In [1]:
import tensorflow as tf
print(tf.__version__)
1.2.0
In [6]:
"""
x1 | x2 | x3 | y
73 , 80 , 75, 152
93 , 88 , 93, 185
89 , 91 , 90, 180
96 , 98 , 100, 196
73 , 66 , 70, 142
"""
x1_data = [73., 93., 89., 96., 73.]
x2_data = [80., 88., 91., 98., 66.]
x3_data = [75., 93., 90., 100.,70.]
y_data = [152., 185., 180., 196., 142.]
In [7]:
x1 = tf.placeholder(tf.float32)
x2 = tf.placeholder(tf.float32)
x3 = tf.placeholder(tf.float32)
y = tf.placeholder(tf.float32)
w1 = tf.Variable(tf.random_normal([1]), name = "weight1")
w2 = tf.Variable(tf.random_normal([1]), name = "weight2")
w3 = tf.Variable(tf.random_normal([1]), name = "weight3")
b = tf.Variable(tf.random_normal([1]), name = "bias")
In [8]:
hypothesis = x1*w1 + x2*w2 + x3*w3 + b
In [9]:
cost = tf.reduce_mean(tf.square(hypothesis - y))
In [10]:
optimizer = tf.train.GradientDescentOptimizer(learning_rate=1e-5)
In [11]:
train = optimizer.minimize(cost)
In [20]:
sess = tf.Session()
sess.run(tf.global_variables_initializer())
for step in range(3001):
cost_val, hy_val, _, w1_val, w2_val, w3_val, b_val = sess.run([cost, hypothesis, train, w1, w2, w3, b], feed_dict = {x1: x1_data, x2: x2_data, x3: x3_data, y: y_data})
if step % 10 == 0:
print(step," Cost : ", cost_val, "\nPrediction:\n", hy_val, "\n", w1_val, w2_val, w3_val, b_val)
print("="*80)
0 Cost : 14891.9
Prediction:
[ 41.50660324 55.46178436 51.63835526 58.10248184 42.10884857]
[ 0.31735304] [-0.12070566] [ 1.01089811] [-0.16583999]
================================================================================
10 Cost : 1.87814
Prediction:
[ 149.45440674 185.20294189 179.47666931 197.31439209 141.06834412]
[ 0.5813989] [ 0.14351311] [ 1.27784491] [-0.16274226]
================================================================================
20 Cost : 1.73987
Prediction:
[ 149.78318787 185.59407043 179.86421204 197.73558044 141.36636353]
[ 0.58211118] [ 0.14465931] [ 1.27839553] [-0.16270693]
================================================================================
30 Cost : 1.73793
Prediction:
[ 149.78631592 185.59381104 179.86608887 197.73681641 141.36584473]
[ 0.58202732] [ 0.14500876] [ 1.27814031] [-0.16268083]
================================================================================
40 Cost : 1.73599
Prediction:
[ 149.78846741 185.59239197 179.86682129 197.73680115 141.36444092]
[ 0.58194155] [ 0.14535502] [ 1.27788281] [-0.16265476]
================================================================================
50 Cost : 1.73406
Prediction:
[ 149.7906189 185.5909729 179.86755371 197.73678589 141.36305237]
[ 0.58185649] [ 0.14570056] [ 1.27762532] [-0.16262868]
================================================================================
60 Cost : 1.73212
Prediction:
[ 149.79278564 185.58956909 179.86830139 197.73677063 141.36166382]
[ 0.58177191] [ 0.14604537] [ 1.27736807] [-0.1626026]
================================================================================
70 Cost : 1.73021
Prediction:
[ 149.79490662 185.58813477 179.8690033 197.73674011 141.36026001]
[ 0.58168793] [ 0.14638944] [ 1.27711117] [-0.16257653]
================================================================================
80 Cost : 1.72829
Prediction:
[ 149.79705811 185.58674622 179.86973572 197.73672485 141.35888672]
[ 0.58160436] [ 0.14673257] [ 1.27685463] [-0.16255045]
================================================================================
90 Cost : 1.72638
Prediction:
[ 149.79919434 185.58534241 179.87046814 197.73670959 141.35749817]
[ 0.58152133] [ 0.14707494] [ 1.27659833] [-0.16252437]
================================================================================
100 Cost : 1.72449
Prediction:
[ 149.80130005 185.58392334 179.8711853 197.73666382 141.35610962]
[ 0.5814389] [ 0.14741661] [ 1.27634203] [-0.1624983]
================================================================================
110 Cost : 1.72259
Prediction:
[ 149.80342102 185.58251953 179.87190247 197.7366333 141.35473633]
[ 0.58135712] [ 0.1477576] [ 1.27608573] [-0.16247222]
================================================================================
120 Cost : 1.7207
Prediction:
[ 149.80554199 185.58113098 179.87261963 197.73660278 141.35336304]
[ 0.581276] [ 0.14809792] [ 1.27582967] [-0.16244614]
================================================================================
130 Cost : 1.71882
Prediction:
[ 149.80766296 185.57974243 179.87333679 197.73658752 141.352005 ]
[ 0.58119529] [ 0.14843734] [ 1.27557409] [-0.16242006]
================================================================================
140 Cost : 1.71695
Prediction:
[ 149.80976868 185.57835388 179.87406921 197.73655701 141.35066223]
[ 0.58111501] [ 0.14877592] [ 1.27531874] [-0.16239399]
================================================================================
150 Cost : 1.71508
Prediction:
[ 149.81187439 185.57698059 179.87477112 197.73652649 141.3493042 ]
[ 0.58103532] [ 0.14911377] [ 1.27506351] [-0.16236791]
================================================================================
160 Cost : 1.71323
Prediction:
[ 149.81396484 185.5756073 179.87550354 197.73649597 141.34794617]
[ 0.58095628] [ 0.14945094] [ 1.27480841] [-0.16234183]
================================================================================
170 Cost : 1.71138
Prediction:
[ 149.81604004 185.57420349 179.87619019 197.7364502 141.34660339]
[ 0.58087784] [ 0.14978743] [ 1.2745533] [-0.16231576]
================================================================================
180 Cost : 1.70955
Prediction:
[ 149.81811523 185.57281494 179.87689209 197.73641968 141.34524536]
[ 0.58079994] [ 0.15012318] [ 1.27429843] [-0.16228968]
================================================================================
190 Cost : 1.70769
Prediction:
[ 149.82022095 185.57147217 179.87760925 197.73638916 141.34393311]
[ 0.58072245] [ 0.15045816] [ 1.27404392] [-0.1622636]
================================================================================
200 Cost : 1.70587
Prediction:
[ 149.82228088 185.57009888 179.87831116 197.73634338 141.34259033]
[ 0.58064556] [ 0.15079235] [ 1.27378976] [-0.16223752]
================================================================================
210 Cost : 1.70406
Prediction:
[ 149.82435608 185.56874084 179.87904358 197.73632812 141.34126282]
[ 0.58056909] [ 0.15112568] [ 1.27353585] [-0.16221145]
================================================================================
220 Cost : 1.70222
Prediction:
[ 149.82643127 185.56736755 179.87971497 197.73628235 141.33995056]
[ 0.58049321] [ 0.15145835] [ 1.27328193] [-0.16218537]
================================================================================
230 Cost : 1.70042
Prediction:
[ 149.82849121 185.56602478 179.88043213 197.73625183 141.33862305]
[ 0.58041799] [ 0.15179038] [ 1.27302802] [-0.16215929]
================================================================================
240 Cost : 1.69861
Prediction:
[ 149.83053589 185.56465149 179.88111877 197.7361908 141.33729553]
[ 0.58034337] [ 0.1521218] [ 1.27277422] [-0.16213322]
================================================================================
250 Cost : 1.69681
Prediction:
[ 149.83259583 185.56330872 179.88182068 197.73614502 141.33598328]
[ 0.58026922] [ 0.15245235] [ 1.2725209] [-0.16210715]
================================================================================
260 Cost : 1.69502
Prediction:
[ 149.8346405 185.56196594 179.88253784 197.7361145 141.33468628]
[ 0.58019555] [ 0.15278208] [ 1.27226782] [-0.16208114]
================================================================================
270 Cost : 1.69324
Prediction:
[ 149.83668518 185.56062317 179.88322449 197.73608398 141.33338928]
[ 0.58012241] [ 0.15311112] [ 1.27201498] [-0.16205521]
================================================================================
280 Cost : 1.69148
Prediction:
