Logistic Regression with Tensorflow

github : Logistic Regression with Tensorflow
data : data

import tensorflow as tf
import numpy as np

set random seed

tf.set_random_seed(777)

load data

data = np.loadtxt("./data/diabetes.csv", delimiter=',', dtype=np.float32)
x_data = data[:,0:-1]
y_data = data[:,[-1]]
print(x_data.shape, y_data.shape)

(759, 8) (759, 1)

placeholders for a tensor that will be always fed.

X = tf.placeholder(tf.float32, shape = [None, 8])
Y = tf.placeholder(tf.float32, shape = [None, 1])

Weight and bias

W = tf.Variable(tf.random_normal([8,1]), name = "weight")
b = tf.Variable(tf.random_normal([1]), name = "bias")

Hypothesis using sigmoid:

tf.div(1., 1. + tf.exp(tf.matmul(X, W)))

hypothesis = tf.sigmoid(tf.matmul(X, W) + b)

loss function

loss = -tf.reduce_mean(Y * tf.log(hypothesis) + (1 - Y) * tf.log(1 - hypothesis))

loss = tf.nn.sigmoid_cross_entropy_with_logits(logits = hypothesis, labels = Y)

Optimize

train = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)

Accuracy computation

True if hypothesis > 0.5 else False

predicted = tf.cast(hypothesis > 0.5, dtype = tf.float32)
accuracy = tf.reduce_mean(tf.cast(tf.equal(Y, predicted), dtype = tf.float32))

Launch graph

with tf.Session() as sess:
    # Initialize Tensorflow variables
    sess.run(tf.global_variables_initializer())
    
    for epoch in range(10001):
        _, _loss = sess.run([train, loss], feed_dict = {X:x_data, Y:y_data})
        if epoch % 1000 == 0:
            print("epoch : ", epoch, ", loss : ", _loss)
    
    # Accuracy
    _hypothesis, correct, accuracy = sess.run([hypothesis, predicted, accuracy],
                                             feed_dict = {X:x_data, Y:y_data})
    print("\nHypothesis : ", _hypothesis, "\nCorrect : ", correct, "\nAccuracy : ", accuracy)

