged: yes. Took: 1.5416150000000002s. Log Likelihood: -20567.27360934209. Posterior: -21141.118390357675. Last Diff: 9.955329005606472e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39263.63128150767. Posterior: -39612.65244752923
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.79 seconds Log Likelihood: -18719.458474877756. Posterior: -20233.02002849071. Last Diff: 0.611544619925553
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.17 seconds Log Likelihood: -18135.258227350198. Posterior: -19875.134432529754. Last Diff: 0.0002903535969380755
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718250.72 seconds Log Likelihood: -18758.370560819247. Posterior: -20116.96469535152. Last Diff: 0.006471603915997548
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.80 seconds Log Likelihood: -19118.493491435715. Posterior: -20303.258100107276. Last Diff: 0.12117916665010853
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.45 seconds Log Likelihood: -21449.412195071774. Posterior: -21819.755014676564. Last Diff: 0.00022000676108291373
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 191. Converged: yes. Took: 1.4854160000000003s. Log Likelihood: -19439.087380029316. Posterior: -20404.943457390043. Last Diff: 9.98501491267234e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.63 seconds Log Likelihood: -19843.641198422632. Posterior: -20621.011659473945. Last Diff: 1.4232573448680341e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38740.394141895. Posterior: -39332.209071633704
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.96 seconds Log Likelihood: -20526.228358685847. Posterior: -21098.413515184224. Last Diff: 0.43180314153505606
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.49 seconds Log Likelihood: -21449.470603999554. Posterior: -21819.741339380038. Last Diff: 8.435326162725687e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.11 seconds Log Likelihood: -18758.44248143805. Posterior: -20116.597161683996. Last Diff: 0.010491918106708908
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.78 seconds Log Likelihood: -19843.684951254545. Posterior: -20621.00992786432. Last Diff: 2.3877364583313465e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.20 seconds Log Likelihood: -18605.03871159879. Posterior: -20154.412929493035. Last Diff: 0.8802174297998135
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.69 seconds Log Likelihood: -20522.633252123567. Posterior: -21095.398938620663. Last Diff: 2.6085701392730698e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.97 seconds Log Likelihood: -19088.133428990168. Posterior: -20272.0892161441. Last Diff: 0.4008525924728019
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.84 seconds Log Likelihood: -19452.70980522237. Posterior: -20426.61277080753. Last Diff: 0.8206350229957025
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.34 seconds Log Likelihood: -18136.30421699489. Posterior: -19875.101651625093. Last Diff: 0.00042022180787171237
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.61 seconds Log Likelihood: -21449.5084954622. Posterior: -21819.735406915992. Last Diff: 4.148287553107366e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 242. Converged: yes. Took: 1.6057749999999995s. Log Likelihood: -20522.619921242956. Posterior: -21095.398631870063. Last Diff: 9.595532901585102e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41199.82651507869. Posterior: -41548.713498606674
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.69 seconds Log Likelihood: -19843.756684476568. Posterior: -20621.004442182668. Last Diff: 0.00012494932525441982
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.49 seconds Log Likelihood: -21449.535460582927. Posterior: -21819.732283014164. Last Diff: 2.3474065528716892e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.06 seconds Log Likelihood: -18751.240161494417. Posterior: -20112.270040362495. Last Diff: 1.7716043657856062e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.76 seconds Log Likelihood: -19418.64900530019. Posterior: -20397.525306898544. Last Diff: 0.027678365855535958
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.87 seconds Log Likelihood: -19086.30484381067. Posterior: -20268.111712044847. Last Diff: 5.691745536751114e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.48 seconds Log Likelihood: -20522.073143931768. Posterior: -21095.665721112833. Last Diff: 0.005670869544701418
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.14 seconds Log Likelihood: -18568.35689187242. Posterior: -20116.901673466196. Last Diff: 1.783205645158887
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 325. Converged: yes. Took: 3.509664s. Log Likelihood: -18751.241701996572. Posterior: -20112.269908070375. Last Diff: 8.930983312893659e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38629.02677362842. Posterior: -39446.434207994454
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.49 seconds Log Likelihood: -21449.555874916798. Posterior: -21819.73042692142. Last Diff: 1.4697900041937828e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.24 seconds Log Likelihood: -18138.507222609536. Posterior: -19874.968017681513. Last Diff: 0.004733224639494438
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.66 seconds Log Likelihood: -19843.913458530005. Posterior: -20620.860747257662. Last Diff: 0.007690373324294342
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 459. Converged: yes. Took: 4.047714s. Log Likelihood: -19086.33019626938. Posterior: -20268.11093149679. Last Diff: 9.60062607191503e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 188. Converged: yes. Took: 1.1875730000000004s. Log Likelihood: -20521.98427515356. Posterior: -21095.610887367966. Last Diff: 9.277937351725996e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39670.73950151473. Posterior: -40385.475284419925
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.73 seconds Log Likelihood: -19416.239829268045. Posterior: -20395.747701019696. Last Diff: 0.0506670564354863
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.46 seconds Log Likelihood: -21449.572092355465. Posterior: -21819.729216939693. Last Diff: 1.0006566299125552e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.05 seconds Log Likelihood: -18367.359630475166. Posterior: -19918.525992872386. Last Diff: 0.21053196242064587
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.22 seconds Log Likelihood: -18858.954441623882. Posterior: -20205.30715130771. Last Diff: 1.455779329600773
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.64 seconds Log Likelihood: -19841.038411188907. Posterior: -20617.52095684368. Last Diff: 0.02208249426985276
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.51 seconds Log Likelihood: -21449.585515476992. Posterior: -21819.7283629233. Last Diff: 7.339840522035956e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.81 seconds Log Likelihood: -19409.003524716172. Posterior: -20388.929397175503. Last Diff: 0.29968363450825564
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.61 seconds Log Likelihood: -19026.004052394812. Posterior: -20188.046444526473. Last Diff: 0.10256890437813126
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.27 seconds Log Likelihood: -18145.209066362448. Posterior: -19871.46601668758. Last Diff: 0.008963742249761708
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.51 seconds Log Likelihood: -21449.5970435955. Posterior: -21819.727715001543. Last Diff: 5.770329153165221e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37289.90587137129. Posterior: -38485.38444244361
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.74 seconds Log Likelihood: -19839.656580870353. Posterior: -20616.49094712463. Last Diff: 0.00017411420776625164
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.09 seconds Log Likelihood: -18759.10273343823. Posterior: -20117.208158618065. Last Diff: 0.010022940827184357
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.19 seconds Log Likelihood: -18359.282895638516. Posterior: -19913.960178412868. Last Diff: 0.03196166854468174
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.73 seconds Log Likelihood: -19405.073585866303. Posterior: -20384.072404744413. Last Diff: 8.077346137724817e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1265. Converged: yes. Took: 8.636937000000001s. Log Likelihood: -19839.654847139605. Posterior: -20616.48886681514. Last Diff: 9.368122846353799e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.48 seconds Log Likelihood: -21449.607291285607. Posterior: -21819.727188734993. Last Diff: 4.848847311222926e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.82 seconds Log Likelihood: -19021.972258735124. Posterior: -20186.039333450623. Last Diff: 0.0008660527782922145
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37551.59319810705. Posterior: -38011.165168582076
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 519. Converged: yes. Took: 4.186489000000001s. Log Likelihood: -19405.079817892267. Posterior: -20384.072344496562. Last Diff: 9.721916285343468e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39489.15816033415. Posterior: -40093.10381252101
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.19 seconds Log Likelihood: -18145.54910823369. Posterior: -19871.328629851854. Last Diff: 2.032761403825134e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.46 seconds Log Likelihood: -21449.616707517533. Posterior: -21819.72673191991. Last Diff: 4.3517684389371425e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.98 seconds Log Likelihood: -18758.532825019756. Posterior: -20116.771333588797. Last Diff: 0.0032221948204096407
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.60 seconds Log Likelihood: -18205.70094607602. Posterior: -20094.22345452107. Last Diff: 0.6330280333168048
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.06 seconds Log Likelihood: -18354.45283114239. Posterior: -19910.990093223347. Last Diff: 0.0007309142529265955
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.38 seconds Log Likelihood: -19840.301261799214. Posterior: -20616.76665637044. Last Diff: 0.016200445799768204
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.80 seconds Log Likelihood: -19021.78148616817. Posterior: -20186.006828310918. Last Diff: 0.00015783302296767943
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.45 seconds Log Likelihood: -21449.625647543566. Posterior: -21819.726308091216. Last Diff: 4.175992216914892e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.37 seconds Log Likelihood: -19447.954256995603. Posterior: -20424.120656534098. Last Diff: 0.13358696454452001
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 856. Converged: yes. Took: 10.594862s. Log Likelihood: -18145.574198856288. Posterior: -19871.328292884653. Last Diff: 9.610848792362958e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39497.40041024693. Posterior: -40572.905857081816
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.67 seconds Log Likelihood: -19839.65668412004. Posterior: -20616.48895509178. Last Diff: 8.39216954773292e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.49 seconds Log Likelihood: -21449.63442216329. Posterior: -21819.725886891734. Last Diff: 4.298344720155001e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.01 seconds Log Likelihood: -18751.26760406969. Posterior: -20112.27811088803. Last Diff: 0.0010818845439644065
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 227. Converged: yes. Took: 1.6257549999999998s. Log Likelihood: -19839.65555084285. Posterior: -20616.488866853673. Last Diff: 9.415416570845991e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.14 seconds Log Likelihood: -18354.542533962547. Posterior: -19910.97948393325. Last Diff: 1.512224116595462e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38948.97501235705. Posterior: -39408.83255820972
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 708. Converged: yes. Took: 8.07021s. Log Likelihood: -18354.543902384183. Posterior: -19910.979474559015. Last Diff: 9.457689884584397e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.81 seconds Log Likelihood: -19364.7178993638. Posterior: -20339.513102028635. Last Diff: 0.004360542410722701
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.89 seconds Log Likelihood: -19021.692930208235. Posterior: -20185.986759751104. Last Diff: 0.0003582122953957878
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38314.61688351596. Posterior: -39242.161026647205
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.57 seconds Log Likelihood: -21449.643338537844. Posterior: -21819.725436494664. Last Diff: 4.773173714056611e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 458. Converged: yes. Took: 4.827825000000001s. Log Likelihood: -18751.241693485885. Posterior: -20112.269908690698. Last Diff: 9.703144314698875e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.36 seconds Log Likelihood: -18100.062542060165. Posterior: -20009.072094837764. Last Diff: 0.00993833209213335
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37410.01954756596. Posterior: -38239.475365390164
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.89 seconds Log Likelihood: -18299.436980097. Posterior: -20030.061336534047. Last Diff: 6.712220384062675
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 260. Converged: yes. Took: 2.126793000000001s. Log Likelihood: -19364.755957794347. Posterior: -20339.49034728667. Last Diff: 9.755531209520996e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.51 seconds Log Likelihood: -21449.65274380924. Posterior: -21819.724914288057. Last Diff: 5.7723627833183855e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41745.15593699472. Posterior: -42339.21014502
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.75 seconds Log Likelihood: -20112.050465442793. Posterior: -20875.505150459558. Last Diff: 4.163340313509252
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.86 seconds Log Likelihood: -19020.885384662477. Posterior: -20185.33938272367. Last Diff: 0.04534590234834468
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.88 seconds Log Likelihood: -18458.01669268591. Posterior: -19994.217543651663. Last Diff: 0.13158389433010598
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.47 seconds Log Likelihood: -21449.66308533138. Posterior: -21819.72424970125. Last Diff: 7.715705578448251e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718251.76 seconds Log Likelihood: -18577.952061661686. Posterior: -19939.002230364596. Last Diff: 0.006337946873827605
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.65 seconds Log Likelihood: -19986.00316451984. Posterior: -20755.133815473342. Last Diff: 0.008049606938584475
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.15 seconds Log Likelihood: -19474.988213912067. Posterior: -20428.54580990304. Last Diff: 0.07228128577480675
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.28 seconds Log Likelihood: -18092.086972234818. Posterior: -20000.291505004483. Last Diff: 0.32898512886458775
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.17 seconds Log Likelihood: -18118.212775558182. Posterior: -19864.78538369731. Last Diff: 0.00300310575767071
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.49 seconds Log Likelihood: -21449.675011295156. Posterior: -21819.723302948318. Last Diff: 1.1673015251290053e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.88 seconds Log Likelihood: -18934.361836622284. Posterior: -20103.334685123584. Last Diff: 0.07188942705033696
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.70 seconds Log Likelihood: -19985.69036877925. Posterior: -20755.031388684383. Last Diff: 3.06010406347923e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.13 seconds Log Likelihood: -18285.315198325345. Posterior: -19843.2037304545. Last Diff: 0.001914680495247012
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 314. Converged: yes. Took: 2.2973979999999994s. Log Likelihood: -19985.688689783954. Posterior: -20755.031364017275. Last Diff: 9.904651960823685e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.10 seconds Log Likelihood: -18575.597209054125. Posterior: -19936.650801612992. Last Diff: 0.00020308052626205608
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.58 seconds Log Likelihood: -21449.68955815285. Posterior: -21819.721743323833. Last Diff: 2.08003657462541e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39245.689650396045. Posterior: -39701.59336176715
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.84 seconds Log Likelihood: -19473.534974842543. Posterior: -20426.708242576617. Last Diff: 0.001570318105223123
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 669. Converged: yes. Took: 5.9037749999999996s. Log Likelihood: -18933.943961273493. Posterior: -20102.9620467132. Last Diff: 9.526484063826501e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36991.71208484167. Posterior: -37705.167515627574
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.28 seconds Log Likelihood: -18117.935046164675. Posterior: -19864.74367251404. Last Diff: 3.4934637369588017e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 252. Converged: yes. Took: 2.7364729999999984s. Log Likelihood: -18575.53308999756. Posterior: -19936.649006437707. Last Diff: 9.565810614731163e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 256. Converged: yes. Took: 3.0158959999999997s. Log Likelihood: -18285.277384756824. Posterior: -19843.19390930627. Last Diff: 9.207324183080345e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 0.47 seconds Log Likelihood: -21449.708490686236. Posterior: -21819.718595340368. Last Diff: 4.691410140367225e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.37 seconds Log Likelihood: -18087.752787057827. Posterior: -19993.77091159584. Last Diff: 4.639277176465839e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39744.20658742307. Posterior: -40548.03075052657
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37158.320020880434. Posterior: -38085.07651270856
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 321. Converged: yes. Took: 4.136194s. Log Likelihood: -18117.929722241788. Posterior: -19864.743632525235. Last Diff: 9.751856850925833e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.61 seconds Log Likelihood: -19918.035172267875. Posterior: -20686.316118573937. Last Diff: 0.0565485917031765
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.76 seconds Log Likelihood: -19473.47957114032. Posterior: -20426.59529230559. Last Diff: 0.001037065805576276
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37177.4013952703. Posterior: -38222.362640846644
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 0.49 seconds Log Likelihood: -21449.73438951111. Posterior: -21819.70986797934. Last Diff: 0.00015455244647455402
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.63 seconds Log Likelihood: -19131.01483596598. Posterior: -20286.948742172273. Last Diff: 0.24349959632309037
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 468. Converged: yes. Took: 6.290062000000001s. Log Likelihood: -18087.786747867358. Posterior: -19993.77016907349. Last Diff: 9.61015757638961e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.66 seconds Log Likelihood: -19913.88465975761. Posterior: -20681.556771104242. Last Diff: 0.010687756908737356
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37358.26903046015. Posterior: -38530.97191669653
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.14 seconds Log Likelihood: -18770.283682414854. Posterior: -20120.6051716629. Last Diff: 5.30146947312096
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 0.51 seconds Log Likelihood: -21449.758178354972. Posterior: -21819.667573627597. Last Diff: 0.000978050538833486
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.78 seconds Log Likelihood: -19473.386572070536. Posterior: -20426.562238823553. Last Diff: 1.6847476217662916e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.35 seconds Log Likelihood: -18656.451306161878. Posterior: -20157.753638778806. Last Diff: 0.0729287680296693
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.81 seconds Log Likelihood: -18435.841601319047. Posterior: -20093.29999353295. Last Diff: 0.9978206549021706
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 455. Converged: yes. Took: 3.6701189999999997s. Log Likelihood: -19473.37652683244. Posterior: -20426.56193945722. Last Diff: 9.740579116623849e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 0.52 seconds Log Likelihood: -21449.53261744349. Posterior: -21819.335993987643. Last Diff: 0.0061326643808570225
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.73 seconds Log Likelihood: -19914.04357741397. Posterior: -20681.417227764592. Last Diff: 7.437403837684542e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.92 seconds Log Likelihood: -19125.389061963222. Posterior: -20283.05057273157. Last Diff: 7.975423432071693e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 328. Converged: yes. Took: 2.4119980000000005s. Log Likelihood: -19914.050338940964. Posterior: -20681.417141248454. Last Diff: 9.999093890655786e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.08 seconds Log Likelihood: -18740.765524433104. Posterior: -20098.212562841258. Last Diff: 0.0007082364209054504
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38984.01836316082. Posterior: -39451.355309462124
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2300. Took: 0.50 seconds Log Likelihood: -21446.683978343528. Posterior: -21817.648884489754. Last Diff: 0.02955132540228078
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.17 seconds Log Likelihood: -18653.210196913176. Posterior: -20156.232663332717. Last Diff: 0.02222393075862783
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.96 seconds Log Likelihood: -18363.57182397611. Posterior: -20184.52344157453. Last Diff: 0.702732622903568
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.86 seconds Log Likelihood: -19125.45978833674. Posterior: -20283.04767076676. Last Diff: 8.251870895037428e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2400. Took: 0.47 seconds Log Likelihood: -21444.41682084844. Posterior: -21815.838463619897. Last Diff: 0.0161974934853788
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.22 seconds Log Likelihood: -18359.057396325094. Posterior: -20016.917713174276. Last Diff: 0.0008444008963124361
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.34 seconds Log Likelihood: -20164.275144207808. Posterior: -20921.50031070089. Last Diff: 0.3947761178096698
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38016.737705907595. Posterior: -39323.453278389126
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.01 seconds Log Likelihood: -18740.66241455529. Posterior: -20098.182506016467. Last Diff: 0.0001285352154809516
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2500. Took: 0.46 seconds Log Likelihood: -21444.0398589635. Posterior: -21815.50467963309. Last Diff: 3.545097206369974e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.08 seconds Log Likelihood: -18643.829804708937. Posterior: -20150.84114316339. Last Diff: 2.1345975255826488e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2550. Converged: yes. Took: 12.851461999999998s. Log Likelihood: -21444.036691891226. Posterior: -21815.504215706744. Last Diff: 9.72479028860107e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.69 seconds Log Likelihood: -20161.01866651052. Posterior: -20918.44053811341. Last Diff: 4.8301953938789666e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 327. Converged: yes. Took: 3.871628000000001s. Log Likelihood: -18643.805871822664. Posterior: -20150.840987315703. Last Diff: 9.624272934161127e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 269. Converged: yes. Took: 3.4706779999999977s. Log Likelihood: -18359.057336360554. Posterior: -20016.91063664673. Last Diff: 9.39831807045266e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.87 seconds Log Likelihood: -19125.48840195175. Posterior: -20283.04729232449. Last Diff: 1.4554498193319887e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42169.84146355564. Posterior: -42399.24694402974