[ 149.8387146 185.5592804 179.88391113 197.73603821 141.33207703]
[ 0.58004975] [ 0.15343939] [ 1.27176225] [-0.16202928]
================================================================================
290 Cost : 1.68969
Prediction:
[ 149.84074402 185.55793762 179.88459778 197.73597717 141.33079529]
[ 0.57997769] [ 0.15376705] [ 1.27150953] [-0.16200335]
================================================================================
300 Cost : 1.68793
Prediction:
[ 149.84275818 185.55659485 179.88528442 197.73591614 141.32948303]
[ 0.57990628] [ 0.1540941] [ 1.27125692] [-0.16197743]
================================================================================
310 Cost : 1.68617
Prediction:
[ 149.8447876 185.55526733 179.88598633 197.73588562 141.32821655]
[ 0.57983524] [ 0.15442035] [ 1.27100468] [-0.1619515]
================================================================================
320 Cost : 1.68443
Prediction:
[ 149.84681702 185.55395508 179.88668823 197.73587036 141.32693481]
[ 0.57976472] [ 0.15474577] [ 1.27075267] [-0.16192557]
================================================================================
330 Cost : 1.68266
Prediction:
[ 149.84884644 185.55264282 179.88737488 197.73580933 141.32568359]
[ 0.57969463] [ 0.15507047] [ 1.27050114] [-0.16189964]
================================================================================
340 Cost : 1.68094
Prediction:
[ 149.85083008 185.55131531 179.88804626 197.73574829 141.3243866 ]
[ 0.57962513] [ 0.15539439] [ 1.27024961] [-0.16187371]
================================================================================
350 Cost : 1.67921
Prediction:
[ 149.85282898 185.55000305 179.88873291 197.73570251 141.32312012]
[ 0.57955623] [ 0.1557177] [ 1.26999807] [-0.16184779]
================================================================================
360 Cost : 1.67748
Prediction:
[ 149.85482788 185.5486908 179.8894043 197.73564148 141.32185364]
[ 0.57948792] [ 0.15604043] [ 1.26974654] [-0.16182186]
================================================================================
370 Cost : 1.67577
Prediction:
[ 149.85681152 185.54736328 179.89007568 197.7355957 141.32058716]
[ 0.57942009] [ 0.1563624] [ 1.26949549] [-0.16179593]
================================================================================
380 Cost : 1.67405
Prediction:
[ 149.85879517 185.54605103 179.89076233 197.73553467 141.31933594]
[ 0.57935274] [ 0.15668361] [ 1.26924455] [-0.16177]
================================================================================
390 Cost : 1.67233
Prediction:
[ 149.86080933 185.54476929 179.89146423 197.73550415 141.31809998]
[ 0.5792858] [ 0.15700401] [ 1.26899397] [-0.16174407]
================================================================================
400 Cost : 1.67064
Prediction:
[ 149.86276245 185.54345703 179.89212036 197.73542786 141.3168335 ]
[ 0.57921946] [ 0.15732381] [ 1.26874352] [-0.16171815]
================================================================================
410 Cost : 1.66894
Prediction:
[ 149.86473083 185.54216003 179.89280701 197.73536682 141.31559753]
[ 0.5791536] [ 0.15764289] [ 1.26849318] [-0.16169222]
================================================================================
420 Cost : 1.66725
Prediction:
[ 149.86669922 185.54084778 179.89346313 197.73530579 141.31434631]
[ 0.57908827] [ 0.15796135] [ 1.26824284] [-0.16166629]
================================================================================
430 Cost : 1.66557
Prediction:
[ 149.8686676 185.53956604 179.89414978 197.73526001 141.31312561]
[ 0.5790236] [ 0.15827918] [ 1.26799262] [-0.16164036]
================================================================================
440 Cost : 1.66388
Prediction:
[ 149.87063599 185.53826904 179.89480591 197.73519897 141.31188965]
[ 0.57895929] [ 0.15859623] [ 1.26774299] [-0.16161443]
================================================================================
450 Cost : 1.66221
Prediction:
[ 149.87258911 185.53700256 179.89547729 197.73513794 141.31066895]
[ 0.57889539] [ 0.15891251] [ 1.26749349] [-0.1615885]
================================================================================
460 Cost : 1.66057
Prediction:
[ 149.87454224 185.53573608 179.89616394 197.73510742 141.30944824]
[ 0.57883203] [ 0.15922807] [ 1.26724422] [-0.16156258]
================================================================================
470 Cost : 1.65888
Prediction:
[ 149.8764801 185.53443909 179.89680481 197.73500061 141.30821228]
[ 0.57876909] [ 0.15954298] [ 1.26699507] [-0.16153665]
================================================================================
480 Cost : 1.65724
Prediction:
[ 149.87841797 185.53315735 179.8974762 197.73495483 141.30699158]
[ 0.5787068] [ 0.15985729] [ 1.26674592] [-0.16151072]
================================================================================
490 Cost : 1.65558
Prediction:
[ 149.88035583 185.53187561 179.89813232 197.73487854 141.30578613]
[ 0.57864505] [ 0.160171] [ 1.26649678] [-0.16148479]
================================================================================
500 Cost : 1.65394
Prediction:
[ 149.8822937 185.53062439 179.89880371 197.73483276 141.30459595]
[ 0.57858384] [ 0.16048402] [ 1.26624799] [-0.16145886]
================================================================================
510 Cost : 1.65231
Prediction:
[ 149.88421631 185.52935791 179.89945984 197.73475647 141.30337524]
[ 0.57852298] [ 0.16079623] [ 1.26599956] [-0.16143294]
================================================================================
520 Cost : 1.65069
Prediction:
[ 149.88613892 185.52810669 179.90011597 197.73471069 141.30218506]
[ 0.5784626] [ 0.16110767] [ 1.26575136] [-0.16140701]
================================================================================
530 Cost : 1.64906
Prediction:
[ 149.88806152 185.52685547 179.90078735 197.73464966 141.30101013]
[ 0.57840276] [ 0.16141848] [ 1.26550341] [-0.16138108]
================================================================================
540 Cost : 1.64745
Prediction:
[ 149.88996887 185.52558899 179.90144348 197.73457336 141.29978943]
[ 0.57834345] [ 0.16172858] [ 1.26525545] [-0.16135515]
================================================================================
550 Cost : 1.64581
Prediction:
[ 149.89187622 185.52432251 179.90208435 197.73448181 141.2986145 ]
[ 0.57828468] [ 0.16203813] [ 1.2650075] [-0.16132922]
================================================================================
560 Cost : 1.64421
Prediction:
[ 149.89378357 185.52308655 179.90274048 197.73442078 141.29743958]
[ 0.57822645] [ 0.16234709] [ 1.26475954] [-0.1613033]
================================================================================
570 Cost : 1.64262
Prediction:
[ 149.89567566 185.52182007 179.90339661 197.73435974 141.29624939]
[ 0.57816863] [ 0.16265537] [ 1.26451206] [-0.16127737]
================================================================================
580 Cost : 1.64101
Prediction:
[ 149.89758301 185.52058411 179.90405273 197.73428345 141.29507446]
[ 0.57811129] [ 0.16296279] [ 1.26426494] [-0.16125144]
================================================================================
590 Cost : 1.63942
Prediction:
[ 149.8994751 185.51934814 179.9046936 197.73422241 141.29391479]
[ 0.57805437] [ 0.16326953] [ 1.26401806] [-0.16122551]
================================================================================
600 Cost : 1.63784
Prediction:
[ 149.90135193 185.51811218 179.90534973 197.73414612 141.29273987]
[ 0.57799792] [ 0.1635756] [ 1.2637713] [-0.16119958]
================================================================================
610 Cost : 1.63626
Prediction:
[ 149.9032135 185.51686096 179.9059906 197.73405457 141.2915802 ]
[ 0.57794195] [ 0.16388109] [ 1.26352453] [-0.16117366]
================================================================================