epoch :  0 , loss :  [[ 1.01896524]
 [ 0.36805025]
 [ 1.06159937]
 [ 0.37130538]
 [ 1.24708009]
 [ 0.40510315]
 [ 1.269292  ]
 [ 0.35934043]
 [ 0.87594682]
 [ 0.8985762 ]
 [ 0.44905826]
 [ 1.05439782]
 [ 0.49844423]
 [ 0.89178741]
 [ 1.17960954]
 [ 1.12085152]
 [ 1.12436652]
 [ 0.32773337]
 [ 1.17507541]
 [ 0.42111856]
 [ 0.45003229]
 [ 0.87987208]
 [ 1.13227296]
 [ 1.19459319]
 [ 1.01644516]
 [ 0.34301779]
 [ 0.40892547]
 [ 0.47483772]
 [ 0.43999466]
 [ 1.08035231]
 [ 0.32890406]
 [ 0.42953873]
 [ 0.41216266]
 [ 0.3560603 ]
 [ 0.41076779]
 [ 1.0993855 ]
 [ 1.16733384]
 [ 1.0325079 ]
 [ 0.36887437]
 [ 0.45139563]
 [ 0.44264615]
 [ 0.86731505]
 [ 0.42304367]
 [ 1.1062758 ]
 [ 0.39607906]
 [ 0.35477963]
 [ 1.19649363]
 [ 0.35759366]
 [ 0.35736585]
 [ 0.33119604]
 [ 0.33901465]
 [ 0.89515209]
 [ 0.4102416 ]
 [ 0.35234001]
 [ 1.05628228]
 [ 0.39856315]
 [ 0.47992209]
 [ 0.33918121]
 [ 0.40303072]
 [ 1.0774802 ]
 [ 0.35735393]
 [ 0.35738778]
 [ 1.11312163]
 [ 0.37605259]
 [ 1.07011819]
 [ 0.52800536]
 [ 0.3406069 ]
 [ 0.39548793]
 [ 1.22603393]
 [ 0.35977623]
 [ 1.02403736]
 [ 0.38521817]
 [ 0.36743268]
 [ 0.33751336]
 [ 0.39259228]
 [ 0.36661625]
 [ 1.18639064]
 [ 0.3634508 ]
 [ 0.3331008 ]
 [ 0.35353294]
 [ 0.35764942]
 [ 0.34640768]
 [ 0.88307947]
 [ 0.36699522]
 [ 0.3937023 ]
 [ 0.34620589]
 [ 1.20081127]
 [ 0.36357662]
 [ 0.39560074]
 [ 0.37940326]
 [ 0.36473778]
 [ 0.94158477]
 [ 0.43823174]
 [ 0.39117858]
 [ 0.35169023]
 [ 0.32576835]
 [ 0.32785454]
 [ 1.02557135]
 [ 0.9889102 ]
 [ 0.39347926]
 [ 0.51885015]
 [ 0.34264266]
 [ 0.37324673]
 [ 0.3846249 ]
 [ 0.55076289]
 [ 0.36310461]
 [ 0.33313668]
 [ 1.222193  ]
 [ 1.13657594]
 [ 1.10345304]
 [ 0.35516673]
 [ 0.35596171]
 [ 1.18448877]
 [ 0.8326093 ]
 [ 1.0618825 ]
 [ 0.34061572]
 [ 0.34516537]
 [ 0.37862116]
 [ 1.13102412]
 [ 0.35937688]
 [ 0.35819533]
 [ 0.5356797 ]
 [ 1.15006185]
 [ 1.28421843]
 [ 0.36339718]
 [ 0.34661895]
 [ 1.06655657]
 [ 0.94318056]
 [ 1.14348269]
 [ 1.17799854]
 [ 1.12727189]
 [ 0.37254262]
 [ 0.34321415]
 [ 0.34975463]
 [ 0.36498544]
 [ 0.33036304]
 [ 0.41563776]
 [ 0.36284223]
 [ 0.50184393]
 [ 0.40781748]
 [ 0.33287853]
 [ 1.14128089]
 [ 0.36472428]
 [ 0.39849558]
 [ 0.37434995]
 [ 0.36695638]
 [ 0.52820778]
 [ 0.35359675]
 [ 0.3993929 ]
 [ 0.4032698 ]
 [ 1.05129492]
 [ 0.45180202]
 [ 0.96368551]
 [ 0.99675465]
 [ 0.35098708]
 [ 0.34068602]
 [ 0.34361896]
 [ 1.14252102]
 [ 0.48387566]
 [ 0.37808591]
 [ 0.36870751]
 [ 0.39502001]
 [ 1.01972508]
 [ 1.17865396]
 [ 0.37418643]
 [ 0.40777525]
 [ 0.38478988]
 [ 0.37956497]
 [ 1.06602728]
 [ 1.19952071]
 [ 0.3505666 ]
 [ 0.33906576]
 [ 0.34186748]
 [ 1.08885002]
 [ 0.4139964 ]
 [ 1.03862953]
 [ 0.46847686]
 [ 1.00486636]
 [ 0.40066621]
 [ 0.33587554]
 [ 0.38549194]
 [ 0.35348669]
 [ 0.451024  ]
 [ 1.03760815]
 [ 0.94464457]
 [ 0.9837836 ]
 [ 1.179245  ]
 [ 1.1381011 ]
 [ 0.42422101]
 [ 0.3730123 ]
 [ 1.07210708]
 [ 1.15485668]
 [ 0.3453348 ]
 [ 1.06160998]
 [ 0.41697377]
 [ 1.25162709]
 [ 1.20777249]
 [ 1.1826427 ]
 [ 0.4144859 ]
 [ 0.45027149]
 [ 0.36024198]
 [ 0.3466734 ]
 [ 0.39455998]
 [ 0.37468302]
 [ 0.95865864]
 [ 0.81501186]
 [ 0.37300512]
 [ 0.96101642]
 [ 0.34546262]
 [ 0.42813447]
 [ 0.56025684]
 [ 1.23269129]
 [ 1.15579724]
 [ 1.14272153]
 [ 1.22539902]
 [ 0.36058182]
 [ 1.16934085]
 [ 1.10895586]
 [ 1.05306363]
 [ 0.80024624]
 [ 0.38396743]
 [ 0.40727332]
 [ 0.34460887]
 [ 0.35072583]
 [ 0.37777436]
 [ 1.17270529]
 [ 0.50660193]
 [ 0.35170487]
 [ 1.03463364]
 [ 1.03946245]
 [ 0.35376418]
 [ 0.39434227]
 [ 0.33763856]
 [ 1.05241787]
 [ 1.04465973]
 [ 1.06198835]
 [ 0.39004058]
 [ 0.3927471 ]
 [ 0.34441224]
 [ 1.17163777]
 [ 1.24109149]
 [ 0.39916015]
 [ 0.95781064]
 [ 0.39595175]
 [ 0.4510946 ]
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 [ 0.4486196 ]
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 [ 1.06852651]
 [ 0.364416  ]
 [ 0.36648604]
 [ 0.37055379]
 [ 0.39201248]
 [ 1.11977232]
 [ 0.36426282]
 [ 0.4848786 ]
 [ 1.12530565]
 [ 0.36470476]
 [ 1.16894603]
 [ 0.38371876]
 [ 0.38261405]
 [ 1.10894632]
 [ 1.09403217]
 [ 0.37593076]
 [ 0.45478648]
 [ 0.40773106]
 [ 0.39931169]
 [ 0.36353555]
 [ 1.22158182]
 [ 0.33532333]
 [ 0.47446555]
 [ 0.3443346 ]
 [ 1.12115097]
 [ 0.37021127]
 [ 0.39404821]
 [ 0.91858792]
 [ 0.95850086]
 [ 0.47924769]
 [ 1.07486701]
 [ 0.33195728]
 [ 0.36675334]
 [ 0.38538083]
 [ 1.25270188]
 [ 1.10397458]
 [ 1.22471511]
 [ 0.43902794]
 [ 0.35792214]
 [ 1.09573925]
 [ 0.37515619]
 [ 1.19145155]
 [ 0.45577562]
 [ 1.11552393]
 [ 1.20433557]
 [ 0.36797115]
 [ 1.00831437]
 [ 0.4654997 ]
 [ 0.37773815]
 [ 1.14272821]
 [ 0.3747606 ]
 [ 1.21995401]
 [ 1.16774583]
 [ 0.3671616 ]
 [ 0.34540609]
 [ 1.15710056]
 [ 0.33024579]
 [ 1.07388473]
 [ 0.3501215 ]
 [ 0.35872394]
 [ 0.9937979 ]
 [ 0.3588427 ]
 [ 0.85571992]
 [ 0.35030937]
 [ 1.15297568]
 [ 1.16788018]
 [ 1.07859051]
 [ 0.43803823]
 [ 0.37950575]
 [ 1.18298626]
 [ 0.43047562]
 [ 1.16087461]
 [ 0.35808948]
 [ 0.40179092]
 [ 0.33121023]
 [ 1.01045251]
 [ 0.41531864]
 [ 0.33534008]
 [ 0.3910957 ]
 [ 0.3924152 ]
 [ 1.03304744]
 [ 1.12298274]
 [ 0.93573904]
 [ 0.35456485]
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 [ 0.33531642]
 [ 0.37281525]
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 [ 1.11223626]
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 [ 0.44839692]
 [ 0.90797019]
 [ 1.21414781]
 [ 1.18531287]
 [ 0.36128265]
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 [ 1.10585368]
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 [ 0.33525175]
 [ 1.10873437]
 [ 0.37225446]
 [ 0.35269523]
 [ 0.93899614]
 [ 0.9493531 ]
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 [ 0.34819624]
 [ 0.34444308]
 [ 0.35183707]
 [ 0.99893248]
 [ 0.34453133]
 [ 0.33960292]
 [ 1.04105139]
 [ 0.40705165]
 [ 0.36064875]
 [ 0.3488645 ]
 [ 0.37021208]
 [ 0.34064206]
 [ 0.36222979]
 [ 0.33518189]
 [ 1.12066829]
 [ 0.98432535]
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 [ 0.37540707]
 [ 1.04694712]
 [ 0.41166267]
 [ 0.36202854]
 [ 1.0004679 ]
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 [ 0.3534677 ]
 [ 1.19053519]
 [ 0.37737781]
 [ 1.06697822]
 [ 1.16456687]
 [ 1.08816898]
 [ 0.36621353]
 [ 1.03863585]
 [ 0.3394551 ]
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 [ 0.40862933]
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 [ 0.41114524]
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 [ 0.40358961]
 [ 1.11650991]
 [ 1.0306083 ]
 [ 0.3515501 ]
 [ 1.08924627]
 [ 0.41122553]
 [ 1.10940647]
 [ 0.3674669 ]
 [ 0.35849696]
 [ 0.3408131 ]
 [ 0.43473256]
 [ 0.37044352]
 [ 1.1674372 ]
 [ 0.42204309]
 [ 0.42592704]
 [ 0.40544429]
 [ 0.43401867]
 [ 0.88059926]
 [ 0.33721787]
 [ 0.34532887]
 [ 1.13005316]
 [ 1.20730424]
 [ 1.0735805 ]
 [ 0.35180536]
 [ 0.35909784]
 [ 1.25063133]
 [ 0.34542084]
 [ 0.33641613]
 [ 1.09693134]
 [ 0.34108591]
 [ 0.49639899]
 [ 0.33535054]
 [ 1.15909231]
 [ 0.46003219]
 [ 0.33937782]
 [ 0.46542001]
 [ 0.37321129]
 [ 0.36515617]
 [ 0.35069969]
 [ 0.38976851]
 [ 0.47046947]
 [ 0.35107133]
 [ 0.32122466]
 [ 0.33828032]
 [ 1.1490159 ]
 [ 0.39124328]
 [ 0.44591177]
 [ 0.3702631 ]
 [ 0.34979787]
 [ 0.50891197]
 [ 0.37379509]
 [ 0.4753336 ]
 [ 1.11474681]
 [ 0.35721433]
 [ 0.3779487 ]
 [ 0.51950127]
 [ 1.09245133]
 [ 0.41120604]
 [ 0.33290541]
 [ 0.34772024]
 [ 1.15139318]
 [ 1.19557106]
 [ 0.44561112]
 [ 0.473557  ]
 [ 0.36385858]
 [ 0.57301462]
 [ 0.33977383]
 [ 0.44205701]
 [ 0.3767117 ]
 [ 1.14426506]
 [ 0.35397372]
 [ 0.53482181]
 [ 0.38822934]
 [ 0.34226835]
 [ 1.00716054]
 [ 0.40950957]
 [ 0.43867439]
 [ 0.36692986]
 [ 1.13328886]
 [ 0.34796068]
 [ 0.41344842]
 [ 0.39223599]
 [ 1.05786812]
 [ 0.39034167]
 [ 0.34752578]
 [ 0.49269295]
 [ 1.17378688]
 [ 0.37269273]
 [ 0.415815  ]
 [ 0.36524364]
 [ 0.33161631]
 [ 1.1700232 ]
 [ 0.99595165]
 [ 0.3516615 ]
 [ 0.4713107 ]
 [ 0.34339219]
 [ 0.38098016]
 [ 0.36530381]
 [ 1.06860912]
 [ 0.37060502]
 [ 0.37532583]
 [ 0.37165025]
 [ 0.35229647]
 [ 0.34431046]
 [ 0.37678182]
 [ 0.34210941]
 [ 0.37793455]
 [ 0.36060971]
 [ 0.36470199]
 [ 0.33527169]
 [ 1.16101003]
 [ 0.46231237]
 [ 0.39903203]
 [ 0.37309527]
 [ 1.00902331]
 [ 1.1492722 ]
 [ 1.17500186]
 [ 1.04576159]
 [ 0.36050352]
 [ 0.36423215]
 [ 0.98376447]
 [ 0.98098463]
 [ 0.35708758]
 [ 0.48571163]
 [ 0.57892448]
 [ 0.43087149]
 [ 0.3450352 ]
 [ 0.53277606]
 [ 0.33729261]
 [ 0.34257495]
 [ 0.3748647 ]
 [ 0.3842288 ]
 [ 0.45742646]
 [ 0.36975318]
 [ 0.37498701]
 [ 0.98883975]
 [ 1.13457465]
 [ 0.34726399]
 [ 0.3369714 ]
 [ 0.38593933]
 [ 0.33087167]
 [ 0.38672537]
 [ 0.35488838]
 [ 0.39403468]
 [ 1.21432769]
 [ 0.39374828]
 [ 0.5558762 ]
 [ 0.33853865]
 [ 0.33460176]
 [ 0.43054956]
 [ 0.33847329]
 [ 0.33259201]
 [ 0.9547866 ]
 [ 0.39501631]
 [ 0.7780205 ]
 [ 0.92176396]
 [ 0.35155702]
 [ 0.42194119]
 [ 0.40630376]
 [ 1.02623582]
 [ 0.34056702]
 [ 1.09010041]
 [ 0.37606487]
 [ 0.92969942]
 [ 0.34781867]
 [ 1.06712627]
 [ 0.38284937]
 [ 0.97110206]
 [ 0.33368295]
 [ 0.38933581]
 [ 1.1371305 ]
 [ 0.38868335]
 [ 0.32704228]
 [ 0.96133697]
 [ 0.32810926]
 [ 0.40531147]
 [ 0.36292091]
 [ 0.40929785]
 [ 1.04732907]
 [ 1.04070783]
 [ 0.41337177]
 [ 1.0227921 ]
 [ 0.34164137]
 [ 0.39850506]
 [ 0.34291026]
 [ 0.33491272]
 [ 1.15588892]
 [ 0.96018958]
 [ 0.38264722]
 [ 1.13673675]
 [ 0.3954114 ]
 [ 0.4624058 ]
 [ 0.32952118]
 [ 1.05141389]
 [ 1.1982733 ]
 [ 0.40248841]
 [ 0.38509399]
 [ 0.5634383 ]
 [ 0.36198366]
 [ 0.42800704]
 [ 0.38590524]
 [ 0.42742333]
 [ 0.46137547]
 [ 0.46176738]
 [ 0.38611752]
 [ 1.14007008]
 [ 0.35374662]
 [ 0.37155667]
 [ 0.37732419]
 [ 0.35674998]
 [ 1.15038502]
 [ 0.43407393]
 [ 0.34952086]
 [ 1.20086586]
 [ 0.35216016]
 [ 0.3583003 ]
 [ 0.39283291]
 [ 0.94753408]
 [ 0.37049446]
 [ 0.36220026]
 [ 0.42451245]
 [ 1.10251367]
 [ 1.2316587 ]
 [ 1.10596824]
 [ 0.34189168]
 [ 0.33395413]
 [ 0.34701088]
 [ 0.36857188]
 [ 0.37163928]
 [ 0.35267779]
 [ 1.17974746]
 [ 0.34078586]
 [ 0.44577271]
 [ 1.18402827]
 [ 0.50896239]
 [ 0.97876692]
 [ 0.88469696]
 [ 1.08380973]
 [ 1.16008627]
 [ 0.38696596]
 [ 0.91278809]
 [ 1.16761565]
 [ 0.35342652]
 [ 0.40272158]
 [ 0.40988323]
 [ 0.376445  ]
 [ 0.40096924]
 [ 0.42688748]
 [ 0.48651183]
 [ 1.01339459]
 [ 0.91020262]
 [ 0.34971583]
 [ 1.19752133]
 [ 0.34124196]
 [ 0.3280552 ]
 [ 1.11732006]
 [ 0.33540741]
 [ 1.06064105]
 [ 0.54710913]
 [ 0.3749159 ]
 [ 0.38528433]
 [ 0.34558401]
 [ 0.3834556 ]
 [ 0.98565537]
 [ 0.41719833]
 [ 0.85517949]
 [ 0.36005199]
 [ 1.13398397]
 [ 0.36468628]
 [ 0.99159956]
 [ 1.12984776]
 [ 0.35202506]
 [ 0.38284129]
 [ 0.39130452]
 [ 0.37546474]
 [ 1.03005457]
 [ 0.87018621]
 [ 0.41102201]
 [ 0.35609353]
 [ 0.37237281]
 [ 1.19246578]
 [ 0.33721164]
 [ 0.9840818 ]
 [ 1.23053885]
 [ 0.36755013]
 [ 0.3839013 ]
 [ 1.17550611]
 [ 0.37041983]
 [ 0.40497807]
 [ 1.15400898]
 [ 1.03967464]
 [ 0.39019415]
 [ 0.35584897]
 [ 1.08012247]
 [ 0.39145803]
 [ 0.40252793]
 [ 1.10366309]
 [ 0.40441474]
 [ 0.51584375]
 [ 0.41671127]
 [ 0.37779886]
 [ 0.39138824]
 [ 0.49238592]
 [ 0.34951898]
 [ 1.14588284]
 [ 1.0915103 ]
 [ 1.04095471]
 [ 0.33930036]
 [ 0.47291493]
 [ 0.35249481]
 [ 0.42164734]
 [ 0.36179906]
 [ 0.36241192]
 [ 1.04711747]
 [ 1.11731064]
 [ 0.32788077]
 [ 0.33761114]
 [ 0.92275751]
 [ 0.41561326]
 [ 0.38138762]
 [ 0.96729517]
 [ 0.36628985]
 [ 1.08938432]
 [ 1.01770782]
 [ 1.10408258]
 [ 0.38367909]
 [ 0.35573193]
 [ 0.98960781]
 [ 1.02634108]
 [ 1.02431762]
 [ 0.46827936]
 [ 1.04317164]
 [ 0.40532637]
 [ 0.79439223]
 [ 0.33365059]
 [ 1.05555487]
 [ 0.36079699]
 [ 0.42150825]
 [ 0.37975872]
 [ 0.35957956]
 [ 1.05498242]
 [ 0.36755562]]
epoch :  1000 , loss :  [[ 0.70495331]
 [ 0.31362575]
 [ 0.69351721]
 [ 0.31331164]
 [ 0.69316185]
 [ 0.34194803]
 [ 1.31290984]
 [ 0.54194701]
 [ 0.6941852 ]
 [ 0.86209899]
 [ 0.38915902]
 [ 0.69327903]
 [ 0.69220644]
 [ 0.69399047]
 [ 1.17852569]
 [ 0.71679819]
 [ 1.19630063]
 [ 0.32003769]
 [ 1.27049065]
 [ 0.60810119]
 [ 0.393289  ]
 [ 0.69316649]
 [ 1.01031685]
 [ 1.12147331]
 [ 0.70118988]
 [ 0.3135269 ]
 [ 0.48771495]
 [ 0.45463616]
 [ 0.38886207]
 [ 0.70207393]
 [ 0.31332746]
 [ 0.31445932]
 [ 0.53925622]
 [ 0.32867867]
 [ 0.68477774]
 [ 0.98644221]
 [ 1.26754987]
 [ 0.7543903 ]
 [ 0.6786198 ]
 [ 0.68785566]
 [ 0.31690308]
 [ 0.69327319]
 [ 0.67856103]
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 [ 0.52142137]
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 [ 0.3174302 ]
 [ 0.31331393]
 [ 0.6935975 ]
 [ 0.31976596]
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 [ 0.6931777 ]
 [ 0.69346547]
 [ 0.80491304]
 [ 1.19588506]
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 [ 0.70625335]
 [ 1.29827595]
 [ 0.69205004]
 [ 0.78870702]
 [ 0.31341255]
 [ 0.33006528]
 [ 0.31512699]
 [ 0.98688018]
 [ 0.7056908 ]
 [ 0.8377465 ]
 [ 0.65974325]
 [ 0.6794703 ]
 [ 0.91223204]
 [ 0.5332644 ]
 [ 1.050174  ]
 [ 0.4644742 ]
 [ 0.69333375]
 [ 0.96212357]
 [ 0.31358582]
 [ 0.73035306]
 [ 0.46728879]
 [ 0.34930408]
 [ 0.74435294]
 [ 0.34978464]
 [ 0.7065354 ]
 [ 0.98158872]
 [ 0.31395441]
 [ 0.50479561]
 [ 1.01912355]
 [ 0.32171568]
 [ 0.74510878]
 [ 0.3190257 ]
 [ 0.31334034]
 [ 0.69492066]
 [ 0.33557248]
 [ 0.6957112 ]
 [ 0.36292785]
 [ 1.26754761]
 [ 1.09076405]
 [ 0.70357788]
 [ 0.32789776]
 [ 0.37906042]
 [ 1.11935389]
 [ 0.69289154]
 [ 1.27923322]
 [ 0.31583509]
 [ 0.64045233]
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 [ 0.34934703]
 [ 0.31334066]
 [ 0.69282258]
 [ 0.66857815]
 [ 1.12556744]
 [ 0.69550699]
 [ 0.69334978]
 [ 0.3237384 ]
 [ 0.31374806]
 [ 0.32023832]
 [ 0.50628382]
 [ 0.39720666]
 [ 0.52053547]
 [ 0.39292571]
 [ 0.3253226 ]
 [ 0.31343302]
 [ 1.16869235]
 [ 0.34731364]
 [ 0.5609839 ]
 [ 0.31336278]
 [ 0.31346837]
 [ 0.36179411]
 [ 0.69605786]
 [ 0.91485131]
 [ 0.69773567]
 [ 0.32806647]
 [ 0.69326252]
 [ 0.69357127]
 [ 0.6545338 ]
 [ 0.353477  ]
 [ 0.70787483]
 [ 0.62446225]
 [ 0.32089511]
 [ 0.97643852]
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 [ 1.25229347]
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 [ 0.51138902]
 [ 0.6964969 ]
 [ 0.31486374]
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 [ 0.69462305]
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 [ 0.6935153 ]
 [ 0.32701287]
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 [ 0.7642169 ]
 [ 0.31371978]
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 [ 1.2966783 ]
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 [ 0.33138147]
 [ 0.6877625 ]
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 [ 0.7093702 ]
 [ 0.31365219]
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 [ 0.49381453]
 [ 0.31354192]
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 [ 0.69440717]
 [ 0.3552331 ]
 [ 0.70588857]
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 [ 0.31414962]
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 [ 0.3133648 ]
 [ 0.40967038]
 [ 0.31721017]
 [ 0.69858408]
 [ 0.68447012]
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 [ 0.31332508]
 [ 0.5761292 ]
 [ 0.69329995]
 [ 0.31361264]
 [ 0.32816002]
 [ 0.78455245]
 [ 1.23823452]
 [ 0.69314718]
 [ 0.31386575]
 [ 0.335161  ]
 [ 1.1958288 ]
 [ 0.34721339]
 [ 0.31328371]
 [ 0.85908341]
 [ 0.34767613]
 [ 0.34174025]
 [ 0.32123992]
 [ 0.6934135 ]
 [ 0.48170722]
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 [ 0.34318322]
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 [ 0.37040406]
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 [ 0.69146001]
 [ 0.67967498]
 [ 0.64109528]
 [ 0.58225417]
 [ 0.5675056 ]
 [ 0.33883381]
 [ 0.50554174]
 [ 1.23163283]
 [ 0.32140449]
 [ 0.33816758]
 [ 0.41404504]
 [ 0.72151196]
 [ 0.5617969 ]
 [ 0.31341901]
 [ 0.31846258]
 [ 0.69369256]
 [ 0.70703298]
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 [ 0.69313306]
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 [ 0.69293964]
 [ 0.3148126 ]
 [ 0.31496507]
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 [ 0.96612287]
 [ 0.31476799]
 [ 0.67669648]
 [ 0.33650914]
 [ 0.31345865]
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 [ 0.67881393]
 [ 0.31437016]
 [ 0.31646213]
 [ 0.9369182 ]
 [ 0.32642072]
 [ 0.32358545]
 [ 0.32081869]
 [ 0.69473982]
 [ 0.3520574 ]
 [ 0.31439033]
 [ 0.41062957]
 [ 1.28487396]
 [ 0.36316034]
 [ 0.31674668]
 [ 0.31775388]
 [ 0.31348744]
 [ 0.81885672]
 [ 0.7151292 ]
 [ 0.3264603 ]
 [ 0.3370375 ]
 [ 0.31327021]
 [ 0.3486107 ]
 [ 0.41644254]
 [ 0.70822865]
 [ 0.40190512]
 [ 0.31351665]
 [ 0.31329051]
 [ 0.31450456]
 [ 0.43428624]
 [ 0.46628433]
 [ 0.34675637]
 [ 0.67575485]
 [ 0.33209559]
 [ 0.33109841]
 [ 0.31674829]
 [ 0.8368277 ]
 [ 0.35120016]
 [ 0.31360081]
 [ 0.67005783]
 [ 0.74649006]
 [ 1.01234436]
 [ 1.08793879]
 [ 1.0408752 ]
 [ 0.31395897]
 [ 0.31356946]
 [ 0.69354755]
 [ 0.69318128]
 [ 0.35680649]
 [ 0.59701282]
 [ 0.6926381 ]
 [ 0.31760839]
 [ 0.3143419 ]
 [ 0.34231204]
 [ 0.31348068]
 [ 0.31396466]
 [ 0.33587149]
 [ 0.32145813]
 [ 0.35126051]
 [ 0.57454062]
 [ 0.33326831]
 [ 1.00643158]
 [ 0.69316375]
 [ 0.31433612]