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 222. Converged: yes. Took: 1.6331440000000015s. Log Likelihood: -20161.015858500006. Posterior: -20918.44048732194. Last Diff: 9.625073289498687e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -40328.8245894525. Posterior: -41267.53778909941
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38004.63008580915. Posterior: -39060.14311308264
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.34 seconds Log Likelihood: -18145.925429898278. Posterior: -19999.93376349589. Last Diff: 0.1253329213395773
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 424. Converged: yes. Took: 3.845437999999998s. Log Likelihood: -19125.492433123247. Posterior: -20283.047263488486. Last Diff: 9.975410648621619e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.10 seconds Log Likelihood: -18740.668616817817. Posterior: -20098.156851079242. Last Diff: 0.0009700555674498901
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37009.78435877734. Posterior: -37697.86165996692
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.89 seconds Log Likelihood: -21446.16911457556. Posterior: -21819.385327605898. Last Diff: 0.0162233525661577
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.90 seconds Log Likelihood: -18264.496407593182. Posterior: -20294.63927246576. Last Diff: 1.7636014629570127
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.46 seconds Log Likelihood: -21446.000856550276. Posterior: -21819.1578622248. Last Diff: 3.136082523269579e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718252.92 seconds Log Likelihood: -18718.914768721093. Posterior: -20254.36863249532. Last Diff: 1.3903699116599455
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.00 seconds Log Likelihood: -18738.594043550165. Posterior: -20096.69825630715. Last Diff: 3.969240060541779e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.47 seconds Log Likelihood: -18596.04020641432. Posterior: -20291.23433223484. Last Diff: 3.102030055364594
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.77 seconds Log Likelihood: -19379.997524489467. Posterior: -20513.484524942953. Last Diff: 0.6066371131964843
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37221.16529169404. Posterior: -38661.349927847725
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 264. Converged: yes. Took: 1.4075810000000004s. Log Likelihood: -21446.014805897506. Posterior: -21819.1573249179. Last Diff: 9.559444151818752e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.30 seconds Log Likelihood: -18144.324225713062. Posterior: -19998.992177528577. Last Diff: 5.456102371681482e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 551. Converged: yes. Took: 5.888655s. Log Likelihood: -18738.60106357617. Posterior: -20096.697764974542. Last Diff: 9.985633369069546e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 332. Converged: yes. Took: 4.553923000000001s. Log Likelihood: -18144.31725813843. Posterior: -19998.992098769635. Last Diff: 9.521572792436928e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38399.4506500491. Posterior: -39579.61127943596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.37 seconds Log Likelihood: -18128.259345753864. Posterior: -20172.109551008085. Last Diff: 2.338011304342217
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.10 seconds Log Likelihood: -18587.68576618135. Posterior: -20142.606351654184. Last Diff: 0.1334752443508478
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.83 seconds Log Likelihood: -19132.635558758633. Posterior: -20303.272300347573. Last Diff: 0.00036979092692490667
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.19 seconds Log Likelihood: -18217.11159520515. Posterior: -19967.56528577929. Last Diff: 0.008872276481270092
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37402.94248431657. Posterior: -38943.59344519198
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 247. Converged: yes. Took: 2.177627000000001s. Log Likelihood: -19132.62661780035. Posterior: -20303.27005015426. Last Diff: 9.193427104037255e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.25 seconds Log Likelihood: -17946.247313211454. Posterior: -20208.656857196383. Last Diff: 3.8814151040569413
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.89 seconds Log Likelihood: -18119.32276629115. Posterior: -20019.673810795284. Last Diff: 3.3286552105673763
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.03 seconds Log Likelihood: -18591.058579936667. Posterior: -20132.626149103737. Last Diff: 0.032026881071942626
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.30 seconds Log Likelihood: -17826.300795106814. Posterior: -19911.017437152746. Last Diff: 0.27237171700107865
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.10 seconds Log Likelihood: -18215.99915835714. Posterior: -19966.264068624. Last Diff: 9.092743857763708e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.43 seconds Log Likelihood: -17962.44011006684. Posterior: -20325.984327570768. Last Diff: 1.749750561270048
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.37 seconds Log Likelihood: -17841.67053871227. Posterior: -20126.266847416737. Last Diff: 0.002207985700806603
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.03 seconds Log Likelihood: -18591.11501148497. Posterior: -20131.613984474396. Last Diff: 0.004828993754927069
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.19 seconds Log Likelihood: -17997.43634757102. Posterior: -19936.307670926093. Last Diff: 0.21507769520030706
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.12 seconds Log Likelihood: -18216.093631931486. Posterior: -19966.26143835325. Last Diff: 3.983364877058193e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.28 seconds Log Likelihood: -17775.105343554507. Posterior: -19876.51587420798. Last Diff: 0.0015863996413827408
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 445. Converged: yes. Took: 5.225807s. Log Likelihood: -18216.1084283183. Posterior: -19966.261343214643. Last Diff: 9.841533028520644e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.00 seconds Log Likelihood: -18591.92457255804. Posterior: -20131.137336113323. Last Diff: 0.0004217301720927935
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38181.63477738726. Posterior: -39212.18287046796
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.40 seconds Log Likelihood: -17680.3661232363. Posterior: -20084.493050579073. Last Diff: 0.6959134093049215
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.14 seconds Log Likelihood: -17975.05570940802. Posterior: -19921.686415932294. Last Diff: 0.07600068583269604
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.33 seconds Log Likelihood: -17841.51703214189. Posterior: -20126.225959217423. Last Diff: 2.7435424271970987e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 500. Converged: yes. Took: 6.776391999999998s. Log Likelihood: -17775.21968926493. Posterior: -19876.49411821063. Last Diff: 9.330760804004967e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37742.943730799. Posterior: -39032.27262861502
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.01 seconds Log Likelihood: -18591.94489767836. Posterior: -20131.130226522233. Last Diff: 1.2533273547887802e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 604. Converged: yes. Took: 6.4646609999999995s. Log Likelihood: -18591.94502581037. Posterior: -20131.13022218106. Last Diff: 9.921168384607881e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718253.72 seconds Log Likelihood: -18490.18921566689. Posterior: -20153.446547246047. Last Diff: 0.9123140534684353
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.17 seconds Log Likelihood: -17974.136470942518. Posterior: -19920.896097325174. Last Diff: 3.766618829104118e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 395. Converged: yes. Took: 5.501785999999999s. Log Likelihood: -17841.506169473792. Posterior: -20126.22523262447. Last Diff: 9.823670552577823e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37654.277130958886. Posterior: -39073.657776566884
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.38 seconds Log Likelihood: -17645.197498719688. Posterior: -20046.66002918312. Last Diff: 0.21184925148554612
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.64 seconds Log Likelihood: -18172.50866309912. Posterior: -20234.742723921994. Last Diff: 3.396296999635524
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.00 seconds Log Likelihood: -18155.962392244903. Posterior: -19884.324024711987. Last Diff: 0.03208388320490485
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 460. Converged: yes. Took: 5.5014189999999985s. Log Likelihood: -17974.13636648752. Posterior: -19920.895515672993. Last Diff: 9.954928827937692e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39034.53104601531. Posterior: -40196.40403005437
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.64 seconds Log Likelihood: -17777.686974067048. Posterior: -20045.05373683176. Last Diff: 1.8310238759440836
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.26 seconds Log Likelihood: -17640.506510913605. Posterior: -20042.651341077275. Last Diff: 0.0016039868751249742
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.96 seconds Log Likelihood: -18152.910929465168. Posterior: -19881.98943987114. Last Diff: 0.000124080110253999
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.14 seconds Log Likelihood: -18046.833581623607. Posterior: -20136.622746770263. Last Diff: 0.009787649003555998
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.08 seconds Log Likelihood: -18401.930165952057. Posterior: -20228.586791532955. Last Diff: 0.7368180859011773
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 348. Converged: yes. Took: 3.6437869999999997s. Log Likelihood: -18152.90456556432. Posterior: -19881.98830656659. Last Diff: 9.182440408039838e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.14 seconds Log Likelihood: -17668.225707883976. Posterior: -19958.40970672893. Last Diff: 0.08897542003978742
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.19 seconds Log Likelihood: -17640.49596301469. Posterior: -20042.62222317057. Last Diff: 9.768591553438455e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.05 seconds Log Likelihood: -18049.28662152413. Posterior: -20134.979219643545. Last Diff: 0.06630413882157882
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.97 seconds Log Likelihood: -18310.940147343736. Posterior: -20163.977724027314. Last Diff: 0.5727261350875779
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.07 seconds Log Likelihood: -17658.81535363788. Posterior: -19940.131163037073. Last Diff: 0.1920860615100537
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 588. Converged: yes. Took: 7.7812079999999995s. Log Likelihood: -17640.571142326182. Posterior: -20042.62190293054. Last Diff: 9.949217201210558e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.92 seconds Log Likelihood: -18288.054396329964. Posterior: -20146.42704512702. Last Diff: 0.23037713929079473
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.99 seconds Log Likelihood: -18028.711497771365. Posterior: -20104.171500396176. Last Diff: 0.1979930290945049
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37088.13777862627. Posterior: -38613.57509176443
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.92 seconds Log Likelihood: -18185.68403338951. Posterior: -20049.976246426475. Last Diff: 0.010360463529650588
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.99 seconds Log Likelihood: -17993.64598304285. Posterior: -20089.353591023326. Last Diff: 0.002068580677587306
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.06 seconds Log Likelihood: -17650.71405311163. Posterior: -19929.743009107573. Last Diff: 0.01689011583584943
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.73 seconds Log Likelihood: -17835.948946888573. Posterior: -20213.491931063396. Last Diff: 4.515934431849018
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.91 seconds Log Likelihood: -18185.41188509996. Posterior: -20049.871811781788. Last Diff: 5.9434059949126095e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.00 seconds Log Likelihood: -17991.05306724115. Posterior: -20088.171035538213. Last Diff: 0.0031488430686295033
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.05 seconds Log Likelihood: -17650.898315152554. Posterior: -19929.1191858647. Last Diff: 0.0005543976112676319
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 535. Converged: yes. Took: 5.240584999999999s. Log Likelihood: -18185.415347126436. Posterior: -20049.871718235714. Last Diff: 9.764080459717661e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -40017.320302200686. Posterior: -41197.01955126079
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.13 seconds Log Likelihood: -17653.509788698873. Posterior: -20096.286368541765. Last Diff: 0.027182066602108534
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.01 seconds Log Likelihood: -17990.909554071273. Posterior: -20088.121861452673. Last Diff: 1.6809535736683756e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.08 seconds Log Likelihood: -17650.967294095673. Posterior: -19929.10790204187. Last Diff: 3.6624333006329834e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.05 seconds Log Likelihood: -18166.465689443954. Posterior: -20055.440726167068. Last Diff: 1.6305777820416552
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 625. Converged: yes. Took: 6.988847s. Log Likelihood: -17650.970402104012. Posterior: -19929.107852506164. Last Diff: 9.783398127183318e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.13 seconds Log Likelihood: -17652.1103890133. Posterior: -20095.90680674764. Last Diff: 0.0004764160039485432
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36477.583475231935. Posterior: -37882.8546287575
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.02 seconds Log Likelihood: -17990.915785304787. Posterior: -20088.121357080483. Last Diff: 1.4957695384509861e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.94 seconds Log Likelihood: -18023.896258452223. Posterior: -19927.94131245242. Last Diff: 0.13234838420612505
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 829. Converged: yes. Took: 8.789109000000003s. Log Likelihood: -17990.91747218192. Posterior: -20088.121321831422. Last Diff: 9.92309651337564e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36385.28152758748. Posterior: -37685.34502568468
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 382. Converged: yes. Took: 4.43619s. Log Likelihood: -17652.04404227103. Posterior: -20095.90099440449. Last Diff: 9.998657333198935e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36775.310501850254. Posterior: -38288.49498145532
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.61 seconds Log Likelihood: -18140.50951164552. Posterior: -20322.77465179976. Last Diff: 4.711726825738879
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.04 seconds Log Likelihood: -18011.762343209895. Posterior: -19914.874114275262. Last Diff: 0.06521275053091813
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.42 seconds Log Likelihood: -18324.46082112386. Posterior: -20362.128117244338. Last Diff: 2.5925581832671014
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.30 seconds Log Likelihood: -17757.72954161372. Posterior: -19972.494839453924. Last Diff: 0.5959870752703864
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.36 seconds Log Likelihood: -17778.878130968937. Posterior: -20227.540343304543. Last Diff: 2.4434679051701096
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.21 seconds Log Likelihood: -17929.7215599679. Posterior: -19857.23599980061. Last Diff: 0.5568841217609588
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.48 seconds Log Likelihood: -18103.289313743342. Posterior: -20184.430034487006. Last Diff: 1.1236200596213166
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.50 seconds Log Likelihood: -17749.6448810699. Posterior: -19967.32684451813. Last Diff: 0.00020142407083767466
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.53 seconds Log Likelihood: -17614.007486260736. Posterior: -20087.459766246222. Last Diff: 0.0372065943920461
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.27 seconds Log Likelihood: -17921.796112015105. Posterior: -19851.520354946577. Last Diff: 0.0018876647700381
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 340. Converged: yes. Took: 4.453053000000001s. Log Likelihood: -17749.613860293357. Posterior: -19967.32560199233. Last Diff: 9.075629350263625e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37258.63739691062. Posterior: -38679.24621860273
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.17 seconds Log Likelihood: -18030.15254621856. Posterior: -20125.804517740744. Last Diff: 0.002704931524931453
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 597. Converged: yes. Took: 6.4903949999999995s. Log Likelihood: -17921.65812598213. Posterior: -19851.496525791586. Last Diff: 9.849572961684316e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.28 seconds Log Likelihood: -17594.871973251273. Posterior: -20077.30892669393. Last Diff: 0.028314125283941394
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.35 seconds Log Likelihood: -18009.818947978565. Posterior: -20247.310984061067. Last Diff: 2.0754543488801573
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.12 seconds Log Likelihood: -18029.92686508056. Posterior: -20125.699400258487. Last Diff: 0.0016319341666530818
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.23 seconds Log Likelihood: -17590.24299443516. Posterior: -20066.48053726524. Last Diff: 0.007265702141012298
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.09 seconds Log Likelihood: -17776.073411992642. Posterior: -20061.14974947068. Last Diff: 0.3058563345221046
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.02 seconds Log Likelihood: -18011.452812787662. Posterior: -20110.188093780464. Last Diff: 0.02880535088479519
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.27 seconds Log Likelihood: -17591.986263608665. Posterior: -20062.828311505047. Last Diff: 0.001154710007540416
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.21 seconds Log Likelihood: -18012.043522689575. Posterior: -20109.38950870616. Last Diff: 0.03502882520115236
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.27 seconds Log Likelihood: -17708.303700871118. Posterior: -20014.09187340868. Last Diff: 0.21704812828829745
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 594. Converged: yes. Took: 7.859797s. Log Likelihood: -17592.036112056463. Posterior: -20062.81587047125. Last Diff: 9.996801964007318e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37483.498196929075. Posterior: -39014.47820917871
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.05 seconds Log Likelihood: -17901.41777410228. Posterior: -19994.80060033072. Last Diff: 0.019812449267192278
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.12 seconds Log Likelihood: -17705.438248350543. Posterior: -20011.587212308263. Last Diff: 5.053134373156354e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 416. Converged: yes. Took: 4.994776999999999s. Log Likelihood: -17705.439682088167. Posterior: -20011.58717480262. Last Diff: 9.69579559750855e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -35900.71685406921. Posterior: -37318.45927691857
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.37 seconds Log Likelihood: -17937.737870050405. Posterior: -20283.778192154066. Last Diff: 0.6712069109125878
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.03 seconds Log Likelihood: -17849.492196070452. Posterior: -19944.491494813978. Last Diff: 0.5867860215839755
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.33 seconds Log Likelihood: -18025.785570581113. Posterior: -20243.183437127424. Last Diff: 9.920688497753872
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 898. Converged: yes. Took: 10.330179999999999s. Log Likelihood: -17828.26556654829. Posterior: -19929.81835875904. Last Diff: 9.960167517419904e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38127.42911725803. Posterior: -39417.57261909617
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.14 seconds Log Likelihood: -17781.780799957087. Posterior: -20140.836349226556. Last Diff: 0.31606278208710137
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.05 seconds Log Likelihood: -17715.48135227027. Posterior: -20002.66367455647. Last Diff: 0.25794632636825554
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.29 seconds Log Likelihood: -18258.767832052312. Posterior: -20259.778684739602. Last Diff: 5.497718398113648
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.04 seconds Log Likelihood: -17659.01076445674. Posterior: -20032.509960893436. Last Diff: 1.067148533769796
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.99 seconds Log Likelihood: -17674.4157030093. Posterior: -19955.799015292705. Last Diff: 0.712746459616028
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.93 seconds Log Likelihood: -17963.51497433934. Posterior: -20019.778843397144. Last Diff: 0.026177724830631632
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.05 seconds Log Likelihood: -17647.722296075903. Posterior: -20023.42098309859. Last Diff: 0.0007614207643200643
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.98 seconds Log Likelihood: -17644.308742589805. Posterior: -19929.776443062183. Last Diff: 0.00203201888143667
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.93 seconds Log Likelihood: -17961.933518978072. Posterior: -20019.368258663075. Last Diff: 0.0012387158567435108
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.05 seconds Log Likelihood: -17647.795999456433. Posterior: -20023.40613326257. Last Diff: 4.004265065304935e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.99 seconds Log Likelihood: -17645.816930541743. Posterior: -19929.65843430742. Last Diff: 0.00237050897339941
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 526. Converged: yes. Took: 5.862383999999999s. Log Likelihood: -17647.7991289181. Posterior: -20023.406079487282. Last Diff: 9.523173503112048e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37952.41623880464. Posterior: -39504.39404469583
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.94 seconds Log Likelihood: -17961.703160595192. Posterior: -20019.274877906613. Last Diff: 0.0006751526816515252
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.99 seconds Log Likelihood: -17650.181941852556. Posterior: -19924.920730153026. Last Diff: 0.19872843714620103
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.91 seconds Log Likelihood: -17961.61770008887. Posterior: -20019.219776668055. Last Diff: 0.0005031731016060803
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718255.34 seconds Log Likelihood: -17964.09894990294. Posterior: -20294.05564839959. Last Diff: 0.6767512880505819
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.99 seconds Log Likelihood: -17650.774293806087. Posterior: -19922.166997803513. Last Diff: 0.0013367559186008293
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.92 seconds Log Likelihood: -17961.571657896333. Posterior: -20019.157270102714. Last Diff: 0.0008812371379463002