620 Cost : 1.63469
Prediction:
[ 149.90509033 185.515625 179.90661621 197.73397827 141.29040527]
[ 0.57788658] [ 0.16418599] [ 1.26327777] [-0.16114773]
================================================================================
630 Cost : 1.63311
Prediction:
[ 149.90699768 185.51441956 179.90727234 197.7339325 141.28927612]
[ 0.57783175] [ 0.16449028] [ 1.26303124] [-0.1611218]
================================================================================
640 Cost : 1.63154
Prediction:
[ 149.90884399 185.51318359 179.90791321 197.73382568 141.28811646]
[ 0.57777733] [ 0.16479386] [ 1.26278508] [-0.16109587]
================================================================================
650 Cost : 1.63
Prediction:
[ 149.91070557 185.51196289 179.90856934 197.73376465 141.28695679]
[ 0.57772332] [ 0.16509666] [ 1.26253915] [-0.16106994]
================================================================================
660 Cost : 1.62844
Prediction:
[ 149.9125824 185.51075745 179.90921021 197.73370361 141.28582764]
[ 0.57766974] [ 0.16539876] [ 1.26229346] [-0.16104402]
================================================================================
670 Cost : 1.62689
Prediction:
[ 149.91441345 185.50952148 179.90982056 197.7335968 141.28466797]
[ 0.57761669] [ 0.16570027] [ 1.26204789] [-0.16101809]
================================================================================
680 Cost : 1.62533
Prediction:
[ 149.91627502 185.50831604 179.91046143 197.73350525 141.28353882]
[ 0.57756412] [ 0.16600113] [ 1.26180232] [-0.16099216]
================================================================================
690 Cost : 1.62381
Prediction:
[ 149.91810608 185.50709534 179.91110229 197.73342896 141.28240967]
[ 0.57751215] [ 0.16630149] [ 1.26155674] [-0.16096623]
================================================================================
700 Cost : 1.62227
Prediction:
[ 149.91995239 185.50588989 179.91172791 197.7333374 141.28128052]
[ 0.57746065] [ 0.16660121] [ 1.26131153] [-0.1609403]
================================================================================
710 Cost : 1.62075
Prediction:
[ 149.92179871 185.50469971 179.91236877 197.73327637 141.28015137]
[ 0.57740945] [ 0.16690014] [ 1.26106668] [-0.16091438]
================================================================================
720 Cost : 1.61923
Prediction:
[ 149.92362976 185.50349426 179.91299438 197.73320007 141.27903748]
[ 0.57735866] [ 0.16719843] [ 1.26082194] [-0.16088845]
================================================================================
730 Cost : 1.6177
Prediction:
[ 149.92547607 185.50230408 179.91363525 197.73312378 141.27793884]
[ 0.57730836] [ 0.16749603] [ 1.26057756] [-0.16086252]
================================================================================
740 Cost : 1.61618
Prediction:
[ 149.92729187 185.50108337 179.91426086 197.73301697 141.27680969]
[ 0.57725859] [ 0.16779296] [ 1.26033318] [-0.16083659]
================================================================================
750 Cost : 1.61469
Prediction:
[ 149.92909241 185.49989319 179.91488647 197.73292542 141.2756958 ]
[ 0.57720929] [ 0.16808939] [ 1.2600888] [-0.16081066]
================================================================================
760 Cost : 1.61318
Prediction:
[ 149.93092346 185.498703 179.91551208 197.73284912 141.27459717]
[ 0.5771606] [ 0.16838527] [ 1.25984442] [-0.16078474]
================================================================================
770 Cost : 1.61169
Prediction:
[ 149.932724 185.49752808 179.9161377 197.73275757 141.27348328]
[ 0.57711232] [ 0.16868047] [ 1.2596004] [-0.16075881]
================================================================================
780 Cost : 1.61019
Prediction:
[ 149.93453979 185.49633789 179.91674805 197.73266602 141.2723999 ]
[ 0.57706439] [ 0.16897498] [ 1.25935674] [-0.16073288]
================================================================================
790 Cost : 1.6087
Prediction:
[ 149.93634033 185.49514771 179.91738892 197.73257446 141.27130127]
[ 0.57701677] [ 0.16926874] [ 1.25911331] [-0.16070695]
================================================================================
800 Cost : 1.60723
Prediction:
[ 149.93814087 185.49398804 179.91799927 197.73249817 141.2702179 ]
[ 0.57696974] [ 0.16956188] [ 1.25887012] [-0.16068102]
================================================================================
810 Cost : 1.60576
Prediction:
[ 149.93992615 185.49281311 179.91860962 197.73240662 141.26911926]
[ 0.57692313] [ 0.16985439] [ 1.25862694] [-0.1606551]
================================================================================
820 Cost : 1.60428
Prediction:
[ 149.94172668 185.49163818 179.91923523 197.73231506 141.26803589]
[ 0.57687712] [ 0.17014641] [ 1.25838375] [-0.16062917]
================================================================================
830 Cost : 1.60283
Prediction:
[ 149.9434967 185.49046326 179.91984558 197.73222351 141.26695251]
[ 0.57683158] [ 0.17043786] [ 1.25814056] [-0.16060324]
================================================================================
840 Cost : 1.60136
Prediction:
[ 149.94528198 185.48930359 179.92047119 197.73213196 141.2658844 ]
[ 0.5767864] [ 0.17072864] [ 1.25789785] [-0.16057731]
================================================================================
850 Cost : 1.5999
Prediction:
[ 149.947052 185.48812866 179.92108154 197.73202515 141.26480103]
[ 0.57674164] [ 0.17101873] [ 1.25765538] [-0.16055138]
================================================================================
860 Cost : 1.59844
Prediction:
[ 149.94885254 185.48699951 179.92170715 197.73194885 141.26376343]
[ 0.57669723] [ 0.17130812] [ 1.25741315] [-0.16052546]
================================================================================
870 Cost : 1.59699
Prediction:
[ 149.9506073 185.48582458 179.9223175 197.73182678 141.26268005]
[ 0.57665336] [ 0.17159693] [ 1.25717115] [-0.16049953]
================================================================================
880 Cost : 1.59556
Prediction:
[ 149.95236206 185.48466492 179.92289734 197.73173523 141.26161194]
[ 0.57660985] [ 0.17188512] [ 1.25692916] [-0.1604736]
================================================================================
890 Cost : 1.59413
Prediction:
[ 149.95411682 185.48350525 179.92350769 197.73164368 141.26054382]
[ 0.57656693] [ 0.17217276] [ 1.25668716] [-0.16044767]
================================================================================
900 Cost : 1.59269
Prediction:
[ 149.95587158 185.48236084 179.9241333 197.73153687 141.25949097]
[ 0.57652456] [ 0.17245989] [ 1.25644529] [-0.16042174]
================================================================================
910 Cost : 1.59125
Prediction:
[ 149.95762634 185.48120117 179.92472839 197.73143005 141.25845337]
[ 0.57648259] [ 0.17274632] [ 1.25620365] [-0.16039582]
================================================================================
920 Cost : 1.58984
Prediction:
[ 149.9593811 185.48007202 179.92533875 197.73135376 141.25740051]
[ 0.57644087] [ 0.17303206] [ 1.25596237] [-0.16036989]
================================================================================
930 Cost : 1.5884
Prediction:
[ 149.96115112 185.47894287 179.92596436 197.73126221 141.25637817]
[ 0.57639968] [ 0.17331707] [ 1.25572133] [-0.16034399]
================================================================================
940 Cost : 1.58701
Prediction:
[ 149.96286011 185.47779846 179.92654419 197.7311554 141.25532532]
[ 0.57635885] [ 0.17360157] [ 1.25548053] [-0.16031814]
================================================================================
950 Cost : 1.58558
Prediction:
[ 149.96459961 185.47665405 179.92713928 197.73103333 141.25428772]
[ 0.5763185] [ 0.17388546] [ 1.25523973] [-0.16029234]