 [ 0.31521216]
 [ 0.39292318]
 [ 0.3142578 ]
 [ 0.31527135]
 [ 0.31402615]
 [ 0.56827909]
 [ 1.10102487]
 [ 0.31434241]
 [ 0.34004959]
 [ 0.31884935]
 [ 0.3142291 ]
 [ 0.63396972]
 [ 0.33198303]
 [ 0.32663795]
 [ 0.77927017]
 [ 0.60433227]
 [ 0.69318515]
 [ 0.69489759]
 [ 0.32258037]
 [ 0.41412815]
 [ 0.39809698]
 [ 0.78357768]
 [ 0.31361911]
 [ 0.72309673]
 [ 0.32326147]
 [ 0.69409376]
 [ 0.3140581 ]
 [ 0.69649851]
 [ 0.33803225]
 [ 0.84125417]
 [ 0.33138564]
 [ 0.5863111 ]
 [ 0.69343132]
 [ 0.3241573 ]
 [ 0.31339726]
 [ 0.70187145]
 [ 0.3139056 ]
 [ 0.31777146]
 [ 0.31680587]
 [ 0.32667363]
 [ 0.71260762]
 [ 0.69630617]
 [ 0.42874733]
 [ 0.69319099]
 [ 0.3133294 ]
 [ 0.68915236]
 [ 0.31366125]
 [ 0.31617019]
 [ 0.70086884]
 [ 0.69341975]
 [ 0.48617095]
 [ 0.72028631]
 [ 0.31960618]
 [ 0.37142748]
 [ 0.31326386]
 [ 0.75352335]
 [ 0.93043834]
 [ 0.33498746]
 [ 0.38602805]
 [ 0.6931451 ]
 [ 0.34145367]
 [ 0.32071507]
 [ 0.31728724]
 [ 0.41779655]
 [ 0.64191616]
 [ 0.49229601]
 [ 0.31370869]
 [ 0.90235126]
 [ 0.33352542]
 [ 0.32819647]
 [ 0.3179605 ]
 [ 0.32318604]
 [ 0.85501093]
 [ 0.32218078]
 [ 0.31488386]
 [ 1.03850865]
 [ 0.31329077]
 [ 0.33586851]
 [ 0.55043799]
 [ 0.77566218]
 [ 0.32303894]
 [ 0.32081172]
 [ 0.67041016]
 [ 0.9314875 ]
 [ 0.69350547]
 [ 0.89342129]
 [ 0.32886311]
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 [ 0.32596788]
 [ 0.36748573]
 [ 0.36832482]
 [ 0.31511873]
 [ 0.70988345]
 [ 0.31344691]
 [ 0.62224722]
 [ 1.28049612]
 [ 0.68517679]
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 [ 0.69669807]
 [ 0.69948626]
 [ 1.11033344]
 [ 0.3215245 ]
 [ 0.93743575]
 [ 1.22307849]
 [ 0.32383838]
 [ 0.61208558]
 [ 0.68557459]
 [ 0.31433573]
 [ 0.31368628]
 [ 0.68956316]
 [ 0.37153566]
 [ 0.69333088]
 [ 0.72033679]
 [ 0.36447212]
 [ 1.07232285]
 [ 0.31516472]
 [ 0.31326473]
 [ 0.69328082]
 [ 0.39482614]
 [ 0.84057951]
 [ 0.64882463]
 [ 0.42867973]
 [ 0.38317123]
 [ 0.31526801]
 [ 0.43702111]
 [ 0.74449855]
 [ 0.4766162 ]
 [ 0.69339347]
 [ 0.52418804]
 [ 0.79513782]
 [ 0.31382743]
 [ 0.83801377]
 [ 0.78263164]
 [ 0.33118105]
 [ 0.42180529]
 [ 0.68171769]
 [ 0.38092512]
 [ 0.98932886]
 [ 0.69542378]
 [ 0.54354942]
 [ 0.31471649]
 [ 0.31987241]
 [ 0.85181546]
 [ 0.36045721]
 [ 0.69669974]
 [ 1.28364074]
 [ 0.62550664]
 [ 0.34262511]
 [ 0.70414257]
 [ 0.44267485]
 [ 0.31849825]
 [ 0.69320512]
 [ 0.6941452 ]
 [ 0.32238916]
 [ 0.32919189]
 [ 1.27433872]
 [ 0.31398308]
 [ 0.32798731]
 [ 1.10145402]
 [ 0.35586801]
 [ 0.33065712]
 [ 0.40611565]
 [ 0.34472448]
 [ 0.67029554]
 [ 0.67587328]
 [ 0.31517857]
 [ 1.269593  ]
 [ 0.96997333]
 [ 0.6939525 ]
 [ 0.31654668]
 [ 0.31976235]
 [ 0.32395998]
 [ 0.39752522]
 [ 0.31492323]
 [ 0.31604171]
 [ 1.24917781]
 [ 0.71098858]
 [ 0.31525308]
 [ 0.31411651]
 [ 0.69818336]
 [ 0.69306493]
 [ 0.3450588 ]
 [ 0.69923812]
 [ 0.34582931]
 [ 0.69523376]
 [ 0.73743522]
 [ 0.69883001]
 [ 0.3431471 ]
 [ 0.31730893]
 [ 0.69319558]
 [ 0.70157379]
 [ 0.81661713]
 [ 0.63924187]
 [ 0.80271828]
 [ 0.33786801]
 [ 0.69346184]
 [ 0.31406626]
 [ 0.69332427]
 [ 0.31589001]
 [ 0.32959217]
 [ 0.41927111]
 [ 0.32083416]
 [ 1.16064   ]
 [ 0.31502077]]
epoch :  2000 , loss :  [[ 0.69707406]
 [ 0.31341156]
 [ 0.69322735]
 [ 0.3132737 ]
 [ 0.69314772]
 [ 0.33265275]
 [ 1.31312835]
 [ 0.59431493]
 [ 0.69338995]
 [ 0.86872697]
 [ 0.37011468]
 [ 0.69316828]
 [ 0.69291359]
 [ 0.69324428]
 [ 1.15831101]
 [ 0.70523649]
 [ 1.21384883]
 [ 0.32343823]
 [ 1.28340638]
 [ 0.62028551]
 [ 0.39040673]
 [ 0.69315022]
 [ 1.01177764]
 [ 1.12955523]
 [ 0.69597626]
 [ 0.3133398 ]
 [ 0.46918625]
 [ 0.43689987]
 [ 0.41097611]
 [ 0.69725829]
 [ 0.31327885]
 [ 0.31352589]
 [ 0.56745732]
 [ 0.32568055]
 [ 0.68981004]
 [ 0.93339896]
 [ 1.26844227]
 [ 0.72216612]
 [ 0.68632466]
 [ 0.69125217]
 [ 0.31463528]
 [ 0.69318122]
 [ 0.68720877]
 [ 0.69314718]
 [ 0.66254193]
 [ 0.31341615]
 [ 0.99335468]
 [ 0.42608082]
 [ 0.31329414]
 [ 0.31339854]
 [ 0.31330058]
 [ 0.69357866]
 [ 0.6920563 ]
 [ 0.31326681]
 [ 0.69321418]
 [ 0.67362386]
 [ 0.69314575]
 [ 0.40688142]
 [ 0.31440699]
 [ 0.73088086]
 [ 0.31327739]
 [ 0.46204394]
 [ 1.00731039]
 [ 0.31578362]
 [ 0.79720503]
 [ 0.6087386 ]
 [ 0.31326804]
 [ 0.37205729]
 [ 1.2951349 ]
 [ 0.4797101 ]
 [ 0.69364929]
 [ 0.39107144]
 [ 0.3135553 ]
 [ 0.3135488 ]
 [ 0.31371999]
 [ 0.34404111]
 [ 0.69574302]
 [ 0.31644648]
 [ 0.31493425]
 [ 0.31346872]
 [ 0.31430852]
 [ 0.32066637]
 [ 0.69819874]
 [ 0.32647163]
 [ 0.60333323]
 [ 0.31528226]
 [ 0.70900047]
 [ 0.31401306]
 [ 0.3132782 ]
 [ 0.33918533]
 [ 0.31821266]
 [ 1.15057123]
 [ 0.3560136 ]
 [ 0.59991938]
 [ 0.31394824]
 [ 0.31326252]
 [ 0.31406638]
 [ 0.81488037]
 [ 0.6931811 ]
 [ 0.54607141]
 [ 0.36989179]
 [ 0.31326625]
 [ 0.4110367 ]
 [ 0.36320174]
 [ 0.31333196]
 [ 0.44417962]
 [ 0.31342003]
 [ 1.30317819]
 [ 0.71361166]
 [ 0.69383496]
 [ 0.31329659]
 [ 0.31545117]
 [ 0.69725382]
 [ 0.72392005]
 [ 0.93052661]
 [ 0.33012861]
 [ 0.31809759]
 [ 0.31328768]
 [ 0.69315165]
 [ 0.41989022]
 [ 0.3162162 ]
 [ 0.38379318]
 [ 0.89725959]
 [ 1.07701194]
 [ 0.47520116]
 [ 0.31959879]
 [ 1.29913568]
 [ 1.03196859]
 [ 0.71266395]
 [ 0.69440591]
 [ 0.69727921]
 [ 0.34327418]
 [ 0.31332487]
 [ 0.32061738]
 [ 0.32108638]
 [ 0.31703371]
 [ 0.68254596]
 [ 0.32990548]
 [ 0.32584372]
 [ 0.38146901]
 [ 0.31528407]
 [ 0.95547199]
 [ 0.65750706]
 [ 0.41351476]
 [ 0.31334981]
 [ 0.43847802]
 [ 0.65758377]
 [ 0.31336188]
 [ 0.55298811]
 [ 0.32771787]
 [ 0.69337302]
 [ 0.69224226]
 [ 0.69315022]
 [ 0.69327652]
 [ 0.31351736]
 [ 0.31716916]
 [ 0.31328505]
 [ 0.69315135]
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 [ 0.32199049]
 [ 0.57852244]
 [ 0.31517822]
 [ 0.70108885]
 [ 1.28192973]
 [ 0.63683867]
 [ 0.5577029 ]
 [ 0.40504774]
 [ 0.3143115 ]
 [ 1.28328717]
 [ 0.80200756]
 [ 0.31663555]
 [ 0.31631142]
 [ 0.3132745 ]
 [ 0.69326568]
 [ 0.31706664]
 [ 0.69336754]
 [ 0.6890226 ]
 [ 0.6952675 ]
 [ 0.31348661]
 [ 0.56525141]
 [ 0.31329909]
 [ 0.31350407]
 [ 0.53722852]
 [ 0.6931501 ]
 [ 0.69319588]
 [ 0.83064508]
 [ 1.23086905]
 [ 0.92844307]
 [ 0.31509349]
 [ 0.4776352 ]
 [ 0.69511074]
 [ 0.69317096]
 [ 0.31361514]
 [ 0.69669038]
 [ 0.31408346]
 [ 1.31123972]
 [ 1.02261043]
 [ 0.83814073]
 [ 0.58111012]
 [ 0.63576728]
 [ 0.47308248]
 [ 0.31327328]
 [ 0.32844421]
 [ 0.32372475]
 [ 0.69315475]
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 [ 0.31338996]
 [ 0.69281107]
 [ 0.69220644]
 [ 0.69909471]
 [ 1.20259798]
 [ 0.69319248]
 [ 1.1708746 ]
 [ 0.37998551]
 [ 1.21341014]
 [ 0.9790082 ]
 [ 0.69314998]
 [ 0.69728076]
 [ 0.37263623]
 [ 0.64680034]
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 [ 0.40263116]
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 [ 0.46655142]
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 [ 0.33144009]
 [ 0.31343749]
 [ 0.31426626]
 [ 0.83116704]
 [ 0.76623726]
 [ 0.61563385]
 [ 0.69315249]
 [ 0.60624391]
 [ 0.69314575]
 [ 0.62880623]
 [ 0.31500101]
 [ 0.47736806]
 [ 0.37533507]
 [ 0.31327015]
 [ 0.32782793]
 [ 1.18073928]
 [ 1.19389331]
 [ 0.38066021]
 [ 0.31655073]
 [ 0.6926927 ]
 [ 0.68947423]
 [ 0.70486033]
 [ 0.33328009]
 [ 0.44737673]
 [ 1.02510977]
 [ 0.32730892]
 [ 0.6933831 ]
 [ 0.69078469]
 [ 0.62781101]
 [ 0.83850634]
 [ 0.69517398]
 [ 0.31335413]
 [ 0.32428628]
 [ 0.31327957]
 [ 0.57105643]
 [ 0.34524372]
 [ 1.27644742]
 [ 0.3214379 ]
 [ 0.39898705]
 [ 0.32269624]
 [ 0.69439459]
 [ 0.55960596]
 [ 0.39168367]
 [ 0.7008726 ]
 [ 1.30592585]
 [ 0.69286877]
 [ 0.76117527]
 [ 0.31330529]
 [ 0.32374361]
 [ 0.31393367]
 [ 0.92987031]
 [ 0.69795698]
 [ 0.76147825]
 [ 0.68090588]
 [ 0.68801844]
 [ 0.8870191 ]
 [ 0.5293836 ]
 [ 1.02737892]
 [ 0.4861415 ]
 [ 0.69317353]
 [ 0.91909236]
 [ 0.31333804]
 [ 0.71588421]
 [ 0.45064029]
 [ 0.33950746]
 [ 0.725362  ]
 [ 0.34324872]
 [ 0.69796908]
 [ 0.93788117]
 [ 0.31360242]
 [ 0.53535086]
 [ 1.04776645]
 [ 0.32107121]
 [ 0.71701688]
 [ 0.31657866]
 [ 0.31327376]
 [ 0.69375128]
 [ 0.33101133]
 [ 0.69421518]
 [ 0.36855385]
 [ 1.27901399]
 [ 1.06387997]
 [ 0.7010538 ]
 [ 0.32557899]
 [ 0.36103141]
 [ 1.09876394]
 [ 0.69309944]
 [ 1.29493868]
 [ 0.31435964]
 [ 0.66865003]
 [ 0.3133052 ]
 [ 0.69325554]
 [ 0.3372345 ]
 [ 0.31328064]
 [ 0.69308364]
 [ 0.68544054]
 [ 1.12993479]
 [ 0.69396734]
 [ 0.6931904 ]
 [ 0.31895104]
 [ 0.31340551]
 [ 0.31821054]
 [ 0.50688261]
 [ 0.41965148]
 [ 0.51728499]
 [ 0.41704613]
 [ 0.32149291]
 [ 0.31330678]
 [ 1.1565541 ]
 [ 0.34337932]
 [ 0.56459755]
 [ 0.31329173]
 [ 0.31332836]
 [ 0.36853325]
 [ 0.69443893]
 [ 0.83006161]
 [ 0.69397902]
 [ 0.32304996]
 [ 0.69316906]
 [ 0.69323057]
 [ 0.67357588]
 [ 0.33786231]
 [ 0.69854796]
 [ 0.64979035]
 [ 0.31975394]
 [ 0.9621954 ]
 [ 0.31485593]
 [ 0.31327254]
 [ 1.28953218]
 [ 0.69314724]
 [ 0.68945122]
 [ 0.31617606]
 [ 0.3157036 ]
 [ 0.57046479]
 [ 0.69417793]
 [ 0.31372818]
 [ 0.31418544]
 [ 0.6934762 ]
 [ 0.53166068]
 [ 0.32011238]
 [ 0.31659782]
 [ 0.31681746]
 [ 0.31458434]
 [ 0.31418759]
 [ 0.31344438]
 [ 0.92132038]
 [ 0.9552635 ]
 [ 0.80344772]
 [ 0.3237673 ]
 [ 0.3143442 ]
 [ 0.69321632]
 [ 0.32574204]
 [ 0.31405953]
 [ 0.69379514]
 [ 0.67704284]
 [ 0.3157503 ]
 [ 0.73023212]
 [ 0.31340376]
 [ 0.69328767]
 [ 1.30137694]
 [ 0.99699336]
 [ 0.31403098]
 [ 0.69563478]
 [ 0.56247246]
 [ 1.20544243]
 [ 0.32581159]
 [ 0.69314808]
 [ 0.6931662 ]
 [ 0.46393436]
 [ 0.32599163]
 [ 0.69130057]
 [ 0.31981024]
 [ 0.71701097]
 [ 0.69431359]
 [ 0.33330777]
 [ 0.69999629]
 [ 0.31338149]
 [ 1.29557371]
 [ 0.49165851]
 [ 0.31335387]
 [ 0.42339027]
 [ 0.33229217]
 [ 0.69409269]
 [ 0.69355756]
 [ 0.361013  ]
 [ 0.69824177]
 [ 0.66269338]
 [ 1.31261015]
 [ 0.31361967]
 [ 0.31346151]
 [ 0.31328592]
 [ 0.39408928]
 [ 0.31630251]
 [ 0.6944201 ]
 [ 0.68961322]
 [ 0.67649722]
 [ 0.31327796]
 [ 0.59461975]
 [ 0.69319361]
 [ 0.31338117]
 [ 0.32404557]
 [ 0.74495757]
 [ 1.22632527]
 [ 0.69314718]
 [ 0.31345385]
 [ 0.32573536]
 [ 1.20720851]
 [ 0.33647364]
 [ 0.31326571]
 [ 0.82635552]
 [ 0.34838513]
 [ 0.34234515]
 [ 0.3204895 ]
 [ 0.69318497]
 [ 0.54400522]
 [ 0.313483  ]
 [ 0.38445097]
 [ 0.33295488]
 [ 0.31328848]
 [ 0.31548676]
 [ 0.31382149]
 [ 0.63553965]
 [ 0.32599977]
 [ 0.31330672]
 [ 0.37347767]
 [ 0.95957083]
 [ 0.69264239]
 [ 0.68742704]
 [ 0.66413367]
 [ 0.63297504]
 [ 0.56749767]
 [ 0.33457202]
 [ 0.51779807]
 [ 1.25877953]
 [ 0.31705812]
 [ 0.32679525]
 [ 0.40801531]
 [ 0.70584053]
 [ 0.57338691]
 [ 0.31331205]
 [ 0.31566006]
 [ 0.69322073]
 [ 0.69818735]
 [ 0.68226987]
 [ 0.69314605]
 [ 0.31426367]
 [ 0.69309986]
 [ 0.31406257]
 [ 0.31392902]
 [ 0.31824681]
 [ 0.92358387]
 [ 0.31414536]
 [ 0.68537474]
 [ 0.33081296]
 [ 0.313317  ]
 [ 0.69589615]
 [ 0.686113  ]
 [ 0.31352726]
 [ 0.31537136]
 [ 0.84742939]
 [ 0.3243883 ]
 [ 0.32075027]
 [ 0.31759748]
 [ 0.69388539]
 [ 0.35516435]
 [ 0.31408769]
 [ 0.40734616]
 [ 1.29008198]
 [ 0.36185867]
 [ 0.31530097]
 [ 0.31615576]
 [ 0.31334087]
 [ 0.79493791]
 [ 0.70788014]
 [ 0.32680607]
 [ 0.32685703]
 [ 0.31326279]
 [ 0.33488438]
 [ 0.44129473]
 [ 0.69845504]
 [ 0.42011181]
 [ 0.31338239]
 [ 0.31326711]
 [ 0.31366012]
 [ 0.44435102]
 [ 0.49040484]
 [ 0.34483543]
 [ 0.68698394]
 [ 0.32903031]
 [ 0.33032101]
 [ 0.31584489]
 [ 0.78267902]
 [ 0.33674201]
 [ 0.31343269]
 [ 0.68021625]
 [ 0.74131334]
 [ 0.96837598]
 [ 1.08904827]
 [ 1.00224328]
 [ 0.3134433 ]
 [ 0.3133392 ]
 [ 0.69328427]
 [ 0.69315088]
 [ 0.35149151]
 [ 0.59625566]
 [ 0.69288838]
 [ 0.31602809]
 [ 0.31371295]
 [ 0.33159089]
 [ 0.31333053]
 [ 0.31360063]
 [ 0.32809445]
 [ 0.31968915]
 [ 0.3450236 ]
 [ 0.63457322]
 [ 0.32850268]
 [ 0.97898597]
 [ 0.69314873]
 [ 0.31372085]
 [ 0.31426641]
 [ 0.38774654]
 [ 0.31378737]
 [ 0.31424659]
 [ 0.31361216]
 [ 0.58485413]
 [ 1.08627152]
 [ 0.31378961]
 [ 0.32463774]
 [ 0.31656525]
 [ 0.31375337]
 [ 0.64550018]
 [ 0.33254796]
 [ 0.32804886]
 [ 0.73925447]
 [ 0.63231599]
 [ 0.69315308]
 [ 0.69369125]
 [ 0.32079679]
 [ 0.42666784]
 [ 0.40790841]
 [ 0.73754007]
 [ 0.31343904]
 [ 0.70563585]
 [ 0.31969082]
 [ 0.6934514 ]
 [ 0.31360543]
 [ 0.693946  ]
 [ 0.32819772]
 [ 0.81025714]
 [ 0.33462349]
 [ 0.61411738]
 [ 0.69322366]
 [ 0.32334834]
 [ 0.31336215]
 [ 0.69667685]
 [ 0.31365591]
 [ 0.31514096]
 [ 0.31529939]
 [ 0.32158661]
 [ 0.70270234]
 [ 0.69407964]
 [ 0.48597321]
 [ 0.69315362]
 [ 0.31327549]
 [ 0.69159746]
 [ 0.31339958]
 [ 0.3152355 ]
 [ 0.69540292]
 [ 0.69321418]
 [ 0.51141566]
 [ 0.70569676]
 [ 0.31652892]
 [ 0.34478512]
 [ 0.31326196]
 [ 0.72491574]
 [ 0.86844754]
 [ 0.32478106]
 [ 0.39392602]
 [ 0.693147  ]
 [ 0.343409  ]
 [ 0.31901619]
 [ 0.31460807]
 [ 0.42455748]
 [ 0.66262537]
 [ 0.50507408]
 [ 0.31346965]
 [ 0.84381789]
 [ 0.3245464 ]
 [ 0.32505739]
 [ 0.3149786 ]
 [ 0.32064658]
 [ 0.80708909]
 [ 0.31880167]
 [ 0.31388193]
 [ 1.01410198]
 [ 0.31326565]
 [ 0.32549673]
 [ 0.58297384]
 [ 0.75570858]
 [ 0.32136795]
 [ 0.31728995]
 [ 0.68329918]
 [ 0.94555312]
 [ 0.69319981]
 [ 0.9177494 ]
 [ 0.32752937]
 [ 0.31328636]
 [ 0.32356513]
 [ 0.352741  ]
 [ 0.37803411]
 [ 0.31405225]
 [ 0.69685352]
 [ 0.31330946]
 [ 0.64570683]
 [ 1.29442227]
 [ 0.68900919]
 [ 0.6931473 ]
 [ 0.69569987]
 [ 0.69599873]
 [ 1.04904127]
 [ 0.31679013]
 [ 0.88940477]
 [ 1.22707999]
 [ 0.32315409]
 [ 0.62292343]
 [ 0.69055802]
 [ 0.31404158]
 [ 0.31333882]
 [ 0.69181794]
 [ 0.37448654]
 [ 0.69318408]
 [ 0.71288443]
 [ 0.37665194]
 [ 0.99181324]
 [ 0.31437984]
 [ 0.31326213]
 [ 0.69316453]
 [ 0.41183037]
 [ 0.81826067]
 [ 0.66864544]
 [ 0.42930439]
 [ 0.3771629 ]
 [ 0.31491935]
 [ 0.42249441]
 [ 0.72488374]
 [ 0.47630954]
 [ 0.69324136]
 [ 0.55511701]
 [ 0.75915742]
 [ 0.3134895 ]
 [ 0.82223541]
 [ 0.76648271]
 [ 0.3276467 ]
 [ 0.40541959]
 [ 0.68987602]
 [ 0.37430644]
 [ 0.96228999]
 [ 0.69387394]
 [ 0.60268557]
 [ 0.31374073]
 [ 0.31763351]
 [ 0.7877326 ]
 [ 0.38543168]
 [ 0.69445413]
 [ 1.2886169 ]
 [ 0.65850747]
 [ 0.33050585]
 [ 0.6957435 ]
 [ 0.48495743]
 [ 0.31598863]
 [ 0.69315195]
 [ 0.69346517]
 [ 0.32051638]
 [ 0.32623908]
 [ 1.27774608]
 [ 0.31351244]
 [ 0.32624394]
 [ 1.11254191]
 [ 0.34242532]
 [ 0.32182559]
 [ 0.41656744]
 [ 0.33588398]
 [ 0.68029469]
 [ 0.67812562]
 [ 0.31455937]
 [ 1.29063821]
 [ 1.00516343]
 [ 0.69342768]
 [ 0.31532037]
 [ 0.31682545]
 [ 0.32425329]
 [ 0.37440559]
 [ 0.31433946]
 [ 0.31547937]
 [ 1.25372541]
 [ 0.70073515]
 [ 0.31479397]
 [ 0.31364119]
 [ 0.69562435]
 [ 0.69313145]
 [ 0.3326247 ]
 [ 0.69568056]
 [ 0.34464189]
 [ 0.69374251]
 [ 0.7158289 ]
 [ 0.69499451]
 [ 0.33226204]
 [ 0.31598046]
 [ 0.69315499]
 [ 0.69631714]
 [ 0.81020457]
 [ 0.65070909]
 [ 0.75635833]
 [ 0.3324267 ]
 [ 0.69323438]
 [ 0.31361052]
 [ 0.69317067]
 [ 0.31467682]
 [ 0.32407066]
 [ 0.44493574]
 [ 0.31690639]
 [ 1.13352215]
 [ 0.3141695 ]]
epoch :  3000 , loss :  [[ 0.69496524]
 [ 0.31334147]
 [ 0.69317657]
 [ 0.3132664 ]
 [ 0.69314724]
 [ 0.32761562]
 [ 1.31319368]
 [ 0.62299764]
 [ 0.69323468]
 [ 0.87014103]
 [ 0.35904032]
 [ 0.6931532 ]
 [ 0.69305021]
 [ 0.69316834]
 [ 1.14844298]
 [ 0.70075321]
 [ 1.22613144]
 [ 0.32679525]
 [ 1.29029822]
 [ 0.62581098]
 [ 0.3886151 ]
 [ 0.69314796]
 [ 1.01036239]
 [ 1.12677205]
 [ 0.69449884]
 [ 0.31329498]
 [ 0.46553907]
 [ 0.42425764]
 [ 0.43148392]
 [ 0.69566709]
 [ 0.31326866]
 [ 0.31335175]
 [ 0.5868572 ]
 [ 0.32328808]
 [ 0.69137663]
 [ 0.89948064]
 [ 1.27069533]
 [ 0.7116158 ]
 [ 0.68924576]
 [ 0.69218826]
 [ 0.31400269]
 [ 0.69316006]
 [ 0.6899485 ]
 [ 0.69314718]
 [ 0.67401236]
 [ 0.31334102]
 [ 0.93857163]
 [ 0.4407734 ]
 [ 0.31327158]
 [ 0.3133356 ]
 [ 0.31327689]
 [ 0.69334835]
 [ 0.69270384]
 [ 0.31326434]
 [ 0.69316751]
 [ 0.67800272]
 [ 0.69314682]
 [ 0.4164353 ]
 [ 0.31413251]
 [ 0.71862465]
 [ 0.31326815]
 [ 0.46530798]
 [ 0.97546196]
 [ 0.31502628]
 [ 0.78067553]
 [ 0.62286562]
 [ 0.31326357]
 [ 0.35665286]
 [ 1.29909539]
 [ 0.48460853]
 [ 0.69336027]
 [ 0.38356319]
 [ 0.31341785]
 [ 0.3134622 ]
 [ 0.31351501]
 [ 0.34456852]
 [ 0.6941613 ]
 [ 0.31558198]
 [ 0.3147648 ]
 [ 0.31337899]
 [ 0.31382233]
 [ 0.31927618]
 [ 0.69661814]
 [ 0.32289037]
 [ 0.62764412]
 [ 0.31464544]
 [ 0.70203805]
 [ 0.31373173]
 [ 0.31326866]
 [ 0.33472452]
 [ 0.31701487]
 [ 1.15820038]
 [ 0.3460623 ]
 [ 0.62029433]
 [ 0.31373742]
 [ 0.31326196]
 [ 0.31379995]
 [ 0.80524194]
 [ 0.69315749]
 [ 0.56003195]
 [ 0.35288909]
 [ 0.313263  ]
 [ 0.42518681]
 [ 0.36749434]
 [ 0.31327593]
 [ 0.45894206]
 [ 0.31334555]
 [ 1.30723548]
 [ 0.70809478]
 [ 0.69336128]
 [ 0.31327334]
 [ 0.31489804]
 [ 0.69499463]
 [ 0.71813524]
 [ 0.91004032]
 [ 0.33201647]
 [ 0.31745031]
 [ 0.31327111]
 [ 0.69314831]
 [ 0.4347913 ]
 [ 0.3150456 ]
 [ 0.3795476 ]
 [ 0.88336527]
 [ 0.96787155]
 [ 0.49481928]
 [ 0.31808895]
 [ 1.3046155 ]
 [ 1.03361034]
 [ 0.70561159]
 [ 0.69361621]
 [ 0.69528234]
 [ 0.34560427]
 [ 0.31328636]
 [ 0.31967264]
 [ 0.31945127]
 [ 0.31604686]
 [ 0.68598402]
 [ 0.32847565]
 [ 0.32180905]
 [ 0.38539591]
 [ 0.31477365]
 [ 0.91715986]
 [ 0.67005527]
 [ 0.43241984]
 [ 0.31330475]
 [ 0.4432162 ]
 [ 0.66913575]
 [ 0.3133122 ]
 [ 0.55775154]
 [ 0.32447451]
 [ 0.69324726]
 [ 0.69272387]