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.04 seconds Log Likelihood: -17911.0694627923. Posterior: -20261.10346017315. Last Diff: 0.06412744774934254
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.98 seconds Log Likelihood: -17651.16758680036. Posterior: -19921.995595338427. Last Diff: 0.004311671371397097
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.93 seconds Log Likelihood: -17961.413231201375. Posterior: -20018.96856031163. Last Diff: 0.0034719525719992816
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.04 seconds Log Likelihood: -17814.096353732904. Posterior: -20187.020177767674. Last Diff: 0.05714095129587804
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.97 seconds Log Likelihood: -17649.077915586044. Posterior: -19920.84548088473. Last Diff: 0.0013948965970485006
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.93 seconds Log Likelihood: -17960.661407522675. Posterior: -20018.623723031953. Last Diff: 0.0015831713244551793
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.04 seconds Log Likelihood: -17814.50375595229. Posterior: -20186.08945883609. Last Diff: 0.0001841159100877121
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 991. Converged: yes. Took: 10.055976000000001s. Log Likelihood: -17648.95099519151. Posterior: -19920.828345619524. Last Diff: 9.842806321103126e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.06 seconds Log Likelihood: -17960.41468897462. Posterior: -20018.584904836072. Last Diff: 1.9326063920743763e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.32 seconds Log Likelihood: -17814.361610413478. Posterior: -20186.068465533965. Last Diff: 0.00043032390385633335
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 963. Converged: yes. Took: 9.303748999999996s. Log Likelihood: -17960.39772078121. Posterior: -20018.584528803625. Last Diff: 9.613613656256348e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38386.348123109005. Posterior: -39678.05051393457
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718254.71 seconds Log Likelihood: -18105.673621915954. Posterior: -20148.882252625936. Last Diff: 7.685586545860133
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.22 seconds Log Likelihood: -17812.085362107926. Posterior: -20185.391473921176. Last Diff: 0.04283178523473907
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.10 seconds Log Likelihood: -17908.406663384434. Posterior: -20007.24632051875. Last Diff: 0.258025658014958
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.25 seconds Log Likelihood: -17791.96243528676. Posterior: -20173.53328817121. Last Diff: 0.000571622331335675
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.13 seconds Log Likelihood: -17882.78514913121. Posterior: -19978.031361082372. Last Diff: 0.12853258704126347
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.21 seconds Log Likelihood: -17792.645229017602. Posterior: -20173.259387110593. Last Diff: 0.01835705244957353
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.92 seconds Log Likelihood: -17879.234009131615. Posterior: -19963.153436350003. Last Diff: 0.008871144953445764
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.20 seconds Log Likelihood: -17792.370527817886. Posterior: -20172.114708547568. Last Diff: 0.0002890700416173786
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.12 seconds Log Likelihood: -17879.1843977037. Posterior: -19962.410221590006. Last Diff: 0.0002819154251483269
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.13 seconds Log Likelihood: -17792.24571210752. Posterior: -20172.102612669223. Last Diff: 4.764809273183346e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.99 seconds Log Likelihood: -17879.15071686608. Posterior: -19962.405224399517. Last Diff: 6.40308644506149e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.07 seconds Log Likelihood: -17792.158967325595. Posterior: -20172.099806900438. Last Diff: 1.662734939600341e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 684. Converged: yes. Took: 7.274033999999993s. Log Likelihood: -17879.161205964054. Posterior: -19962.404984031164. Last Diff: 9.890718501992524e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.05 seconds Log Likelihood: -17792.096527014022. Posterior: -20172.098601067122. Last Diff: 9.109218808589503e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.05 seconds Log Likelihood: -17792.042803367483. Posterior: -20172.09781395052. Last Diff: 7.190574251580983e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.05 seconds Log Likelihood: -17791.9876764333. Posterior: -20172.097073269255. Last Diff: 8.093615178950131e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.15 seconds Log Likelihood: -17791.91873137555. Posterior: -20172.096042177644. Last Diff: 1.3808810763293877e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.10 seconds Log Likelihood: -17791.80478467744. Posterior: -20172.093596321625. Last Diff: 4.38244387623854e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 1.11 seconds Log Likelihood: -17791.4709562696. Posterior: -20172.076500492985. Last Diff: 0.0005522330029634759
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 1.08 seconds Log Likelihood: -17786.563450683178. Posterior: -20169.83549629638. Last Diff: 0.1581173187951208
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 1.07 seconds Log Likelihood: -17722.480725428857. Posterior: -20112.297616327956. Last Diff: 0.01712685410529957
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 1.20 seconds Log Likelihood: -17709.293311660673. Posterior: -20089.396861849982. Last Diff: 0.1483251659810776
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 1.09 seconds Log Likelihood: -17708.511922383906. Posterior: -20084.03339724506. Last Diff: 0.029385134905169252
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 1.12 seconds Log Likelihood: -17710.495578895527. Posterior: -20082.79222919439. Last Diff: 0.00010847496378119104
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2296. Converged: yes. Took: 25.807822s. Log Likelihood: -17710.670230753578. Posterior: -20082.790233611653. Last Diff: 9.645336831454188e-07
CPU times: user 2.78 s, sys: 274 ms, total: 3.05 s
Wall time: 1min 17s
In [16]:
results.plot(y=['BIC', 'ICL'])
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access
series.name = label
Out[16]:
<matplotlib.axes._subplots.AxesSubplot at 0x10a44d128>
In [18]:
best = results[['BIC', 'ICL']].astype(float).idxmin()
best
Out[18]:
n_components
BIC 8
ICL 10
dtype: int64
In [19]:
_method = 'BIC'
best_mixture = mixtures[best.loc[_method]]
plt.figure(figsize=(15,15))
for j, (component, row) in enumerate(best_mixture.emission_probabilities.iterrows(), start=1):
plt.subplot(4,3,j)
draw_digit(row)
plt.title(component)
plt.suptitle('Mixture K={} (best {})'.format(best_mixture.n_components, _method))
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
This is separate from the ipykernel package so we can avoid doing imports until
Out[19]:
Text(0.5,0.98,'Mixture K=8 (best BIC)')
In [20]:
best_mixture.mixing_coefficients.T.plot(kind='bar')
Out[20]:
<matplotlib.axes._subplots.AxesSubplot at 0x10b00f9e8>
In [21]:
_method = 'ICL'
best_mixture = mixtures[best.loc[_method]]
plt.figure(figsize=(15,15))
for j, (component, row) in enumerate(best_mixture.emission_probabilities.iterrows(), start=1):
plt.subplot(4,3,j)
draw_digit(row)
plt.title(component)
plt.suptitle('Mixture K={} (best {})'.format(best_mixture.n_components, _method))
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
This is separate from the ipykernel package so we can avoid doing imports until
Out[21]:
Text(0.5,0.98,'Mixture K=10 (best ICL)')
In [22]:
label_distribution(training_data, labels).unstack('label').plot(kind='bar')
plt.axhline(0.1, linestyle=':')
Out[22]:
<matplotlib.lines.Line2D at 0x10a8e1f28>
In [23]:
%%time
from bernoullimix.n_components_search import search_k
results_uc, mixtures_uc = search_k(K_RANGE_TO_SEARCH,
training_data,
mixtures_per_k=N_MIXTURES_TO_SEARCH_FOR_EACH_K,
random_state=RANDOM_STATE,
prior_mixing_coefficients=2,
prior_emission_probabilities=2,
n_jobs=CPUS_TO_USE, eps=EPSILON, n_iter=None)
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38925.64171685354. Posterior: -39159.58286413456
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41138.607487055255. Posterior: -41510.80093572708
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38272.74748167411. Posterior: -38889.325948352984
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37979.49656002092. Posterior: -38466.11311591058
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37842.91837799757. Posterior: -38699.13464460176
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38366.8337651353. Posterior: -39110.12717091959
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37688.202569425805. Posterior: -38783.8850202871
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38975.48412702106. Posterior: -39953.894055944824
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718397.50 seconds Log Likelihood: -21729.117646220417. Posterior: -22085.59662517785. Last Diff: 0.07102071088229422
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718397.40 seconds Log Likelihood: -21499.234587768704. Posterior: -22019.745039515026. Last Diff: 4.267542839192174
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718397.32 seconds Log Likelihood: -20280.939553098215. Posterior: -21013.810129606838. Last Diff: 2.917973096104106
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718397.20 seconds Log Likelihood: -20643.40182018163. Posterior: -21491.512328191297. Last Diff: 1.2166731801371498
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.53 seconds Log Likelihood: -21728.823355646215. Posterior: -22083.83606754858. Last Diff: 0.01102323314989917
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718397.11 seconds Log Likelihood: -19785.87115685755. Posterior: -20888.45353998428. Last Diff: 0.07012526543621789
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718396.92 seconds Log Likelihood: -19363.598891523405. Posterior: -20628.967827916273. Last Diff: 0.2538278650099528
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.62 seconds Log Likelihood: -21322.34609578416. Posterior: -21855.179562276837. Last Diff: 0.01678652854025131
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718396.87 seconds Log Likelihood: -19399.591900513107. Posterior: -20791.593327749317. Last Diff: 0.4672860759746982
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718396.75 seconds Log Likelihood: -19407.06857221615. Posterior: -20938.066796587504. Last Diff: 0.16035234775335994
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.53 seconds Log Likelihood: -21728.792219979285. Posterior: -22082.8786873431. Last Diff: 0.010566472978098318
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.73 seconds Log Likelihood: -20248.14940671095. Posterior: -20979.998280351912. Last Diff: 0.01987098057725234
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.82 seconds Log Likelihood: -20160.522827266548. Posterior: -21057.287541687707. Last Diff: 0.34345520881470293
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.60 seconds Log Likelihood: -21322.23340488909. Posterior: -21854.068540234297. Last Diff: 0.00765795736151631
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.91 seconds Log Likelihood: -19785.59879294869. Posterior: -20884.849887584252. Last Diff: 0.01921938095620135
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.51 seconds Log Likelihood: -21504.76207958911. Posterior: -21871.582501925717. Last Diff: 3.5670626086539414
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.09 seconds Log Likelihood: -19357.785300681393. Posterior: -20620.718081109153. Last Diff: 0.013076068215013947
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.70 seconds Log Likelihood: -19992.493962104774. Posterior: -20749.01121460749. Last Diff: 0.017126747483416693
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.15 seconds Log Likelihood: -19289.915888824147. Posterior: -20700.489754912633. Last Diff: 0.8619030689442297
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.24 seconds Log Likelihood: -19404.68470194674. Posterior: -20931.86227705118. Last Diff: 0.05163305891255732
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.59 seconds Log Likelihood: -21322.197173732457. Posterior: -21853.497905128395. Last Diff: 0.004192172389593907
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.50 seconds Log Likelihood: -21442.802588463142. Posterior: -21818.5345433554. Last Diff: 0.008635347508970881
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.79 seconds Log Likelihood: -20134.23051488042. Posterior: -21034.560640173706. Last Diff: 0.00515492685008212
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.87 seconds Log Likelihood: -19784.010137099147. Posterior: -20883.239740052566. Last Diff: 0.010146770648134407
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.69 seconds Log Likelihood: -19991.95296165621. Posterior: -20748.20955299624. Last Diff: 0.010963748634821968
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.05 seconds Log Likelihood: -19357.77978959972. Posterior: -20620.035719089912. Last Diff: 0.0031680775427957997
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.50 seconds Log Likelihood: -21443.10627675109. Posterior: -21818.372731670977. Last Diff: 0.0004222312563797459
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.62 seconds Log Likelihood: -21322.13652096878. Posterior: -21853.16871051867. Last Diff: 0.002819393772369949
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.27 seconds Log Likelihood: -19194.73498853405. Posterior: -20628.906368457607. Last Diff: 0.015681755539844744
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.92 seconds Log Likelihood: -20134.136716481233. Posterior: -21034.24768870334. Last Diff: 0.0020809075322176795
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.68 seconds Log Likelihood: -21443.412109951474. Posterior: -21818.12293937675. Last Diff: 0.01422868161535007
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.39 seconds Log Likelihood: -19399.4946400926. Posterior: -20928.783152708253. Last Diff: 0.00567896321445005
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.85 seconds Log Likelihood: -19988.40977352327. Posterior: -20744.99679783446. Last Diff: 0.1331351691223972
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.74 seconds Log Likelihood: -21229.36760984108. Posterior: -21761.40274660294. Last Diff: 3.184877693292947
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.05 seconds Log Likelihood: -19782.973001152583. Posterior: -20882.741482689835. Last Diff: 0.0019265426199126523
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.23 seconds Log Likelihood: -19357.77705481375. Posterior: -20619.86043961925. Last Diff: 0.0008651173775433563
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.49 seconds Log Likelihood: -21440.497336109664. Posterior: -21814.573177840575. Last Diff: 0.0009326780236733612
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.80 seconds Log Likelihood: -20133.85444134768. Posterior: -21034.0683164752. Last Diff: 0.0015881451472523622
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.60 seconds Log Likelihood: -21162.409319727856. Posterior: -21690.261350207355. Last Diff: 8.779362006938754
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.72 seconds Log Likelihood: -19891.16167768719. Posterior: -20666.336457528458. Last Diff: 0.06044256778477575
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.23 seconds Log Likelihood: -19192.220160488756. Posterior: -20628.15381118714. Last Diff: 0.0006942873660591431
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 880. Converged: yes. Took: 4.87928s. Log Likelihood: -21440.44909346635. Posterior: -21814.562866350618. Last Diff: 9.330287866760045e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42243.854621255276. Posterior: -42483.440332005644
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.03 seconds Log Likelihood: -19782.596021637844. Posterior: -20882.643265639555. Last Diff: 0.0004901540560240392
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.40 seconds Log Likelihood: -19397.200629901006. Posterior: -20927.448593988058. Last Diff: 0.048711878625908867
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.23 seconds Log Likelihood: -19357.77453949319. Posterior: -20619.811322330275. Last Diff: 0.0002521704154787585
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.76 seconds Log Likelihood: -20894.029250579246. Posterior: -21448.583677237286. Last Diff: 0.6164654842832533
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.95 seconds Log Likelihood: -20133.53119576096. Posterior: -21033.91636350786. Last Diff: 0.0016802345016913023
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.84 seconds Log Likelihood: -19887.940465042157. Posterior: -20664.51889998224. Last Diff: 7.300084689632058e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718399.04 seconds Log Likelihood: -21443.844651298077. Posterior: -21819.78914200652. Last Diff: 0.10344533491297625
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.26 seconds Log Likelihood: -19192.161787097422. Posterior: -20628.12622708967. Last Diff: 9.629320993553847e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 749. Converged: yes. Took: 5.728689999999999s. Log Likelihood: -19887.934516909212. Posterior: -20664.51812741705. Last Diff: 9.231443982571363e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.62 seconds Log Likelihood: -20863.84922744841. Posterior: -21423.128937542828. Last Diff: 0.001792623366782209
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37551.59319810705. Posterior: -38022.25552347103
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.92 seconds Log Likelihood: -19782.44911473099. Posterior: -20882.60268053813. Last Diff: 0.00044351636825012974
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.54 seconds Log Likelihood: -21443.004710369678. Posterior: -21818.388075491097. Last Diff: 0.0005400725312938448
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.86 seconds Log Likelihood: -20133.16082591551. Posterior: -21033.718145241026. Last Diff: 0.0011400024704926182
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.31 seconds Log Likelihood: -19392.873783026305. Posterior: -20925.714492438638. Last Diff: 0.003987110547313932
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.17 seconds Log Likelihood: -19357.770846103125. Posterior: -20619.79629130479. Last Diff: 8.685740613145754e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.77 seconds Log Likelihood: -20863.51612963486. Posterior: -21422.85253969143. Last Diff: 0.0038899004030099604
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.67 seconds Log Likelihood: -21443.32358914466. Posterior: -21818.320914569373. Last Diff: 0.0018492204108042642
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718399.15 seconds Log Likelihood: -21348.706904126768. Posterior: -21990.333527447565. Last Diff: 0.09277319844477461
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.31 seconds Log Likelihood: -19192.162251764814. Posterior: -20628.12107501864. Last Diff: 2.5989473215304315e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.00 seconds Log Likelihood: -19782.307618737406. Posterior: -20882.479293768272. Last Diff: 0.004128517775825458
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.93 seconds Log Likelihood: -20132.94258436762. Posterior: -21033.680787442096. Last Diff: 0.00014202957027009688
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.56 seconds Log Likelihood: -21440.74725222889. Posterior: -21814.760955396625. Last Diff: 0.017824697173637105
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.63 seconds Log Likelihood: -20862.807452679896. Posterior: -21422.403774134993. Last Diff: 0.004530964477453381
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.16 seconds Log Likelihood: -19357.762263686192. Posterior: -20619.789033001816. Last Diff: 8.6435757111758e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.36 seconds Log Likelihood: -19391.604478379137. Posterior: -20925.457175420855. Last Diff: 0.000979923534032423
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.72 seconds Log Likelihood: -21103.730208702094. Posterior: -21757.52794577796. Last Diff: 11.036510486788757
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.59 seconds Log Likelihood: -21440.4502316633. Posterior: -21814.562890675064. Last Diff: 3.123452188447118e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 514. Converged: yes. Took: 3.1327979999999993s. Log Likelihood: -21440.449094289157. Posterior: -21814.56286636328. Last Diff: 9.341711120214313e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.89 seconds Log Likelihood: -20132.82267181218. Posterior: -21033.67189195774. Last Diff: 5.21264664712362e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.68 seconds Log Likelihood: -20862.02768466864. Posterior: -21422.004701823204. Last Diff: 0.0035008034064958338
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.01 seconds Log Likelihood: -19549.647782555978. Posterior: -20675.07803044845. Last Diff: 0.18648931716234074
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -45015.74886214228. Posterior: -45257.095167041894
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.29 seconds Log Likelihood: -19192.162681064612. Posterior: -20628.119469600395. Last Diff: 9.63901766226627e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.80 seconds Log Likelihood: -20830.985834895757. Posterior: -21517.69324937556. Last Diff: 1.494356548810174
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.17 seconds Log Likelihood: -19357.62969252392. Posterior: -20619.688876108034. Last Diff: 0.0077752612487529404
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.66 seconds Log Likelihood: -20861.29194900381. Posterior: -21421.63438935108. Last Diff: 0.0048379778090748005
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718400.32 seconds Log Likelihood: -21728.801643980943. Posterior: -22086.51673449418. Last Diff: 0.0326530997917871
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.42 seconds Log Likelihood: -19391.252214531036. Posterior: -20925.421278231694. Last Diff: 0.00010675443263608031
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.93 seconds Log Likelihood: -20132.751459229938. Posterior: -21033.668590481248. Last Diff: 1.9582530512707308e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.04 seconds Log Likelihood: -19496.894034545105. Posterior: -20621.769530247875. Last Diff: 0.0022888561034051236
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.84 seconds Log Likelihood: -20742.609187204827. Posterior: -21445.509336582963. Last Diff: 0.22695019253296778
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.32 seconds Log Likelihood: -19192.162544239844. Posterior: -20628.118803332676. Last Diff: 4.632300260709599e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.59 seconds Log Likelihood: -21728.82402113352. Posterior: -22084.421262922897. Last Diff: 0.014008488757099258
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.71 seconds Log Likelihood: -20528.46852554394. Posterior: -21103.373379882232. Last Diff: 2.704911008957424
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.27 seconds Log Likelihood: -19352.636529535797. Posterior: -20617.43171060927. Last Diff: 0.001922500909131486
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.94 seconds Log Likelihood: -20132.709092087596. Posterior: -21033.66733681027. Last Diff: 7.550035661552101e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.79 seconds Log Likelihood: -20732.866148665846. Posterior: -21438.129744402126. Last Diff: 0.0023760991280141752