================================================================================
960 Cost : 1.58419
Prediction:
[ 149.96633911 185.47554016 179.92774963 197.73094177 141.25325012]
[ 0.57627869] [ 0.17416881] [ 1.25499892] [-0.16026656]
================================================================================
970 Cost : 1.58278
Prediction:
[ 149.9680481 185.47436523 179.92831421 197.73080444 141.25219727]
[ 0.57623935] [ 0.17445165] [ 1.25475824] [-0.16024078]
================================================================================
980 Cost : 1.58138
Prediction:
[ 149.9697876 185.4732666 179.92892456 197.73071289 141.25119019]
[ 0.57620049] [ 0.17473388] [ 1.25451756] [-0.16021501]
================================================================================
990 Cost : 1.58
Prediction:
[ 149.97149658 185.47213745 179.92953491 197.73062134 141.25018311]
[ 0.57616192] [ 0.17501542] [ 1.25427747] [-0.16018923]
================================================================================
1000 Cost : 1.57861
Prediction:
[ 149.97322083 185.47102356 179.93013 197.73051453 141.24914551]
[ 0.57612371] [ 0.17529631] [ 1.25403762] [-0.16016345]
================================================================================
1010 Cost : 1.57723
Prediction:
[ 149.97492981 185.46990967 179.93074036 197.73042297 141.24815369]
[ 0.57608587] [ 0.17557652] [ 1.25379801] [-0.16013767]
================================================================================
1020 Cost : 1.57585
Prediction:
[ 149.97663879 185.46879578 179.93132019 197.7303009 141.24713135]
[ 0.57604849] [ 0.1758562] [ 1.2535584] [-0.16011189]
================================================================================
1030 Cost : 1.57448
Prediction:
[ 149.97833252 185.46765137 179.93190002 197.73019409 141.24610901]
[ 0.57601166] [ 0.17613539] [ 1.25331879] [-0.16008611]
================================================================================
1040 Cost : 1.57311
Prediction:
[ 149.98002625 185.46655273 179.93247986 197.73007202 141.24510193]
[ 0.5759753] [ 0.17641406] [ 1.25307918] [-0.16006033]
================================================================================
1050 Cost : 1.57173
Prediction:
[ 149.98173523 185.4654541 179.93307495 197.72996521 141.24411011]
[ 0.57593948] [ 0.17669213] [ 1.25283968] [-0.16003455]
================================================================================
1060 Cost : 1.57038
Prediction:
[ 149.9834137 185.46434021 179.93367004 197.7298584 141.24311829]
[ 0.57590401] [ 0.17696959] [ 1.25260067] [-0.16000877]
================================================================================
1070 Cost : 1.56903
Prediction:
[ 149.98510742 185.46324158 179.93424988 197.72975159 141.24211121]
[ 0.57586879] [ 0.17724632] [ 1.25236177] [-0.15998299]
================================================================================
1080 Cost : 1.56767
Prediction:
[ 149.98680115 185.4621582 179.93486023 197.72964478 141.24113464]
[ 0.57583404] [ 0.17752244] [ 1.25212324] [-0.15995722]
================================================================================
1090 Cost : 1.56633
Prediction:
[ 149.98847961 185.46107483 179.93544006 197.72953796 141.24015808]
[ 0.57579964] [ 0.17779797] [ 1.25188482] [-0.15993144]
================================================================================
1100 Cost : 1.56498
Prediction:
[ 149.99014282 185.45996094 179.93600464 197.72940063 141.239151 ]
[ 0.57576579] [ 0.17807294] [ 1.2516464] [-0.15990566]
================================================================================
1110 Cost : 1.56364
Prediction:
[ 149.99180603 185.4588623 179.93656921 197.72927856 141.23817444]
[ 0.57573235] [ 0.17834742] [ 1.25140798] [-0.15987988]
================================================================================
1120 Cost : 1.5623
Prediction:
[ 149.99349976 185.45779419 179.93716431 197.72918701 141.23721313]
[ 0.57569951] [ 0.1786214] [ 1.25116968] [-0.1598541]
================================================================================
1130 Cost : 1.56098
Prediction:
[ 149.99513245 185.4566803 179.93772888 197.72904968 141.23622131]
[ 0.5756669] [ 0.17889479] [ 1.25093174] [-0.15982832]
================================================================================
1140 Cost : 1.55965
Prediction:
[ 149.99681091 185.45559692 179.93830872 197.72894287 141.23524475]
[ 0.57563466] [ 0.17916751] [ 1.25069392] [-0.15980254]
================================================================================
1150 Cost : 1.55833
Prediction:
[ 149.99845886 185.45452881 179.93888855 197.72883606 141.23429871]
[ 0.57560283] [ 0.17943957] [ 1.25045645] [-0.15977676]
================================================================================
1160 Cost : 1.55701
Prediction:
[ 150.00010681 185.45343018 179.93946838 197.72869873 141.23330688]
[ 0.5755713] [ 0.17971109] [ 1.25021923] [-0.15975098]
================================================================================
1170 Cost : 1.55569
Prediction:
[ 150.00175476 185.45237732 179.94004822 197.72857666 141.23236084]
[ 0.57554024] [ 0.17998204] [ 1.249982] [-0.1597252]
================================================================================
1180 Cost : 1.55438
Prediction:
[ 150.00340271 185.45129395 179.94061279 197.72846985 141.23141479]
[ 0.57550973] [ 0.18025246] [ 1.24974477] [-0.15969943]
================================================================================
1190 Cost : 1.55308
Prediction:
[ 150.0050354 185.45021057 179.94117737 197.72833252 141.23043823]
[ 0.57547969] [ 0.18052244] [ 1.24950755] [-0.15967365]
================================================================================
1200 Cost : 1.55177
Prediction:
[ 150.00666809 185.44914246 179.94174194 197.72819519 141.22949219]
[ 0.57545] [ 0.18079187] [ 1.24927056] [-0.15964787]
================================================================================
1210 Cost : 1.55048
Prediction:
[ 150.00831604 185.44810486 179.94233704 197.72810364 141.2285614 ]
[ 0.57542074] [ 0.1810606] [ 1.24903381] [-0.15962209]
================================================================================
1220 Cost : 1.54918
Prediction:
[ 150.00996399 185.44703674 179.94291687 197.72799683 141.22761536]
[ 0.57539171] [ 0.18132871] [ 1.24879742] [-0.15959631]
================================================================================
1230 Cost : 1.5479
Prediction:
[ 150.01156616 185.44596863 179.94345093 197.7278595 141.22666931]
[ 0.5753631] [ 0.18159626] [ 1.24856126] [-0.15957053]
================================================================================
1240 Cost : 1.54662
Prediction:
[ 150.01318359 185.44491577 179.94403076 197.72773743 141.22573853]
[ 0.57533491] [ 0.1818632] [ 1.24832523] [-0.15954475]
================================================================================
1250 Cost : 1.54533
Prediction:
[ 150.01481628 185.44387817 179.9446106 197.72761536 141.22480774]
[ 0.57530713] [ 0.1821297] [ 1.24808919] [-0.15951897]
================================================================================
1260 Cost : 1.54404
Prediction:
[ 150.01641846 185.4427948 179.94514465 197.72746277 141.22386169]
[ 0.57527989] [ 0.18239568] [ 1.24785316] [-0.15949319]
================================================================================
1270 Cost : 1.54278
Prediction:
[ 150.01802063 185.4417572 179.94570923 197.72735596 141.22294617]
[ 0.57525301] [ 0.1826611] [ 1.24761724] [-0.15946741]
================================================================================
1280 Cost : 1.5415
Prediction:
[ 150.01965332 185.4407196 179.94628906 197.72724915 141.22203064]
[ 0.57522655] [ 0.18292601] [ 1.24738157] [-0.15944164]
================================================================================
1290 Cost : 1.54024
Prediction:
[ 150.02124023 185.43966675 179.94683838 197.72711182 141.22109985]