 [ 0.69314784]
 [ 0.69319141]
 [ 0.31342721]
 [ 0.31613916]
 [ 0.31326979]
 [ 0.69314814]
 [ 0.6387403 ]
 [ 0.31995368]
 [ 0.60102373]
 [ 0.31486502]
 [ 0.69876087]
 [ 1.28780973]
 [ 0.65529305]
 [ 0.57515305]
 [ 0.40932703]
 [ 0.31374344]
 [ 1.29217196]
 [ 0.77828431]
 [ 0.31608114]
 [ 0.31559363]
 [ 0.31326658]
 [ 0.69319504]
 [ 0.31582808]
 [ 0.69324553]
 [ 0.6911993 ]
 [ 0.69423157]
 [ 0.31335482]
 [ 0.59160131]
 [ 0.31327623]
 [ 0.31339589]
 [ 0.54515421]
 [ 0.69314778]
 [ 0.69316024]
 [ 0.86253071]
 [ 1.25090718]
 [ 0.93964076]
 [ 0.31449625]
 [ 0.48282197]
 [ 0.69407707]
 [ 0.69315177]
 [ 0.31352392]
 [ 0.69533134]
 [ 0.31380236]
 [ 1.31213248]
 [ 1.01583123]
 [ 0.80167574]
 [ 0.60874027]
 [ 0.64661533]
 [ 0.49760473]
 [ 0.31326523]
 [ 0.32756883]
 [ 0.32124302]
 [ 0.69314903]
 [ 0.69651288]
 [ 0.31336534]
 [ 0.6931771 ]
 [ 0.31333667]
 [ 0.69299924]
 [ 0.69267768]
 [ 0.69593662]
 [ 1.21787608]
 [ 0.69315964]
 [ 1.17143381]
 [ 0.37647247]
 [ 1.2141422 ]
 [ 0.93661612]
 [ 0.69314766]
 [ 0.69572997]
 [ 0.37337244]
 [ 0.66435558]
 [ 0.31333444]
 [ 0.31327176]
 [ 0.40286449]
 [ 0.69324142]
 [ 0.69314718]
 [ 0.47289288]
 [ 0.69354439]
 [ 0.69880682]
 [ 0.31326485]
 [ 0.58777571]
 [ 0.31326622]
 [ 0.69315934]
 [ 0.69314784]
 [ 0.69322437]
 [ 0.32533076]
 [ 0.31337336]
 [ 0.31382442]
 [ 0.80354834]
 [ 0.73820382]
 [ 0.62848043]
 [ 0.69314849]
 [ 0.62784153]
 [ 0.69314688]
 [ 0.650262  ]
 [ 0.31425789]
 [ 0.51588148]
 [ 0.36102366]
 [ 0.31326407]
 [ 0.32754615]
 [ 1.15365005]
 [ 1.17733121]
 [ 0.39073548]
 [ 0.31573239]
 [ 0.69299519]
 [ 0.69121778]
 [ 0.69987172]
 [ 0.33155581]
 [ 0.46869791]
 [ 0.99708295]
 [ 0.32503417]
 [ 0.6932252 ]
 [ 0.69215286]
 [ 0.65278763]
 [ 0.8152656 ]
 [ 0.69402879]
 [ 0.31330419]
 [ 0.3204312 ]
 [ 0.31326747]
 [ 0.60121036]
 [ 0.33938646]
 [ 1.27702546]
 [ 0.31957409]
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 [ 0.38296697]
 [ 0.6983999 ]
 [ 1.30886602]
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 [ 0.74848485]
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 [ 0.32083359]
 [ 0.31361029]
 [ 0.8949827 ]
 [ 0.69579774]
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 [ 0.87304932]
 [ 0.52723157]
 [ 1.00045431]
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 [ 0.31329033]
 [ 0.709032  ]
 [ 0.43734017]
 [ 0.33451164]
 [ 0.71502078]
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 [ 0.69564998]
 [ 0.9149273 ]
 [ 0.31347269]
 [ 0.55440706]
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 [ 0.32070664]
 [ 0.70739824]
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 [ 0.37382323]
 [ 1.28508854]
 [ 1.03726268]
 [ 0.69954783]
 [ 0.32461837]
 [ 0.35217777]
 [ 1.08868849]
 [ 0.69313246]
 [ 1.30112565]
 [ 0.3138946 ]
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 [ 0.31332275]
 [ 0.31703803]
 [ 0.50584882]
 [ 0.4371548 ]
 [ 0.51961267]
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 [ 0.3192938 ]
 [ 0.31327984]
 [ 1.14499211]
 [ 0.34055662]
 [ 0.56523651]
 [ 0.31327507]
 [ 0.31329212]
 [ 0.37252909]
 [ 0.69387156]
 [ 0.79347616]
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 [ 0.3208732 ]
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 [ 0.6931746 ]
 [ 0.68134522]
 [ 0.33150572]
 [ 0.69581717]
 [ 0.66275334]
 [ 0.31906918]
 [ 0.9579469 ]
 [ 0.31450677]
 [ 0.3132647 ]
 [ 1.30069113]
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 [ 0.69151509]
 [ 0.31573135]
 [ 0.31497094]
 [ 0.59997916]
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 [ 0.31771439]
 [ 0.31557015]
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 [ 0.31406242]
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 [ 0.3133558 ]
 [ 0.88932681]
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 [ 0.7824353 ]
 [ 0.3214117 ]
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 [ 0.69316912]
 [ 0.32532215]
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 [ 0.693196  ]
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 [ 0.32301638]
 [ 0.69222921]
 [ 0.31759477]
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 [ 0.3314192 ]
 [ 0.6968872 ]
 [ 0.3133097 ]
 [ 1.30092669]
 [ 0.48832458]
 [ 0.31330532]
 [ 0.43984535]
 [ 0.33394751]
 [ 0.6935516 ]
 [ 0.69333315]
 [ 0.36446065]
 [ 0.69578665]
 [ 0.66540217]
 [ 1.31294465]
 [ 0.31344408]
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 [ 0.31327066]
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 [ 0.31326836]
 [ 0.60262638]
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 [ 0.32204282]
 [ 0.73008001]
 [ 1.21467113]
 [ 0.69314718]
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 [ 0.32165334]
 [ 1.21555197]
 [ 0.33189559]
 [ 0.31326291]
 [ 0.81327683]
 [ 0.34944099]
 [ 0.34123859]
 [ 0.31993693]
 [ 0.6931563 ]
 [ 0.5789569 ]
 [ 0.31336817]
 [ 0.38274336]
 [ 0.32814869]
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 [ 0.31357461]
 [ 0.63139045]
 [ 0.3253583 ]
 [ 0.31328538]
 [ 0.37502536]
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 [ 0.69292766]
 [ 0.68990046]
 [ 0.67437488]
 [ 0.65665793]
 [ 0.56873631]
 [ 0.33153373]
 [ 0.53257608]
 [ 1.27464986]
 [ 0.31555408]
 [ 0.3223294 ]
 [ 0.40629134]
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 [ 0.31470913]
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 [ 0.69562018]
 [ 0.68844885]
 [ 0.693147  ]
 [ 0.31390077]
 [ 0.69313025]
 [ 0.31375697]
 [ 0.31361687]
 [ 0.3172825 ]
 [ 0.89927977]
 [ 0.31385037]
 [ 0.68862665]
 [ 0.32718563]
 [ 0.31328475]
 [ 0.69467062]
 [ 0.68878388]
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 [ 0.31484836]
 [ 0.80261886]
 [ 0.32321385]
 [ 0.31930852]
 [ 0.31621024]
 [ 0.69355476]
 [ 0.35742986]
 [ 0.31391013]
 [ 0.40539691]
 [ 1.29226542]
 [ 0.36413884]
 [ 0.31468526]
 [ 0.31523433]
 [ 0.31330103]
 [ 0.77755404]
 [ 0.70416832]
 [ 0.32725736]
 [ 0.3229914 ]
 [ 0.31326196]
 [ 0.32859841]
 [ 0.45831531]
 [ 0.69577342]
 [ 0.43146437]
 [ 0.31333497]
 [ 0.31326348]
 [ 0.31345138]
 [ 0.45126447]
 [ 0.50164163]
 [ 0.34301409]
 [ 0.69005471]
 [ 0.3260636 ]
 [ 0.32902461]
 [ 0.3151722 ]
 [ 0.75833189]
 [ 0.33015114]
 [ 0.31336424]
 [ 0.68429089]
 [ 0.74113214]
 [ 0.93922782]
 [ 1.09039998]
 [ 0.9740504 ]
 [ 0.31333682]
 [ 0.31329149]
 [ 0.69321054]
 [ 0.69314796]
 [ 0.349612  ]
 [ 0.59641272]
 [ 0.69298416]
 [ 0.31533998]
 [ 0.31350216]
 [ 0.3267628 ]
 [ 0.31329229]
 [ 0.31346652]
 [ 0.32461792]
 [ 0.31864089]
 [ 0.3416588 ]
 [ 0.66118062]
 [ 0.32577357]
 [ 0.95652187]
 [ 0.69314742]
 [ 0.31351274]
 [ 0.3139073 ]
 [ 0.38160932]
 [ 0.31359136]
 [ 0.31387919]
 [ 0.31347635]
 [ 0.5973438 ]
 [ 1.06936908]
 [ 0.31357491]
 [ 0.3193731 ]
 [ 0.31551716]
 [ 0.31357956]
 [ 0.65015841]
 [ 0.33233497]
 [ 0.32882416]
 [ 0.72341579]
 [ 0.64696175]
 [ 0.69314897]
 [ 0.69338208]
 [ 0.31984371]
 [ 0.44398689]
 [ 0.41618967]
 [ 0.71919775]
 [ 0.31337044]
 [ 0.69978958]
 [ 0.31783426]
 [ 0.69328904]
 [ 0.31344488]
 [ 0.69344491]
 [ 0.32356071]
 [ 0.79361606]
 [ 0.33454886]
 [ 0.62767595]
 [ 0.69317716]
 [ 0.32305095]
 [ 0.31334397]
 [ 0.69502562]
 [ 0.31354046]
 [ 0.31428549]
 [ 0.31460577]
 [ 0.3192319 ]
 [ 0.69880015]
 [ 0.69355345]
 [ 0.52829504]
 [ 0.69314903]
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 [ 0.31332979]
 [ 0.31479344]
 [ 0.69409627]
 [ 0.69317299]
 [ 0.52519512]
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 [ 0.31524479]
 [ 0.3332915 ]
 [ 0.31326178]
 [ 0.71390426]
 [ 0.83295614]
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 [ 0.39182183]
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 [ 0.34684393]
 [ 0.31804478]
 [ 0.31388158]
 [ 0.42996877]
 [ 0.67220032]
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 [ 0.81673449]
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 [ 0.74395251]
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 [ 0.3448728 ]
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 [ 0.31328014]
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 [ 0.69509119]
 [ 0.69479483]
 [ 1.00210679]
 [ 0.31517637]
 [ 0.8486321 ]
 [ 1.22588181]
 [ 0.32283181]
 [ 0.63319778]
 [ 0.6919539 ]
 [ 0.31390142]
 [ 0.31328732]
 [ 0.69246483]
 [ 0.37677494]
 [ 0.69315952]
 [ 0.70866001]
 [ 0.38521048]
 [ 0.93979335]
 [ 0.31401876]
 [ 0.31326181]
 [ 0.6931513 ]
 [ 0.42562637]
 [ 0.80922282]
 [ 0.6770227 ]
 [ 0.42858356]
 [ 0.3704457 ]
 [ 0.31473964]
 [ 0.4092975 ]
 [ 0.7154761 ]
 [ 0.46930456]
 [ 0.69319332]
 [ 0.57107085]
 [ 0.74138141]
 [ 0.31337708]
 [ 0.80595523]
 [ 0.75447702]
 [ 0.32519919]
 [ 0.39717266]
 [ 0.69167906]
 [ 0.36995465]
 [ 0.94291484]
 [ 0.69348198]
 [ 0.63188624]
 [ 0.31349364]
 [ 0.31660551]
 [ 0.75764376]
 [ 0.40956208]
 [ 0.69378424]
 [ 1.29231346]
 [ 0.6726712 ]
 [ 0.32539022]
 [ 0.694076  ]
 [ 0.52094847]
 [ 0.31496102]
 [ 0.69314802]
 [ 0.69329959]
 [ 0.3196913 ]
 [ 0.32403553]
 [ 1.27871835]
 [ 0.31338581]
 [ 0.32541409]
 [ 1.11792874]
 [ 0.33661416]
 [ 0.31839734]
 [ 0.42531091]
 [ 0.33101085]
 [ 0.6847142 ]
 [ 0.67886084]
 [ 0.31421101]
 [ 1.29866707]
 [ 1.03309846]
 [ 0.69328445]
 [ 0.31472635]
 [ 0.31550103]
 [ 0.32447889]
 [ 0.36333013]
 [ 0.31407192]
 [ 0.31524169]
 [ 1.25762022]
 [ 0.69725788]
 [ 0.3145496 ]
 [ 0.31348193]
 [ 0.6947028 ]
 [ 0.69314206]
 [ 0.32736996]
 [ 0.6945256 ]
 [ 0.34190044]
 [ 0.69338793]
 [ 0.70723373]
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 [ 0.32707942]
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 [ 0.69470978]
 [ 0.81180114]
 [ 0.65750957]
 [ 0.7346437 ]
 [ 0.32891518]
 [ 0.69318175]
 [ 0.31344879]
 [ 0.69315267]
 [ 0.31416973]
 [ 0.32174772]
 [ 0.46488503]
 [ 0.31552026]
 [ 1.11729121]
 [ 0.31382501]]
epoch :  4000 , loss :  [[ 0.69414014]
 [ 0.31330773]
 [ 0.69315982]
 [ 0.31326377]
 [ 0.69314718]
 [ 0.32454926]
 [ 1.31322479]
 [ 0.6399163 ]
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 [ 0.69833398]
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 [ 1.29521179]
 [ 0.63080341]
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 [ 0.69314742]
 [ 1.00097203]
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 [ 0.41591951]
 [ 0.44563586]
 [ 0.69480652]
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 [ 0.31330225]
 [ 0.6040802 ]
 [ 0.32160005]
 [ 0.69211894]
 [ 0.87370783]
 [ 1.27491617]
 [ 0.70664901]
 [ 0.6906864 ]
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 [ 0.90190583]
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 [ 0.76555061]
 [ 0.63023913]
 [ 0.3132624 ]
 [ 0.34906971]
 [ 1.30183411]
 [ 0.48969263]
 [ 0.69324994]
 [ 0.38056296]
 [ 0.31335327]
 [ 0.31340316]
 [ 0.31341463]
 [ 0.34424511]
 [ 0.69364506]
 [ 0.31505078]
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 [ 0.31333017]
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 [ 0.31850582]
 [ 0.69565463]
 [ 0.32072249]
 [ 0.64282811]
 [ 0.31424892]
 [ 0.69845128]
 [ 0.31358016]
 [ 0.31326485]
 [ 0.33228782]
 [ 0.31615144]
 [ 1.16814101]
 [ 0.34059599]
 [ 0.63444173]
 [ 0.31359872]
 [ 0.31326181]
 [ 0.3136414 ]
 [ 0.80174345]
 [ 0.6931513 ]
 [ 0.56770951]
 [ 0.34465933]
 [ 0.31326216]
 [ 0.43043059]
 [ 0.36787358]
 [ 0.31326607]
 [ 0.46922839]
 [ 0.31330964]
 [ 1.30903792]
 [ 0.70450723]
 [ 0.69323236]
 [ 0.31326646]
 [ 0.31447288]
 [ 0.69412994]
 [ 0.71423942]
 [ 0.89808226]
 [ 0.33196628]
 [ 0.31692243]
 [ 0.31326595]
 [ 0.69314754]
 [ 0.44534147]
 [ 0.31444871]
 [ 0.37468624]
 [ 0.8700701 ]
 [ 0.91365218]
 [ 0.50714457]
 [ 0.31695029]
 [ 1.3073926 ]
 [ 1.03420854]
 [ 0.70149821]
 [ 0.69336569]
 [ 0.69442487]
 [ 0.3469677 ]
 [ 0.31327361]
 [ 0.31879091]
 [ 0.31842905]
 [ 0.31549495]
 [ 0.6881271 ]
 [ 0.32721046]
 [ 0.31942275]
 [ 0.38782158]
 [ 0.31440145]
 [ 0.89112294]
 [ 0.67688435]
 [ 0.44884875]
 [ 0.3132858 ]
 [ 0.44457757]
 [ 0.67502463]
 [ 0.31329066]
 [ 0.55887157]
 [ 0.32218456]
 [ 0.69319528]
 [ 0.69291413]
 [ 0.69314736]
 [ 0.69316596]
 [ 0.31337187]
 [ 0.31546891]
 [ 0.31326523]
 [ 0.69314742]
 [ 0.64420402]
 [ 0.31855917]
 [ 0.61746097]
 [ 0.31456241]
 [ 0.69716376]
 [ 1.29128098]
 [ 0.66585207]
 [ 0.58596718]
 [ 0.40984806]
 [ 0.3135387 ]
 [ 1.29738033]
 [ 0.76130331]
 [ 0.31561244]
 [ 0.31497952]
 [ 0.31326386]
 [ 0.69316936]
 [ 0.31508887]
 [ 0.69319719]
 [ 0.69202387]
 [ 0.69378668]
 [ 0.31330836]
 [ 0.61218798]
 [ 0.31326836]
 [ 0.31334114]
 [ 0.55036497]
 [ 0.6931473 ]
 [ 0.69315171]
 [ 0.88376868]
 [ 1.26157069]
 [ 0.94205964]
 [ 0.31410548]
 [ 0.48800373]
 [ 0.69365978]
 [ 0.69314849]
 [ 0.31346267]
 [ 0.69458747]
 [ 0.31361306]
 [ 1.3125366 ]
 [ 1.01457071]
 [ 0.77921492]
 [ 0.62890154]
 [ 0.65280235]
 [ 0.52056003]
 [ 0.31326312]
 [ 0.32635328]
 [ 0.31984112]
 [ 0.69314772]
 [ 0.69564945]
 [ 0.31332237]
 [ 0.69315964]
 [ 0.31330842]
 [ 0.69307262]
 [ 0.69289118]
 [ 0.69464922]
 [ 1.22556758]
 [ 0.69315153]
 [ 1.17507744]
 [ 0.37462008]
 [ 1.21376836]
 [ 0.91406226]
 [ 0.6931473 ]
 [ 0.69494891]
 [ 0.37279946]
 [ 0.6732319 ]
 [ 0.31330055]
 [ 0.31326595]
 [ 0.40324402]
 [ 0.69318515]
 [ 0.69314718]
 [ 0.48055154]
 [ 0.69336987]
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 [ 0.31326285]
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 [ 0.31326357]
 [ 0.69315183]
 [ 0.69314742]
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 [ 0.32241204]
 [ 0.31333345]
 [ 0.31361404]
 [ 0.78780478]
 [ 0.72364491]
 [ 0.63700569]
 [ 0.69314754]
 [ 0.64166594]
 [ 0.69314712]
 [ 0.6628505 ]
 [ 0.31391504]
 [ 0.5406242 ]
 [ 0.35210508]
 [ 0.31326258]
 [ 0.32721525]
 [ 1.12450612]
 [ 1.17265594]
 [ 0.3956587 ]
 [ 0.31519809]
 [ 0.69308341]
 [ 0.69203115]
 [ 0.6976009 ]
 [ 0.33004126]
 [ 0.4847002 ]
 [ 0.98342389]
 [ 0.32352388]
 [ 0.69317973]
 [ 0.69262296]
 [ 0.66500646]
 [ 0.80235249]
 [ 0.69359255]
 [ 0.31328338]
 [ 0.31831074]
 [ 0.31326386]
 [ 0.62084395]
 [ 0.33436954]
 [ 1.27753425]
 [ 0.31858909]
 [ 0.39346641]
 [ 0.32049328]
 [ 0.69342375]
 [ 0.59339744]
 [ 0.3805697 ]
 [ 0.69688296]
 [ 1.31046104]
 [ 0.69309473]
 [ 0.74096823]
 [ 0.31327125]
 [ 0.31898612]
 [ 0.31347242]
 [ 0.86824816]
 [ 0.69482571]
 [ 0.72251201]
 [ 0.68972868]
 [ 0.69163805]
 [ 0.86307251]
 [ 0.53321022]
 [ 0.97106594]
 [ 0.50487316]
 [ 0.69314969]
 [ 0.87725455]
 [ 0.31327465]
 [ 0.70516646]
 [ 0.42825711]
 [ 0.33074659]
 [ 0.70825666]
 [ 0.34147272]
 [ 0.69453907]
 [ 0.89937603]
 [ 0.31340185]
 [ 0.56990719]
 [ 1.07092452]
 [ 0.32025394]
 [ 0.70245492]
 [ 0.31495821]
 [ 0.31326306]
 [ 0.69331294]
 [ 0.32626542]
 [ 0.6934824 ]
 [ 0.37851539]
 [ 1.28935087]
 [ 1.01027775]
 [ 0.69788283]
 [ 0.32329634]
 [ 0.34712148]
 [ 1.08673823]
 [ 0.69314158]
 [ 1.3047024 ]
 [ 0.31366882]
 [ 0.68371421]
 [ 0.31327325]
 [ 0.69315916]
 [ 0.32857829]
 [ 0.31326491]
 [ 0.69313931]
 [ 0.69113237]
 [ 1.14206481]
 [ 0.69336075]
 [ 0.6931532 ]
 [ 0.31601596]
 [ 0.31329247]
 [ 0.31618038]
 [ 0.50574285]
 [ 0.4472596 ]
 [ 0.52424937]
 [ 0.44590583]
 [ 0.31782714]
 [ 0.31327051]
 [ 1.13863587]
 [ 0.33743238]
 [ 0.56708801]
 [ 0.31326839]
 [ 0.31327772]
 [ 0.37150419]
 [ 0.69358015]
 [ 0.77540588]
 [ 0.69323981]
 [ 0.31956658]
 [ 0.6931501 ]
 [ 0.69315815]
 [ 0.68497467]
 [ 0.32771298]
 [ 0.69476229]
 [ 0.6707207 ]
 [ 0.31835184]
 [ 0.95361125]
 [ 0.31429154]
 [ 0.31326285]
 [ 1.30541623]
 [ 0.69314718]
 [ 0.69230634]
 [ 0.3153677 ]
 [ 0.3144702 ]
 [ 0.61526525]
 [ 0.69336402]
 [ 0.31338087]
 [ 0.31364131]
 [ 0.69320005]
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 [ 0.31640229]
 [ 0.3150816 ]
 [ 0.31580317]
 [ 0.31379464]
 [ 0.31353539]
 [ 0.31331646]
 [ 0.86557883]
 [ 0.93659049]
 [ 0.76752639]
 [ 0.31989217]
 [ 0.3137452 ]
 [ 0.69315612]
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 [ 1.30615759]
 [ 1.03596389]
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 [ 0.62682396]
 [ 1.22271037]
 [ 0.32139531]
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 [ 0.69314879]
 [ 0.46026221]
 [ 0.32098603]
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 [ 0.31636071]
 [ 0.70110911]
 [ 0.69348025]
 [ 0.32989201]
 [ 0.69544333]
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 [ 1.30402923]
 [ 0.4840394 ]
 [ 0.31328499]
 [ 0.44907326]
 [ 0.33412135]
 [ 0.69334775]
 [ 0.69324392]
 [ 0.36595625]
 [ 0.69474745]
 [ 0.66895705]
 [ 1.3130883 ]
 [ 0.31336373]
 [ 0.31331784]
 [ 0.31326577]
 [ 0.37423354]
 [ 0.31527162]
 [ 0.69336075]
 [ 0.69217783]
 [ 0.684322  ]
 [ 0.31326485]
 [ 0.6096586 ]
 [ 0.69315565]
 [ 0.31329182]
 [ 0.32063422]
 [ 0.72114068]
 [ 1.20551801]
 [ 0.69314718]
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 [ 0.31952503]
 [ 1.22068298]
 [ 0.32986051]
 [ 0.31326216]
 [ 0.80502665]
 [ 0.35008818]
 [ 0.33836499]
 [ 0.31912231]
 [ 0.69314998]
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 [ 0.31332123]
 [ 0.3815448 ]
 [ 0.32587925]
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 [ 0.31428954]
 [ 0.31345859]
 [ 0.63353455]
 [ 0.32504517]
 [ 0.31327599]
 [ 0.37621766]
 [ 0.89839447]
 [ 0.6930353 ]
 [ 0.69104421]
 [ 0.68031889]
 [ 0.66923529]
 [ 0.57206839]
 [ 0.32890651]
 [ 0.54765171]
 [ 1.28439403]
 [ 0.31489995]
 [ 0.32008952]
 [ 0.40497094]