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.62 seconds Log Likelihood: -21728.81767412329. Posterior: -22083.3676919953. Last Diff: 0.008182080018741544
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.97 seconds Log Likelihood: -19497.07967050054. Posterior: -20621.489842575167. Last Diff: 0.003425149858230725
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.69 seconds Log Likelihood: -20515.88124357513. Posterior: -21095.24836469909. Last Diff: 4.245197487762198e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.42 seconds Log Likelihood: -19391.175856529575. Posterior: -20925.41321515711. Last Diff: 7.974900654517114e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1524. Converged: yes. Took: 10.245161000000001s. Log Likelihood: -20515.877721136545. Posterior: -21095.24831402993. Last Diff: 9.52644768403843e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42622.75469175681. Posterior: -42973.085105140075
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.24 seconds Log Likelihood: -19192.162243583258. Posterior: -20628.118443876258. Last Diff: 2.8570066206157207e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.54 seconds Log Likelihood: -21728.734545322062. Posterior: -22082.445092488644. Last Diff: 0.017714152334519895
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.16 seconds Log Likelihood: -19352.0443560143. Posterior: -20617.39508352994. Last Diff: 1.2484018952818587e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.75 seconds Log Likelihood: -20732.33607841262. Posterior: -21437.989520232644. Last Diff: 0.0008190006483346224
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.84 seconds Log Likelihood: -20132.683684085307. Posterior: -21033.66684799952. Last Diff: 2.9864204407203943e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.01 seconds Log Likelihood: -19497.1250038752. Posterior: -20621.214581280947. Last Diff: 0.0018597329762997106
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718400.88 seconds Log Likelihood: -21322.459510597393. Posterior: -21856.296401856504. Last Diff: 0.07258788351828116
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.63 seconds Log Likelihood: -21456.36459240448. Posterior: -21831.07092983774. Last Diff: 0.5388715563713049
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1057. Converged: yes. Took: 12.549275s. Log Likelihood: -19352.00712180941. Posterior: -20617.39484130296. Last Diff: 9.988325473386794e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38776.72226019509. Posterior: -39611.860273068225
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.49 seconds Log Likelihood: -19391.146260615667. Posterior: -20925.402356071092. Last Diff: 0.0001560737619001884
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.87 seconds Log Likelihood: -20732.10861217883. Posterior: -21437.93425490946. Last Diff: 0.0003650113540061284
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.43 seconds Log Likelihood: -19192.161903379932. Posterior: -20628.118198697914. Last Diff: 2.157008566427976e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.02 seconds Log Likelihood: -20132.668285820815. Posterior: -21033.666652818378. Last Diff: 1.2062009773217142e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.64 seconds Log Likelihood: -21442.87264178814. Posterior: -21818.42263062593. Last Diff: 0.0017157252186734695
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.75 seconds Log Likelihood: -20966.419051826175. Posterior: -21520.914475944286. Last Diff: 0.11194346672346
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1321. Converged: yes. Took: 11.856558s. Log Likelihood: -20132.66590830819. Posterior: -21033.666629834202. Last Diff: 9.99210897134617e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39721.33587431094. Posterior: -40317.07372852553
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.03 seconds Log Likelihood: -19497.126309395862. Posterior: -20621.099317151027. Last Diff: 0.0006404324667528272
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.51 seconds Log Likelihood: -21443.190460965947. Posterior: -21818.359238652753. Last Diff: 0.0005684805510099977
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.75 seconds Log Likelihood: -20731.99463991104. Posterior: -21437.908376839998. Last Diff: 0.00017876869242172688
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718399.55 seconds Log Likelihood: -19209.339600026135. Posterior: -20487.676119976815. Last Diff: 0.08285797747521428
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.60 seconds Log Likelihood: -20964.636533833065. Posterior: -21518.796866771077. Last Diff: 0.004582205670885742
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.16 seconds Log Likelihood: -19192.161544471994. Posterior: -20628.117999118294. Last Diff: 1.8848259060177952e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.31 seconds Log Likelihood: -19391.096942699784. Posterior: -20925.37079469179. Last Diff: 0.0006235843247850426
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.49 seconds Log Likelihood: -21442.63013293708. Posterior: -21816.930317225706. Last Diff: 0.07463877772897831
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718401.47 seconds Log Likelihood: -19973.386162587412. Posterior: -20894.002943664975. Last Diff: 0.08693331806716742
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.86 seconds Log Likelihood: -19497.11623006557. Posterior: -20621.0601907324. Last Diff: 0.0002318963743164204
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.67 seconds Log Likelihood: -20731.92695474222. Posterior: -21437.895448270618. Last Diff: 9.109199163503945e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.58 seconds Log Likelihood: -20964.577751491222. Posterior: -21518.487593247137. Last Diff: 0.00206978351707221
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.54 seconds Log Likelihood: -21440.461185927157. Posterior: -21814.563747855846. Last Diff: 8.040624379646033e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.11 seconds Log Likelihood: -19206.199474461733. Posterior: -20485.002377728008. Last Diff: 0.0068889122776454315
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 951. Converged: yes. Took: 5.710557s. Log Likelihood: -21440.449131741585. Posterior: -21814.56286694738. Last Diff: 9.867435437627137e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.83 seconds Log Likelihood: -20964.536327272628. Posterior: -21518.33519852609. Last Diff: 0.0011894102790392935
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39995.15865960648. Posterior: -40241.209510692126
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.02 seconds Log Likelihood: -19788.69191959287. Posterior: -20724.89465659527. Last Diff: 1.5885817295784364
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.93 seconds Log Likelihood: -20731.879957599514. Posterior: -21437.888775496867. Last Diff: 4.775576962856576e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.40 seconds Log Likelihood: -19192.161159308846. Posterior: -20628.11781447109. Last Diff: 1.8397913663648069e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.50 seconds Log Likelihood: -19390.69326346529. Posterior: -20925.104839198506. Last Diff: 0.007655940939002903
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.16 seconds Log Likelihood: -19497.09555154037. Posterior: -20621.0420811594. Last Diff: 0.00017175390894408338
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718402.41 seconds Log Likelihood: -21722.49507948107. Posterior: -22076.585874653254. Last Diff: 0.03292252616665792
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.69 seconds Log Likelihood: -20963.845033265185. Posterior: -21517.65650940274. Last Diff: 0.0556693727739912
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.31 seconds Log Likelihood: -19205.880617580406. Posterior: -20484.66021320949. Last Diff: 0.0015162068957579322
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.78 seconds Log Likelihood: -20731.843108122233. Posterior: -21437.885224276077. Last Diff: 2.5946254027076066e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.90 seconds Log Likelihood: -19773.681752430122. Posterior: -20713.124635844088. Last Diff: 0.003430766246310668
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.54 seconds Log Likelihood: -21643.216448581024. Posterior: -22008.52125817126. Last Diff: 0.5464510330421035
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.94 seconds Log Likelihood: -19497.038819861875. Posterior: -20621.012104733672. Last Diff: 0.0006124070860096253
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.24 seconds Log Likelihood: -19192.160729784362. Posterior: -20628.11762507753. Last Diff: 1.978427462745458e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.63 seconds Log Likelihood: -20865.338939496898. Posterior: -21417.82061258819. Last Diff: 0.0264399323023099
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.37 seconds Log Likelihood: -19280.693020622002. Posterior: -20832.961656441938. Last Diff: 3.3991222237600596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.75 seconds Log Likelihood: -20731.81154136151. Posterior: -21437.88324907221. Last Diff: 1.491442890255712e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.17 seconds Log Likelihood: -19205.846458635475. Posterior: -20484.57827521799. Last Diff: 0.000389219570934074
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.60 seconds Log Likelihood: -21611.695210065136. Posterior: -21984.846125751275. Last Diff: 0.0016252151435764972
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.90 seconds Log Likelihood: -19773.547342481914. Posterior: -20712.883482859015. Last Diff: 0.0017893074546009302
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.79 seconds Log Likelihood: -20864.529573451186. Posterior: -21417.06826905652. Last Diff: 0.0013672535715159029
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 367. Converged: yes. Took: 2.3763500000000004s. Log Likelihood: -21611.516772218467. Posterior: -21984.832511484357. Last Diff: 9.248324204236269e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.14 seconds Log Likelihood: -19495.65537707606. Posterior: -20620.095263889896. Last Diff: 0.04617807341128355
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -42169.84146355564. Posterior: -42402.01953275198
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.98 seconds Log Likelihood: -20731.78261469375. Posterior: -21437.882068643405. Last Diff: 9.396782843396068e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.49 seconds Log Likelihood: -19192.16022716224. Posterior: -20628.117411057414. Last Diff: 2.344677341170609e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.08 seconds Log Likelihood: -19773.417798727787. Posterior: -20712.695420072036. Last Diff: 0.002706726088945288
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.82 seconds Log Likelihood: -20864.453073760473. Posterior: -21417.011663677353. Last Diff: 0.0004279618624423165
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.38 seconds Log Likelihood: -19205.842803605505. Posterior: -20484.55685697832. Last Diff: 0.00010405946522951126
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.63 seconds Log Likelihood: -19255.692984082547. Posterior: -20808.953199143663. Last Diff: 0.00036245991941541433
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718403.34 seconds Log Likelihood: -21928.207233267975. Posterior: -22288.643139525404. Last Diff: 1.3331684953227523
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.77 seconds Log Likelihood: -20731.754547025404. Posterior: -21437.88127771558. Last Diff: 6.803740689065307e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 1.01 seconds Log Likelihood: -19333.09067118578. Posterior: -20480.960186037206. Last Diff: 0.41192662549292436
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.53 seconds Log Likelihood: -21452.990863212308. Posterior: -21829.710010042658. Last Diff: 1.4473867775159306
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.64 seconds Log Likelihood: -20864.420870494134. Posterior: -21416.951793656328. Last Diff: 0.0009055552072823048
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.82 seconds Log Likelihood: -19770.323315540325. Posterior: -20710.421583166186. Last Diff: 0.05101314090643427
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.27 seconds Log Likelihood: -19192.159603376876. Posterior: -20628.11714303904. Last Diff: 3.094788553426042e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.11 seconds Log Likelihood: -19205.842432319816. Posterior: -20484.551062700062. Last Diff: 2.8615653718588874e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.73 seconds Log Likelihood: -20731.725788670796. Posterior: -21437.880653581153. Last Diff: 5.917132511967793e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.52 seconds Log Likelihood: -21442.970166427964. Posterior: -21818.393605848458. Last Diff: 0.0006539903188240714
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.29 seconds Log Likelihood: -19255.49895764249. Posterior: -20808.880371826. Last Diff: 0.0029508109764719848
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.63 seconds Log Likelihood: -20864.231018977385. Posterior: -21416.73507580938. Last Diff: 0.004683867147832643
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.92 seconds Log Likelihood: -19328.5138481452. Posterior: -20478.485745946222. Last Diff: 9.62219201028347e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.81 seconds Log Likelihood: -19749.27385191279. Posterior: -20693.15769567982. Last Diff: 0.9205354072655609
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1829. Converged: yes. Took: 18.244876s. Log Likelihood: -19328.511920722784. Posterior: -20478.48564839049. Last Diff: 9.425129974260926e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.52 seconds Log Likelihood: -21443.286753490847. Posterior: -21818.335606619257. Last Diff: 0.0012478258067858405
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.18 seconds Log Likelihood: -19192.158768754733. Posterior: -20628.116764936978. Last Diff: 4.647699825000018e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38231.239495578324. Posterior: -38966.00078995866
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.09 seconds Log Likelihood: -19205.842404524094. Posterior: -20484.54945431183. Last Diff: 8.046605216804892e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.61 seconds Log Likelihood: -20859.657044046027. Posterior: -21412.532892872485. Last Diff: 0.4654454030642228
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.71 seconds Log Likelihood: -20731.69459180403. Posterior: -21437.880052370085. Last Diff: 6.316608050838113e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.51 seconds Log Likelihood: -21440.991882441333. Posterior: -21815.003620996187. Last Diff: 0.037364435505878646
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.26 seconds Log Likelihood: -19253.44685709892. Posterior: -20808.19222230255. Last Diff: 0.001714353831630433
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.80 seconds Log Likelihood: -19672.73598665826. Posterior: -20631.303337667086. Last Diff: 0.004630095423635794
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.60 seconds Log Likelihood: -20514.06045724284. Posterior: -21091.65003601138. Last Diff: 0.12743964651963324
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.70 seconds Log Likelihood: -20731.65847848753. Posterior: -21437.87933793706. Last Diff: 8.287937816930935e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718404.03 seconds Log Likelihood: -20278.632361245614. Posterior: -21283.66740583155. Last Diff: 3.1353224058075284
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.51 seconds Log Likelihood: -21440.45153062509. Posterior: -21814.56293446242. Last Diff: 7.068854756653309e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.07 seconds Log Likelihood: -19205.842406796743. Posterior: -20484.548998665512. Last Diff: 2.302829670952633e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 1.17 seconds Log Likelihood: -19192.157530613833. Posterior: -20628.11614529991. Last Diff: 8.254588465206325e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 623. Converged: yes. Took: 3.5181830000000005s. Log Likelihood: -21440.449121739817. Posterior: -21814.562866789936. Last Diff: 9.725663403514773e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.61 seconds Log Likelihood: -20509.53761875559. Posterior: -21087.707890803522. Last Diff: 6.156886229291558e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.81 seconds Log Likelihood: -19672.673272326505. Posterior: -20631.2162388679. Last Diff: 2.847030555130914e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1439. Converged: yes. Took: 9.895356s. Log Likelihood: -20509.522584540635. Posterior: -21087.707352297854. Last Diff: 9.672949090600014e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.70 seconds Log Likelihood: -20731.613175187253. Posterior: -21437.878287986525. Last Diff: 1.3479955669026822e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 868. Converged: yes. Took: 10.289829000000001s. Log Likelihood: -19205.842408381162. Posterior: -20484.54889355267. Last Diff: 9.914983820635825e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41417.861643046796. Posterior: -41785.965750419484
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38629.02677362842. Posterior: -39473.67695008123
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.31 seconds Log Likelihood: -19253.004949595277. Posterior: -20808.15299251686. Last Diff: 2.5461577024543658e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.92 seconds Log Likelihood: -19990.171759223485. Posterior: -21040.171716168297. Last Diff: 0.3222763028861664
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 969. Converged: yes. Took: 8.629458s. Log Likelihood: -19672.678492959076. Posterior: -20631.215695396455. Last Diff: 9.723298717290163e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 1.18 seconds Log Likelihood: -19192.155382269226. Posterior: -20628.114894854993. Last Diff: 1.8677936168387532e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38740.394141895. Posterior: -39348.303450758045
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 0.75 seconds Log Likelihood: -20731.54971081006. Posterior: -21437.87632222014. Last Diff: 2.8592286980710924e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718404.52 seconds Log Likelihood: -20596.950158646476. Posterior: -21170.60498242291. Last Diff: 0.8444513928297965
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37289.90587137129. Posterior: -38531.436144303494
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718401.41 seconds Log Likelihood: -19756.41065896416. Posterior: -20951.03576017507. Last Diff: 0.1971598560048733
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.91 seconds Log Likelihood: -19677.48159753291. Posterior: -20759.765563351062. Last Diff: 0.05982995317026507
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1687. Converged: yes. Took: 23.285752s. Log Likelihood: -19252.959147804242. Posterior: -20808.152379414714. Last Diff: 9.676914487499744e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39497.40041024693. Posterior: -40612.45589947387
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.60 seconds Log Likelihood: -20547.508860967137. Posterior: -21127.198257816897. Last Diff: 0.0014061580113775562
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718404.60 seconds Log Likelihood: -20366.850483428847. Posterior: -21220.674862700995. Last Diff: 4.781296507826482
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 0.74 seconds Log Likelihood: -20731.44354578438. Posterior: -21437.871097927782. Last Diff: 9.238228449248709e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 1.30 seconds Log Likelihood: -19192.150452282916. Posterior: -20628.111364772678. Last Diff: 6.377724639605731e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 293. Converged: yes. Took: 2.1188889999999994s. Log Likelihood: -20547.25824493433. Posterior: -21127.180129514298. Last Diff: 9.797258826438338e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718403.98 seconds Log Likelihood: -18787.96129492022. Posterior: -20557.895079790247. Last Diff: 0.09422218728650478
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.30 seconds Log Likelihood: -19640.627700236284. Posterior: -20859.91437297211. Last Diff: 0.023733126668957993
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39263.63128150767. Posterior: -39619.24412126124
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.12 seconds Log Likelihood: -19675.396715302253. Posterior: -20759.01566458196. Last Diff: 0.0011197617568541318
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 0.89 seconds Log Likelihood: -20731.18084042077. Posterior: -21437.84215332422. Last Diff: 0.000792516930232523
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.01 seconds Log Likelihood: -19959.56249497141. Posterior: -20856.96298775516. Last Diff: 0.07173250245614327
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718401.95 seconds Log Likelihood: -19481.37342461815. Posterior: -20994.307155075283. Last Diff: 0.2870457204262493
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 1.36 seconds Log Likelihood: -19192.12788657091. Posterior: -20628.09075703152. Last Diff: 0.0005692019112757407
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718405.16 seconds Log Likelihood: -20786.48605923054. Posterior: -21345.239223175944. Last Diff: 0.26977023865038063
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 0.83 seconds Log Likelihood: -20722.625882744287. Posterior: -21432.733812512302. Last Diff: 0.2361642954092531
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.25 seconds Log Likelihood: -19592.333457809713. Posterior: -20828.24660571794. Last Diff: 0.1808890496758977
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.05 seconds Log Likelihood: -19675.180105143852. Posterior: -20758.959685847753. Last Diff: 0.00026211443037027493
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.94 seconds Log Likelihood: -19763.922180061854. Posterior: -20684.548183408322. Last Diff: 0.887789147629519
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.59 seconds Log Likelihood: -18765.170141504117. Posterior: -20543.600959223833. Last Diff: 0.07137362640060019
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.71 seconds Log Likelihood: -20511.702496331392. Posterior: -21089.324574100967. Last Diff: 0.09779127603542292
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2300. Took: 0.82 seconds Log Likelihood: -20210.493282044998. Posterior: -20957.487501220792. Last Diff: 1.3258345312424353
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 1.32 seconds Log Likelihood: -19035.70296254098. Posterior: -20486.998960385612. Last Diff: 3.905752614100493
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.43 seconds Log Likelihood: -19446.44855136682. Posterior: -20969.001872152574. Last Diff: 0.1840416181148612
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.90 seconds Log Likelihood: -19709.024443440787. Posterior: -20645.19866214794. Last Diff: 0.05756052896322217
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.66 seconds Log Likelihood: -20509.525811721116. Posterior: -21087.707397495262. Last Diff: 6.040958396624774e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.19 seconds Log Likelihood: -19564.85567334287. Posterior: -20807.723268887647. Last Diff: 0.00934103547479026