[ 0.57520032] [ 0.18319027] [ 1.24714637] [-0.15941586]
================================================================================
1300 Cost : 1.53897
Prediction:
[ 150.02284241 185.43862915 179.9473877 197.72697449 141.22018433]
[ 0.57517445] [ 0.18345389] [ 1.24691129] [-0.15939008]
================================================================================
1310 Cost : 1.53773
Prediction:
[ 150.02444458 185.43759155 179.94796753 197.72686768 141.2192688 ]
[ 0.57514894] [ 0.18371691] [ 1.24667645] [-0.1593643]
================================================================================
1320 Cost : 1.53646
Prediction:
[ 150.02601624 185.4365387 179.94850159 197.72669983 141.21833801]
[ 0.57512397] [ 0.18397944] [ 1.2464416] [-0.15933852]
================================================================================
1330 Cost : 1.53522
Prediction:
[ 150.02760315 185.43551636 179.9490509 197.72657776 141.21743774]
[ 0.57509941] [ 0.18424143] [ 1.24620676] [-0.15931274]
================================================================================
1340 Cost : 1.53397
Prediction:
[ 150.02919006 185.43447876 179.94961548 197.72645569 141.21653748]
[ 0.57507533] [ 0.18450302] [ 1.24597192] [-0.15928696]
================================================================================
1350 Cost : 1.53272
Prediction:
[ 150.03076172 185.43344116 179.95016479 197.7263031 141.21563721]
[ 0.57505167] [ 0.1847641] [ 1.2457372] [-0.15926118]
================================================================================
1360 Cost : 1.53148
Prediction:
[ 150.03234863 185.43241882 179.95071411 197.72618103 141.21473694]
[ 0.5750283] [ 0.18502457] [ 1.24550283] [-0.1592354]
================================================================================
1370 Cost : 1.53025
Prediction:
[ 150.03392029 185.43139648 179.95126343 197.72605896 141.21385193]
[ 0.57500523] [ 0.18528441] [ 1.24526882] [-0.15920962]
================================================================================
1380 Cost : 1.52902
Prediction:
[ 150.0355072 185.43040466 179.95184326 197.72593689 141.21296692]
[ 0.57498252] [ 0.1855436] [ 1.24503493] [-0.15918384]
================================================================================
1390 Cost : 1.52779
Prediction:
[ 150.0370636 185.42936707 179.95237732 197.72579956 141.21206665]
[ 0.57496023] [ 0.18580233] [ 1.24480128] [-0.15915807]
================================================================================
1400 Cost : 1.52656
Prediction:
[ 150.03862 185.42834473 179.95291138 197.72564697 141.21118164]
[ 0.5749383] [ 0.18606047] [ 1.24456763] [-0.15913229]
================================================================================
1410 Cost : 1.52534
Prediction:
[ 150.04017639 185.42733765 179.95347595 197.72550964 141.21029663]
[ 0.57491684] [ 0.1863182] [ 1.24433398] [-0.15910651]
================================================================================
1420 Cost : 1.52412
Prediction:
[ 150.04171753 185.42630005 179.95397949 197.72535706 141.20941162]
[ 0.57489586] [ 0.18657549] [ 1.24410033] [-0.15908073]
================================================================================
1430 Cost : 1.52291
Prediction:
[ 150.04327393 185.42529297 179.95452881 197.72521973 141.20852661]
[ 0.57487518] [ 0.18683223] [ 1.24386704] [-0.15905495]
================================================================================
1440 Cost : 1.5217
Prediction:
[ 150.04483032 185.42430115 179.95509338 197.72509766 141.20767212]
[ 0.57485491] [ 0.18708837] [ 1.24363375] [-0.15902917]
================================================================================
1450 Cost : 1.52049
Prediction:
[ 150.04637146 185.42329407 179.9556427 197.72496033 141.20680237]
[ 0.57483488] [ 0.18734388] [ 1.24340117] [-0.15900339]
================================================================================
1460 Cost : 1.51928
Prediction:
[ 150.0479126 185.42228699 179.9561615 197.72480774 141.20593262]
[ 0.57481521] [ 0.18759881] [ 1.24316847] [-0.15897761]
================================================================================
1470 Cost : 1.51809
Prediction:
[ 150.04945374 185.42131042 179.95672607 197.72468567 141.20507812]
[ 0.5747959] [ 0.18785326] [ 1.24293602] [-0.15895183]
================================================================================
1480 Cost : 1.51691
Prediction:
[ 150.05097961 185.42028809 179.95724487 197.72454834 141.20419312]
[ 0.57477701] [ 0.18810721] [ 1.24270356] [-0.15892605]
================================================================================
1490 Cost : 1.5157
Prediction:
[ 150.05250549 185.41928101 179.95777893 197.72439575 141.20333862]
[ 0.57475853] [ 0.18836071] [ 1.2424711] [-0.15890028]
================================================================================
1500 Cost : 1.51451
Prediction:
[ 150.05403137 185.41830444 179.95831299 197.72424316 141.20248413]
[ 0.57474059] [ 0.18861371] [ 1.24223864] [-0.15887453]
================================================================================
1510 Cost : 1.51332
Prediction:
[ 150.05557251 185.41732788 179.9588623 197.72412109 141.2016449 ]
[ 0.57472289] [ 0.1888662] [ 1.24200654] [-0.15884887]
================================================================================
1520 Cost : 1.51214
Prediction:
[ 150.05706787 185.41630554 179.9593811 197.72395325 141.20077515]
[ 0.57470566] [ 0.18911813] [ 1.24177456] [-0.15882324]
================================================================================
1530 Cost : 1.51096
Prediction:
[ 150.05860901 185.4153595 179.95991516 197.72383118 141.19995117]
[ 0.57468867] [ 0.18936945] [ 1.24154294] [-0.15879761]
================================================================================
1540 Cost : 1.50979
Prediction:
[ 150.06011963 185.41438293 179.96046448 197.72369385 141.19911194]
[ 0.57467192] [ 0.1896202] [ 1.24131155] [-0.15877198]
================================================================================
1550 Cost : 1.50863
Prediction:
[ 150.06161499 185.41339111 179.96098328 197.72354126 141.19825745]
[ 0.57465559] [ 0.18987046] [ 1.24108028] [-0.15874635]
================================================================================
1560 Cost : 1.50745
Prediction:
[ 150.06312561 185.41241455 179.96151733 197.72338867 141.19743347]
[ 0.57463962] [ 0.19012022] [ 1.24084902] [-0.15872072]
================================================================================
1570 Cost : 1.50628
Prediction:
[ 150.06462097 185.41142273 179.96203613 197.72323608 141.19659424]
[ 0.57462412] [ 0.19036958] [ 1.24061775] [-0.15869509]
================================================================================
1580 Cost : 1.50511
Prediction:
[ 150.06611633 185.41044617 179.96253967 197.72306824 141.195755 ]
[ 0.57460916] [ 0.19061846] [ 1.24038649] [-0.15866946]
================================================================================
1590 Cost : 1.50397
Prediction:
[ 150.06761169 185.40948486 179.96308899 197.72294617 141.19493103]
[ 0.57459444] [ 0.19086687] [ 1.24015546] [-0.15864383]
================================================================================
1600 Cost : 1.5028
Prediction:
[ 150.06912231 185.40852356 179.96363831 197.72280884 141.19412231]
[ 0.57458013] [ 0.19111466] [ 1.23992467] [-0.1586182]
================================================================================
1610 Cost : 1.50166
Prediction:
[ 150.07060242 185.40756226 179.96414185 197.72265625 141.19328308]
[ 0.57456595] [ 0.19136189] [ 1.23969436] [-0.15859257]
================================================================================
1620 Cost : 1.50051
Prediction:
[ 150.07208252 185.40658569 179.96466064 197.72250366 141.19247437]
[ 0.57455218] [ 0.19160853] [ 1.23946404] [-0.15856694]
================================================================================