 [ 0.69764769]
 [ 0.59449637]
 [ 0.313274  ]
 [ 0.31426275]
 [ 0.6931538 ]
 [ 0.69454682]
 [ 0.69049466]
 [ 0.69314712]
 [ 0.31371394]
 [ 0.69313997]
 [ 0.31358519]
 [ 0.31347373]
 [ 0.31650642]
 [ 0.87937677]
 [ 0.31365713]
 [ 0.69017464]
 [ 0.32464543]
 [ 0.31327316]
 [ 0.69406259]
 [ 0.69028246]
 [ 0.31331247]
 [ 0.31446874]
 [ 0.77851075]
 [ 0.32224536]
 [ 0.31812188]
 [ 0.31544304]
 [ 0.69337732]
 [ 0.35722619]
 [ 0.31375018]
 [ 0.40346473]
 [ 1.29355812]
 [ 0.3672426 ]
 [ 0.3142983 ]
 [ 0.31464112]
 [ 0.31328368]
 [ 0.76378465]
 [ 0.7013185 ]
 [ 0.32722184]
 [ 0.32127994]
 [ 0.31326181]
 [ 0.3250944 ]
 [ 0.46867275]
 [ 0.6946581 ]
 [ 0.43613029]
 [ 0.31330851]
 [ 0.3132624 ]
 [ 0.31337029]
 [ 0.45993188]
 [ 0.51153374]
 [ 0.34147203]
 [ 0.69134796]
 [ 0.32326487]
 [ 0.32743683]
 [ 0.31467733]
 [ 0.74514806]
 [ 0.32657763]
 [ 0.31332532]
 [ 0.68695867]
 [ 0.73975736]
 [ 0.91921139]
 [ 1.09019744]
 [ 0.94951355]
 [ 0.31329975]
 [ 0.31327543]
 [ 0.69317859]
 [ 0.69314742]
 [ 0.34829149]
 [ 0.5959689 ]
 [ 0.69304776]
 [ 0.31483299]
 [ 0.31340441]
 [ 0.32370993]
 [ 0.31327721]
 [ 0.31339112]
 [ 0.32263595]
 [ 0.31760776]
 [ 0.33879507]
 [ 0.67317259]
 [ 0.32407102]
 [ 0.94449204]
 [ 0.6931473 ]
 [ 0.31340906]
 [ 0.31371722]
 [ 0.37812033]
 [ 0.31348437]
 [ 0.31365913]
 [ 0.31340033]
 [ 0.60759014]
 [ 1.05418491]
 [ 0.31345409]
 [ 0.3170546 ]
 [ 0.31489033]
 [ 0.31347787]
 [ 0.65508813]
 [ 0.33039469]
 [ 0.32905051]
 [ 0.71620119]
 [ 0.65702313]
 [ 0.69314796]
 [ 0.69326538]
 [ 0.31914461]
 [ 0.46307015]
 [ 0.42066839]
 [ 0.70976675]
 [ 0.31333327]
 [ 0.69724542]
 [ 0.31670269]
 [ 0.69322151]
 [ 0.31337196]
 [ 0.69328165]
 [ 0.32067394]
 [ 0.78404832]
 [ 0.33374667]
 [ 0.63705826]
 [ 0.69315976]
 [ 0.32221395]
 [ 0.31332192]
 [ 0.69432956]
 [ 0.31345958]
 [ 0.31391558]
 [ 0.31420159]
 [ 0.31775269]
 [ 0.69678408]
 [ 0.69336081]
 [ 0.55204654]
 [ 0.69314784]
 [ 0.31326348]
 [ 0.69271374]
 [ 0.31330025]
 [ 0.31446689]
 [ 0.69362921]
 [ 0.69315869]
 [ 0.53905237]
 [ 0.69729459]
 [ 0.31456757]
 [ 0.32786551]
 [ 0.31326175]
 [ 0.70715261]
 [ 0.80997503]
 [ 0.31836262]
 [ 0.39170441]
 [ 0.69314718]
 [ 0.34862238]
 [ 0.31703082]
 [ 0.3135969 ]
 [ 0.4336386 ]
 [ 0.67774087]
 [ 0.52065039]
 [ 0.31334546]
 [ 0.79904544]
 [ 0.31896484]
 [ 0.32079354]
 [ 0.31380352]
 [ 0.31823406]
 [ 0.76326644]
 [ 0.31620827]
 [ 0.31344882]
 [ 0.98784536]
 [ 0.31326208]
 [ 0.31956613]
 [ 0.6112088 ]
 [ 0.73598874]
 [ 0.31864688]
 [ 0.31498826]
 [ 0.689798  ]
 [ 0.95244145]
 [ 0.69315195]
 [ 0.92493165]
 [ 0.32686839]
 [ 0.31326666]
 [ 0.32087857]
 [ 0.33985311]
 [ 0.38109124]
 [ 0.31353515]
 [ 0.69373095]
 [ 0.31327012]
 [ 0.65980297]
 [ 1.30506468]
 [ 0.691504  ]
 [ 0.69314718]
 [ 0.69457829]
 [ 0.69417524]
 [ 0.97266316]
 [ 0.31441864]
 [ 0.82209766]
 [ 1.22295952]
 [ 0.3221066 ]
 [ 0.64291024]
 [ 0.69250929]
 [ 0.31377378]
 [ 0.31327328]
 [ 0.69275022]
 [ 0.37638617]
 [ 0.69315225]
 [ 0.70529568]
 [ 0.39027017]
 [ 0.91306841]
 [ 0.31380832]
 [ 0.31326175]
 [ 0.69314843]
 [ 0.43527651]
 [ 0.80198139]
 [ 0.68125033]
 [ 0.428561  ]
 [ 0.3649976 ]
 [ 0.31451771]
 [ 0.40205526]
 [ 0.71089625]
 [ 0.46749514]
 [ 0.69317043]
 [ 0.58166659]
 [ 0.7315191 ]
 [ 0.31332517]
 [ 0.78936028]
 [ 0.74429208]
 [ 0.32353541]
 [ 0.39498129]
 [ 0.69233328]
 [ 0.36655957]
 [ 0.92584503]
 [ 0.69332659]
 [ 0.64545065]
 [ 0.31339574]
 [ 0.31591243]
 [ 0.74076241]
 [ 0.42659566]
 [ 0.69349748]
 [ 1.29572129]
 [ 0.67997038]
 [ 0.32267821]
 [ 0.69356573]
 [ 0.5486815 ]
 [ 0.31438789]
 [ 0.69314742]
 [ 0.69322938]
 [ 0.31925189]
 [ 0.32193729]
 [ 1.28065658]
 [ 0.31333405]
 [ 0.32384005]
 [ 1.12486994]
 [ 0.33296195]
 [ 0.31660837]
 [ 0.42954978]
 [ 0.32775411]
 [ 0.68759388]
 [ 0.68024904]
 [ 0.31393877]
 [ 1.30270493]
 [ 1.04592752]
 [ 0.69322252]
 [ 0.31433886]
 [ 0.31474218]
 [ 0.32403159]
 [ 0.35829112]
 [ 0.31389913]
 [ 0.31493282]
 [ 1.26458752]
 [ 0.69560951]
 [ 0.31431553]
 [ 0.31340048]
 [ 0.69415754]
 [ 0.69314528]
 [ 0.32492545]
 [ 0.69400555]
 [ 0.33819452]
 [ 0.69326282]
 [ 0.70295161]
 [ 0.6937083 ]
 [ 0.32370195]
 [ 0.3149049 ]
 [ 0.69314796]
 [ 0.69400734]
 [ 0.81233829]
 [ 0.66352963]
 [ 0.72345167]
 [ 0.32589161]
 [ 0.69316339]
 [ 0.31337249]
 [ 0.69314891]
 [ 0.31389332]
 [ 0.32013088]
 [ 0.47843826]
 [ 0.31485456]
 [ 1.11620033]
 [ 0.31363359]]
epoch :  5000 , loss :  [[ 0.69375145]
 [ 0.31328949]
 [ 0.69315308]
 [ 0.31326267]
 [ 0.69314718]
 [ 0.32252488]
 [ 1.31324053]
 [ 0.65148538]
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 [ 0.86291802]
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 [ 0.69314802]
 [ 0.69312346]
 [ 0.69314998]
 [ 1.1429913 ]
 [ 0.69678134]
 [ 1.24107611]
 [ 0.32663924]
 [ 1.29882646]
 [ 0.63593912]
 [ 0.38457304]
 [ 0.6931473 ]
 [ 0.98484492]
 [ 1.10845935]
 [ 0.69362324]
 [ 0.31327137]
 [ 0.48667315]
 [ 0.41018644]
 [ 0.45388746]
 [ 0.6942808 ]
 [ 0.31326354]
 [ 0.31328353]
 [ 0.61944079]
 [ 0.3204169 ]
 [ 0.6925261 ]
 [ 0.85214758]
 [ 1.2796489 ]
 [ 0.70384759]
 [ 0.69150275]
 [ 0.69280589]
 [ 0.31361443]
 [ 0.69314951]
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 [ 0.69314718]
 [ 0.6821295 ]
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 [ 0.6931507 ]
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 [ 0.46936601]
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 [ 0.75171459]
 [ 0.63371813]
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 [ 0.34519014]
 [ 1.30375171]
 [ 0.49613881]
 [ 0.69319969]
 [ 0.38032377]
 [ 0.31331891]
 [ 0.31336179]
 [ 0.31336018]
 [ 0.34365755]
 [ 0.69342351]
 [ 0.31468654]
 [ 0.31441912]
 [ 0.31330276]
 [ 0.31351042]
 [ 0.31811041]
 [ 0.69501454]
 [ 0.31932813]
 [ 0.65368879]
 [ 0.31399074]
 [ 0.69636267]
 [ 0.31348681]
 [ 0.31326318]
 [ 0.33088166]
 [ 0.31554484]
 [ 1.18097413]
 [ 0.3370454 ]
 [ 0.64487052]
 [ 0.31350365]
 [ 0.31326175]
 [ 0.31354469]
 [ 0.80133313]
 [ 0.69314915]
 [ 0.57161313]
 [ 0.34018826]
 [ 0.31326193]
 [ 0.43084225]
 [ 0.36540335]
 [ 0.31326342]
 [ 0.47661757]
 [ 0.31329092]
 [ 1.30991185]
 [ 0.70195842]
 [ 0.6931867 ]
 [ 0.31326398]
 [ 0.31416515]
 [ 0.69372237]
 [ 0.71167928]
 [ 0.89103806]
 [ 0.33103871]
 [ 0.31650162]
 [ 0.31326386]
 [ 0.6931473 ]
 [ 0.45396128]
 [ 0.31410971]
 [ 0.36858457]
 [ 0.85499537]
 [ 0.89021182]
 [ 0.51570302]
 [ 0.31610966]
 [ 1.30903983]
 [ 1.03432417]
 [ 0.69893295]
 [ 0.69326127]
 [ 0.6939832 ]
 [ 0.34797084]
 [ 0.31326836]
 [ 0.31798962]
 [ 0.31776834]
 [ 0.31519935]
 [ 0.6896137 ]
 [ 0.32615253]
 [ 0.31779286]
 [ 0.38918537]
 [ 0.3141354 ]
 [ 0.87092376]
 [ 0.68111944]
 [ 0.46344268]
 [ 0.3132765 ]
 [ 0.44521353]
 [ 0.67817748]
 [ 0.31327963]
 [ 0.55848575]
 [ 0.3204816 ]
 [ 0.69317108]
 [ 0.69300544]
 [ 0.69314724]
 [ 0.69315624]
 [ 0.31333572]
 [ 0.31501523]
 [ 0.31326348]
 [ 0.69314724]
 [ 0.64952266]
 [ 0.31757766]
 [ 0.63096184]
 [ 0.31427935]
 [ 0.69599563]
 [ 1.29340279]
 [ 0.67250383]
 [ 0.59348327]
 [ 0.40862674]
 [ 0.31344557]
 [ 1.30072355]
 [ 0.74785161]
 [ 0.3152293 ]
 [ 0.31452444]
 [ 0.31326273]
 [ 0.69315815]
 [ 0.31461346]
 [ 0.693174  ]
 [ 0.69240963]
 [ 0.69355524]
 [ 0.31328815]
 [ 0.62989932]
 [ 0.31326503]
 [ 0.31331131]
 [ 0.55346769]
 [ 0.69314724]
 [ 0.69314903]
 [ 0.89522582]
 [ 1.26685095]
 [ 0.93720812]
 [ 0.31383586]
 [ 0.49488926]
 [ 0.69345593]
 [ 0.69314766]
 [ 0.31341887]
 [ 0.69412833]
 [ 0.31348467]
 [ 1.31274772]
 [ 1.01308322]
 [ 0.76421809]
 [ 0.6438995 ]
 [ 0.65654647]
 [ 0.5431006 ]
 [ 0.31326237]
 [ 0.32499588]
 [ 0.31897733]
 [ 0.69314742]
 [ 0.69506723]
 [ 0.31329775]
 [ 0.69315296]
 [ 0.31329191]
 [ 0.69310707]
 [ 0.69299668]
 [ 0.69400877]
 [ 1.22818971]
 [ 0.69314891]
 [ 1.17833269]
 [ 0.37437713]
 [ 1.21170008]
 [ 0.90281934]
 [ 0.69314724]
 [ 0.69452262]
 [ 0.37171155]
 [ 0.67829692]
 [ 0.31328484]
 [ 0.31326374]
 [ 0.40500087]
 [ 0.69316542]
 [ 0.69314718]
 [ 0.49132395]
 [ 0.69328159]
 [ 0.69540495]
 [ 0.31326219]
 [ 0.60902774]
 [ 0.31326261]
 [ 0.69314927]
 [ 0.69314724]
 [ 0.69316244]
 [ 0.32094416]
 [ 0.31330717]
 [ 0.31350249]
 [ 0.77761674]
 [ 0.71471089]
 [ 0.64322382]
 [ 0.6931473 ]
 [ 0.65162003]
 [ 0.69314718]
 [ 0.67108721]
 [ 0.31372422]
 [ 0.55758232]
 [ 0.34600085]
 [ 0.3132621 ]
 [ 0.32708469]
 [ 1.09099388]
 [ 1.17756844]
 [ 0.39723277]
 [ 0.31481126]
 [ 0.69311619]
 [ 0.69245678]
 [ 0.69634628]
 [ 0.32883716]
 [ 0.49410954]
 [ 0.97848868]
 [ 0.32252187]
 [ 0.6931625 ]
 [ 0.69283324]
 [ 0.67209315]
 [ 0.79503673]
 [ 0.6933884 ]
 [ 0.3132734 ]
 [ 0.31697416]
 [ 0.31326258]
 [ 0.63505715]
 [ 0.33053493]
 [ 1.27776849]
 [ 0.31812704]
 [ 0.38904002]
 [ 0.31989977]
 [ 0.69330156]
 [ 0.60890979]
 [ 0.38192058]
 [ 0.69589537]
 [ 1.31143522]
 [ 0.69311947]
 [ 0.73574859]
 [ 0.31326717]
 [ 0.31777504]
 [ 0.31340331]
 [ 0.84328735]
 [ 0.6942898 ]
 [ 0.71672934]
 [ 0.69088435]
 [ 0.69221783]
 [ 0.85582054]
 [ 0.54587471]
 [ 0.937644  ]
 [ 0.51111495]
 [ 0.6931482 ]
 [ 0.86611176]
 [ 0.31326839]
 [ 0.70261824]
 [ 0.42103574]
 [ 0.32787782]
 [ 0.70365262]
 [ 0.34193009]
 [ 0.69393235]
 [ 0.88726377]
 [ 0.31335896]
 [ 0.58537912]
 [ 1.07112789]
 [ 0.3198339 ]
 [ 0.69952387]
 [ 0.31456289]
 [ 0.31326231]
 [ 0.69324827]
 [ 0.32431456]
 [ 0.69336236]
 [ 0.38295707]
 [ 1.29256725]
 [ 0.98292637]
 [ 0.6963855 ]
 [ 0.32174209]
 [ 0.34384546]
 [ 1.08901715]
 [ 0.69314474]
 [ 1.30691862]
 [ 0.31354442]
 [ 0.68701237]
 [ 0.31326839]
 [ 0.69315308]
 [ 0.32710725]
 [ 0.31326333]
 [ 0.69314373]
 [ 0.69189364]
 [ 1.15055215]
 [ 0.69326401]
 [ 0.69315004]
 [ 0.31543702]
 [ 0.31327897]
 [ 0.31554109]
 [ 0.5066154 ]
 [ 0.45237386]
 [ 0.53088784]
 [ 0.45411462]
 [ 0.31680506]
 [ 0.31326658]
 [ 1.13550222]
 [ 0.33451533]
 [ 0.56980509]
 [ 0.31326523]
 [ 0.31327102]
 [ 0.36728451]
 [ 0.69341689]
 [ 0.76514643]
 [ 0.69318736]
 [ 0.31881586]
 [ 0.69314849]
 [ 0.69315213]
 [ 0.6868512 ]
 [ 0.32498345]
 [ 0.6942749 ]
 [ 0.67605835]
 [ 0.31773815]
 [ 0.94779384]
 [ 0.31413826]
 [ 0.31326225]
 [ 1.30790102]
 [ 0.69314718]
 [ 0.69268012]
 [ 0.31508464]
 [ 0.31413147]
 [ 0.62424964]
 [ 0.69326389]
 [ 0.31334373]
 [ 0.31351569]
 [ 0.69317532]
 [ 0.52519494]
 [ 0.31562215]
 [ 0.31483591]
 [ 0.31537488]
 [ 0.31364393]
 [ 0.31343788]
 [ 0.31329614]
 [ 0.84659058]
 [ 0.92454296]
 [ 0.75707018]
 [ 0.31890324]
 [ 0.31359249]
 [ 0.69315141]
 [ 0.32351586]
 [ 0.31344637]
 [ 0.69325256]
 [ 0.68927705]
 [ 0.31419101]
 [ 0.70402735]
 [ 0.31327739]
 [ 0.6931572 ]
 [ 1.30779457]
 [ 1.04397035]
 [ 0.31354123]
 [ 0.69354296]
 [ 0.63873804]
 [ 1.23238599]
 [ 0.3203719 ]
 [ 0.69314724]
 [ 0.69314784]
 [ 0.46383798]
 [ 0.31954432]
 [ 0.69283432]
 [ 0.31554982]
 [ 0.69851232]
 [ 0.69334674]
 [ 0.32869473]
 [ 0.6946677 ]
 [ 0.31327334]
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 [ 0.31327504]
 [ 0.45475501]
 [ 0.33300588]
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 [ 0.36712557]
 [ 0.69422728]
 [ 0.67307407]
 [ 1.31316066]
 [ 0.31332234]
 [ 0.31329659]
 [ 0.3132638 ]
 [ 0.36744305]
 [ 0.31494844]
 [ 0.69326007]
 [ 0.6925984 ]
 [ 0.68636906]
 [ 0.31326333]
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 [ 0.69315106]
 [ 0.31327948]
 [ 0.31963989]
 [ 0.71478665]
 [ 1.19840896]
 [ 0.69314718]
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 [ 0.31838912]
 [ 1.22158086]
 [ 0.32932794]
 [ 0.31326193]
 [ 0.79899776]
 [ 0.35131124]
 [ 0.33436358]
 [ 0.31831363]
 [ 0.69314814]
 [ 0.60108966]
 [ 0.31329891]
 [ 0.37997815]
 [ 0.3248654 ]
 [ 0.31326386]
 [ 0.31403497]
 [ 0.31339481]
 [ 0.64024329]
 [ 0.32493794]
 [ 0.31327131]
 [ 0.37881896]
 [ 0.88128209]
 [ 0.69308543]
 [ 0.69166702]
 [ 0.6841954 ]
 [ 0.67685533]
 [ 0.5761686 ]
 [ 0.32673329]
 [ 0.56137973]
 [ 1.29068065]
 [ 0.31457677]
 [ 0.31885284]
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 [ 0.69625777]
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 [ 0.69399327]
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 [ 0.69314718]
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 [ 0.69314367]
 [ 0.3134838 ]
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 [ 0.31353152]
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 [ 0.69327778]
 [ 0.35506028]
 [ 0.31362084]
 [ 0.40096086]
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 [ 0.37074471]
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 [ 0.75255746]
 [ 0.69913602]
 [ 0.32717052]
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 [ 0.32296371]
 [ 0.47574186]
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 [ 0.47208458]
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 [ 0.31433561]
 [ 0.73682201]
 [ 0.32441905]
 [ 0.31330201]
 [ 0.68888491]
 [ 0.73712945]
 [ 0.90254843]
 [ 1.08807302]
 [ 0.9267565 ]
 [ 0.31328386]
 [ 0.31326881]
 [ 0.69316328]
 [ 0.6931473 ]
 [ 0.34741473]
 [ 0.59432018]
 [ 0.69308716]
 [ 0.31442806]
 [ 0.31335372]
 [ 0.32147175]
 [ 0.3132703 ]
 [ 0.31334639]
 [ 0.32141522]
 [ 0.31668919]
 [ 0.33618402]
 [ 0.67959523]
 [ 0.32309026]
 [ 0.94006217]
 [ 0.69314724]
 [ 0.31335321]
 [ 0.31360707]
 [ 0.37732294]
 [ 0.31342131]
 [ 0.31352031]
 [ 0.31335449]
 [ 0.61633265]
 [ 1.03783607]
 [ 0.31338245]
 [ 0.31579402]
 [ 0.31449839]
 [ 0.31341451]
 [ 0.65998101]
 [ 0.32792312]
 [ 0.3291316 ]
 [ 0.71259415]
 [ 0.66466671]
 [ 0.6931476 ]
 [ 0.69321257]
 [ 0.31862187]
 [ 0.48268327]
 [ 0.42320931]
 [ 0.70443124]
 [ 0.31331074]
 [ 0.69591206]
 [ 0.31596959]
 [ 0.6931892 ]
 [ 0.31333479]
 [ 0.6932143 ]
 [ 0.31880465]
 [ 0.77875215]
 [ 0.33301035]
 [ 0.64470512]
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 [ 0.31330264]
 [ 0.69398439]
 [ 0.31340295]
 [ 0.31372005]
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 [ 0.31671104]
 [ 0.69561082]
 [ 0.69327402]
 [ 0.56323081]
 [ 0.69314742]
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 [ 0.31328541]
 [ 0.31422606]
 [ 0.69342297]
 [ 0.69315279]
 [ 0.55395365]
 [ 0.69573063]
 [ 0.31416926]
 [ 0.32495856]
 [ 0.31326169]
 [ 0.7027213 ]
 [ 0.79243267]
 [ 0.3170096 ]
 [ 0.39350376]
 [ 0.69314718]
 [ 0.34952962]
 [ 0.31609586]
 [ 0.31346545]
 [ 0.43608898]
 [ 0.68131334]
 [ 0.52327907]
 [ 0.31331742]
 [ 0.78543758]
 [ 0.3179915 ]
 [ 0.31929755]
 [ 0.3136307 ]
 [ 0.3175911 ]
 [ 0.74823654]
 [ 0.31546894]
 [ 0.31338486]
 [ 0.9733507 ]
 [ 0.31326184]
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 [ 0.61906457]
 [ 0.73043722]
 [ 0.31763163]
 [ 0.3145479 ]
 [ 0.69082725]
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 [ 0.69314903]
 [ 0.91092062]
 [ 0.3270385 ]
 [ 0.31326428]
 [ 0.31976172]
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 [ 0.69314718]
 [ 0.69417632]
 [ 0.69380754]
 [ 0.95421886]
 [ 0.31401503]
 [ 0.80657148]
 [ 1.2184844 ]
 [ 0.32126689]
 [ 0.65179461]
 [ 0.69277263]
 [ 0.31365713]
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 [ 0.69290203]
 [ 0.37409729]
 [ 0.69314951]
 [ 0.70268482]
 [ 0.39422676]
 [ 0.90016192]
 [ 0.31367472]
 [ 0.31326169]
 [ 0.69314766]
 [ 0.44479474]
 [ 0.79514229]
 [ 0.68355608]
 [ 0.42945391]
 [ 0.36062229]
 [ 0.3142893 ]
 [ 0.39850417]
 [ 0.70848519]
 [ 0.47042194]
 [ 0.69315892]
 [ 0.59042096]
 [ 0.72499514]
 [ 0.31329861]
 [ 0.7744925 ]
 [ 0.73581398]
 [ 0.3224915 ]
 [ 0.39668319]
 [ 0.69264114]
 [ 0.36398676]
 [ 0.91124415]
 [ 0.69325477]
 [ 0.65198749]
 [ 0.31334859]
 [ 0.31543177]
 [ 0.72954917]
 [ 0.43767199]
 [ 0.69335473]
 [ 1.29849446]
 [ 0.68413836]
 [ 0.3210842 ]
 [ 0.693362  ]
 [ 0.57020861]
 [ 0.31403714]
 [ 0.69314724]
 [ 0.69319451]
 [ 0.31900561]
 [ 0.32018885]
 [ 1.28332937]
 [ 0.31330812]
 [ 0.32196394]
 [ 1.13385463]
 [ 0.33048019]
 [ 0.31552991]
 [ 0.43067163]
 [ 0.32545656]
 [ 0.68952984]
 [ 0.68185407]
 [ 0.31374034]
 [ 1.30505061]
 [ 1.0470171 ]
 [ 0.69319117]
 [ 0.31407815]
 [ 0.31425962]
 [ 0.32326841]
 [ 0.35642588]
 [ 0.31378138]
 [ 0.31461135]
 [ 1.27273405]
 [ 0.69468677]
 [ 0.31411901]
 [ 0.31335402]
 [ 0.69381189]
 [ 0.69314647]
 [ 0.32390028]
 [ 0.69372982]
 [ 0.33470172]
 [ 0.69320935]
 [ 0.7005477 ]
 [ 0.69349849]
 [ 0.32138845]
 [ 0.31459016]
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 [ 0.69365519]
 [ 0.81157845]
 [ 0.66875702]
 [ 0.71685213]
 [ 0.32338208]
 [ 0.69315583]
 [ 0.3133328 ]
 [ 0.69314784]
 [ 0.31372997]
 [ 0.3189452 ]
 [ 0.48749214]
 [ 0.31448725]
 [ 1.12629199]
 [ 0.31351683]]
epoch :  6000 , loss :  [[ 0.69354427]
 [ 0.31327897]
 [ 0.69315016]
 [ 0.31326219]
 [ 0.69314718]
 [ 0.32106718]
 [ 1.31324899]
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 [ 0.8579582 ]
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 [ 0.69573033]
 [ 1.24560869]
 [ 0.32490486]
 [ 1.3015455 ]
 [ 0.64097899]
 [ 0.3825669 ]
 [ 0.69314724]
 [ 0.96547008]
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 [ 0.40583327]
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 [ 0.69394398]
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 [ 0.63231891]
 [ 0.31952551]
 [ 0.69276083]
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 [ 1.28420162]
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 [ 0.69292611]
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 [ 0.6922431 ]