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.00 seconds Log Likelihood: -19675.148621190478. Posterior: -20758.944657383472. Last Diff: 7.834578354959376e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 317. Converged: yes. Took: 2.3519910000000017s. Log Likelihood: -20509.52261314258. Posterior: -21087.707352502013. Last Diff: 9.901850717142224e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41199.82651507869. Posterior: -41555.30517233868
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2400. Took: 0.71 seconds Log Likelihood: -20196.816275347992. Posterior: -20938.227783944556. Last Diff: 0.04937895715193008
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.44 seconds Log Likelihood: -18734.973325595794. Posterior: -20520.296312917497. Last Diff: 0.032540002543100854
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.83 seconds Log Likelihood: -19475.759167272314. Posterior: -20443.388220616074. Last Diff: 0.012603683819179423
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 1.21 seconds Log Likelihood: -19018.87714155332. Posterior: -20479.170855131775. Last Diff: 4.870966222370043e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718406.16 seconds Log Likelihood: -21905.444198566343. Posterior: -22400.355958058382. Last Diff: 0.08872213458380429
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.93 seconds Log Likelihood: -19675.1433428632. Posterior: -20758.940046406828. Last Diff: 2.4850538466125727e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.12 seconds Log Likelihood: -19562.63461298042. Posterior: -20806.510073720277. Last Diff: 0.007372271120402729
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.32 seconds Log Likelihood: -19407.66144914944. Posterior: -20944.283675256553. Last Diff: 2.8547912536014337
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2500. Took: 0.75 seconds Log Likelihood: -19996.722757069198. Posterior: -20754.02123931179. Last Diff: 1.3505024013502407
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.63 seconds Log Likelihood: -21901.87834135726. Posterior: -22394.845082535925. Last Diff: 0.028224340225278866
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.84 seconds Log Likelihood: -19475.847747352942. Posterior: -20443.3096930297. Last Diff: 2.1865162125322968e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 613. Converged: yes. Took: 5.621739999999999s. Log Likelihood: -19475.84939104538. Posterior: -20443.30967413501. Last Diff: 9.751202014740556e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39489.15816033415. Posterior: -40109.19819164535
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.97 seconds Log Likelihood: -19675.142014219957. Posterior: -20758.93854495357. Last Diff: 8.443148544756696e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2600. Took: 0.75 seconds Log Likelihood: -19987.883501889173. Posterior: -20744.32881942686. Last Diff: 0.19535778493082034
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2295. Converged: yes. Took: 29.358538s. Log Likelihood: -19018.876655274464. Posterior: -20479.170629979708. Last Diff: 9.868672350421548e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.45 seconds Log Likelihood: -18723.74408213869. Posterior: -20507.119449160367. Last Diff: 0.018390339075267548
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.15 seconds Log Likelihood: -19559.608504883996. Posterior: -20804.914198391278. Last Diff: 0.16572873136101407
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38897.289623718345. Posterior: -39857.857981990106
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.70 seconds Log Likelihood: -21900.363507542246. Posterior: -22393.105710851996. Last Diff: 0.010787119386804989
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.36 seconds Log Likelihood: -19197.701294877326. Posterior: -20778.172970687338. Last Diff: 0.31734780774786486
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2700. Took: 0.83 seconds Log Likelihood: -19890.601622821392. Posterior: -20665.987359751663. Last Diff: 0.060186801631061826
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718406.47 seconds Log Likelihood: -20231.031691605724. Posterior: -21111.99993630648. Last Diff: 0.2131622948218137
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.71 seconds Log Likelihood: -21899.631802021926. Posterior: -22392.27387341098. Last Diff: 0.007296126455912599
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.04 seconds Log Likelihood: -19675.141391304773. Posterior: -20758.938014419116. Last Diff: 3.168839612044394e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.23 seconds Log Likelihood: -19408.150815924517. Posterior: -20670.985814235373. Last Diff: 0.0005028826199122705
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718403.03 seconds Log Likelihood: -19340.999073881732. Posterior: -20752.40236584611. Last Diff: 12.85270430735909
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.55 seconds Log Likelihood: -18716.48703514505. Posterior: -20505.121011933927. Last Diff: 0.0026021023077191785
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2800. Took: 0.77 seconds Log Likelihood: -19887.93864012695. Posterior: -20664.518585307287. Last Diff: 4.365811400930397e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.67 seconds Log Likelihood: -21486.864280104797. Posterior: -21990.260587170033. Last Diff: 14.433367411893414
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.43 seconds Log Likelihood: -19007.570425332247. Posterior: -20620.272774400048. Last Diff: 0.10740324599828455
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.85 seconds Log Likelihood: -19882.961157738835. Posterior: -20794.21554904278. Last Diff: 1.18630408390527
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2843. Converged: yes. Took: 22.501009s. Log Likelihood: -19887.934522079893. Posterior: -20664.51812762693. Last Diff: 9.426330507267267e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.00 seconds Log Likelihood: -19675.140967344418. Posterior: -20758.937804622154. Last Diff: 1.3474636944010854e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38948.97501235705. Posterior: -39419.92291309867
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.20 seconds Log Likelihood: -19408.167270879123. Posterior: -20670.97539206118. Last Diff: 2.468362799845636e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.68 seconds Log Likelihood: -21027.049305842855. Posterior: -21563.634202633933. Last Diff: 9.20199914632758
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1039. Converged: yes. Took: 10.339022999999997s. Log Likelihood: -19675.140831629404. Posterior: -20758.937759430137. Last Diff: 9.999312169384211e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39670.73950151473. Posterior: -40406.97639805066
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.27 seconds Log Likelihood: -19017.76317223212. Posterior: -20483.61679967281. Last Diff: 0.06299362440040568
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.88 seconds Log Likelihood: -19821.284168110647. Posterior: -20741.793534557302. Last Diff: 0.024204056113376282
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718407.52 seconds Log Likelihood: -20419.732260035747. Posterior: -21154.303952219852. Last Diff: 0.22249675414786907
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.46 seconds Log Likelihood: -18715.80545617613. Posterior: -20505.064452453003. Last Diff: 0.00010205731086898595
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.35 seconds Log Likelihood: -19000.311783449804. Posterior: -20615.98193971256. Last Diff: 4.864788934355602e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.62 seconds Log Likelihood: -20683.17137664228. Posterior: -21243.291861259073. Last Diff: 0.03500941967649851
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.09 seconds Log Likelihood: -19408.167764234226. Posterior: -20670.974000941234. Last Diff: 7.371891115326434e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718407.42 seconds Log Likelihood: -20248.549963574995. Posterior: -21271.848457152344. Last Diff: 0.8198925797405536
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.84 seconds Log Likelihood: -19821.15582493404. Posterior: -20741.15315515395. Last Diff: 0.0031398313149111345
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.75 seconds Log Likelihood: -20405.042389116727. Posterior: -21140.7474617012. Last Diff: 0.01830923045417876
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.23 seconds Log Likelihood: -19015.50161554047. Posterior: -20481.63786779344. Last Diff: 0.0008558150839235168
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.65 seconds Log Likelihood: -20682.592919176015. Posterior: -21242.992937476447. Last Diff: 0.0005903657838643994
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.37 seconds Log Likelihood: -19000.31757032431. Posterior: -20615.98010148419. Last Diff: 6.166719686007127e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.66 seconds Log Likelihood: -20682.592929105616. Posterior: -21242.95011882491. Last Diff: 0.0003015147376572713
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.47 seconds Log Likelihood: -18715.76268439381. Posterior: -20505.05386383309. Last Diff: 0.00014827064660494216
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.86 seconds Log Likelihood: -19821.14559174607. Posterior: -20740.96013967325. Last Diff: 0.0011068641797464807
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.77 seconds Log Likelihood: -20404.900145925294. Posterior: -21139.764598400416. Last Diff: 0.005647434089041781
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.97 seconds Log Likelihood: -19982.86931137483. Posterior: -21045.408508904824. Last Diff: 0.049020121707144426
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.21 seconds Log Likelihood: -19408.167594781924. Posterior: -20670.973552469783. Last Diff: 2.539683919167146e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.26 seconds Log Likelihood: -19015.46227553849. Posterior: -20481.608220097853. Last Diff: 7.653537613805383e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.65 seconds Log Likelihood: -20682.592889493204. Posterior: -21242.92818111715. Last Diff: 0.00015506869749515317
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.73 seconds Log Likelihood: -20404.8990957618. Posterior: -21139.395554379847. Last Diff: 0.0022897373492014594
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.83 seconds Log Likelihood: -19821.137372910627. Posterior: -20740.890061315185. Last Diff: 0.0004213139181956649
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.92 seconds Log Likelihood: -19743.51054420212. Posterior: -20834.49003413488. Last Diff: 0.1115148256176326
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1092. Converged: yes. Took: 12.983133000000002s. Log Likelihood: -19408.16742100861. Posterior: -20670.97340204228. Last Diff: 9.927316568791866e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.33 seconds Log Likelihood: -19000.318528396514. Posterior: -20615.979796332485. Last Diff: 1.2757991498801857e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37410.01954756596. Posterior: -38266.71810747694
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.61 seconds Log Likelihood: -20682.592856952495. Posterior: -21242.916861543796. Last Diff: 8.034922939259559e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.43 seconds Log Likelihood: -18715.584890463237. Posterior: -20504.9617316243. Last Diff: 0.005419053741206881
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 816. Converged: yes. Took: 11.500440000000001s. Log Likelihood: -19000.31855097106. Posterior: -20615.97977836736. Last Diff: 9.986433724407107e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37177.4013952703. Posterior: -38261.9126832387
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.72 seconds Log Likelihood: -20404.901169370074. Posterior: -21139.24397815169. Last Diff: 0.0009525455134280492
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.18 seconds Log Likelihood: -19015.456055168506. Posterior: -20481.605046462726. Last Diff: 9.853094525169581e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.81 seconds Log Likelihood: -19821.130088152015. Posterior: -20740.862066928676. Last Diff: 0.0001812501868698746
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.62 seconds Log Likelihood: -20682.592829930676. Posterior: -21242.910973717797. Last Diff: 4.200157127343118e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.92 seconds Log Likelihood: -19742.69323877088. Posterior: -20833.471072003733. Last Diff: 0.001370997717458522
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718403.81 seconds Log Likelihood: -19504.301356542936. Posterior: -20757.45565859133. Last Diff: 2.1630249024383374
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.71 seconds Log Likelihood: -20404.90334552944. Posterior: -21139.1804821608. Last Diff: 0.0004024522640975192
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.79 seconds Log Likelihood: -19821.123378531775. Posterior: -20740.849110141204. Last Diff: 9.277291974285617e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.60 seconds Log Likelihood: -20682.592807384804. Posterior: -21242.9078816587. Last Diff: 2.2189589799381793e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.17 seconds Log Likelihood: -19015.45578904017. Posterior: -20481.60461491611. Last Diff: 1.4576544344890863e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.37 seconds Log Likelihood: -18549.575419096953. Posterior: -20363.55363383316. Last Diff: 0.19876806118554669
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718405.04 seconds Log Likelihood: -19174.339345985125. Posterior: -20760.200512149986. Last Diff: 0.6276268990986864
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 621. Converged: yes. Took: 7.848600000000001s. Log Likelihood: -19015.455883033203. Posterior: -20481.604589808114. Last Diff: 9.870636858977377e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.89 seconds Log Likelihood: -19742.68532844777. Posterior: -20833.392445530182. Last Diff: 0.00041556389624020085
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.69 seconds Log Likelihood: -20404.905811185585. Posterior: -21139.153455987973. Last Diff: 0.0001733383978717029
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38314.61688351596. Posterior: -39275.432091314084
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.07 seconds Log Likelihood: -19190.925158691884. Posterior: -20488.99246004269. Last Diff: 0.1855860755640606
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.61 seconds Log Likelihood: -20682.592788553207. Posterior: -21242.906239066375. Last Diff: 1.1871092283399776e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.80 seconds Log Likelihood: -19821.117009152833. Posterior: -20740.84184522266. Last Diff: 5.8020723372465e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.70 seconds Log Likelihood: -20404.90928657187. Posterior: -21139.14158192001. Last Diff: 7.957576235639863e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.60 seconds Log Likelihood: -20682.592772833243. Posterior: -21242.90535463147. Last Diff: 6.44380270387046e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.89 seconds Log Likelihood: -19742.68468825621. Posterior: -20833.367790428987. Last Diff: 0.00013367591236601584
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.27 seconds Log Likelihood: -19071.954024408056. Posterior: -20681.69157404404. Last Diff: 4.824467372807703
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.06 seconds Log Likelihood: -18993.774035463885. Posterior: -20319.05186274562. Last Diff: 0.01129424464670592
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.35 seconds Log Likelihood: -18445.171752903203. Posterior: -20281.454477573734. Last Diff: 2.0835140886374575
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718404.48 seconds Log Likelihood: -19551.450433715563. Posterior: -20919.191219470475. Last Diff: 0.25313171383095323
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.79 seconds Log Likelihood: -19821.110768059767. Posterior: -20740.836867799746. Last Diff: 4.378240919322707e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.60 seconds Log Likelihood: -20682.592759727188. Posterior: -21242.904871038732. Last Diff: 3.5552511690184474e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.70 seconds Log Likelihood: -20404.915936675014. Posterior: -21139.135307853674. Last Diff: 5.873605186934583e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.89 seconds Log Likelihood: -19742.68434630876. Posterior: -20833.35977230465. Last Diff: 4.411777263158001e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.07 seconds Log Likelihood: -18993.295141626564. Posterior: -20318.79435636479. Last Diff: 0.001125455710280221
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.58 seconds Log Likelihood: -20682.592748816227. Posterior: -21242.904602088576. Last Diff: 1.9965336832683533e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.78 seconds Log Likelihood: -19821.10441811289. Posterior: -20740.83280041827. Last Diff: 3.871491935569793e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.16 seconds Log Likelihood: -19277.61786235855. Posterior: -20669.407835679245. Last Diff: 1.6791254199160903
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.26 seconds Log Likelihood: -18865.612913374214. Posterior: -20493.79038785618. Last Diff: 0.022131956215162063
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.70 seconds Log Likelihood: -20404.935509515664. Posterior: -21139.118086581555. Last Diff: 0.0006083715816203039
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.36 seconds Log Likelihood: -18423.834283431002. Posterior: -20262.482149538097. Last Diff: 1.841821358539164e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.59 seconds Log Likelihood: -20682.592739745796. Posterior: -21242.90444977322. Last Diff: 1.1421725503169e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.88 seconds Log Likelihood: -19742.68399633233. Posterior: -20833.357099105804. Last Diff: 1.4923436538083479e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1825. Converged: yes. Took: 11.733849s. Log Likelihood: -20682.59273772951. Posterior: -21242.904423159955. Last Diff: 9.962532203644514e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.79 seconds Log Likelihood: -19821.097642496065. Posterior: -20740.828938565846. Last Diff: 3.9415728679159656e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.08 seconds Log Likelihood: -18993.295352944464. Posterior: -20318.72903004312. Last Diff: 0.00034676125142141245
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.71 seconds Log Likelihood: -20225.196607442133. Posterior: -20959.076009479082. Last Diff: 3.1361650957042
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.21 seconds Log Likelihood: -19022.408961291432. Posterior: -20470.612036238974. Last Diff: 7.043753668323916
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.36 seconds Log Likelihood: -18863.58293271646. Posterior: -20492.31285940621. Last Diff: 0.01988072235690197
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.02 seconds Log Likelihood: -19742.68366014299. Posterior: -20833.356184530603. Last Diff: 5.194233381189406e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.48 seconds Log Likelihood: -18423.83042968238. Posterior: -20262.48155110147. Last Diff: 1.4621364243794233e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.82 seconds Log Likelihood: -20175.429819013287. Posterior: -20906.29613754861. Last Diff: 0.2334329504847119
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.91 seconds Log Likelihood: -19821.089939363705. Posterior: -20740.82470781843. Last Diff: 4.6421911974903196e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.28 seconds Log Likelihood: -18993.295577690355. Posterior: -20318.708313033017. Last Diff: 0.0001139686100941617
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1217. Converged: yes. Took: 17.956161s. Log Likelihood: -18423.830372579065. Posterior: -20262.481530765734. Last Diff: 9.89093678072095e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37358.26903046015. Posterior: -38577.02361855641
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38016.737705907595. Posterior: -39376.20697439069
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.35 seconds Log Likelihood: -18924.57703593406. Posterior: -20388.252653792882. Last Diff: 0.10222870428333408
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.79 seconds Log Likelihood: -19991.874665941476. Posterior: -20747.923480857946. Last Diff: 0.012891381593362894
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.87 seconds Log Likelihood: -19821.08035573913. Posterior: -20740.819262983416. Last Diff: 6.51703667244874e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.42 seconds Log Likelihood: -18709.10812122973. Posterior: -20361.3286323329. Last Diff: 0.0004934682001476176
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.98 seconds Log Likelihood: -19742.683352492142. Posterior: -20833.355861227832. Last Diff: 1.8822684069164097e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.18 seconds Log Likelihood: -18993.29573902702. Posterior: -20318.70137668268. Last Diff: 3.900871524820104e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.79 seconds Log Likelihood: -19983.284790978465. Posterior: -20740.134230068175. Last Diff: 0.5639626415068051
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1066. Converged: yes. Took: 10.077721000000004s. Log Likelihood: -19742.683166407645. Posterior: -20833.355770000733. Last Diff: 9.966461220756173e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36991.71208484167. Posterior: -37726.66862925831
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718408.12 seconds Log Likelihood: -18761.099915201037. Posterior: -20530.639043380037. Last Diff: 0.5885106900022947
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.23 seconds Log Likelihood: -18660.777467110405. Posterior: -20170.00148171554. Last Diff: 0.10990832841707743
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.87 seconds Log Likelihood: -19821.06663115679. Posterior: -20740.810608616037. Last Diff: 0.00011666755744954571
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718409.12 seconds Log Likelihood: -18772.88785918625. Posterior: -20679.744688261333. Last Diff: 0.8345278575652628
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.32 seconds Log Likelihood: -18709.194198475318. Posterior: -20361.312565643264. Last Diff: 4.709166751126759e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.07 seconds Log Likelihood: -18993.295848016096. Posterior: -20318.698975916905. Last Diff: 1.3677188690053299e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.68 seconds Log Likelihood: -19889.674079114666. Posterior: -20665.41495715688. Last Diff: 0.052468840214714874
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.75 seconds Log Likelihood: -19821.041217611535. Posterior: -20740.791514753266. Last Diff: 0.00031233822301146574
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718410.37 seconds Log Likelihood: -19868.281559739626. Posterior: -20923.795175261832. Last Diff: 4.25003655096225
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.13 seconds Log Likelihood: -18654.097332601646. Posterior: -20167.904216118706. Last Diff: 0.019039847826206824
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.71 seconds Log Likelihood: -19887.93668660723. Posterior: -20664.51830843144. Last Diff: 1.7817590560298413e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.36 seconds Log Likelihood: -18644.326646212226. Posterior: -20436.29382271301. Last Diff: 0.26233571440025116