1630 Cost : 1.49936
Prediction:
[ 150.07357788 185.40563965 179.9651947 197.72235107 141.19165039]
[ 0.57453877] [ 0.19185467] [ 1.23923397] [-0.15854131]
================================================================================
1640 Cost : 1.49822
Prediction:
[ 150.07502747 185.40464783 179.96569824 197.72218323 141.19082642]
[ 0.57452577] [ 0.19210035] [ 1.2390039] [-0.15851568]
================================================================================
1650 Cost : 1.49708
Prediction:
[ 150.07650757 185.40370178 179.96621704 197.72203064 141.1900177 ]
[ 0.57451314] [ 0.19234556] [ 1.23877382] [-0.15849005]
================================================================================
1660 Cost : 1.49593
Prediction:
[ 150.07798767 185.40275574 179.96673584 197.72187805 141.18922424]
[ 0.57450098] [ 0.19259042] [ 1.23854375] [-0.15846442]
================================================================================
1670 Cost : 1.49482
Prediction:
[ 150.07943726 185.40179443 179.96725464 197.72172546 141.18841553]
[ 0.57448918] [ 0.19283478] [ 1.23831379] [-0.15843879]
================================================================================
1680 Cost : 1.49368
Prediction:
[ 150.08091736 185.40084839 179.96777344 197.72158813 141.18762207]
[ 0.57447767] [ 0.19307853] [ 1.2380842] [-0.15841316]
================================================================================
1690 Cost : 1.49256
Prediction:
[ 150.08236694 185.39990234 179.96829224 197.72142029 141.18682861]
[ 0.57446635] [ 0.19332172] [ 1.23785496] [-0.15838753]
================================================================================
1700 Cost : 1.49143
Prediction:
[ 150.08383179 185.39897156 179.96881104 197.7212677 141.18603516]
[ 0.57445556] [ 0.19356434] [ 1.23762596] [-0.1583619]
================================================================================
1710 Cost : 1.49032
Prediction:
[ 150.08528137 185.39802551 179.96931458 197.72111511 141.18522644]
[ 0.57444489] [ 0.19380648] [ 1.23739696] [-0.15833627]
================================================================================
1720 Cost : 1.48919
Prediction:
[ 150.08674622 185.39707947 179.96983337 197.72096252 141.18444824]
[ 0.5744347] [ 0.19404812] [ 1.23716807] [-0.15831064]
================================================================================
1730 Cost : 1.48809
Prediction:
[ 150.08816528 185.39613342 179.97033691 197.72079468 141.18365479]
[ 0.57442492] [ 0.19428939] [ 1.23693919] [-0.15828501]
================================================================================
1740 Cost : 1.48697
Prediction:
[ 150.08961487 185.39518738 179.9708252 197.72062683 141.18286133]
[ 0.5744155] [ 0.19453019] [ 1.23671031] [-0.15825938]
================================================================================
1750 Cost : 1.48585
Prediction:
[ 150.09106445 185.39425659 179.97134399 197.72045898 141.18208313]
[ 0.57440656] [ 0.19477054] [ 1.23648143] [-0.15823375]
================================================================================
1760 Cost : 1.48476
Prediction:
[ 150.09251404 185.39334106 179.97187805 197.72033691 141.18132019]
[ 0.57439786] [ 0.19501036] [ 1.2362529] [-0.15820812]
================================================================================
1770 Cost : 1.48367
Prediction:
[ 150.09393311 185.39241028 179.97238159 197.72016907 141.18052673]
[ 0.57438952] [ 0.19524968] [ 1.23602462] [-0.15818249]
================================================================================
1780 Cost : 1.48257
Prediction:
[ 150.09536743 185.39147949 179.97288513 197.72001648 141.17976379]
[ 0.57438135] [ 0.19548847] [ 1.23579669] [-0.15815686]
================================================================================
1790 Cost : 1.48148
Prediction:
[ 150.09680176 185.39056396 179.97340393 197.71986389 141.17900085]
[ 0.57437354] [ 0.19572666] [ 1.23556888] [-0.15813123]
================================================================================
1800 Cost : 1.48038
Prediction:
[ 150.09822083 185.38963318 179.97389221 197.71968079 141.17822266]
[ 0.57436609] [ 0.19596444] [ 1.23534119] [-0.1581056]
================================================================================
1810 Cost : 1.47928
Prediction:
[ 150.09963989 185.38870239 179.97439575 197.71951294 141.17745972]
[ 0.57435894] [ 0.1962017] [ 1.2351135] [-0.15807997]
================================================================================
1820 Cost : 1.4782
Prediction:
[ 150.10105896 185.38778687 179.97489929 197.71936035 141.17671204]
[ 0.57435238] [ 0.19643855] [ 1.23488581] [-0.15805434]
================================================================================
1830 Cost : 1.47712
Prediction:
[ 150.10246277 185.38685608 179.97538757 197.7191925 141.1759491 ]
[ 0.57434618] [ 0.19667505] [ 1.23465812] [-0.15802871]
================================================================================
1840 Cost : 1.47603
Prediction:
[ 150.10386658 185.38594055 179.97587585 197.7190094 141.17518616]
[ 0.57434028] [ 0.19691102] [ 1.23443067] [-0.15800308]
================================================================================
1850 Cost : 1.47496
Prediction:
[ 150.1053009 185.38505554 179.97640991 197.71888733 141.17445374]
[ 0.57433462] [ 0.19714646] [ 1.23420346] [-0.15797745]
================================================================================
1860 Cost : 1.47389
Prediction:
[ 150.10668945 185.38414001 179.97689819 197.71868896 141.17367554]
[ 0.57432926] [ 0.19738138] [ 1.2339766] [-0.15795182]
================================================================================
1870 Cost : 1.47282
Prediction:
[ 150.10809326 185.38323975 179.97738647 197.71853638 141.17294312]
[ 0.57432413] [ 0.19761576] [ 1.23374987] [-0.15792619]
================================================================================
1880 Cost : 1.47175
Prediction:
[ 150.10949707 185.38232422 179.97790527 197.71838379 141.17221069]
[ 0.57431936] [ 0.19784962] [ 1.23352337] [-0.15790056]
================================================================================
1890 Cost : 1.47068
Prediction:
[ 150.11088562 185.38142395 179.9783783 197.71820068 141.17144775]
[ 0.57431495] [ 0.19808307] [ 1.23329687] [-0.15787493]
================================================================================
1900 Cost : 1.46962
Prediction:
[ 150.11227417 185.38050842 179.97886658 197.71803284 141.17070007]
[ 0.5743109] [ 0.19831608] [ 1.23307037] [-0.1578493]
================================================================================
1910 Cost : 1.46855
Prediction:
[ 150.11366272 185.37962341 179.97935486 197.71784973 141.16996765]
[ 0.57430726] [ 0.19854872] [ 1.23284388] [-0.15782367]
================================================================================
1920 Cost : 1.46749
Prediction:
[ 150.11505127 185.37870789 179.97982788 197.71768188 141.16923523]
[ 0.5743041] [ 0.19878098] [ 1.23261738] [-0.15779804]
================================================================================
1930 Cost : 1.46645
Prediction:
[ 150.11642456 185.37783813 179.98034668 197.7175293 141.16851807]
[ 0.57430112] [ 0.19901267] [ 1.23239124] [-0.15777241]
================================================================================
1940 Cost : 1.46538
Prediction:
[ 150.11781311 185.37692261 179.98083496 197.71734619 141.16778564]
[ 0.57429838] [ 0.19924384] [ 1.23216546] [-0.15774678]
================================================================================
1950 Cost : 1.46434
Prediction:
[ 150.1191864 185.37605286 179.9813385 197.71717834 141.16706848]
[ 0.574296] [ 0.19947453] [ 1.23193979] [-0.15772115]
================================================================================
1960 Cost : 1.4633
Prediction:
[ 150.12055969 185.37516785 179.98182678 197.7170105 141.16633606]
[ 0.57429391] [ 0.19970469] [ 1.23171425] [-0.15769552]