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 [ 0.85434628]
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 [ 0.50352532]
 [ 0.69317514]
 [ 0.3815701 ]
 [ 0.31329894]
 [ 0.31333268]
 [ 0.31332803]
 [ 0.34293717]
 [ 0.69331247]
 [ 0.3144154 ]
 [ 0.31425974]
 [ 0.31328696]
 [ 0.31345111]
 [ 0.31789953]
 [ 0.69456899]
 [ 0.31835738]
 [ 0.66180575]
 [ 0.31381598]
 [ 0.69511914]
 [ 0.31342465]
 [ 0.3132624 ]
 [ 0.32997116]
 [ 0.31511444]
 [ 1.19535446]
 [ 0.33438775]
 [ 0.65279329]
 [ 0.31343728]
 [ 0.31326175]
 [ 0.31348187]
 [ 0.80222726]
 [ 0.6931482 ]
 [ 0.57321781]
 [ 0.33737892]
 [ 0.31326181]
 [ 0.42861167]
 [ 0.36135486]
 [ 0.31326249]
 [ 0.48211804]
 [ 0.31328046]
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 [ 0.70007813]
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 [ 0.31326288]
 [ 0.31394365]
 [ 0.69350582]
 [ 0.70998734]
 [ 0.88700438]
 [ 0.32976577]
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 [ 0.31326291]
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 [ 0.3138983 ]
 [ 0.36188641]
 [ 0.83937562]
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 [ 0.52230233]
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 [ 1.31011438]
 [ 1.03509331]
 [ 0.69727498]
 [ 0.69321132]
 [ 0.69372678]
 [ 0.34870869]
 [ 0.31326577]
 [ 0.31729391]
 [ 0.31730437]
 [ 0.3150351 ]
 [ 0.69064176]
 [ 0.32524994]
 [ 0.31661999]
 [ 0.38970354]
 [ 0.31394386]
 [ 0.85445523]
 [ 0.6839512 ]
 [ 0.4760797 ]
 [ 0.31327137]
 [ 0.44550887]
 [ 0.6799764 ]
 [ 0.31327331]
 [ 0.55759871]
 [ 0.31915832]
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 [ 0.69305491]
 [ 0.69314724]
 [ 0.69315189]
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 [ 0.31468776]
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 [ 0.69314724]
 [ 0.65421826]
 [ 0.31686255]
 [ 0.64218676]
 [ 0.31403732]
 [ 0.69516861]
 [ 1.29485619]
 [ 0.67695862]
 [ 0.59892976]
 [ 0.40647078]
 [ 0.31339481]
 [ 1.3030597 ]
 [ 0.73715115]
 [ 0.3149102 ]
 [ 0.31420225]
 [ 0.31326225]
 [ 0.6931529 ]
 [ 0.31428757]
 [ 0.69316196]
 [ 0.69262117]
 [ 0.69342172]
 [ 0.31327796]
 [ 0.64451629]
 [ 0.31326348]
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 [ 0.55496579]
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 [ 0.69314808]
 [ 0.90027714]
 [ 1.26934862]
 [ 0.92801428]
 [ 0.31365135]
 [ 0.50316173]
 [ 0.69334471]
 [ 0.69314736]
 [ 0.31338581]
 [ 0.69383049]
 [ 0.31340143]
 [ 1.31287408]
 [ 1.01047337]
 [ 0.75357938]
 [ 0.65481722]
 [ 0.65897715]
 [ 0.56384325]
 [ 0.31326205]
 [ 0.32365954]
 [ 0.31836757]
 [ 0.69314724]
 [ 0.69466269]
 [ 0.31328347]
 [ 0.6931501 ]
 [ 0.31328174]
 [ 0.69312465]
 [ 0.69305307]
 [ 0.69366103]
 [ 1.22787893]
 [ 0.69314796]
 [ 1.18060338]
 [ 0.37515369]
 [ 1.20908213]
 [ 0.89794928]
 [ 0.69314718]
 [ 0.69426996]
 [ 0.37030119]
 [ 0.68146634]
 [ 0.31327647]
 [ 0.31326279]
 [ 0.4078193 ]
 [ 0.69315702]
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 [ 0.50465089]
 [ 0.69323236]
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 [ 0.31326196]
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 [ 0.31326216]
 [ 0.6931482 ]
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 [ 0.31326193]
 [ 0.32709301]
 [ 1.05521452]
 [ 1.18823075]
 [ 0.39663863]
 [ 0.31451467]
 [ 0.69313043]
 [ 0.692698  ]
 [ 0.69557047]
 [ 0.32781589]
 [ 0.49813193]
 [ 0.97875446]
 [ 0.32179549]
 [ 0.69315487]
 [ 0.69294327]
 [ 0.67659336]
 [ 0.79091489]
 [ 0.69328439]
 [ 0.31326824]
 [ 0.31605923]
 [ 0.3132621 ]
 [ 0.64574724]
 [ 0.32767096]
 [ 1.2779516 ]
 [ 0.3179374 ]
 [ 0.38383302]
 [ 0.31943864]
 [ 0.69323832]
 [ 0.62302059]
 [ 0.38535365]
 [ 0.69522822]
 [ 1.3120544 ]
 [ 0.69313139]
 [ 0.73175466]
 [ 0.31326514]
 [ 0.31694335]
 [ 0.31336373]
 [ 0.82018948]
 [ 0.69396091]
 [ 0.71330845]
 [ 0.69150835]
 [ 0.69255131]
 [ 0.85062915]
 [ 0.56180227]
 [ 0.90339446]
 [ 0.51569223]
 [ 0.69314766]
 [ 0.85756779]
 [ 0.3132655 ]
 [ 0.70078635]
 [ 0.41457987]
 [ 0.32567614]
 [ 0.70053846]
 [ 0.34265068]
 [ 0.69359738]
 [ 0.87745041]
 [ 0.31333095]
 [ 0.60045481]
 [ 1.06814671]
 [ 0.31945115]
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 [ 0.31429002]
 [ 0.31326205]
 [ 0.69321263]
 [ 0.32272351]
 [ 0.69329453]
 [ 0.38699281]
 [ 1.29516006]
 [ 0.95700502]
 [ 0.69527096]
 [ 0.32021371]
 [ 0.34146038]
 [ 1.09349132]
 [ 0.69314605]
 [ 1.30837083]
 [ 0.31346875]
 [ 0.68903774]
 [ 0.3132658 ]
 [ 0.69315058]
 [ 0.32632369]
 [ 0.31326258]
 [ 0.69314551]
 [ 0.6923129 ]
 [ 1.15982282]
 [ 0.69321263]
 [ 0.69314861]
 [ 0.31505492]
 [ 0.31327209]
 [ 0.31505623]
 [ 0.50795817]
 [ 0.45421579]
 [ 0.53865469]
 [ 0.46025497]
 [ 0.3160612 ]
 [ 0.31326461]
 [ 1.13457859]
 [ 0.33195114]
 [ 0.57279646]
 [ 0.31326368]
 [ 0.3132675 ]
 [ 0.36163506]
 [ 0.69332129]
 [ 0.75865769]
 [ 0.69316632]
 [ 0.31837434]
 [ 0.69314784]
 [ 0.69314963]
 [ 0.6879251 ]
 [ 0.32285041]
 [ 0.69401366]
 [ 0.67979223]
 [ 0.3172327 ]
 [ 0.94133282]
 [ 0.31401512]
 [ 0.31326199]
 [ 1.30939627]
 [ 0.69314718]
 [ 0.69287354]
 [ 0.31485984]
 [ 0.31390131]
 [ 0.63016784]
 [ 0.69321376]
 [ 0.31332487]
 [ 0.31343701]
 [ 0.69316369]
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 [ 0.31499371]
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 [ 0.31338215]
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 [ 0.83136231]
 [ 0.91230631]
 [ 0.74964517]
 [ 0.31820905]
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 [ 0.69314933]
 [ 0.32220608]
 [ 0.31339821]
 [ 0.693214  ]
 [ 0.69042712]
 [ 0.31396589]
 [ 0.70093185]
 [ 0.31327081]
 [ 0.69315249]
 [ 1.30903554]
 [ 1.04740298]
 [ 0.31348711]
 [ 0.69341606]
 [ 0.64619827]
 [ 1.24192464]
 [ 0.31969622]
 [ 0.69314718]
 [ 0.69314754]
 [ 0.4693746 ]
 [ 0.31847411]
 [ 0.69294816]
 [ 0.3149808 ]
 [ 0.69696325]
 [ 0.69327289]
 [ 0.32763201]
 [ 0.69421083]
 [ 0.31326815]
 [ 1.30737126]
 [ 0.47660786]
 [ 0.3132697 ]
 [ 0.45878512]
 [ 0.33112726]
 [ 0.6932081 ]
 [ 0.69318014]
 [ 0.36829183]
 [ 0.69392979]
 [ 0.67704278]
 [ 1.31320035]
 [ 0.31329933]
 [ 0.31328467]
 [ 0.31326291]
 [ 0.36166206]
 [ 0.3146784 ]
 [ 0.69321203]
 [ 0.69282597]
 [ 0.68783224]
 [ 0.31326255]
 [ 0.62384069]
 [ 0.69314903]
 [ 0.31327289]
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 [ 1.19330299]
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 [ 0.31774351]
 [ 1.21939862]
 [ 0.32963711]
 [ 0.31326181]
 [ 0.79440284]
 [ 0.35312027]
 [ 0.33017325]
 [ 0.31760201]
 [ 0.69314754]
 [ 0.60038954]
 [ 0.31328681]
 [ 0.37791908]
 [ 0.32443944]
 [ 0.31326282]
 [ 0.31387341]
 [ 0.31335562]
 [ 0.64839351]
 [ 0.32489976]
 [ 0.31326866]
 [ 0.38277653]
 [ 0.86828697]
 [ 0.69311142]
 [ 0.69204557]
 [ 0.68679607]
 [ 0.68173152]
 [ 0.58019227]
 [ 0.32493404]
 [ 0.57301193]
 [ 1.29501081]
 [ 0.3143934 ]
 [ 0.31809512]
 [ 0.3982392 ]
 [ 0.69542682]
 [ 0.61884081]
 [ 0.31326613]
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 [ 0.69367915]
 [ 0.69176835]
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 [ 0.31352749]
 [ 0.69314533]
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 [ 0.31334999]
 [ 0.31538147]
 [ 0.84694767]
 [ 0.3134492 ]
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 [ 0.32101148]
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 [ 0.69322211]
 [ 0.35176286]
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 [ 0.39772797]
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 [ 0.37420282]
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 [ 0.74341375]
 [ 0.69753999]
 [ 0.32716143]
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 [ 0.31328157]
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 [ 0.31331018]
 [ 0.48666194]
 [ 0.53328204]
 [ 0.33958897]
 [ 0.69242328]
 [ 0.31937569]
 [ 0.32464486]
 [ 0.3140952 ]
 [ 0.7310133 ]
 [ 0.3229495 ]
 [ 0.31328762]
 [ 0.69023347]
 [ 0.73388416]
 [ 0.88779736]
 [ 1.08490944]
 [ 0.90651834]
 [ 0.31327584]
 [ 0.31326565]
 [ 0.69315571]
 [ 0.69314724]
 [ 0.3468056 ]
 [ 0.59183568]
 [ 0.69311053]
 [ 0.31411377]
 [ 0.31332457]
 [ 0.31974199]
 [ 0.31326678]
 [ 0.31331879]
 [ 0.32058188]
 [ 0.31593424]
 [ 0.3337563 ]
 [ 0.68345445]
 [ 0.32250056]
 [ 0.94060409]
 [ 0.69314718]
 [ 0.31332117]
 [ 0.31353632]
 [ 0.3781679 ]
 [ 0.31338072]
 [ 0.31343222]
 [ 0.31332558]
 [ 0.62384248]
 [ 1.02048504]
 [ 0.31333888]
 [ 0.31502059]
 [ 0.31423748]
 [ 0.31337303]
 [ 0.66435719]
 [ 0.32557783]
 [ 0.32912505]
 [ 0.71066386]
 [ 0.67051488]
 [ 0.69314736]
 [ 0.69318587]
 [ 0.31819159]
 [ 0.5012542 ]
 [ 0.42464107]
 [ 0.70123464]
 [ 0.31329608]
 [ 0.69512433]
 [ 0.31545612]
 [ 0.69317245]
 [ 0.31331334]
 [ 0.693183  ]
 [ 0.31754771]
 [ 0.77604407]
 [ 0.33235767]
 [ 0.65113324]
 [ 0.69314957]
 [ 0.32027566]
 [ 0.31328854]
 [ 0.6937874 ]
 [ 0.31336343]
 [ 0.31360003]
 [ 0.31378287]
 [ 0.31594053]
 [ 0.69488114]
 [ 0.6932289 ]
 [ 0.56689632]
 [ 0.6931473 ]
 [ 0.31326213]
 [ 0.6929971 ]
 [ 0.31327707]
 [ 0.31404495]
 [ 0.69331819]
 [ 0.69315004]
 [ 0.56854546]
 [ 0.69480592]
 [ 0.31391525]
 [ 0.32317963]
 [ 0.31326169]
 [ 0.69983351]
 [ 0.77828491]
 [ 0.31613368]
 [ 0.3959277 ]
 [ 0.69314718]
 [ 0.34999365]
 [ 0.31533527]
 [ 0.31339625]
 [ 0.4374443 ]
 [ 0.68375748]
 [ 0.5238384 ]
 [ 0.31329906]
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 [ 0.700719  ]
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 [ 0.45518571]
 [ 0.78882164]
 [ 0.68491006]
 [ 0.4308261 ]
 [ 0.35691965]
 [ 0.31408221]
 [ 0.39681622]
 [ 0.70707846]
 [ 0.47592413]
 [ 0.6931532 ]
 [ 0.59822541]
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 [ 0.72891927]
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 [ 0.6932174 ]
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 [ 0.32019547]
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 [ 0.69078541]
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 [ 0.31362376]
 [ 0.31804162]
 [ 0.49341124]
 [ 0.31425735]
 [ 1.14261222]
 [ 0.31344122]]
epoch :  7000 , loss :  [[ 0.69342333]
 [ 0.3132726 ]
 [ 0.69314873]
 [ 0.31326196]
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 [ 0.31995636]
 [ 1.31325376]
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 [ 0.3132866 ]
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 [ 0.3132776 ]
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 [ 0.31326205]
 [ 0.3292765 ]
 [ 0.31479934]
 [ 1.20983636]
 [ 0.33223149]
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 [ 0.3132621 ]
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 [ 0.88475895]
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 [ 0.3132624 ]
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 [ 0.3552928 ]
 [ 0.82428157]
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 [ 0.3150371 ]
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 [ 0.34904215]
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 [ 0.3166962 ]
 [ 0.3169404 ]
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 [ 0.6583001 ]
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 [ 0.9005543 ]
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 [ 0.3132619 ]
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 [ 0.6931529 ]
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 [ 0.869403  ]
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 [ 0.3132619 ]
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 [ 0.9342165 ]
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 [ 0.6931473 ]
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 [ 0.6931473 ]
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 [ 0.6934343 ]
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 [ 0.6992296 ]
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 [ 0.8932845 ]
 [ 0.31351408]
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 [ 0.6857661 ]
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 [ 0.4826411 ]
 [ 0.69315034]
 [ 0.6054092 ]
 [ 0.7163794 ]
 [ 0.31327558]
 [ 0.75240839]
 [ 0.72331637]
 [ 0.32128772]
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 [ 0.69291115]
 [ 0.3602151 ]
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 [ 1.30249   ]
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 [ 1.28713167]
 [ 0.69379985]
 [ 0.31383276]
 [ 0.31330696]
 [ 0.69344997]
 [ 0.693147  ]
 [ 0.3236019 ]
 [ 0.69345808]
 [ 0.32928026]
 [ 0.69316936]
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 [ 0.6931473 ]
 [ 0.31354868]
 [ 0.3173289 ]
 [ 0.49695301]
 [ 0.31409779]
 [ 1.16148102]
 [ 0.31339002]]
epoch :  8000 , loss :  [[ 0.69334799]
 [ 0.31326866]
 [ 0.69314802]
 [ 0.31326184]
 [ 0.69314718]
 [ 0.31907639]
 [ 1.31325662]
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 [ 0.6930787 ]
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 [ 0.77738261]
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 [ 0.3508926 ]
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 [ 0.3135525 ]
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 [ 0.31825763]
 [ 0.31694031]
 [ 1.29272819]
 [ 0.31327739]
 [ 0.31749877]
 [ 1.16468143]
 [ 0.32624352]
 [ 0.3140662 ]
 [ 0.42462626]
 [ 0.32134938]
 [ 0.69209594]
 [ 0.68599725]
 [ 0.31343505]
 [ 1.30847049]
 [ 1.0184679 ]
 [ 0.69315767]
 [ 0.31366   ]
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 [ 0.32052958]
 [ 0.35759431]
 [ 0.31356055]
 [ 0.31388897]
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 [ 0.69358498]
 [ 0.31372765]
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 [ 0.69335622]
 [ 0.69314712]
 [ 0.32385948]
 [ 0.6933831 ]
 [ 0.32731491]
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 [ 0.31349248]
 [ 0.31676531]
 [ 0.49847731]
 [ 0.31397969]
 [ 1.18077826]
 [ 0.31335416]]
epoch :  9000 , loss :  [[ 0.69329828]
 [ 0.31326616]
 [ 0.69314766]
 [ 0.31326178]
 [ 0.69314718]
 [ 0.31835732]
 [ 1.31325841]
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 [ 0.69314754]
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 [ 1.25491905]
 [ 0.31985107]
 [ 1.30649447]
 [ 0.6551559 ]
 [ 0.37621877]
 [ 0.69314718]
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 [ 0.39761043]
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 [ 0.69345462]
 [ 0.31326199]
 [ 0.31326577]
 [ 0.65693402]
 [ 0.31763411]
 [ 0.69304067]
 [ 0.79867947]
 [ 1.29525733]
 [ 0.69923168]
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 [ 0.31339952]
 [ 0.6931473 ]
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 [ 0.3132624 ]
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 [ 0.4795683 ]
 [ 0.92931831]
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 [ 0.7186482 ]
 [ 0.63248724]
 [ 0.31326175]
 [ 0.34201819]
 [ 1.3079865 ]
 [ 0.5287565 ]
 [ 0.69315225]
 [ 0.38869593]
 [ 0.31327325]
 [ 0.31328616]
 [ 0.31328499]
 [ 0.33967707]
 [ 0.69319266]
 [ 0.31387594]
 [ 0.31383371]
 [ 0.3132683 ]
 [ 0.31336576]
 [ 0.31746316]
 [ 0.69380361]
 [ 0.3166419 ]
 [ 0.67640364]
 [ 0.31353658]
 [ 0.6936394 ]
 [ 0.31332564]
 [ 0.31326181]
 [ 0.32812431]
 [ 0.31439841]
 [ 1.23620427]
 [ 0.32885751]
 [ 0.66777986]
 [ 0.31332973]
 [ 0.31326169]
 [ 0.3133809 ]
 [ 0.80150717]
 [ 0.69314736]
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 [ 0.6931473 ]
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 [ 0.76722598]
 [ 0.69348526]
 [ 0.7079224 ]
 [ 0.69229192]
 [ 0.69296533]
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 [ 0.60974669]
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 [ 0.34413037]
 [ 0.69324613]
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 [ 0.63793749]
 [ 1.05119383]
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 [ 0.69316858]
 [ 0.31962821]
 [ 0.69320583]
 [ 0.39371383]
 [ 1.30104554]
 [ 0.9000268 ]
 [ 0.69369495]
 [ 0.31671801]
 [ 0.33685505]
 [ 1.11109138]
 [ 0.693147  ]
 [ 1.31055093]
 [ 0.3133603 ]
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 [ 0.51431298]
 [ 0.44821817]
 [ 0.56578225]
 [ 0.47052652]
 [ 0.31473848]
 [ 0.31326249]
 [ 1.1422205 ]
 [ 0.32628253]
 [ 0.58329195]
 [ 0.31326208]
 [ 0.31326339]
 [ 0.34464163]
 [ 0.69320095]
 [ 0.74829042]
 [ 0.69315028]
 [ 0.31786916]
 [ 0.6931473 ]
 [ 0.69314754]
 [ 0.68939102]
 [ 0.3186273 ]
 [ 0.6936745 ]
 [ 0.68601274]
 [ 0.31611595]
 [ 0.92176622]
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 [ 0.31326178]
 [ 1.31147838]
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 [ 0.69307631]
 [ 0.31435606]
 [ 0.31355056]
 [ 0.6408084 ]
 [ 0.6931628 ]
 [ 0.31330097]
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 [ 0.69315171]
 [ 0.57821912]
 [ 0.3143096 ]
 [ 0.31443161]
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 [ 0.31326938]
 [ 0.80337024]
 [ 0.87966996]
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 [ 0.31688172]
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 [ 0.6931476 ]
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 [ 0.69197619]
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 [ 0.31326398]
 [ 0.6931482 ]
 [ 1.3112464 ]
 [ 1.03673685]
 [ 0.31338754]
 [ 0.69325596]
 [ 0.6579085 ]
 [ 1.26618516]