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.11 seconds Log Likelihood: -18993.29591905165. Posterior: -20318.698128707772. Last Diff: 4.862416972173378e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1633. Converged: yes. Took: 12.094724s. Log Likelihood: -19887.934521508032. Posterior: -20664.51812758849. Last Diff: 9.390314517077059e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.48 seconds Log Likelihood: -18757.079510893935. Posterior: -20671.128575254756. Last Diff: 0.011669568921206519
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39245.689650396045. Posterior: -39712.6837166561
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.31 seconds Log Likelihood: -18709.208464315816. Posterior: -20361.31025025695. Last Diff: 9.878207492874935e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.87 seconds Log Likelihood: -19820.949874929247. Posterior: -20740.706343213216. Last Diff: 0.0021723547943111043
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.98 seconds Log Likelihood: -19462.618979271898. Posterior: -20571.98407294327. Last Diff: 0.9021613887780404
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.26 seconds Log Likelihood: -18620.916350486863. Posterior: -20139.836930969825. Last Diff: 0.01435071856394643
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718410.86 seconds Log Likelihood: -20707.785831562054. Posterior: -21405.160070935555. Last Diff: 0.10188573723644367
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.13 seconds Log Likelihood: -18993.295964270124. Posterior: -20318.697826399497. Last Diff: 1.7423808458261192e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.84 seconds Log Likelihood: -19813.7895747562. Posterior: -20734.62257767068. Last Diff: 0.39739159134114743
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.48 seconds Log Likelihood: -18601.128697931512. Posterior: -20413.347340147073. Last Diff: 0.002107429965690244
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.97 seconds Log Likelihood: -19414.258029603778. Posterior: -20539.870190379894. Last Diff: 0.013020812137256144
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.40 seconds Log Likelihood: -18709.211828502757. Posterior: -20361.309733065613. Last Diff: 2.3315369617193937e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.61 seconds Log Likelihood: -18756.48087742456. Posterior: -20670.605157011247. Last Diff: 0.0020100938745599706
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1055. Converged: yes. Took: 11.988451000000005s. Log Likelihood: -18993.295981488784. Posterior: -20318.697753481436. Last Diff: 9.929171937983483e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.80 seconds Log Likelihood: -20453.513347930962. Posterior: -21165.27881923891. Last Diff: 0.11298955189340631
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39744.20658742307. Posterior: -40575.27349261334
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.25 seconds Log Likelihood: -18618.017322750744. Posterior: -20138.510979022874. Last Diff: 0.03316459940106142
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 0.87 seconds Log Likelihood: -19640.568867084305. Posterior: -20584.745646092877. Last Diff: 0.05800564747914905
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 860. Converged: yes. Took: 11.505178999999998s. Log Likelihood: -18709.212489838752. Posterior: -20361.3096397057. Last Diff: 9.923751349560916e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.91 seconds Log Likelihood: -19412.783332506035. Posterior: -20539.278114393033. Last Diff: 0.00287215894786641
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38004.63008580915. Posterior: -39099.69315547469
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.68 seconds Log Likelihood: -20245.71701289017. Posterior: -20985.96421429788. Last Diff: 0.06996408709164825
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.42 seconds Log Likelihood: -18600.884468195756. Posterior: -20413.26331570239. Last Diff: 0.0002867099792638328
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718405.10 seconds Log Likelihood: -19684.794392739837. Posterior: -20905.45402093629. Last Diff: 7.77321353978914
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 0.82 seconds Log Likelihood: -19639.64091277454. Posterior: -20583.832500856122. Last Diff: 0.0048699154940550216
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.17 seconds Log Likelihood: -18511.206721711376. Posterior: -20049.860058578983. Last Diff: 0.0010366313108534086
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.48 seconds Log Likelihood: -18755.95030090194. Posterior: -20670.504006785137. Last Diff: 0.0004154162743361667
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.73 seconds Log Likelihood: -20244.92364488457. Posterior: -20985.301168983675. Last Diff: 0.0015668769119656645
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.91 seconds Log Likelihood: -19412.336894521217. Posterior: -20539.147192174063. Last Diff: 0.0003365315278642811
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718407.14 seconds Log Likelihood: -19553.676440328654. Posterior: -21058.19668859368. Last Diff: 1.7296278935791634
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 0.76 seconds Log Likelihood: -19636.431047982238. Posterior: -20582.04717766062. Last Diff: 0.012268965452676639
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.06 seconds Log Likelihood: -19332.61776059963. Posterior: -20604.28656013393. Last Diff: 0.018386765481409384
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.69 seconds Log Likelihood: -20244.84412362344. Posterior: -20985.215342859578. Last Diff: 0.00043961919436696917
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.37 seconds Log Likelihood: -18600.87654894534. Posterior: -20413.250010586577. Last Diff: 4.8920686822384596e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.19 seconds Log Likelihood: -18511.155378297957. Posterior: -20049.84163079821. Last Diff: 0.00018502136663300917
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.92 seconds Log Likelihood: -19412.272675189568. Posterior: -20539.134510532873. Last Diff: 4.0966508095152676e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.54 seconds Log Likelihood: -18755.62458300744. Posterior: -20670.48413889246. Last Diff: 7.451259079971351e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 0.91 seconds Log Likelihood: -19520.374043012227. Posterior: -20490.035503544535. Last Diff: 0.41884615472736186
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.84 seconds Log Likelihood: -20244.829907174782. Posterior: -20985.188425919936. Last Diff: 0.00015583159620291553
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.27 seconds Log Likelihood: -19332.518244666393. Posterior: -20603.59981565922. Last Diff: 0.002558779644459719
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.45 seconds Log Likelihood: -19208.29212829256. Posterior: -20751.108826903397. Last Diff: 0.06951541376838577
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.02 seconds Log Likelihood: -19412.264751768344. Posterior: -20539.13224573945. Last Diff: 1.1911713954759762e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.31 seconds Log Likelihood: -18511.0971300907. Posterior: -20049.803050749517. Last Diff: 0.0008830503829813097
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.53 seconds Log Likelihood: -18600.87608627711. Posterior: -20413.247725668196. Last Diff: 8.479524694848806e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2300. Took: 0.87 seconds Log Likelihood: -19516.217402704107. Posterior: -20487.856268697193. Last Diff: 0.0005794242315459996
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.73 seconds Log Likelihood: -20244.826828028577. Posterior: -20985.178472678355. Last Diff: 6.000677603879012e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.09 seconds Log Likelihood: -19332.532079133576. Posterior: -20603.464087077915. Last Diff: 0.0006366505913319997
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.57 seconds Log Likelihood: -18755.478050816506. Posterior: -20670.480688666034. Last Diff: 1.2516946299001575e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.91 seconds Log Likelihood: -19412.263666228253. Posterior: -20539.131524665. Last Diff: 4.022978828288615e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.30 seconds Log Likelihood: -19063.528092059507. Posterior: -20625.614383502594. Last Diff: 0.15257626831589732
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.71 seconds Log Likelihood: -20244.826230631974. Posterior: -20985.174570238138. Last Diff: 2.4036795366555452e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.18 seconds Log Likelihood: -18479.60377433319. Posterior: -20024.9766941774. Last Diff: 1.6450726074690465
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2400. Took: 0.81 seconds Log Likelihood: -19516.308857994492. Posterior: -20487.828431802358. Last Diff: 6.88343025103677e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.41 seconds Log Likelihood: -18600.876005837898. Posterior: -20413.247327578567. Last Diff: 1.4911092875991017e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.13 seconds Log Likelihood: -19332.535652480536. Posterior: -20603.429153024772. Last Diff: 0.00016875691653694957
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.94 seconds Log Likelihood: -19412.263512716712. Posterior: -20539.131279485242. Last Diff: 1.373628037981689e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.76 seconds Log Likelihood: -20244.826204597994. Posterior: -20985.172982678876. Last Diff: 9.987608791561797e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 724. Converged: yes. Took: 10.559637000000002s. Log Likelihood: -18600.875994860133. Posterior: -20413.24729854051. Last Diff: 9.848590707406402e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2500. Took: 0.88 seconds Log Likelihood: -19516.331764905266. Posterior: -20487.82642603094. Last Diff: 2.2421590983867645e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38399.4506500491. Posterior: -39625.66298129584
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 930. Converged: yes. Took: 8.870911s. Log Likelihood: -19412.263501506524. Posterior: -20539.13124444261. Last Diff: 9.954092092812061e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2523. Converged: yes. Took: 21.388559s. Log Likelihood: -19516.333378470892. Posterior: -20487.826391802573. Last Diff: 9.652067092247307e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.38 seconds Log Likelihood: -19062.349298849036. Posterior: -20624.88633613054. Last Diff: 0.0006058705475879833
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37009.78435877734. Posterior: -37719.362773597655
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.29 seconds Log Likelihood: -18441.838123650232. Posterior: -19999.49889459758. Last Diff: 0.003577031799068209
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.59 seconds Log Likelihood: -18755.419283967974. Posterior: -20670.48011065685. Last Diff: 2.102315193042159e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -41745.15593699472. Posterior: -42355.30452414434
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.84 seconds Log Likelihood: -20244.826282443268. Posterior: -20985.172311135295. Last Diff: 4.329540388425812e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.25 seconds Log Likelihood: -19332.536817225948. Posterior: -20603.419823962373. Last Diff: 4.543268369161524e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 742. Converged: yes. Took: 11.657295000000005s. Log Likelihood: -18755.407081684014. Posterior: -20670.48004896249. Last Diff: 9.982759365811944e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37742.943730799. Posterior: -39085.026324616585
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718413.09 seconds Log Likelihood: -20061.754371118586. Posterior: -20952.12886648273. Last Diff: 0.14512562480013003
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718412.84 seconds Log Likelihood: -20021.792904662383. Posterior: -21070.385614266408. Last Diff: 2.0130562202648434
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.29 seconds Log Likelihood: -18440.523952190026. Posterior: -19999.130354310517. Last Diff: 0.002894405093684327
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718410.55 seconds Log Likelihood: -19415.249553209276. Posterior: -21080.681986133157. Last Diff: 0.17995656693165074
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.73 seconds Log Likelihood: -20244.826356531863. Posterior: -20985.172013968317. Last Diff: 1.9687358872033656e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.38 seconds Log Likelihood: -19062.277639351523. Posterior: -20624.839154909187. Last Diff: 0.0006723926780978218
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.14 seconds Log Likelihood: -19332.537245295247. Posterior: -20603.417303971975. Last Diff: 1.2324904673732817e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1192. Converged: yes. Took: 9.062541000000003s. Log Likelihood: -20244.826405872194. Posterior: -20985.171883548723. Last Diff: 9.96431481325999e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.82 seconds Log Likelihood: -19882.205006837572. Posterior: -20789.828604246486. Last Diff: 1.3237948832756956
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.90 seconds Log Likelihood: -20009.14142214812. Posterior: -21056.900840734055. Last Diff: 0.23597584591334453
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38984.01836316082. Posterior: -39462.44566435108
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.18 seconds Log Likelihood: -18439.62216208389. Posterior: -19998.976203762264. Last Diff: 0.0007839131576474756
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718411.80 seconds Log Likelihood: -19439.604991701053. Posterior: -21218.773133716844. Last Diff: 0.2544282424787525
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.11 seconds Log Likelihood: -19332.537411959987. Posterior: -20603.416618856932. Last Diff: 3.3607284422032535e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.38 seconds Log Likelihood: -19412.479025242945. Posterior: -21073.5662757555. Last Diff: 0.02489736116694985
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.30 seconds Log Likelihood: -19059.510989100017. Posterior: -20623.207751528636. Last Diff: 0.031725884131446946
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.79 seconds Log Likelihood: -19726.98988295438. Posterior: -20666.514435870413. Last Diff: 0.07244204665039433
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718414.01 seconds Log Likelihood: -20703.947167643717. Posterior: -21397.890739474573. Last Diff: 0.15787678446940845
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.88 seconds Log Likelihood: -19812.603458025216. Posterior: -20896.564597119388. Last Diff: 0.11861038257848122
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.16 seconds Log Likelihood: -18439.062117950347. Posterior: -19998.91743725442. Last Diff: 0.0005198428480071016
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 894. Converged: yes. Took: 10.291505s. Log Likelihood: -19332.537476280042. Posterior: -20603.416437433694. Last Diff: 9.943250915966928e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.71 seconds Log Likelihood: -19991.35585567155. Posterior: -20745.113472222038. Last Diff: 0.38072271008059033
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.82 seconds Log Likelihood: -19726.378909276304. Posterior: -20665.087971671233. Last Diff: 0.006632518085098127
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.51 seconds Log Likelihood: -19274.251358269867. Posterior: -21093.466344569373. Last Diff: 0.030770208984904457
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.34 seconds Log Likelihood: -19056.546748452634. Posterior: -20622.293123059168. Last Diff: 0.0009721522801555693
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.96 seconds Log Likelihood: -19451.165049829637. Posterior: -20566.68319265944. Last Diff: 5.706515761048649
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.43 seconds Log Likelihood: -19412.13822221991. Posterior: -21072.210545357266. Last Diff: 0.006349753104586853
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.89 seconds Log Likelihood: -19975.4704855652. Posterior: -20731.001771513158. Last Diff: 1.9058288242413255
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.02 seconds Log Likelihood: -19722.366817880044. Posterior: -20661.996053213457. Last Diff: 0.052203928484232165
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 1.45 seconds Log Likelihood: -18438.423223166315. Posterior: -19998.84783683219. Last Diff: 0.0010866799275390804
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37221.16529169404. Posterior: -38720.98768744263
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.12 seconds Log Likelihood: -19236.262691453398. Posterior: -20374.105303608205. Last Diff: 0.016631553851766512
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.87 seconds Log Likelihood: -19944.774293560462. Posterior: -20707.099663816043. Last Diff: 0.0004448588806553744
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.56 seconds Log Likelihood: -19056.082743391467. Posterior: -20622.267032812513. Last Diff: 3.380577982170507e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.68 seconds Log Likelihood: -19412.088472852345. Posterior: -21071.878211257394. Last Diff: 0.001480338592955377
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.81 seconds Log Likelihood: -19269.214511249327. Posterior: -21091.676990067823. Last Diff: 0.06417451006200281
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.98 seconds Log Likelihood: -19685.09838918422. Posterior: -20630.446405745468. Last Diff: 2.1917852873339143
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 1.33 seconds Log Likelihood: -18436.843020774206. Posterior: -19998.56066501655. Last Diff: 0.005657220037392108
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.01 seconds Log Likelihood: -19190.044003517458. Posterior: -20336.472017438977. Last Diff: 2.5713626306387596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.77 seconds Log Likelihood: -19944.762547158567. Posterior: -20707.069634375213. Last Diff: 0.00020676906206062995
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.94 seconds Log Likelihood: -19622.56738065111. Posterior: -20581.735282244576. Last Diff: 0.002357780271267984
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.51 seconds Log Likelihood: -19055.998252353376. Posterior: -20622.265458341473. Last Diff: 1.0608742741169408e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718406.68 seconds Log Likelihood: -18668.2210912444. Posterior: -20767.03137359077. Last Diff: 0.4608239074841549
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.61 seconds Log Likelihood: -19412.08238981179. Posterior: -21071.799850164087. Last Diff: 0.00036261203058529645
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.94 seconds Log Likelihood: -19944.757713835254. Posterior: -20707.053188618484. Last Diff: 0.00013860370381735265
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.72 seconds Log Likelihood: -19232.70748587043. Posterior: -21074.57445373915. Last Diff: 0.08474701239174465
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.15 seconds Log Likelihood: -19117.198621143336. Posterior: -20280.82612672416. Last Diff: 0.00025573843595338985
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 1.45 seconds Log Likelihood: -18434.0621928012. Posterior: -19998.055042443088. Last Diff: 0.00261916643648874
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.98 seconds Log Likelihood: -19622.69465231463. Posterior: -20581.664176795854. Last Diff: 0.00010507516344659962
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.81 seconds Log Likelihood: -19944.750924829445. Posterior: -20707.039685538602. Last Diff: 0.0001409161886840593
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.56 seconds Log Likelihood: -19055.968480189724. Posterior: -20622.264199615936. Last Diff: 1.6317546396749094e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.18 seconds Log Likelihood: -19117.632817258265. Posterior: -20280.805231865317. Last Diff: 0.00014324154108180664
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.98 seconds Log Likelihood: -18646.370247931438. Posterior: -20753.611824327767. Last Diff: 0.12347958168538753
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.75 seconds Log Likelihood: -19412.081982259977. Posterior: -21071.779999132978. Last Diff: 9.65799845289439e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.15 seconds Log Likelihood: -19622.73593831255. Posterior: -20581.661010172986. Last Diff: 4.659737896872684e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 1.63 seconds Log Likelihood: -18432.764403065084. Posterior: -19997.93480783513. Last Diff: 0.00046320750698214397
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.95 seconds Log Likelihood: -19097.34679897873. Posterior: -20963.221616797055. Last Diff: 0.9401991143568011
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.12 seconds Log Likelihood: -19944.739732462134. Posterior: -20707.022617189046. Last Diff: 0.00021793840642203577
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 950. Converged: yes. Took: 9.173077s. Log Likelihood: -19622.742521836044. Posterior: -20581.660893490538. Last Diff: 9.926770871970803e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.27 seconds Log Likelihood: -19117.871074252675. Posterior: -20280.797664645153. Last Diff: 2.8009202651446685e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.76 seconds Log Likelihood: -19055.934111571078. Posterior: -20622.2614526566. Last Diff: 4.677998731494881e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.88 seconds Log Likelihood: -19944.71404536905. Posterior: -20706.987268895187. Last Diff: 0.0005912548876949586
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 1.41 seconds Log Likelihood: -18432.23754891994. Posterior: -19997.90940135432. Last Diff: 0.00013640435645356774
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.66 seconds Log Likelihood: -19412.082045030467. Posterior: -21071.77456427141. Last Diff: 2.7414196665631607e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.83 seconds Log Likelihood: -18579.805897897477. Posterior: -20691.484810561815. Last Diff: 0.10224316944004386
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.63 seconds Log Likelihood: -19081.64381536923. Posterior: -20950.49181892185. Last Diff: 0.20138653719550348
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.67 seconds Log Likelihood: -19944.53886917926. Posterior: -20706.769799840607. Last Diff: 0.0074928363028448075
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37402.94248431657. Posterior: -39010.28212848598
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.87 seconds Log Likelihood: -19117.957641338675. Posterior: -20280.796534200446. Last Diff: 2.9489056032616645e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1046. Converged: yes. Took: 10.929746999999999s. Log Likelihood: -19117.973410928244. Posterior: -20280.796452756684. Last Diff: 9.851974027696997e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.25 seconds Log Likelihood: -19055.83639056092. Posterior: -20622.24725984497. Last Diff: 0.00037726738810306415
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.71 seconds Log Likelihood: -19842.870587745845. Posterior: -20624.93669488729. Last Diff: 0.6872029919613851
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 1.15 seconds Log Likelihood: -18431.935542447627. Posterior: -19997.900062911278. Last Diff: 6.682651655864902e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.35 seconds Log Likelihood: -19412.082048180877. Posterior: -21071.77299291043. Last Diff: 8.116803655866534e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.64 seconds Log Likelihood: -18529.337827967902. Posterior: -20643.143726923376. Last Diff: 0.42061290705169085
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.60 seconds Log Likelihood: -18970.328188897645. Posterior: -20855.580086059483. Last Diff: 0.028805716428905725
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.86 seconds Log Likelihood: -19836.66588055244. Posterior: -20621.48950720674. Last Diff: 5.648367732646875e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718416.28 seconds Log Likelihood: -18817.28239878435. Posterior: -20957.956166830954. Last Diff: 0.14295148112796596
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.43 seconds Log Likelihood: -19054.571575421596. Posterior: -20621.813066830517. Last Diff: 0.014269174524088157
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2300. Took: 1.34 seconds Log Likelihood: -18431.69994841759. Posterior: -19997.894349228565. Last Diff: 5.2842988225165755e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1271. Converged: yes. Took: 10.609932s. Log Likelihood: -19836.64313581279. Posterior: -20621.488577676366. Last Diff: 9.705145203042775e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.56 seconds Log Likelihood: -19412.08200798114. Posterior: -21071.7725214652. Last Diff: 2.4797664082143456e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.66 seconds Log Likelihood: -18516.0599024986. Posterior: -20634.205991370854. Last Diff: 0.0065162102691829205
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.53 seconds Log Likelihood: -18971.473458517423. Posterior: -20855.255616961364. Last Diff: 0.0005224653395998757
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2400. Took: 1.21 seconds Log Likelihood: -18431.45884565165. Posterior: -19997.888489820987. Last Diff: 7.09032901795581e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.35 seconds Log Likelihood: -19051.194026425626. Posterior: -20620.79082976824. Last Diff: 0.001069693829776952
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.77 seconds Log Likelihood: -18736.023660048566. Posterior: -20884.65820806977. Last Diff: 0.010836926172487438
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 979. Converged: yes. Took: 15.276569999999992s. Log Likelihood: -19412.08196938132. Posterior: -21071.77239409595. Last Diff: 9.926152415573597e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -39034.53104601531. Posterior: -40242.455731914255
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2500. Took: 1.16 seconds Log Likelihood: -18431.116119054393. Posterior: -19997.87693262341. Last Diff: 0.00019936378521379083
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.46 seconds Log Likelihood: -18971.75940209748. Posterior: -20855.240363559937. Last Diff: 2.0367548131616786e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.27 seconds Log Likelihood: -19050.821262662816. Posterior: -20620.769068716727. Last Diff: 1.684759627096355e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.57 seconds Log Likelihood: -18514.691942166435. Posterior: -20633.908774727253. Last Diff: 0.0015340898680733517
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718414.54 seconds Log Likelihood: -19046.704610808825. Posterior: -20740.325449707965. Last Diff: 0.20735612267890247
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.57 seconds Log Likelihood: -18735.790549288315. Posterior: -20884.17179655565. Last Diff: 0.0020958730856364127
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2600. Took: 1.10 seconds Log Likelihood: -18430.186942396445. Posterior: -19997.795949039682. Last Diff: 0.002766090041404823
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1588. Converged: yes. Took: 22.321342s. Log Likelihood: -19050.79797133738. Posterior: -20620.768589518804. Last Diff: 9.823415894061327e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38181.63477738726. Posterior: -39251.73291286001
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.36 seconds Log Likelihood: -18971.820005355443. Posterior: -20855.239663866374. Last Diff: 1.926193363033235e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.43 seconds Log Likelihood: -18513.4814236562. Posterior: -20633.57256006813. Last Diff: 0.013599661961052334
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.26 seconds Log Likelihood: -18894.515043174833. Posterior: -20610.711141719727. Last Diff: 0.010034363436716376
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1041. Converged: yes. Took: 16.753058000000003s. Log Likelihood: -18971.82958233531. Posterior: -20855.239607131312. Last Diff: 9.928808140102774e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2700. Took: 1.05 seconds Log Likelihood: -18419.35556158605. Posterior: -19993.39343387096. Last Diff: 0.10847285969066434
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36385.28152758748. Posterior: -37738.09872168624
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.49 seconds Log Likelihood: -18735.735447780564. Posterior: -20884.046363566096. Last Diff: 0.0007680163253098726
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718412.32 seconds Log Likelihood: -19899.11615782988. Posterior: -21333.812409705806. Last Diff: 6.4863320767035475
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.41 seconds Log Likelihood: -18505.1815167334. Posterior: -20630.392767856833. Last Diff: 0.012801093766029226
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.24 seconds Log Likelihood: -18894.223129883103. Posterior: -20609.39028621701. Last Diff: 0.019643739822640782
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2800. Took: 1.07 seconds Log Likelihood: -18327.271931157964. Posterior: -19905.741005320873. Last Diff: 0.017863093828054843
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718415.71 seconds Log Likelihood: -19254.794645771468. Posterior: -21069.800316895602. Last Diff: 0.2043872540925804
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.14 seconds Log Likelihood: -19843.558796463134. Posterior: -21288.866081285574. Last Diff: 0.02813798805436818
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.48 seconds Log Likelihood: -18735.722133745294. Posterior: -20883.896554245355. Last Diff: 0.007009057440882316
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2900. Took: 1.05 seconds Log Likelihood: -18324.54690177609. Posterior: -19902.12674767606. Last Diff: 0.0008839513211569283
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.21 seconds Log Likelihood: -18892.73429380393. Posterior: -20608.703207595627. Last Diff: 0.000918989535421133
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.39 seconds Log Likelihood: -18463.032689984542. Posterior: -20601.86965454744. Last Diff: 2.5595435317518422
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.14 seconds Log Likelihood: -19723.85059907622. Posterior: -21193.06284422169. Last Diff: 0.10148666233726544
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2953. Converged: yes. Took: 36.722827s. Log Likelihood: -18324.47070003905. Posterior: -19902.12075957517. Last Diff: 9.660943760536611e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.34 seconds Log Likelihood: -19097.710132273423. Posterior: -20944.988023722213. Last Diff: 0.4047412967811397
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37158.320020880434. Posterior: -38118.34757737544
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.47 seconds Log Likelihood: -18656.06193921745. Posterior: -20822.239836560893. Last Diff: 0.3142336617820547
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.21 seconds Log Likelihood: -18872.247240868426. Posterior: -20593.30948788941. Last Diff: 1.736873304067558
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.11 seconds Log Likelihood: -19651.312486512084. Posterior: -21139.43641036016. Last Diff: 0.014287307330960175
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.38 seconds Log Likelihood: -18427.648803345735. Posterior: -20574.544686411307. Last Diff: 5.609737854683772e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718410.69 seconds Log Likelihood: -19218.829630327396. Posterior: -20628.78654926254. Last Diff: 4.652407071909693
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.29 seconds Log Likelihood: -19024.523434396106. Posterior: -20876.888829523206. Last Diff: 0.09535682968999026
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1051. Converged: yes. Took: 17.036885999999996s. Log Likelihood: -18427.638466711745. Posterior: -20574.544564549364. Last Diff: 9.788927854970098e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37654.277130958886. Posterior: -39133.29553616179
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.46 seconds Log Likelihood: -18649.496582466636. Posterior: -20814.9882690098. Last Diff: 0.0008813898493826855
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.24 seconds Log Likelihood: -18814.1129882066. Posterior: -20554.199694773946. Last Diff: 0.007332179284276208
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.07 seconds Log Likelihood: -19056.81169080969. Posterior: -20491.901289331297. Last Diff: 1.3838412859295204
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.15 seconds Log Likelihood: -19647.679085012554. Posterior: -21137.607123124886. Last Diff: 0.015066802130604628
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.31 seconds Log Likelihood: -18988.133185005958. Posterior: -20860.82752070523. Last Diff: 0.0022423977752623614
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.19 seconds Log Likelihood: -18812.86095320243. Posterior: -20553.823219496913. Last Diff: 7.869958426454104e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.01 seconds Log Likelihood: -18945.24623168098. Posterior: -20394.291948029353. Last Diff: 0.0007818523990863468
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.11 seconds Log Likelihood: -19561.754424698403. Posterior: -21073.217111790556. Last Diff: 0.7015905963307887
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718409.55 seconds Log Likelihood: -19007.848351570334. Posterior: -20997.115358953117. Last Diff: 0.7991007138152781
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.47 seconds Log Likelihood: -18649.302411135668. Posterior: -20814.9617687744. Last Diff: 5.500207043951377e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.28 seconds Log Likelihood: -18974.920920158067. Posterior: -20853.761176370514. Last Diff: 0.17953190911066486
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.02 seconds Log Likelihood: -18945.235947788802. Posterior: -20394.271991693204. Last Diff: 4.3101259507238865e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.21 seconds Log Likelihood: -18812.80831057698. Posterior: -20553.817946434578. Last Diff: 6.4893152739387e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.09 seconds Log Likelihood: -19322.12910048807. Posterior: -20863.199969643378. Last Diff: 2.3385062397464935
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.36 seconds Log Likelihood: -18985.520564325176. Posterior: -20975.982474096545. Last Diff: 0.37685868076005136
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.43 seconds Log Likelihood: -18649.237868761527. Posterior: -20814.95957211051. Last Diff: 7.607384759467095e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.03 seconds Log Likelihood: -18945.231702344812. Posterior: -20394.270088242167. Last Diff: 6.692767783533782e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.29 seconds Log Likelihood: -18968.46478833889. Posterior: -20851.434553756433. Last Diff: 0.0003396734027774073
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.12 seconds Log Likelihood: -19089.77534434806. Posterior: -20651.652064671536. Last Diff: 0.3416543164203176
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.22 seconds Log Likelihood: -18812.752818845256. Posterior: -20553.803135367158. Last Diff: 0.00034737279202090576
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.39 seconds Log Likelihood: -18860.66687770402. Posterior: -20886.84434044301. Last Diff: 0.7502730939086177
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.04 seconds Log Likelihood: -18945.229810160967. Posterior: -20394.269773021642. Last Diff: 1.221978891408071e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 613. Converged: yes. Took: 6.457865999999996s. Log Likelihood: -18945.229644545612. Posterior: -20394.269758810948. Last Diff: 9.906143532134593e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.48 seconds Log Likelihood: -18649.211294861103. Posterior: -20814.959134223605. Last Diff: 2.542092261137441e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -40328.8245894525. Posterior: -41300.80885376629
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.34 seconds Log Likelihood: -18968.26229924366. Posterior: -20851.3669172768. Last Diff: 0.003912343414413044
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.16 seconds Log Likelihood: -19021.14652005996. Posterior: -20579.932682880106. Last Diff: 0.019510517824528506
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.23 seconds Log Likelihood: -18804.230354390016. Posterior: -20547.613076758385. Last Diff: 0.6840035045279365
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718410.51 seconds Log Likelihood: -19880.376827810273. Posterior: -21209.465852665424. Last Diff: 0.4681250771973282
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.39 seconds Log Likelihood: -18795.479341124465. Posterior: -20847.391730882195. Last Diff: 0.001316803645750042
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.11 seconds Log Likelihood: -19020.902884608957. Posterior: -20579.761701118165. Last Diff: 9.676612535258755e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.46 seconds Log Likelihood: -18649.195649639412. Posterior: -20814.958958880674. Last Diff: 1.2025338946841657e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.27 seconds Log Likelihood: -18963.09395258766. Posterior: -20847.57142787545. Last Diff: 0.06280550537849194
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.18 seconds Log Likelihood: -18707.02343935748. Posterior: -20475.112059598516. Last Diff: 0.10829556692260667
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1129. Converged: yes. Took: 17.46180199999999s. Log Likelihood: -18649.19203576085. Posterior: -20814.958927169584. Last Diff: 9.99887561192736e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37088.13777862627. Posterior: -38680.26377505843
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.04 seconds Log Likelihood: -19566.258783363923. Posterior: -20938.827682393723. Last Diff: 0.14607086304749828
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.10 seconds Log Likelihood: -19020.79668095748. Posterior: -20579.7547236362. Last Diff: 7.349352017627098e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.39 seconds Log Likelihood: -18795.38292052065. Posterior: -20847.3588497163. Last Diff: 7.84059739089571e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.20 seconds Log Likelihood: -18688.36259141341. Posterior: -20457.484338098. Last Diff: 0.0029340490691538434
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.31 seconds Log Likelihood: -18950.073116337444. Posterior: -20833.929953900766. Last Diff: 0.5030063526064623
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.05 seconds Log Likelihood: -19560.222275589877. Posterior: -20935.82336610516. Last Diff: 0.009365795813209843
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718417.27 seconds Log Likelihood: -18737.511214539063. Posterior: -20909.906793787923. Last Diff: 0.28947492916631745
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.13 seconds Log Likelihood: -19020.593434290302. Posterior: -20579.731404896815. Last Diff: 0.0008054359386733267
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.39 seconds Log Likelihood: -18795.380614314712. Posterior: -20847.355171949246. Last Diff: 1.4008455764269456e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.24 seconds Log Likelihood: -18688.27521451246. Posterior: -20457.464358460482. Last Diff: 3.735978316399269e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.02 seconds Log Likelihood: -19362.495641171176. Posterior: -20762.213196206263. Last Diff: 0.0005989647288515698
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.31 seconds Log Likelihood: -18942.23581313761. Posterior: -20827.654226674345. Last Diff: 0.02743060791181051
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.08 seconds Log Likelihood: -19013.38794909587. Posterior: -20576.51239062149. Last Diff: 0.011688848815538222
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.43 seconds Log Likelihood: -18656.081429716534. Posterior: -20848.18034352816. Last Diff: 0.16588484946987592
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.99 seconds Log Likelihood: -19362.36901967851. Posterior: -20762.184266756158. Last Diff: 0.00011848421854665503
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.19 seconds Log Likelihood: -18688.2754426499. Posterior: -20457.462006354755. Last Diff: 1.4042721886653453e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.38 seconds Log Likelihood: -18795.38071355976. Posterior: -20847.354500704874. Last Diff: 2.604690962471068e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.28 seconds Log Likelihood: -18869.413687652144. Posterior: -20762.48203158865. Last Diff: 0.05885640594351571
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.10 seconds Log Likelihood: -19011.93517725734. Posterior: -20576.305399574194. Last Diff: 4.8281228373525664e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.05 seconds Log Likelihood: -19362.33718868589. Posterior: -20762.178172411157. Last Diff: 2.707521343836561e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 758. Converged: yes. Took: 10.650112000000007s. Log Likelihood: -18795.380766532726. Posterior: -20847.354404810576. Last Diff: 9.880495781544596e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36477.583475231935. Posterior: -37942.49238835241
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.49 seconds Log Likelihood: -18641.583167066245. Posterior: -20837.613398237954. Last Diff: 0.11171706914683455
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1473. Converged: yes. Took: 16.65753699999999s. Log Likelihood: -19011.853483161565. Posterior: -20576.304551721463. Last Diff: 9.93899448076263e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.25 seconds Log Likelihood: -18688.27608936128. Posterior: -20457.46109409558. Last Diff: 5.617806891677901e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.31 seconds Log Likelihood: -18744.858434783648. Posterior: -20669.058197879735. Last Diff: 4.718010052667523
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.02 seconds Log Likelihood: -19362.327652373002. Posterior: -20762.1767286549. Last Diff: 6.737118383171037e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718409.80 seconds Log Likelihood: -18807.088213098683. Posterior: -20815.95381647404. Last Diff: 0.6798855963534152
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.10 seconds Log Likelihood: -18688.27656533551. Posterior: -20457.46072367711. Last Diff: 2.3181128199212253e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.33 seconds Log Likelihood: -18634.239467596977. Posterior: -20834.323937058423. Last Diff: 0.0004220943264954258
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.14 seconds Log Likelihood: -18696.65590184807. Posterior: -20630.485951325565. Last Diff: 0.0014728501773788594
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.89 seconds Log Likelihood: -19362.324381916525. Posterior: -20762.1763602066. Last Diff: 1.7815145838540047e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 845. Converged: yes. Took: 8.633167s. Log Likelihood: -19362.323668132332. Posterior: -20762.176299862556. Last Diff: 9.958675946108997e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1697. Converged: yes. Took: 20.594915s. Log Likelihood: -18688.27689120754. Posterior: -20457.46057247561. Last Diff: 9.992363629862666e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -40017.320302200686. Posterior: -41243.071253120674
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.23 seconds Log Likelihood: -18637.405589626218. Posterior: -20678.096851367136. Last Diff: 0.00961990496944054
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.07 seconds Log Likelihood: -18696.566862230135. Posterior: -20630.468973857078. Last Diff: 6.388925612554885e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.25 seconds Log Likelihood: -18634.106515250805. Posterior: -20834.306448034993. Last Diff: 6.536460932693444e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718414.76 seconds Log Likelihood: -19225.528510345306. Posterior: -20901.404829760657. Last Diff: 1.1511783337518864
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.06 seconds Log Likelihood: -18636.643849693213. Posterior: -20677.701744058577. Last Diff: 0.0020655395710491575
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.99 seconds Log Likelihood: -18696.40797398185. Posterior: -20630.374953748847. Last Diff: 0.006221956638910342
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.15 seconds Log Likelihood: -18634.06025836842. Posterior: -20834.302965546176. Last Diff: 1.7732352716848254e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.93 seconds Log Likelihood: -19164.119923517443. Posterior: -20850.619836679038. Last Diff: 0.35259909225351294
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.98 seconds Log Likelihood: -18692.063256859088. Posterior: -20628.342590424323. Last Diff: 0.004399611931148684
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.07 seconds Log Likelihood: -18635.32157922189. Posterior: -20677.38193899223. Last Diff: 0.004047425118187675
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.10 seconds Log Likelihood: -18634.024236160152. Posterior: -20834.30173782522. Last Diff: 9.485724149271846e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.91 seconds Log Likelihood: -19143.968850402645. Posterior: -20841.955675508998. Last Diff: 0.006221749190444825
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.97 seconds Log Likelihood: -18691.102725390843. Posterior: -20628.233640886967. Last Diff: 8.952853386290371e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.04 seconds Log Likelihood: -18634.11742206425. Posterior: -20677.14057387275. Last Diff: 0.00117723380390089
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.92 seconds Log Likelihood: -19143.36248625515. Posterior: -20841.659648379693. Last Diff: 0.0012988277812837623
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.10 seconds Log Likelihood: -18633.98297023929. Posterior: -20834.30076730884. Last Diff: 1.1054893548134714e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 1.00 seconds Log Likelihood: -18690.972429732617. Posterior: -20628.231434769485. Last Diff: 1.8328719306737185e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1816. Converged: yes. Took: 22.158284999999992s. Log Likelihood: -18690.966784252196. Posterior: -20628.231413317473. Last Diff: 9.87904059002176e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.07 seconds Log Likelihood: -18633.428584749152. Posterior: -20677.061777028117. Last Diff: 0.0006214462082425598
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38127.42911725803. Posterior: -39470.32631509774
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.94 seconds Log Likelihood: -19143.210948381366. Posterior: -20841.586921796374. Last Diff: 0.0003731352881004568