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 [ 0.31326306]
 [ 1.3097136 ]
 [ 0.47368068]
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 [ 0.46859017]
 [ 0.32419509]
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 [ 0.37105125]
 [ 0.69351512]
 [ 0.68592328]
 [ 1.31324553]
 [ 0.31327221]
 [ 0.3132695 ]
 [ 0.31326199]
 [ 0.3489292 ]
 [ 0.31401974]
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 [ 0.69307005]
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 [ 0.31326184]
 [ 0.6418339 ]
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 [ 0.31326523]
 [ 0.31751069]
 [ 0.70210516]
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 [ 0.31706893]
 [ 1.20145428]
 [ 0.33299014]
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 [ 0.7844916 ]
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 [ 0.31603754]
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 [ 0.3132619 ]
 [ 0.31362316]
 [ 0.31329808]
 [ 0.66907078]
 [ 0.3242535 ]
 [ 0.31326491]
 [ 0.40012461]
 [ 0.84357905]
 [ 0.6931392 ]
 [ 0.69260454]
 [ 0.6906445 ]
 [ 0.68853641]
 [ 0.59153003]
 [ 0.32109481]
 [ 0.59536892]
 [ 1.30213928]
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 [ 0.31339294]
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 [ 0.3132894 ]
 [ 0.31438267]
 [ 0.81633461]
 [ 0.31332999]
 [ 0.69216663]
 [ 0.31857568]
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 [ 0.69328493]
 [ 0.6926524 ]
 [ 0.31326634]
 [ 0.31360167]
 [ 0.73863447]
 [ 0.31979063]
 [ 0.31479567]
 [ 0.31418481]
 [ 0.69316208]
 [ 0.34004986]
 [ 0.31335822]
 [ 0.3851805 ]
 [ 1.29566741]
 [ 0.38092953]
 [ 0.3135232 ]
 [ 0.31356966]
 [ 0.31326437]
 [ 0.72446966]
 [ 0.69494456]
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 [ 0.49081075]
 [ 0.69337243]
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 [ 0.31326175]
 [ 0.31328192]
 [ 0.5342145 ]
 [ 0.56229222]
 [ 0.33754992]
 [ 0.69291896]
 [ 0.31657237]
 [ 0.32138142]
 [ 0.31368423]
 [ 0.72037452]
 [ 0.32031018]
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 [ 0.69220906]
 [ 0.72248471]
 [ 0.85164261]
 [ 1.07418537]
 [ 0.86570567]
 [ 0.31326678]
 [ 0.31326261]
 [ 0.69314861]
 [ 0.69314718]
 [ 0.34545663]
 [ 0.58696771]
 [ 0.69313794]
 [ 0.31357202]
 [ 0.31328622]
 [ 0.3165119 ]
 [ 0.31326306]
 [ 0.31328121]
 [ 0.31904337]
 [ 0.31450552]
 [ 0.32756358]
 [ 0.68877822]
 [ 0.3215397 ]
 [ 0.95664144]
 [ 0.69314718]
 [ 0.3132816 ]
 [ 0.31341833]
 [ 0.38477978]
 [ 0.31331605]
 [ 0.31331581]
 [ 0.31328499]
 [ 0.64176929]
 [ 0.968463  ]
 [ 0.31328365]
 [ 0.31394628]
 [ 0.31381691]
 [ 0.31330913]
 [ 0.674079  ]
 [ 0.32069051]
 [ 0.32802624]
 [ 0.70861828]
 [ 0.68114054]
 [ 0.6931473 ]
 [ 0.69315732]
 [ 0.31698564]
 [ 0.54079056]
 [ 0.42531049]
 [ 0.69714445]
 [ 0.31327346]
 [ 0.69402623]
 [ 0.31453556]
 [ 0.69315404]
 [ 0.31328347]
 [ 0.69315439]
 [ 0.31565738]
 [ 0.77433944]
 [ 0.32986578]
 [ 0.66549373]
 [ 0.69314736]
 [ 0.31791422]
 [ 0.31326848]
 [ 0.6935001 ]
 [ 0.31330019]
 [ 0.31341478]
 [ 0.31351069]
 [ 0.31456354]
 [ 0.69384497]
 [ 0.69317561]
 [ 0.55325949]
 [ 0.69314724]
 [ 0.31326181]
 [ 0.69311148]
 [ 0.31326658]
 [ 0.31369719]
 [ 0.69320154]
 [ 0.69314766]
 [ 0.60267186]
 [ 0.69365615]
 [ 0.31353956]
 [ 0.32055908]
 [ 0.31326169]
 [ 0.69589621]
 [ 0.74909157]
 [ 0.3148303 ]
 [ 0.39822352]
 [ 0.69314718]
 [ 0.34970894]
 [ 0.31402954]
 [ 0.31331599]
 [ 0.4363156 ]
 [ 0.68783683]
 [ 0.52036917]
 [ 0.31327268]
 [ 0.75293976]
 [ 0.31695965]
 [ 0.31588188]
 [ 0.31338656]
 [ 0.31622162]
 [ 0.71440268]
 [ 0.31400669]
 [ 0.31329948]
 [ 0.90436304]
 [ 0.31326169]
 [ 0.31907403]
 [ 0.63839084]
 [ 0.71885836]
 [ 0.31520614]
 [ 0.31382549]
 [ 0.69227839]
 [ 0.92775369]
 [ 0.69314724]
 [ 0.82734787]
 [ 0.3280336 ]
 [ 0.31326202]
 [ 0.31681165]
 [ 0.33183125]
 [ 0.35957512]
 [ 0.31330872]
 [ 0.69321877]
 [ 0.31326225]
 [ 0.66942149]
 [ 1.31004071]
 [ 0.69286281]
 [ 0.69314718]
 [ 0.69340181]
 [ 0.69327515]
 [ 0.93261755]
 [ 0.31347716]
 [ 0.79622853]
 [ 1.20208359]
 [ 0.31826499]
 [ 0.67529511]
 [ 0.69307327]
 [ 0.31336755]
 [ 0.31326318]
 [ 0.69310135]
 [ 0.3574602 ]
 [ 0.69314736]
 [ 0.69716895]
 [ 0.40616372]
 [ 0.8975656 ]
 [ 0.31341806]
 [ 0.31326169]
 [ 0.69314724]
 [ 0.49140996]
 [ 0.77220565]
 [ 0.68673813]
 [ 0.43572247]
 [ 0.3483139 ]
 [ 0.31363171]
 [ 0.39620772]
 [ 0.70454329]
 [ 0.49700552]
 [ 0.69314808]
 [ 0.61876595]
 [ 0.7102924 ]
 [ 0.31326741]
 [ 0.73872066]
 [ 0.71481973]
 [ 0.32050696]
 [ 0.41698813]
 [ 0.69302088]
 [ 0.35747817]
 [ 0.88099456]
 [ 0.69317377]
 [ 0.6571517 ]
 [ 0.31328773]
 [ 0.31439233]
 [ 0.70807171]
 [ 0.4480058 ]
 [ 0.69318545]
 [ 1.30516458]
 [ 0.69016033]
 [ 0.31838328]
 [ 0.69317627]
 [ 0.61623031]
 [ 0.31347805]
 [ 0.69314718]
 [ 0.69315439]
 [ 0.31785476]
 [ 0.31631804]
 [ 1.29578447]
 [ 0.31327289]
 [ 0.31656131]
 [ 1.17405879]
 [ 0.32547069]
 [ 0.31385112]
 [ 0.42103475]
 [ 0.32049194]
 [ 0.69242746]
 [ 0.687087  ]
 [ 0.31338647]
 [ 1.30908155]
 [ 1.00374687]
 [ 0.6931538 ]
 [ 0.31358173]
 [ 0.31348541]
 [ 0.31961465]
 [ 0.35904109]
 [ 0.31350631]
 [ 0.3137359 ]
 [ 1.2969296 ]
 [ 0.69344354]
 [ 0.31364194]
 [ 0.31328562]
 [ 0.69329309]
 [ 0.69314718]
 [ 0.32433435]
 [ 0.69332868]
 [ 0.32575363]
 [ 0.69315648]
 [ 0.69680685]
 [ 0.69322318]
 [ 0.31710806]
 [ 0.31384832]
 [ 0.69314718]
 [ 0.69324481]
 [ 0.80038291]
 [ 0.681566  ]
 [ 0.70564628]
 [ 0.31758881]
 [ 0.69314849]
 [ 0.31328017]
 [ 0.69314724]
 [ 0.31344908]
 [ 0.31632659]
 [ 0.49818724]
 [ 0.3138895 ]
 [ 1.19944775]
 [ 0.3133285 ]]
epoch :  10000 , loss :  [[ 0.69326413]
 [ 0.31326452]
 [ 0.69314748]
 [ 0.31326175]
 [ 0.69314718]
 [ 0.31775427]
 [ 1.31325948]
 [ 0.67796898]
 [ 0.69315082]
 [ 0.83712029]
 [ 0.33415881]
 [ 0.69314724]
 [ 0.69314545]
 [ 0.69314742]
 [ 1.14966178]
 [ 0.69383407]
 [ 1.25726402]
 [ 0.31866145]
 [ 1.30748296]
 [ 0.65949488]
 [ 0.37417579]
 [ 0.69314718]
 [ 0.89112365]
 [ 1.02531934]
 [ 0.69323438]
 [ 0.31326285]
 [ 0.57733285]
 [ 0.39593458]
 [ 0.44159451]
 [ 0.69337577]
 [ 0.3132619 ]
 [ 0.31326464]
 [ 0.66191995]
 [ 0.31714681]
 [ 0.6930759 ]
 [ 0.79126698]
 [ 1.2981087 ]
 [ 0.69864857]
 [ 0.69283539]
 [ 0.69309676]
 [ 0.31337166]
 [ 0.6931473 ]
 [ 0.69285822]
 [ 0.69314718]
 [ 0.68679798]
 [ 0.3132655 ]
 [ 0.80908293]
 [ 0.48289198]
 [ 0.3132619 ]
 [ 0.31326571]
 [ 0.31326216]
 [ 0.69315255]
 [ 0.69313359]
 [ 0.31326175]
 [ 0.69314736]
 [ 0.69059217]
 [ 0.69314718]
 [ 0.48063767]
 [ 0.31331402]
 [ 0.69818795]
 [ 0.31326181]
 [ 0.48279899]
 [ 0.92918098]
 [ 0.31363797]
 [ 0.71449858]
 [ 0.63056475]
 [ 0.31326175]
 [ 0.34286135]
 [ 1.3086437 ]
 [ 0.53833187]
 [ 0.6931501 ]
 [ 0.39163372]
 [ 0.31326959]
 [ 0.31327835]
 [ 0.31327856]
 [ 0.33824766]
 [ 0.69317812]
 [ 0.31375098]
 [ 0.31371585]
 [ 0.31326604]
 [ 0.31335077]
 [ 0.31728643]
 [ 0.69365317]
 [ 0.31628627]
 [ 0.67944849]
 [ 0.31348702]
 [ 0.69345796]
 [ 0.31330803]
 [ 0.31326175]
 [ 0.32762173]
 [ 0.31427884]
 [ 1.24754965]
 [ 0.32752058]
 [ 0.6711666 ]
 [ 0.31331092]
 [ 0.31326169]
 [ 0.31336227]
 [ 0.79849637]
 [ 0.6931473 ]
 [ 0.57142621]
 [ 0.33199966]
 [ 0.31326169]
 [ 0.40857983]
 [ 0.34241307]
 [ 0.31326181]
 [ 0.49526578]
 [ 0.31326613]
 [ 1.31087756]
 [ 0.69586086]
 [ 0.6931501 ]
 [ 0.31326184]
 [ 0.31349999]
 [ 0.69322425]
 [ 0.70654833]
 [ 0.88261604]
 [ 0.32395953]
 [ 0.31493258]
 [ 0.31326184]
 [ 0.69314718]
 [ 0.48082003]
 [ 0.31353292]
 [ 0.33904919]
 [ 0.78507668]
 [ 0.89464641]
 [ 0.54304725]
 [ 0.31425115]
 [ 1.31206417]
 [ 1.04921138]
 [ 0.6944713 ]
 [ 0.69315737]
 [ 0.69332045]
 [ 0.34729245]
 [ 0.31326252]
 [ 0.31540275]
 [ 0.31619471]
 [ 0.31479159]
 [ 0.69244885]
 [ 0.32225251]
 [ 0.31433505]
 [ 0.38445482]
 [ 0.31355157]
 [ 0.81179047]
 [ 0.68935418]
 [ 0.50170964]
 [ 0.31326395]
 [ 0.44403589]
 [ 0.68263388]
 [ 0.31326404]
 [ 0.56175721]
 [ 0.31597897]
 [ 0.69314826]
 [ 0.69312358]
 [ 0.69314718]
 [ 0.69314766]
 [ 0.31327218]
 [ 0.31393424]
 [ 0.31326184]
 [ 0.69314718]
 [ 0.66764081]
 [ 0.31536573]
 [ 0.67033762]
 [ 0.31347579]
 [ 0.6936937 ]
 [ 1.29902196]
 [ 0.68518627]
 [ 0.61007911]
 [ 0.39412522]
 [ 0.3133156 ]
 [ 1.30802035]
 [ 0.7123875 ]
 [ 0.31398964]
 [ 0.31361192]
 [ 0.31326178]
 [ 0.69314772]
 [ 0.31364739]
 [ 0.69314855]
 [ 0.69295168]
 [ 0.69322222]
 [ 0.31326509]
 [ 0.67638683]
 [ 0.3132619 ]
 [ 0.31326872]
 [ 0.55444098]
 [ 0.69314718]
 [ 0.69314724]
 [ 0.88045323]
 [ 1.2677182 ]
 [ 0.87112302]
 [ 0.31334576]
 [ 0.54636943]
 [ 0.69319308]
 [ 0.69314718]
 [ 0.31330568]
 [ 0.69331956]
 [ 0.313283  ]
 [ 1.31310081]
 [ 0.98634529]
 [ 0.73139399]
 [ 0.67468584]
 [ 0.66495603]
 [ 0.61575425]
 [ 0.31326175]
 [ 0.3194145 ]
 [ 0.31661659]
 [ 0.69314718]
 [ 0.69379729]
 [ 0.31326503]
 [ 0.69314742]
 [ 0.31326571]
 [ 0.69314444]
 [ 0.69312626]
 [ 0.69322872]
 [ 1.21272945]
 [ 0.69314724]
 [ 1.17983961]
 [ 0.3832466 ]
 [ 1.2113061 ]
 [ 0.90534961]
 [ 0.69314718]
 [ 0.69383019]
 [ 0.36254972]
 [ 0.68707407]
 [ 0.31326509]
 [ 0.31326184]
 [ 0.42413029]
 [ 0.69314867]
 [ 0.69314718]
 [ 0.57139039]
 [ 0.69316447]
 [ 0.69373357]
 [ 0.31326175]
 [ 0.62875259]
 [ 0.31326178]
 [ 0.6931473 ]
 [ 0.69314718]
 [ 0.69314772]
 [ 0.3187207 ]
 [ 0.31326571]
 [ 0.31333071]
 [ 0.75542182]
 [ 0.69911098]
 [ 0.66251069]
 [ 0.69314718]
 [ 0.67576528]
 [ 0.69314718]
 [ 0.68691045]
 [ 0.31337935]
 [ 0.59433985]
 [ 0.33098075]
 [ 0.31326175]
 [ 0.32660839]
 [ 0.94361389]
 [ 1.24516535]
 [ 0.38192543]
 [ 0.31378672]
 [ 0.6931445 ]
 [ 0.69304007]
 [ 0.69420278]
 [ 0.32387248]
 [ 0.47850686]
 [ 1.00210822]
 [ 0.31973797]
 [ 0.69314796]
 [ 0.69309062]
 [ 0.68411314]
 [ 0.78652912]
 [ 0.69316787]
 [ 0.31326255]
 [ 0.31429887]
 [ 0.31326175]
 [ 0.66915345]
 [ 0.32213849]
 [ 1.28255367]
 [ 0.3180522 ]
 [ 0.36104959]
 [ 0.31756255]
 [ 0.6931622 ]
 [ 0.66178954]
 [ 0.40779841]
 [ 0.69393879]
 [ 1.31300414]
 [ 0.69314456]
 [ 0.7199744 ]
 [ 0.3132624 ]
 [ 0.31539127]
 [ 0.3133013 ]
 [ 0.75413084]
 [ 0.69340533]
 [ 0.70672399]
 [ 0.69241482]
 [ 0.69302201]
 [ 0.8402524 ]
 [ 0.62345612]
 [ 0.79761982]
 [ 0.51946366]
 [ 0.69314724]
 [ 0.83147329]
 [ 0.31326237]
 [ 0.69657201]
 [ 0.39414391]
 [ 0.32100245]
 [ 0.69522679]
 [ 0.3444435 ]
 [ 0.69320977]
 [ 0.85279828]
 [ 0.31328025]
 [ 0.64777994]
 [ 1.04367638]
 [ 0.3178539 ]
 [ 0.69475687]
 [ 0.31373847]
 [ 0.31326175]
 [ 0.6931625 ]
 [ 0.31901431]
 [ 0.69319195]
 [ 0.39399666]
 [ 1.3026278 ]
 [ 0.88784111]
 [ 0.69348669]
 [ 0.3159374 ]
 [ 0.33583862]
 [ 1.1169045 ]
 [ 0.69314706]
 [ 1.31090367]
 [ 0.31334278]
 [ 0.69191766]
 [ 0.31326246]
 [ 0.6931479 ]
 [ 0.32531255]
 [ 0.31326184]
 [ 0.69314706]
 [ 0.69290262]
 [ 1.19664037]
 [ 0.69315493]
 [ 0.6931473 ]
 [ 0.31424761]
 [ 0.31326362]
 [ 0.31396362]
 [ 0.5171476 ]
 [ 0.44414091]
 [ 0.57652646]
 [ 0.47228763]
 [ 0.31446826]
 [ 0.31326225]
 [ 1.14741075]
 [ 0.32491508]
 [ 0.58718824]
 [ 0.31326193]
 [ 0.31326285]
 [ 0.33992442]
 [ 0.69318444]
 [ 0.74615663]
 [ 0.69314903]
 [ 0.3179177 ]
 [ 0.69314724]
 [ 0.69314742]
 [ 0.68964607]
 [ 0.31770524]
 [ 0.69361752]
 [ 0.68720901]
 [ 0.31585085]
 [ 0.91562307]
 [ 0.31362477]
 [ 0.31326175]
 [ 1.31180882]
 [ 0.69314718]
 [ 0.69309932]
 [ 0.31423458]
 [ 0.31349295]
 [ 0.64350629]
 [ 0.6931572 ]
 [ 0.31329718]
 [ 0.31331271]
 [ 0.69315022]
 [ 0.5942452 ]
 [ 0.31415933]
 [ 0.31434661]
 [ 0.31391865]
 [ 0.3133724 ]
 [ 0.3132979 ]
 [ 0.31326717]
 [ 0.79851562]
 [ 0.86991715]
 [ 0.73474193]
 [ 0.31657189]
 [ 0.31331789]
 [ 0.69314742]
 [ 0.31713736]
 [ 0.31331334]
 [ 0.69316155]
 [ 0.69220442]
 [ 0.31351966]
 [ 0.69559854]
 [ 0.31326318]
 [ 0.69314784]
 [ 1.31167495]
 [ 1.02589285]
 [ 0.31336501]
 [ 0.69323111]
 [ 0.66035467]
 [ 1.27263165]
 [ 0.31811455]
 [ 0.69314718]
 [ 0.69314724]
 [ 0.49571466]
 [ 0.31606397]
 [ 0.69310236]
 [ 0.313885  ]
 [ 0.69444919]
 [ 0.69317389]
 [ 0.32283366]
 [ 0.69350171]
 [ 0.31326252]
 [ 1.31017077]
 [ 0.47566938]
 [ 0.31326297]
 [ 0.47344142]
 [ 0.32207057]
 [ 0.69315547]
 [ 0.69315279]
 [ 0.37175342]
 [ 0.69344229]
 [ 0.68787783]
 [ 1.31325102]
 [ 0.31326875]
 [ 0.31326732]
 [ 0.3132619 ]
 [ 0.34572765]
 [ 0.31384385]
 [ 0.69315791]
 [ 0.69309723]
 [ 0.69089448]
 [ 0.31326178]
 [ 0.64677644]
 [ 0.69314724]
 [ 0.31326422]
 [ 0.31721929]
 [ 0.70058322]
 [ 1.19878352]
 [ 0.69314718]
 [ 0.31326604]
 [ 0.31710956]
 [ 1.19140673]
 [ 0.33485198]
 [ 0.31326169]
 [ 0.78214455]
 [ 0.36319315]
 [ 0.31865031]
 [ 0.31567544]
 [ 0.69314724]
 [ 0.56455559]
 [ 0.31326938]
 [ 0.36824471]
 [ 0.32443371]
 [ 0.31326181]
 [ 0.31357992]
 [ 0.31328842]
 [ 0.67384303]
 [ 0.32389101]
 [ 0.31326422]
 [ 0.4080911 ]
 [ 0.83791959]
 [ 0.69314229]
 [ 0.69270259]
 [ 0.69126642]
 [ 0.68958825]
 [ 0.59536052]
 [ 0.3201659 ]
 [ 0.59974903]
 [ 1.30347419]
 [ 0.31406885]
 [ 0.31692016]
 [ 0.37392694]
 [ 0.69404775]
 [ 0.65399718]
 [ 0.31326258]
 [ 0.31370768]
 [ 0.6931473 ]
 [ 0.69324785]
 [ 0.69229323]
 [ 0.69314718]
 [ 0.31336406]
 [ 0.69314694]
 [ 0.31331438]
 [ 0.31328073]
 [ 0.3141644 ]
 [ 0.80960375]
 [ 0.31331131]
 [ 0.69229138]
 [ 0.31790775]
 [ 0.31326246]
 [ 0.69324625]
 [ 0.69278401]
 [ 0.31326485]
 [ 0.31352523]
 [ 0.73606932]
 [ 0.31947738]
 [ 0.3144742 ]
 [ 0.31407842]
 [ 0.69315588]
 [ 0.33640763]
 [ 0.31333047]
 [ 0.3806631 ]
 [ 1.2963562 ]
 [ 0.38206312]
 [ 0.31346253]
 [ 0.3134954 ]
 [ 0.31326357]
 [ 0.71989822]
 [ 0.69448537]
 [ 0.32656282]
 [ 0.31745729]
 [ 0.31326169]
 [ 0.31892273]
 [ 0.49304083]
 [ 0.69331467]
 [ 0.42102554]
 [ 0.313265  ]
 [ 0.31326169]
 [ 0.31327751]
 [ 0.55008692]
 [ 0.57018602]
 [ 0.33687553]
 [ 0.69298702]
 [ 0.31607658]
 [ 0.32046884]
 [ 0.31360397]
 [ 0.71800017]
 [ 0.31974235]
 [ 0.31326619]
 [ 0.69250393]
 [ 0.71860355]
 [ 0.84070957]
 [ 1.07043111]
 [ 0.85770625]
 [ 0.31326559]
 [ 0.31326231]
 [ 0.69314802]
 [ 0.69314718]
 [ 0.34520501]
 [ 0.58781397]
 [ 0.69314116]
 [ 0.31347844]
 [ 0.3132804 ]
 [ 0.31586236]
 [ 0.31326258]
 [ 0.31327572]
 [ 0.31871799]
 [ 0.31422147]
 [ 0.32589829]
 [ 0.68966073]
 [ 0.3213357 ]
 [ 0.96394658]
 [ 0.69314718]
 [ 0.31327629]
 [ 0.31339496]
 [ 0.3875891 ]
 [ 0.31330404]
 [ 0.3133001 ]
 [ 0.31327891]
 [ 0.64699298]
 [ 0.9503845 ]
 [ 0.31327641]
 [ 0.3137773 ]
 [ 0.31374022]
 [ 0.31329826]
 [ 0.67632467]
 [ 0.31970754]
 [ 0.3273634 ]
 [ 0.70849478]
 [ 0.68330556]
 [ 0.69314724]
 [ 0.69315392]
 [ 0.31658259]
 [ 0.54884934]
 [ 0.42516539]
 [ 0.69659656]
 [ 0.3132697 ]
 [ 0.69384092]
 [ 0.31433895]
 [ 0.69315171]
 [ 0.31327844]
 [ 0.69315171]
 [ 0.31535926]
 [ 0.77474195]
 [ 0.32874766]
 [ 0.66919643]
 [ 0.69314724]
 [ 0.31731993]
 [ 0.31326589]
 [ 0.69344568]
 [ 0.31328952]
 [ 0.3133797 ]
 [ 0.31345943]
 [ 0.31428802]
 [ 0.69367301]
 [ 0.6931681 ]
 [ 0.54289055]
 [ 0.69314718]
 [ 0.31326178]
 [ 0.69312477]
 [ 0.31326509]
 [ 0.31362236]
 [ 0.69318646]
 [ 0.69314742]
 [ 0.61044222]
 [ 0.69349903]
 [ 0.31347579]
 [ 0.32010719]
 [ 0.31326169]
 [ 0.69532615]
 [ 0.74214935]
 [ 0.31461692]
 [ 0.39555284]
 [ 0.69314718]
 [ 0.34966978]
 [ 0.31380951]
 [ 0.31330559]
 [ 0.43491393]
 [ 0.68865275]
 [ 0.51876736]
 [ 0.31326887]
 [ 0.74819213]
 [ 0.31703192]
 [ 0.31540048]
 [ 0.31336227]
 [ 0.31599072]
 [ 0.71012008]
 [ 0.31383696]
 [ 0.31329155]
 [ 0.88611567]
 [ 0.31326169]
 [ 0.31941238]
 [ 0.64186251]
 [ 0.71701711]
 [ 0.31484425]
 [ 0.31374028]
 [ 0.69242406]
 [ 0.92289817]
 [ 0.69314724]
 [ 0.80662203]
 [ 0.32792336]
 [ 0.3132619 ]
 [ 0.31634513]
 [ 0.33184975]
 [ 0.35485253]
 [ 0.31329739]
 [ 0.69320357]
 [ 0.31326208]
 [ 0.67071611]
 [ 1.3103807 ]
 [ 0.69293761]
 [ 0.69314718]
 [ 0.69332135]
 [ 0.693232  ]
 [ 0.93456829]
 [ 0.31343386]
 [ 0.80097175]
 [ 1.20042074]
 [ 0.31768915]
 [ 0.67897087]
 [ 0.69309467]
 [ 0.31333256]
 [ 0.31326285]
 [ 0.69311643]
 [ 0.35307497]
 [ 0.6931473 ]
 [ 0.69643754]
 [ 0.40843952]
 [ 0.9018231 ]
 [ 0.31338376]
 [ 0.31326169]
 [ 0.69314718]
 [ 0.50601518]
 [ 0.7674306 ]
 [ 0.68702292]
 [ 0.43744776]
 [ 0.3458961 ]
 [ 0.31353429]
 [ 0.3965058 ]
 [ 0.70373607]
 [ 0.50393707]
 [ 0.69314766]
 [ 0.62516719]
 [ 0.70767385]
 [ 0.31326541]
 [ 0.73395157]
 [ 0.71149385]
 [ 0.32018036]
 [ 0.42327619]
 [ 0.69305182]
 [ 0.3564105 ]
 [ 0.87961376]
 [ 0.69316781]
 [ 0.65660226]
 [ 0.31328237]
 [ 0.31423348]
 [ 0.705428  ]
 [ 0.44503814]
 [ 0.69317353]
 [ 1.30617213]
 [ 0.69069153]
 [ 0.31812042]
 [ 0.69316667]
 [ 0.62174928]
 [ 0.31342414]
 [ 0.69314718]
 [ 0.69315189]
 [ 0.31739756]
 [ 0.31583649]
 [ 1.29860425]
 [ 0.3132697 ]
 [ 0.31583998]
 [ 1.18244374]
 [ 0.32494968]
 [ 0.31369838]
 [ 0.41706946]
 [ 0.31978694]
 [ 0.69264662]
 [ 0.68802476]
 [ 0.31335175]
 [ 1.30955172]
 [ 0.98763794]
 [ 0.69315135]
 [ 0.31352058]
 [ 0.31341699]
 [ 0.31874767]
 [ 0.36101398]
 [ 0.31345931]
 [ 0.31361812]
 [ 1.30040169]
 [ 0.69334823]
 [ 0.31357267]
 [ 0.31327942]
 [ 0.69324988]
 [ 0.69314718]
 [ 0.32504883]
 [ 0.69328809]
 [ 0.32451734]
 [ 0.69315338]
 [ 0.69637853]
 [ 0.69320214]
 [ 0.31666291]
 [ 0.31373084]
 [ 0.69314718]
 [ 0.69321686]
 [ 0.79545349]
 [ 0.68342054]
 [ 0.70423877]
 [ 0.31681448]
 [ 0.69314808]
 [ 0.31327567]
 [ 0.69314724]
 [ 0.31341484]
 [ 0.31599247]
 [ 0.49630111]
 [ 0.31381944]
 [ 1.21680951]
 [ 0.31330982]]

Hypothesis :  [[  2.33831975e-04]
 [  9.99989510e-01]
 [  5.77958133e-07]
 [  9.99999881e-01]
 [  3.79488663e-11]
 [  9.83398199e-01]
 [  9.99997020e-01]
 [  3.05846930e-02]
 [  7.34401783e-06]
 [  2.69792616e-01]
 [  9.24416065e-01]
 [  4.57627358e-08]
 [  3.45229955e-06]
 [  6.00269345e-07]
 [  7.68781126e-01]
 [  1.37284840e-03]
 [  9.22589600e-01]
 [  9.80071664e-01]
 [  9.92088258e-01]
 [  6.84679672e-02]
 [  7.90121078e-01]
 [  5.40701750e-09]
 [  3.63133579e-01]
 [  5.81058204e-01]
 [  1.74381799e-04]
 [  9.99995708e-01]
 [  2.46780902e-01]
 [  7.22020149e-01]
 [  5.88476717e-01]
 [  4.56981477e-04]
 [  9.99999285e-01]
 [  9.99989033e-01]
 [  6.34518117e-02]
 [  9.85631227e-01]
 [  1.42418270e-04]
 [  1.87454209e-01]
 [  9.79218006e-01]
 [  1.09717511e-02]
 [  6.23522908e-04]
 [  1.00795856e-04]
 [  9.99591291e-01]
 [  1.52440521e-07]
 [  5.77858998e-04]
 [  6.12901792e-14]
 [  1.27382232e-02]
 [  9.99985814e-01]
 [  2.19803914e-01]
 [  4.76808876e-01]
 [  9.99999285e-01]
 [  9.99984980e-01]
 [  9.99998212e-01]
 [  1.07941050e-05]
 [  2.71681965e-05]
 [  9.99999881e-01]
 [  3.33291325e-07]
 [  5.11487434e-03]
 [  8.19596613e-10]
 [  4.82679725e-01]
 [  9.99805510e-01]
 [  1.00544803e-02]
 [  9.99999642e-01]
 [  4.77053165e-01]
 [  4.26857561e-01]
 [  9.98601973e-01]
 [  4.22492996e-02]
 [  1.29349023e-01]
 [  9.99999881e-01]
 [  8.94101322e-01]
 [  9.93678629e-01]
 [  3.38044494e-01]
 [  5.94971743e-06]
 [  7.35219419e-01]
 [  9.99970675e-01]
 [  9.99938011e-01]
 [  9.99937296e-01]
 [  9.10095811e-01]
 [  6.18914710e-05]
 [  9.98182178e-01]
 [  9.98312712e-01]
 [  9.99983788e-01]
 [  9.99668837e-01]
 [  9.85116720e-01]
 [  1.01154763e-03]
 [  9.88800764e-01]
 [  2.75820475e-02]
 [  9.99162555e-01]
 [  6.21208979e-04]
 [  9.99827743e-01]
 [  9.99999881e-01]
 [  9.47618067e-01]
 [  9.96223450e-01]
 [  9.08999383e-01]
 [  9.47982907e-01]
 [  4.44488153e-02]
 [  9.99817073e-01]
 [  1.00000000e+00]
 [  9.99626160e-01]
 [  2.00643316e-01]
 [  2.85845289e-07]
 [  2.60341257e-01]
 [  9.32035744e-01]
 [  1.00000000e+00]
 [  6.83851004e-01]
 [  8.95664930e-01]
 [  9.99999642e-01]
 [  4.44820285e-01]
 [  9.99983549e-01]
 [  9.96737182e-01]
 [  5.41877002e-03]
 [  5.90171703e-06]
 [  9.99999404e-01]
 [  9.99114454e-01]
 [  1.54164212e-04]
 [  2.66239885e-02]
 [  3.48693311e-01]
 [  9.60792899e-01]
 [  9.93802190e-01]
 [  9.99999404e-01]
 [  4.85791585e-09]
 [  4.82229441e-01]
 [  9.98992145e-01]
 [  9.07315493e-01]
 [  1.76093742e-01]
 [  3.69136959e-01]
 [  3.26764464e-01]
 [  9.96326387e-01]
 [  9.98362005e-01]
 [  6.18107796e-01]
 [  2.64579454e-03]
 [  2.02946121e-05]
 [  3.46421351e-04]
 [  8.78925085e-01]
 [  9.99996901e-01]
 [  9.92063105e-01]
 [  9.89137948e-01]
 [  9.94323254e-01]
 [  1.39664905e-03]
 [  9.66972709e-01]
 [  9.96015728e-01]
 [  7.57558346e-01]
 [  9.98922765e-01]
 [  2.24676982e-01]
 [  7.59886159e-03]
 [  4.28407848e-01]
 [  9.99991655e-01]
 [  5.81632316e-01]
 [  2.11377051e-02]
 [  9.99991298e-01]
 [  2.82684892e-01]
 [  9.89935458e-01]
 [  2.21781534e-06]
 [  4.71278727e-05]
 [  2.82277068e-09]
 [  1.08405754e-06]
 [  9.99961019e-01]
 [  9.97502029e-01]
 [  9.99999404e-01]
 [  1.25658117e-09]
 [  5.16752154e-02]
 [  9.92199481e-01]
 [  4.61419038e-02]
 [  9.99204457e-01]
 [  1.09247037e-03]
 [  9.80471492e-01]
 [  1.59835164e-02]
 [  1.73663765e-01]
 [  7.27570713e-01]
 [  9.99799550e-01]
 [  9.92824554e-01]
 [  3.81096415e-02]
 [  9.97296512e-01]
 [  9.98698592e-01]
 [  9.99999762e-01]
 [  1.06480684e-06]
 [  9.98567045e-01]
 [  2.79929418e-06]
 [  3.90940288e-04]
 [  1.50122985e-04]
 [  9.99987364e-01]
 [  3.37973312e-02]
 [  9.99999285e-01]
 [  9.99973893e-01]
 [  2.99800187e-01]
 [  1.57008995e-09]
 [  1.86635830e-07]
 [  3.44984353e-01]
 [  9.37163115e-01]
 [  3.28982115e-01]
 [  9.99687672e-01]
 [  3.18836004e-01]
 [  9.17604921e-05]
 [  2.16993268e-08]
 [  9.99836445e-01]
 [  3.44702974e-04]
 [  9.99920845e-01]
 [  9.99780118e-01]
 [  5.19621909e-01]
 [  7.50778019e-02]
 [  3.72651592e-02]
 [  5.71975745e-02]
 [  1.61265269e-01]
 [  9.99999881e-01]
 [  9.77313817e-01]
 [  9.87583220e-01]
 [  9.65498526e-09]
 [  1.29960873e-03]
 [  9.99987602e-01]
 [  5.83617691e-07]
 [  9.99984980e-01]
 [  5.52462916e-06]
 [  4.17327865e-05]
 [  1.63025601e-04]
 [  8.59774828e-01]
 [  7.76555211e-08]
 [  8.12637150e-01]
 [  7.61331260e-01]
 [  8.57763708e-01]
 [  3.87170225e-01]
 [  1.00507414e-09]
 [  1.36540167e-03]
 [  8.27854991e-01]
 [  1.21816695e-02]
 [  9.99987364e-01]
 [  9.99999404e-01]
 [  6.38151169e-01]
 [  3.06630864e-06]
 [  9.56907732e-16]
 [  2.60377795e-01]
 [  3.45811532e-05]
 [  1.17218983e-03]
 [  9.99999881e-01]
 [  1.33217975e-01]
 [  9.99999762e-01]
 [  2.29074587e-07]
 [  1.39644296e-09]
 [  1.14859108e-06]
 [  9.79851663e-01]
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 [  9.99743521e-01]
 [  1.20893270e-01]
 [  1.18898880e-02]
 [  6.22347072e-02]
 [  3.85062471e-09]
 [  3.50658074e-02]
 [  3.72516740e-10]
 [  1.25099299e-02]
 [  9.99562681e-01]
 [  2.08451033e-01]
 [  9.35650706e-01]
 [  9.99999881e-01]
 [  9.51249599e-01]
 [  4.50565577e-01]
 [  9.05656517e-01]
 [  7.65513241e-01]
 [  9.98049736e-01]
 [  5.36425387e-06]
 [  2.14180589e-04]
 [  2.10979325e-03]
 [  9.61106181e-01]
 [  4.88335073e-01]
 [  5.44670582e-01]
 [  9.76129949e-01]
 [  1.59400940e-06]
 [  1.13045469e-04]
 [  1.81486420e-02]
 [  1.78784013e-01]
 [  4.13829621e-05]
 [  9.99996781e-01]
 [  9.96149898e-01]
 [  9.99999881e-01]
 [  4.85696755e-02]
 [  9.67386603e-01]
 [  9.57756281e-01]
 [  9.82301950e-01]
 [  8.32807899e-01]
 [  9.84102726e-01]
 [  3.00991633e-05]
 [  6.37160167e-02]
 [  6.86142325e-01]
 [  1.58218166e-03]
 [  9.99647975e-01]
 [  5.18218485e-06]
 [  5.29484786e-02]
 [  9.99997258e-01]
 [  9.92105007e-01]
 [  9.99852777e-01]
 [  1.18438154e-01]
 [  5.16231172e-04]
 [  2.69694980e-02]
 [  1.46511698e-03]
 [  2.50265497e-04]
 [  2.75317669e-01]
 [  1.44577175e-01]
 [  1.99019283e-01]
 [  3.84011775e-01]
 [  6.19741698e-08]
 [  2.59810776e-01]
 [  9.99997497e-01]
 [  6.83664158e-03]
 [  7.27516055e-01]
 [  9.71517742e-01]
 [  4.15369496e-03]
 [  8.88663828e-01]
 [  1.25041464e-04]
 [  2.97280848e-01]
 [  9.99930978e-01]
 [  9.28714797e-02]
 [  6.09556437e-01]
 [  9.83031869e-01]
 [  3.21610062e-03]
 [  9.98228610e-01]
 [  9.99999881e-01]
 [  3.05510221e-05]
 [  9.78777170e-01]
 [  8.95318517e-05]
 [  7.27955222e-01]
 [  9.85427558e-01]
 [  3.57570797e-01]
 [  6.78563141e-04]
 [  9.90089536e-01]
 [  9.18513536e-01]
 [  7.20469773e-01]
 [  1.74820428e-07]
 [  9.96773541e-01]
 [  9.99698520e-01]
 [  2.45995214e-03]
 [  9.99997139e-01]
 [  1.40341365e-06]
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 [  2.32663140e-07]
 [  4.89036262e-04]
 [  8.36818516e-01]
 [  1.54884965e-05]
 [  2.95994226e-07]
 [  9.96339440e-01]
 [  9.99992847e-01]
 [  9.97393250e-01]
 [  3.89727086e-01]
 [  5.81349015e-01]
 [  2.48633951e-01]
 [  5.04742265e-01]
 [  9.95521784e-01]
 [  9.99997973e-01]
 [  7.65488267e-01]
 [  9.57343578e-01]
 [  2.24481508e-01]
 [  9.99999166e-01]
 [  9.99995708e-01]
 [  9.04275179e-01]
 [  7.44737263e-05]
 [  1.03346013e-01]
 [  3.67403845e-06]
 [  9.82795656e-01]
 [  1.41463090e-07]
 [  4.85610258e-07]
 [  7.01404037e-03]
 [  9.83579457e-01]
 [  9.40422236e-04]
 [  1.19096963e-02]
 [  9.90407407e-01]
 [  4.04341936e-01]
 [  9.98650968e-01]
 [  9.99999881e-01]
 [  9.98012424e-01]
 [  1.24229333e-11]
 [  9.57141820e-05]
 [  9.96387601e-01]
 [  9.99140501e-01]
 [  1.01869799e-01]
 [  2.00990598e-05]
 [  9.99868035e-01]
 [  9.99810517e-01]
 [  6.14790224e-06]
 [  2.08634481e-01]
 [  9.96666968e-01]
 [  9.95972216e-01]
 [  9.97560143e-01]
 [  9.99588549e-01]
 [  9.99865413e-01]
 [  9.99979496e-01]
 [  2.00677663e-01]
 [  3.26919854e-01]
 [  8.15238282e-02]
 [  9.87747788e-01]
 [  9.99791086e-01]
 [  4.88146384e-07]
 [  9.85668182e-01]
 [  9.99808013e-01]
 [  2.87840903e-05]
 [  1.88611541e-03]
 [  9.99041378e-01]
 [  4.89553716e-03]
 [  9.99994516e-01]
 [  1.35664141e-06]
 [  9.97829497e-01]
 [  5.81964135e-01]
 [  9.99616027e-01]
 [  1.67943930e-04]
 [  6.66921213e-02]
 [  9.44006085e-01]
 [  9.82074559e-01]
 [  6.69802214e-10]
 [  8.23788255e-08]
 [  4.43663478e-01]
 [  9.89621162e-01]
 [  8.95431294e-05]
 [  9.97684836e-01]
 [  2.60171248e-03]
 [  5.34578721e-05]
 [  9.64867473e-01]
 [  7.08792417e-04]
 [  9.99996901e-01]
 [  9.95770037e-01]
 [  4.95780736e-01]
 [  9.99995351e-01]
 [  5.01669526e-01]
 [  9.67638135e-01]
 [  1.66982209e-05]
 [  1.12831904e-05]
 [  7.97894001e-01]
 [  5.90039999e-04]
 [  1.05630402e-02]
 [  9.99985337e-01]
 [  9.99973774e-01]
 [  9.99979138e-01]
 [  9.99999285e-01]
 [  8.84275019e-01]
 [  9.97837603e-01]
 [  2.14558713e-05]
 [  9.98207906e-05]
 [  4.50952724e-03]
 [  9.99999762e-01]
 [  9.49868336e-02]
 [  2.64488762e-07]
 [  9.99990582e-01]
 [  9.85363901e-01]
 [  1.48145808e-02]
 [  8.39885354e-01]
 [  1.31343695e-16]
 [  9.99983788e-01]
 [  9.85766411e-01]
 [  8.29281449e-01]
 [  9.21965778e-01]
 [  1.00000000e+00]
 [  1.70713589e-01]
 [  8.25723290e-01]
 [  9.80114996e-01]
 [  9.91055489e-01]
 [  3.18559081e-08]
 [  2.76226014e-01]
 [  9.99971390e-01]
 [  8.09247077e-01]
 [  9.59074676e-01]
 [  9.99999642e-01]
 [  9.98817503e-01]
 [  9.99900699e-01]
 [  3.89795080e-02]
 [  9.61036742e-01]
 [  9.99990582e-01]
 [  6.85264111e-01]
 [  2.71202296e-01]
 [  9.71288591e-06]
 [  8.89233139e-04]
 [  3.76399234e-03]
 [  7.12870480e-03]
 [  2.06173629e-01]
 [  9.74568844e-01]
 [  1.96418032e-01]
 [  9.86589313e-01]
 [  9.97002304e-01]
 [  9.86464143e-01]
 [  7.90933669e-01]
 [  1.79995771e-03]
 [  7.98820555e-02]
 [  9.99996662e-01]
 [  9.98342633e-01]
 [  2.19327660e-07]
 [  2.01338888e-04]
 [  1.70847797e-03]
 [  3.79229814e-10]
 [  9.99619365e-01]
 [  4.89328841e-07]
 [  9.99804199e-01]
 [  9.99929190e-01]
 [  9.96648252e-01]
 [  2.20743522e-01]
 [  9.99815643e-01]
 [  1.71206112e-03]
 [  9.82834816e-01]
 [  9.99997139e-01]
 [  1.98119218e-04]
 [  7.26229977e-04]
 [  9.99988198e-01]
 [  9.99020576e-01]
 [  8.40732679e-02]
 [  9.77082193e-01]
 [  9.95500028e-01]
 [  9.96966898e-01]
 [  1.74608795e-05]
 [  9.16529000e-01]
 [  9.99744475e-01]
 [  7.69492567e-01]
 [  9.76803660e-01]
 [  7.65060008e-01]
 [  9.99253571e-01]
 [  9.99131501e-01]
 [  9.99992967e-01]
 [  5.27967028e-02]
 [  2.67385645e-03]
 [  9.51412737e-01]
 [  9.84489799e-01]
 [  1.00000000e+00]
 [  9.79111791e-01]
 [  4.50529128e-01]
 [  3.34808981e-04]
 [  6.47185862e-01]
 [  9.99987721e-01]
 [  1.00000000e+00]
 [  9.99941230e-01]
 [  3.10021698e-01]
 [  2.63172716e-01]
 [  9.14882183e-01]
 [  3.20170977e-04]
 [  9.89574969e-01]
 [  9.73463416e-01]
 [  9.98728096e-01]
 [  4.90989201e-02]
 [  9.76114273e-01]
 [  9.99983311e-01]
 [  1.28654565e-03]
 [  5.02733327e-02]
 [  2.76104689e-01]
 [  6.50566161e-01]
 [  3.05814236e-01]
 [  9.99985456e-01]
 [  9.99997735e-01]
 [  1.64440144e-06]
 [  3.64027808e-09]
 [  8.86054456e-01]
 [  2.23078653e-01]
 [  1.19112701e-05]
 [  9.99194443e-01]
 [  9.99930501e-01]
 [  9.90366101e-01]
 [  9.99996662e-01]
 [  9.99947906e-01]
 [  9.79861617e-01]
 [  9.96436834e-01]
 [  9.53804851e-01]
 [  6.98349206e-03]
 [  9.70303118e-01]
 [  4.83686626e-01]
 [  4.54181803e-10]
 [  9.99945760e-01]
 [  9.99504566e-01]
 [  7.47754455e-01]
 [  9.99842525e-01]
 [  9.99857187e-01]
 [  9.99935985e-01]
 [  9.45314616e-02]
 [  4.61628914e-01]
 [  9.99945402e-01]
 [  9.98084784e-01]
 [  9.98222053e-01]
 [  9.99864101e-01]
 [  3.39287072e-02]
 [  9.76242661e-01]
 [  9.48543966e-01]
 [  3.04631926e-02]
 [  1.97770353e-02]
 [  1.06712513e-07]
 [  1.35006785e-05]
 [  9.87708807e-01]
 [  3.12969685e-01]
 [  6.35174096e-01]
 [  6.88598445e-03]
 [  9.99970317e-01]
 [  1.38660183e-03]
 [  9.96000946e-01]
 [  9.18190472e-06]
 [  9.99937773e-01]
 [  9.04533226e-06]
 [  9.92223620e-01]
 [  1.57032102e-01]
 [  9.43596125e-01]
 [  4.84820642e-02]
 [  2.48731880e-07]
 [  9.84994829e-01]
 [  9.99984384e-01]
 [  5.96805301e-04]
 [  9.99896526e-01]
 [  9.99561369e-01]
 [  9.99265134e-01]
 [  9.96189952e-01]
 [  1.05106051e-03]
 [  4.18872041e-05]
 [  3.27179193e-01]
 [  1.97547472e-08]
 [  9.99999762e-01]
 [  4.47147904e-05]
 [  9.99987364e-01]
 [  9.98659849e-01]
 [  7.85392331e-05]
 [  5.63877222e-07]
 [  1.72856688e-01]
 [  7.03302852e-04]
 [  9.99204338e-01]
 [  9.74781156e-01]
 [  1.00000000e+00]
 [  4.35231393e-03]
 [  9.57024470e-02]
 [  9.94970798e-01]
 [  7.23195136e-01]
 [  7.57977986e-11]
 [  8.70841384e-01]
 [  9.97965217e-01]
 [  9.99836802e-01]
 [  6.07285202e-01]
 [  9.00757778e-03]
 [  3.85731518e-01]
 [  9.99973297e-01]
 [  1.07209198e-01]
 [  9.86052036e-01]
 [  9.92072046e-01]
 [  9.99626160e-01]
 [  9.89890814e-01]
 [  3.36551815e-02]
 [  9.97863233e-01]
 [  9.99889016e-01]
 [  3.54623914e-01]
 [  1.00000000e+00]
 [  9.77317333e-01]
 [  1.05335347e-01]
 [  4.71799560e-02]
 [  9.94129539e-01]
 [  9.98222053e-01]
 [  1.44653709e-03]
 [  4.16445613e-01]
 [  9.60305044e-08]
 [  2.15339065e-01]
 [  9.46537912e-01]
 [  9.99999285e-01]
 [  9.88584161e-01]
 [  9.32562947e-01]
 [  8.53401065e-01]
 [  9.99867320e-01]
 [  1.12660535e-04]
 [  9.99998569e-01]
 [  4.53741774e-02]
 [  9.96057510e-01]
 [  4.19031916e-04]
 [  1.52865325e-11]
 [  3.48196714e-04]
 [  1.69546809e-04]
 [  4.35749114e-01]
 [  9.99360144e-01]
 [  2.05156684e-01]
 [  8.42218041e-01]
 [  9.83637512e-01]
 [  2.85496656e-02]
 [  1.04937601e-04]
 [  9.99736607e-01]
 [  9.99995708e-01]
 [  6.14773598e-05]
 [  8.59362900e-01]
 [  2.22433826e-07]
 [  6.56860089e-03]
 [  6.84243619e-01]
 [  3.81242484e-01]
 [  9.99546230e-01]
 [  1.00000000e+00]
 [  1.95640375e-08]
 [  4.17496234e-01]
 [  1.43419757e-01]
 [  1.22857327e-02]
 [  6.00108743e-01]
 [  8.83696556e-01]
 [  9.98987019e-01]
 [  7.20268846e-01]
 [  2.10650880e-02]
 [  4.22759324e-01]
 [  9.45205613e-07]
 [  1.40906960e-01]
 [  2.88404077e-02]
 [  9.99986172e-01]
 [  8.00007135e-02]
 [  3.63566689e-02]
 [  9.74513888e-01]
 [  6.40619814e-01]
 [  1.90709863e-04]
 [  8.48182917e-01]
 [  3.43566656e-01]
 [  4.12841073e-05]
 [  7.44775906e-02]
 [  9.99923110e-01]
 [  9.96391952e-01]
 [  2.44079996e-02]
 [  5.78847647e-01]
 [  5.25982250e-05]
 [  9.90290940e-01]
 [  4.91636712e-03]
 [  9.82052743e-01]
 [  3.89692941e-05]
 [  1.48277447e-01]
 [  9.99396205e-01]
 [  2.37644016e-09]
 [  9.41048984e-06]
 [  9.84709024e-01]
 [  9.90461171e-01]
 [  9.79899526e-01]
 [  9.99970317e-01]
 [  9.90448892e-01]
 [  8.16409528e-01]
 [  9.57215726e-01]
 [  9.98377681e-01]
 [  6.58742368e-01]
 [  9.75951791e-01]
 [  1.00098259e-03]
 [  1.02694454e-02]
 [  9.99665260e-01]
 [  9.94922340e-01]
 [  5.21670699e-01]
 [  8.37252992e-06]
 [  9.99037862e-01]
 [  9.99422789e-01]
 [  9.79754865e-01]
 [  8.32899630e-01]
 [  9.99265492e-01]
 [  9.98675644e-01]
 [  9.82371390e-01]
 [  4.01821628e-04]
 [  9.98844385e-01]
 [  9.99934196e-01]
 [  2.05378237e-04]
 [  2.14496314e-08]
 [  9.56853986e-01]
 [  2.81808025e-04]
 [  9.58777487e-01]
 [  1.24576718e-05]
 [  6.45149406e-03]
 [  1.09849228e-04]
 [  9.87412691e-01]
 [  9.98257220e-01]
 [  1.16043601e-08]
 [  1.39365657e-04]
 [  1.95101187e-01]
 [  1.95452888e-02]
 [  2.20589414e-02]
 [  9.86855447e-01]
 [  1.82961378e-06]
 [  9.99948025e-01]
 [  3.24435234e-08]
 [  9.99430716e-01]
 [  9.89884615e-01]
 [  4.42186475e-01]
 [  9.97927904e-01]
 [  8.65609407e-01]
 [  9.99821007e-01]] 
Correct :  [[ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
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 [ 0.]
 [ 0.]
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 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
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 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
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 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 0.]
 [ 1.]
 [ 1.]
 [ 1.]] 
Accuracy :  0.752306