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.16 seconds Log Likelihood: -18633.92295475287. Posterior: -20834.299217379412. Last Diff: 2.232148835901171e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.07 seconds Log Likelihood: -18632.763748241014. Posterior: -20676.990267728088. Last Diff: 0.0009365101141156629
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.91 seconds Log Likelihood: -19143.076067274822. Posterior: -20841.56304199493. Last Diff: 0.0001779393023753073
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718415.84 seconds Log Likelihood: -19498.999953579172. Posterior: -21254.76907481442. Last Diff: 3.511173572529515
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.10 seconds Log Likelihood: -18633.817025016782. Posterior: -20834.295176040396. Last Diff: 7.004262079135515e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.91 seconds Log Likelihood: -19142.472763888887. Posterior: -20841.493504716487. Last Diff: 0.0030053273039811756
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 0.98 seconds Log Likelihood: -19147.028630699926. Posterior: -20969.49293699663. Last Diff: 0.295171324905823
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.06 seconds Log Likelihood: -18631.62387136594. Posterior: -20676.821560547312. Last Diff: 0.002885863639676245
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.10 seconds Log Likelihood: -18633.58921512386. Posterior: -20834.2717919186. Last Diff: 0.0007784008848830126
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.94 seconds Log Likelihood: -19140.24555590896. Posterior: -20841.145377426637. Last Diff: 0.0019361237245902885
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.00 seconds Log Likelihood: -19139.831753750375. Posterior: -20963.51207286052. Last Diff: 0.0075137433923373464
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.06 seconds Log Likelihood: -18629.50552637231. Posterior: -20676.404491926347. Last Diff: 0.0041226350294891745
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.91 seconds Log Likelihood: -19137.102105940376. Posterior: -20840.583564814522. Last Diff: 0.012571931514685275
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.15 seconds Log Likelihood: -18517.074021821667. Posterior: -20742.617288470738. Last Diff: 0.04673060537970741
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 0.98 seconds Log Likelihood: -19103.043692626423. Posterior: -20927.05764651519. Last Diff: 0.004554076025669929
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.04 seconds Log Likelihood: -18625.75189859426. Posterior: -20674.85320376391. Last Diff: 0.09833004045503912
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.94 seconds Log Likelihood: -19132.40715500933. Posterior: -20838.927386849828. Last Diff: 0.047936156479408965
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 1.13 seconds Log Likelihood: -18515.756216210426. Posterior: -20742.22883598332. Last Diff: 0.0003674170911835972
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 0.98 seconds Log Likelihood: -19101.604191039245. Posterior: -20926.00532846891. Last Diff: 0.049466823336842936
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.05 seconds Log Likelihood: -18620.77584411893. Posterior: -20673.357244981355. Last Diff: 0.00020274271810194477
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 0.91 seconds Log Likelihood: -19128.638819610085. Posterior: -20837.570215515138. Last Diff: 0.0017476013672421686
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 0.96 seconds Log Likelihood: -19097.117217714003. Posterior: -20923.9805952613. Last Diff: 0.0024160581051546615
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 1.12 seconds Log Likelihood: -18515.660900316452. Posterior: -20742.21083313269. Last Diff: 9.078703078557737e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.04 seconds Log Likelihood: -18620.57540136596. Posterior: -20673.352001504387. Last Diff: 6.996968295425177e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.90 seconds Log Likelihood: -19127.846084092373. Posterior: -20837.487209141716. Last Diff: 0.0005042296179453842
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.98 seconds Log Likelihood: -19096.42478489506. Posterior: -20923.915257481694. Last Diff: 8.151277143042535e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1265. Converged: yes. Took: 13.88664700000001s. Log Likelihood: -18620.55670165355. Posterior: -20673.351805786744. Last Diff: 9.852410585153848e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37258.63739691062. Posterior: -38738.88397819764
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 1.15 seconds Log Likelihood: -18515.750640201873. Posterior: -20742.201002300422. Last Diff: 0.00012853602311224677
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.93 seconds Log Likelihood: -19127.24246042178. Posterior: -20837.424247151885. Last Diff: 0.0011210746451979503
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.99 seconds Log Likelihood: -19096.318980378197. Posterior: -20923.912495258995. Last Diff: 7.323276804527268e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718409.59 seconds Log Likelihood: -18721.895225305132. Posterior: -20785.776859924277. Last Diff: 0.12958331154004554
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.90 seconds Log Likelihood: -19116.85693778158. Posterior: -20831.400507606806. Last Diff: 0.15293928850951488
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 1.12 seconds Log Likelihood: -18515.89470122675. Posterior: -20742.186357948114. Last Diff: 0.00011990283746854402
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.98 seconds Log Likelihood: -19096.302146340277. Posterior: -20923.912134939063. Last Diff: 1.6135127225425094e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.91 seconds Log Likelihood: -19020.6118748979. Posterior: -20755.705190834975. Last Diff: 4.667380848695757
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.05 seconds Log Likelihood: -18717.48830701065. Posterior: -20779.89061150599. Last Diff: 0.04410911831291742
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 937. Converged: yes. Took: 9.332752s. Log Likelihood: -19096.30050161134. Posterior: -20923.912088002635. Last Diff: 9.938776202034205e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -38386.348123109005. Posterior: -39730.804209936134
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 1.12 seconds Log Likelihood: -18515.964452220724. Posterior: -20742.18103105521. Last Diff: 1.1062147677876055e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.94 seconds Log Likelihood: -18965.235461730557. Posterior: -20707.050814094277. Last Diff: 0.05410555786875193
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.07 seconds Log Likelihood: -18714.589878164497. Posterior: -20778.60932925278. Last Diff: 0.002096290158078773
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718415.43 seconds Log Likelihood: -19180.62201897364. Posterior: -20988.28345209825. Last Diff: 0.4489337341474311
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1770. Converged: yes. Took: 21.380527s. Log Likelihood: -18515.976471709735. Posterior: -20742.180739638476. Last Diff: 9.659815987106413e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -36775.310501850254. Posterior: -38355.18366474932
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.96 seconds Log Likelihood: -18946.425632421575. Posterior: -20697.61969022585. Last Diff: 0.3735729940381134
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.00 seconds Log Likelihood: -19024.958516221857. Posterior: -20878.140227308377. Last Diff: 0.09200867428080528
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.07 seconds Log Likelihood: -18714.21854551018. Posterior: -20778.524964850898. Last Diff: 0.0003059980117541272
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718417.16 seconds Log Likelihood: -18789.031912018007. Posterior: -20970.14508036348. Last Diff: 0.20948789331305306
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.90 seconds Log Likelihood: -18883.113356321806. Posterior: -20649.37966390089. Last Diff: 0.02923533881039475
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 0.99 seconds Log Likelihood: -18952.068707709546. Posterior: -20821.09518157167. Last Diff: 0.0846067684215086
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.05 seconds Log Likelihood: -18714.154949018888. Posterior: -20778.504153708964. Last Diff: 0.00019396303105168045
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.12 seconds Log Likelihood: -18785.2447053242. Posterior: -20963.146769025738. Last Diff: 0.08174550676631043
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 0.94 seconds Log Likelihood: -18878.019810652757. Posterior: -20647.799327975466. Last Diff: 0.01052131385949906
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.01 seconds Log Likelihood: -18839.216854282276. Posterior: -20736.522236450783. Last Diff: 0.1094610821128299
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.08 seconds Log Likelihood: -18714.077555213404. Posterior: -20778.451071408737. Last Diff: 0.0016668978532834444
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.14 seconds Log Likelihood: -18713.37262981634. Posterior: -20906.730093197217. Last Diff: 0.5685152425139677
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 0.96 seconds Log Likelihood: -18866.503528031342. Posterior: -20643.259414653236. Last Diff: 0.10318599966194597
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.00 seconds Log Likelihood: -18835.61789305037. Posterior: -20733.898389107715. Last Diff: 0.04739577534201089
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.07 seconds Log Likelihood: -18626.06243954967. Posterior: -20709.981338065005. Last Diff: 1.9983411455286841
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2100. Took: 0.92 seconds Log Likelihood: -18770.220555648546. Posterior: -20554.770019024458. Last Diff: 0.41736107329052174
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.15 seconds Log Likelihood: -18676.843676213677. Posterior: -20888.68634649732. Last Diff: 0.006776414804335218
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.00 seconds Log Likelihood: -18821.104197589222. Posterior: -20723.668296734362. Last Diff: 0.0026312750051147304
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.04 seconds Log Likelihood: -18584.61874940259. Posterior: -20675.71381774601. Last Diff: 0.013575897912232904
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2200. Took: 0.92 seconds Log Likelihood: -18650.95548917829. Posterior: -20452.35400757233. Last Diff: 0.03408974203921389
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.12 seconds Log Likelihood: -18625.33667989145. Posterior: -20853.705454092586. Last Diff: 0.06458795625439961
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.99 seconds Log Likelihood: -18820.63844501051. Posterior: -20723.61139573886. Last Diff: 0.00012846239769714884
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.05 seconds Log Likelihood: -18585.080419930608. Posterior: -20675.41451709962. Last Diff: 3.8973023038124666e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2300. Took: 0.93 seconds Log Likelihood: -18615.155178586145. Posterior: -20418.11575230963. Last Diff: 0.06851297535831691
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.12 seconds Log Likelihood: -18625.79242976797. Posterior: -20853.101035203057. Last Diff: 0.00010170154200750403
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.01 seconds Log Likelihood: -18802.929836313546. Posterior: -20714.819395027873. Last Diff: 0.32727432339743245
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2400. Took: 0.93 seconds Log Likelihood: -18613.941425333454. Posterior: -20416.35453476801. Last Diff: 0.04868875875399681
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.08 seconds Log Likelihood: -18585.08916696693. Posterior: -20675.412855363647. Last Diff: 7.5254101830068976e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.99 seconds Log Likelihood: -18709.557355562458. Posterior: -20629.530265792208. Last Diff: 1.2810270272311755
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.13 seconds Log Likelihood: -18625.82546807138. Posterior: -20853.09511591855. Last Diff: 3.039360308321193e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2500. Took: 0.93 seconds Log Likelihood: -18592.921147789835. Posterior: -20393.799116729893. Last Diff: 0.00023034019613987766
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.07 seconds Log Likelihood: -18585.087595673594. Posterior: -20675.412414627095. Last Diff: 2.423974365228787e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.99 seconds Log Likelihood: -18698.72103108924. Posterior: -20616.2624181009. Last Diff: 0.0005299599397403654
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2600. Took: 0.88 seconds Log Likelihood: -18592.923862904077. Posterior: -20393.789548352877. Last Diff: 3.2390296837547794e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 1.11 seconds Log Likelihood: -18625.842702928767. Posterior: -20853.09341141001. Last Diff: 8.487051673000678e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1190. Converged: yes. Took: 12.739750999999998s. Log Likelihood: -18585.086490434354. Posterior: -20675.41227182495. Last Diff: 9.99651092570275e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -35900.71685406921. Posterior: -37378.09703651348
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2700. Took: 0.92 seconds Log Likelihood: -18592.917471758454. Posterior: -20393.787729853688. Last Diff: 1.2054915714543313e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1100. Took: 1.00 seconds Log Likelihood: -18698.35720224319. Posterior: -20616.24403738289. Last Diff: 4.6127050154609606e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 1.11 seconds Log Likelihood: -18625.850352090303. Posterior: -20853.09291663837. Last Diff: 2.7510468498803675e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718409.13 seconds Log Likelihood: -19013.775493245856. Posterior: -20999.459422194715. Last Diff: 6.249721186064562
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2800. Took: 0.94 seconds Log Likelihood: -18592.910678088778. Posterior: -20393.786437215087. Last Diff: 1.5778408851474524e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 1.00 seconds Log Likelihood: -18698.277757474352. Posterior: -20616.241751849368. Last Diff: 1.2982854968868196e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 1.14 seconds Log Likelihood: -18625.853202884144. Posterior: -20853.09272972724. Last Diff: 1.3212120393291116e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.06 seconds Log Likelihood: -18759.890378094402. Posterior: -20795.628330738713. Last Diff: 0.26671179228651454
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2900. Took: 0.93 seconds Log Likelihood: -18592.90022606386. Posterior: -20393.784005888483. Last Diff: 3.79099728888832e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1300. Took: 0.98 seconds Log Likelihood: -18698.261298316433. Posterior: -20616.24064356808. Last Diff: 1.0377345461165532e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 1085. Converged: yes. Took: 12.352349000000004s. Log Likelihood: -18625.85379655775. Posterior: -20853.092634131786. Last Diff: 9.990217222366482e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37483.498196929075. Posterior: -39081.16689247271
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 3000. Took: 0.93 seconds Log Likelihood: -18592.875354306107. Posterior: -20393.7753695552. Last Diff: 0.00018621212439029478
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.07 seconds Log Likelihood: -18571.253957639536. Posterior: -20659.09021379523. Last Diff: 0.5584929232463764
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1400. Took: 0.99 seconds Log Likelihood: -18698.255918201136. Posterior: -20616.239506140744. Last Diff: 1.3334836694411933e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 3100. Took: 0.88 seconds Log Likelihood: -18592.559066719743. Posterior: -20393.565766521806. Last Diff: 0.013587659206677927
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718416.81 seconds Log Likelihood: -18750.141373237464. Posterior: -20926.85674118097. Last Diff: 0.17376299831812503
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.03 seconds Log Likelihood: -18519.678843603346. Posterior: -20619.982218283098. Last Diff: 0.03100820130566717
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1500. Took: 0.96 seconds Log Likelihood: -18698.25082678234. Posterior: -20616.23757805263. Last Diff: 2.9255577828735113e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 3200. Took: 0.92 seconds Log Likelihood: -18523.06631994804. Posterior: -20343.160105534895. Last Diff: 0.026967762900312664
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 200. Took: 1.11 seconds Log Likelihood: -18686.795403587086. Posterior: -20882.345729353918. Last Diff: 0.20560311071312753
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.03 seconds Log Likelihood: -18520.16087530202. Posterior: -20618.89482416696. Last Diff: 0.0024027853178267833
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1600. Took: 0.97 seconds Log Likelihood: -18698.237962624313. Posterior: -20616.230389348217. Last Diff: 0.0001706188304524403
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 3300. Took: 0.91 seconds Log Likelihood: -18522.91832988126. Posterior: -20342.96145228058. Last Diff: 6.2191757024265826e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.05 seconds Log Likelihood: -18520.54563094084. Posterior: -20618.803826222058. Last Diff: 0.00025792725136852823
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1700. Took: 0.98 seconds Log Likelihood: -18696.771185441823. Posterior: -20614.94720225011. Last Diff: 0.22555098531302065
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.15 seconds Log Likelihood: -18676.126498047728. Posterior: -20879.52593354963. Last Diff: 0.003646556335297646
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 3400. Took: 0.94 seconds Log Likelihood: -18522.92229874222. Posterior: -20342.96105705693. Last Diff: 2.4094224500004202e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1800. Took: 0.97 seconds Log Likelihood: -18537.712155850095. Posterior: -20479.679503947486. Last Diff: 5.907639570068568e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 1.06 seconds Log Likelihood: -18520.870118751693. Posterior: -20618.79059044575. Last Diff: 7.255262971739285e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.09 seconds Log Likelihood: -18675.205669607298. Posterior: -20879.358800803468. Last Diff: 0.000760550239647273
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 3495. Converged: yes. Took: 32.406391s. Log Likelihood: -18522.923591744395. Posterior: -20342.960905398406. Last Diff: 9.986761142499745e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1900. Took: 0.94 seconds Log Likelihood: -18537.781546917948. Posterior: -20479.676798946122. Last Diff: 1.0772462701424956e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.98 seconds Log Likelihood: -18521.143935460248. Posterior: -20618.78524640865. Last Diff: 3.953394843847491e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.04 seconds Log Likelihood: -18674.782326573102. Posterior: -20879.314664181293. Last Diff: 0.00019597601931309327
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 2000. Took: 0.90 seconds Log Likelihood: -18537.814492510068. Posterior: -20479.676231848327. Last Diff: 2.6500893000047654e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 900. Took: 0.96 seconds Log Likelihood: -18521.35539137561. Posterior: -20618.7823192102. Last Diff: 2.0408049749676138e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 600. Took: 1.02 seconds Log Likelihood: -18674.64921466074. Posterior: -20879.305508488877. Last Diff: 3.67329157597851e-05
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 2076. Converged: yes. Took: 20.510092s. Log Likelihood: -18537.828272889637. Posterior: -20479.67610511041. Last Diff: 9.879331628326327e-07
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1000. Took: 0.95 seconds Log Likelihood: -18521.501731984143. Posterior: -20618.780930530065. Last Diff: 8.711369446245953e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 700. Took: 0.99 seconds Log Likelihood: -18674.629866156523. Posterior: -20879.30354219019. Last Diff: 9.3640192062594e-06
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DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 800. Took: 0.98 seconds Log Likelihood: -18674.627555004932. Posterior: -20879.303023930162. Last Diff: 2.5341469154227525e-06
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 1200. Took: 0.93 seconds Log Likelihood: -18521.648938885766. Posterior: -20618.780183323. Last Diff: 1.0661533451639116e-06
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DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: started. Log Likelihood: -37952.41623880464. Posterior: -39571.08272798983
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 100. Took: -1534718416.56 seconds Log Likelihood: -18587.644973133487. Posterior: -20763.193305802153. Last Diff: 0.10754801760049304
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DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 300. Took: 1.12 seconds Log Likelihood: -18498.623607346846. Posterior: -20696.936466748866. Last Diff: 0.46756211143292603
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 400. Took: 1.40 seconds Log Likelihood: -18482.8942849131. Posterior: -20686.02675772214. Last Diff: 0.002258884036564268
DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: running. Iteration: 500. Took: 1.43 seconds Log Likelihood: -18482.562610698948. Posterior: -20685.976781955753. Last Diff: 7.432003258145414e-05
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DEBUG:bernoullimix.mixture.MultiDatasetMixtureModel:BMM: finished. Iteration: 687. Converged: yes. Took: 8.472279s. Log Likelihood: -18482.577735808252. Posterior: -20685.973884254032. Last Diff: 9.953073458746076e-07
CPU times: user 3.43 s, sys: 496 ms, total: 3.92 s
Wall time: 2min 29s
In [26]:
best_uc = results_uc[['BIC', 'ICL']].astype(float).idxmin()
best_uc
Out[26]:
n_components
BIC 8
ICL 5
dtype: int64
In [27]:
results_uc[['BIC', 'ICL']].plot()
Out[27]:
<matplotlib.axes._subplots.AxesSubplot at 0x10c1d8b00>
In [30]:
_method = 'BIC'
best_mixture_uc = mixtures_uc[best_uc.loc[_method]]
plt.figure(figsize=(15,15))
for j, (component, row) in enumerate(best_mixture_uc.emission_probabilities.iterrows(), start=1):
plt.subplot(4,3,j)
draw_digit(row)
plt.title(component)
plt.suptitle('Mixture K={} (best {})'.format(best_mixture_uc.n_components, _method))
best_mixture_uc.mixing_coefficients.T.plot(kind='bar')
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
This is separate from the ipykernel package so we can avoid doing imports until
Out[30]:
<matplotlib.axes._subplots.AxesSubplot at 0x10d963da0>
In [31]:
_method = 'ICL'
best_mixture_uc = mixtures_uc[best_uc.loc[_method]]
plt.figure(figsize=(15,15))
for j, (component, row) in enumerate(best_mixture_uc.emission_probabilities.iterrows(), start=1):
plt.subplot(4,3,j)
draw_digit(row)
plt.title(component)
plt.suptitle('Mixture K={} (best {})'.format(best_mixture_uc.n_components, _method))
best_mixture_uc.mixing_coefficients.T.plot(kind='bar')
/Users/saulius/.virtualenvs/py3/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead
This is separate from the ipykernel package so we can avoid doing imports until
Out[31]:
<matplotlib.axes._subplots.AxesSubplot at 0x10d8e5898>
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Content source: lukauskas/bernoulli-mixture-model
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