================================================================================
1970 Cost : 1.46226
Prediction:
[ 150.12193298 185.37428284 179.98231506 197.71684265 141.1656189 ]
[ 0.57429206] [ 0.19993435] [ 1.23148894] [-0.15766989]
================================================================================
1980 Cost : 1.46123
Prediction:
[ 150.12329102 185.37338257 179.98278809 197.7166748 141.16488647]
[ 0.57429069] [ 0.20016363] [ 1.23126364] [-0.15764426]
================================================================================
1990 Cost : 1.46017
Prediction:
[ 150.12466431 185.37249756 179.98327637 197.7164917 141.16418457]
[ 0.57428956] [ 0.20039247] [ 1.23103833] [-0.15761864]
================================================================================
2000 Cost : 1.45914
Prediction:
[ 150.12602234 185.37161255 179.98376465 197.71632385 141.16346741]
[ 0.5742889] [ 0.20062095] [ 1.23081303] [-0.15759313]
================================================================================
2010 Cost : 1.45812
Prediction:
[ 150.12736511 185.3707428 179.98422241 197.71614075 141.16273499]
[ 0.57428867] [ 0.20084907] [ 1.23058784] [-0.15756765]
================================================================================
2020 Cost : 1.45708
Prediction:
[ 150.1287384 185.36987305 179.98472595 197.7159729 141.16204834]
[ 0.57428855] [ 0.20107655] [ 1.23036289] [-0.15754217]
================================================================================
2030 Cost : 1.45606
Prediction:
[ 150.13008118 185.3690033 179.98521423 197.71580505 141.16134644]
[ 0.57428873] [ 0.20130357] [ 1.2301383] [-0.15751669]
================================================================================
2040 Cost : 1.45504
Prediction:
[ 150.13142395 185.36813354 179.98568726 197.71562195 141.16064453]
[ 0.57428926] [ 0.20153005] [ 1.22991395] [-0.15749121]
================================================================================
2050 Cost : 1.45401
Prediction:
[ 150.13278198 185.36726379 179.98617554 197.7154541 141.15994263]
[ 0.57428992] [ 0.20175606] [ 1.22968972] [-0.15746573]
================================================================================
2060 Cost : 1.45298
Prediction:
[ 150.13412476 185.36639404 179.98666382 197.715271 141.15925598]
[ 0.57429105] [ 0.20198163] [ 1.2294656] [-0.15744025]
================================================================================
2070 Cost : 1.45197
Prediction:
[ 150.13545227 185.36552429 179.98710632 197.71508789 141.15855408]
[ 0.57429248] [ 0.20220684] [ 1.22924149] [-0.15741476]
================================================================================
2080 Cost : 1.45095
Prediction:
[ 150.13679504 185.36463928 179.9875946 197.71490479 141.15785217]
[ 0.57429427] [ 0.2024316] [ 1.22901738] [-0.15738928]
================================================================================
2090 Cost : 1.44995
Prediction:
[ 150.13812256 185.36380005 179.98806763 197.71473694 141.15718079]
[ 0.57429647] [ 0.20265599] [ 1.22879326] [-0.1573638]
================================================================================
2100 Cost : 1.44894
Prediction:
[ 150.13946533 185.36296082 179.98857117 197.71456909 141.1565094 ]
[ 0.57429892] [ 0.20287997] [ 1.22856939] [-0.15733832]
================================================================================
2110 Cost : 1.44794
Prediction:
[ 150.14077759 185.36209106 179.98901367 197.71438599 141.1558075 ]
[ 0.57430172] [ 0.20310348] [ 1.22834563] [-0.15731284]
================================================================================
2120 Cost : 1.44694
Prediction:
[ 150.1421051 185.36123657 179.98950195 197.71420288 141.15512085]
[ 0.5743047] [ 0.20332639] [ 1.22812235] [-0.15728736]
================================================================================
2130 Cost : 1.44593
Prediction:
[ 150.14344788 185.3604126 179.98999023 197.71403503 141.15446472]
[ 0.57430792] [ 0.20354879] [ 1.22789919] [-0.15726188]
================================================================================
2140 Cost : 1.44493
Prediction:
[ 150.14476013 185.35952759 179.99043274 197.71385193 141.15377808]
[ 0.57431149] [ 0.20377076] [ 1.22767627] [-0.1572364]
================================================================================
2150 Cost : 1.44394
Prediction:
[ 150.14607239 185.35868835 179.99090576 197.71366882 141.15310669]
[ 0.57431537] [ 0.20399228] [ 1.22745335] [-0.15721092]
================================================================================
2160 Cost : 1.44294
Prediction:
[ 150.14738464 185.35784912 179.99137878 197.71348572 141.1524353 ]
[ 0.5743196] [ 0.20421343] [ 1.22723043] [-0.15718544]
================================================================================
2170 Cost : 1.44195
Prediction:
[ 150.14868164 185.35697937 179.99182129 197.71328735 141.15176392]
[ 0.57432425] [ 0.2044342] [ 1.22700751] [-0.15715995]
================================================================================
2180 Cost : 1.44097
Prediction:
[ 150.14997864 185.35614014 179.99230957 197.71310425 141.15109253]
[ 0.57432926] [ 0.2046546] [ 1.22678459] [-0.15713447]
================================================================================
2190 Cost : 1.43998
Prediction:
[ 150.15129089 185.35531616 179.99278259 197.71292114 141.1504364 ]
[ 0.57433456] [ 0.20487458] [ 1.22656178] [-0.15710899]
================================================================================
2200 Cost : 1.439
Prediction:
[ 150.15258789 185.35446167 179.99324036 197.71273804 141.14976501]
[ 0.57434011] [ 0.2050941] [ 1.22633946] [-0.15708351]
================================================================================
2210 Cost : 1.43801
Prediction:
[ 150.15388489 185.35362244 179.99371338 197.71255493 141.14912415]
[ 0.57434589] [ 0.20531307] [ 1.22611713] [-0.15705803]
================================================================================
2220 Cost : 1.43703
Prediction:
[ 150.15519714 185.35281372 179.9941864 197.71238708 141.14848328]
[ 0.57435185] [ 0.20553158] [ 1.22589505] [-0.15703255]
================================================================================
2230 Cost : 1.43606
Prediction:
[ 150.15647888 185.35195923 179.99462891 197.71218872 141.14781189]
[ 0.57435822] [ 0.20574968] [ 1.2256732] [-0.15700707]
================================================================================
2240 Cost : 1.43509
Prediction:
[ 150.15776062 185.35113525 179.99508667 197.71200562 141.14715576]
[ 0.57436478] [ 0.20596729] [ 1.22545147] [-0.15698159]
================================================================================
2250 Cost : 1.43412
Prediction:
[ 150.15905762 185.35031128 179.99557495 197.71182251 141.14651489]
[ 0.57437181] [ 0.20618452] [ 1.22522974] [-0.15695611]
================================================================================
2260 Cost : 1.43315
Prediction:
[ 150.1603241 185.34947205 179.9960022 197.71162415 141.14585876]
[ 0.57437909] [ 0.20640138] [ 1.22500801] [-0.15693063]
================================================================================
2270 Cost : 1.43218
Prediction:
[ 150.16160583 185.34864807 179.99645996 197.71142578 141.1452179 ]
[ 0.57438678] [ 0.20661788] [ 1.22478628] [-0.15690514]
================================================================================
2280 Cost : 1.43122
Prediction:
[ 150.16288757 185.34783936 179.99693298 197.71124268 141.14457703]
[ 0.5743947] [ 0.20683396] [ 1.22456479] [-0.15687966]
================================================================================
2290 Cost : 1.43026
Prediction:
[ 150.16415405 185.34700012 179.99737549 197.71105957 141.14393616]
[ 0.57440293] [ 0.20704961] [ 1.22434354] [-0.15685418]
================================================================================
2300 Cost : 1.42928
Prediction:
[ 150.16543579 185.34619141 179.99783325 197.71084595 141.14329529]
[ 0.57441133] [ 0.20726475] [ 1.22412241] [-0.1568287]
================================================================================
2310 Cost : 1.42834
Prediction:
[ 150.16671753 185.34539795 179.99832153 197.71069336 141.14268494]
[ 0.57442003] [ 0.20747942] [ 1.22390151] [-0.15680322]
================================================================================
2320 Cost : 1.42739
Prediction:
[ 150.16796875 185.34455872 179.99876404 197.710495 141.14204407]
[ 0.57442904] [ 0.20769364] [ 1.22368085] [-0.15677774]
================================================================================
2330 Cost : 1.42644
Prediction:
[ 150.16923523 185.34375 179.9992218 197.71031189 141.14141846]
[ 0.57443833] [ 0.20790739] [ 1.22346032] [-0.15675226]
================================================================================
2340 Cost : 1.4255
Prediction:
[ 150.17048645 185.34294128 179.99967957 197.71012878 141.14079285]
[ 0.57444793] [ 0.20812075] [ 1.22323978] [-0.15672678]
================================================================================
2350 Cost : 1.42453
Prediction:
[ 150.17173767 185.34213257 180.00010681 197.7098999 141.14016724]
[ 0.57445788] [ 0.20833379] [ 1.22301924] [-0.1567013]
================================================================================
2360 Cost : 1.42359
Prediction:
[ 150.17298889 185.34130859 180.00054932 197.70970154 141.13952637]
[ 0.57446814] [ 0.20854646] [ 1.22279871] [-0.15667582]
================================================================================
2370 Cost : 1.42265
Prediction:
[ 150.17425537 185.34051514 180.00100708 197.70953369 141.13893127]
[ 0.57447881] [ 0.20875877] [ 1.22257829] [-0.15665033]
================================================================================
2380 Cost : 1.42171
Prediction:
[ 150.17549133 185.33970642 180.00144958 197.70932007 141.13830566]
[ 0.57448971] [ 0.20897061] [ 1.22235811] [-0.15662485]
================================================================================
2390 Cost : 1.42077
Prediction:
[ 150.17675781 185.33891296 180.00190735 197.70915222 141.13769531]
[ 0.5745008] [ 0.20918195] [ 1.22213805] [-0.15659937]
================================================================================
2400 Cost : 1.41983
Prediction:
[ 150.17800903 185.33811951 180.00236511 197.70896912 141.13710022]
[ 0.57451212] [ 0.20939285] [ 1.22191834] [-0.15657389]
================================================================================
2410 Cost : 1.41889
Prediction:
[ 150.17922974 185.33731079 180.00280762 197.70874023 141.13647461]
[ 0.57452369] [ 0.20960331] [ 1.22169888] [-0.15654841]
================================================================================
2420 Cost : 1.41796
Prediction:
[ 150.18048096 185.33651733 180.00325012 197.70855713 141.13587952]
[ 0.57453555] [ 0.20981333] [ 1.22147942] [-0.15652293]
================================================================================
2430 Cost : 1.41704
Prediction:
[ 150.18171692 185.33572388 180.00372314 197.70837402 141.13526917]
[ 0.57454765] [ 0.21002299] [ 1.22126007] [-0.15649745]
================================================================================
2440 Cost : 1.41611
Prediction:
[ 150.18292236 185.33491516 180.00413513 197.70814514 141.13465881]
[ 0.57456017] [ 0.21023224] [ 1.22104073] [-0.15647197]
================================================================================
2450 Cost : 1.41519
Prediction:
[ 150.18415833 185.33413696 180.0045929 197.70796204 141.13406372]
[ 0.57457304] [ 0.21044117] [ 1.22082138] [-0.15644656]
================================================================================
2460 Cost : 1.41425
Prediction:
[ 150.18537903 185.33334351 180.00502014 197.70774841 141.13346863]
[ 0.57458615] [ 0.21064974] [ 1.22060204] [-0.15642123]
================================================================================
2470 Cost : 1.41333
Prediction:
[ 150.18661499 185.33255005 180.00546265 197.70755005 141.13285828]
[ 0.57459968] [ 0.21085796] [ 1.22038281] [-0.1563959]
================================================================================
2480 Cost : 1.41242
Prediction:
[ 150.18783569 185.33178711 180.00590515 197.70736694 141.13227844]
[ 0.57461333] [ 0.21106565] [ 1.22016394] [-0.15637057]
================================================================================
2490 Cost : 1.41151
Prediction:
[ 150.1890564 185.33099365 180.00636292 197.70718384 141.13168335]
[ 0.57462722] [ 0.21127297] [ 1.21994519] [-0.15634523]
================================================================================
2500 Cost : 1.41059
Prediction:
[ 150.19026184 185.33021545 180.00679016 197.70695496 141.13108826]
[ 0.57464141] [ 0.21147981] [ 1.2197268] [-0.1563199]
================================================================================
2510 Cost : 1.40968
Prediction:
[ 150.19148254 185.32943726 180.00723267 197.70677185 141.13052368]
[ 0.57465577] [ 0.21168619] [ 1.21950841] [-0.15629457]
================================================================================
2520 Cost : 1.40877
Prediction:
[ 150.19270325 185.32867432 180.00767517 197.70658875 141.12994385]
[ 0.57467043] [ 0.21189219] [ 1.21929026] [-0.15626924]
================================================================================
2530 Cost : 1.40786
Prediction:
[ 150.19389343 185.32788086 180.00808716 197.70635986 141.1293335 ]
[ 0.57468539] [ 0.21209776] [ 1.2190721] [-0.15624391]
================================================================================
2540 Cost : 1.40695
Prediction:
[ 150.19509888 185.32711792 180.00854492 197.7061615 141.12878418]
[ 0.57470077] [ 0.212303] [ 1.21885395] [-0.15621857]
================================================================================
2550 Cost : 1.40605
Prediction:
[ 150.19630432 185.32633972 180.00897217 197.70596313 141.12818909]
[ 0.57471633] [ 0.21250789] [ 1.2186358] [-0.15619324]
================================================================================
2560 Cost : 1.40515
Prediction:
[ 150.19749451 185.32554626 180.00938416 197.70574951 141.12760925]
[ 0.57473236] [ 0.21271248] [ 1.21841764] [-0.15616791]
================================================================================
2570 Cost : 1.40425
Prediction:
[ 150.19869995 185.32478333 180.00982666 197.70555115 141.12702942]
[ 0.57474852] [ 0.21291666] [ 1.21819985] [-0.15614258]
================================================================================
2580 Cost : 1.40335
Prediction:
[ 150.1999054 185.3240509 180.01028442 197.70536804 141.1264801 ]
[ 0.57476491] [ 0.21312036] [ 1.21798217] [-0.15611725]
================================================================================
2590 Cost : 1.40245
Prediction:
[ 150.20108032 185.32325745 180.01069641 197.70513916 141.12590027]
[ 0.5747816] [ 0.21332364] [ 1.21776474] [-0.15609191]
================================================================================
2600 Cost : 1.40155
Prediction:
[ 150.20228577 185.32250977 180.01113892 197.7049408 141.12533569]
[ 0.57479835] [ 0.21352646] [ 1.21754754] [-0.15606658]
================================================================================
2610 Cost : 1.40066
Prediction:
[ 150.20349121 185.32177734 180.01156616 197.70475769 141.12480164]
[ 0.57481551] [ 0.21372885] [ 1.21733034] [-0.15604125]
================================================================================
2620 Cost : 1.39977
Prediction:
[ 150.20465088 185.32098389 180.01197815 197.70452881 141.1242218 ]
[ 0.57483292] [ 0.21393095] [ 1.21711338] [-0.15601592]
================================================================================
2630 Cost : 1.39889
Prediction:
[ 150.20582581 185.32023621 180.01242065 197.70433044 141.12367249]
[ 0.57485062] [ 0.21413261] [ 1.21689641] [-0.15599059]
================================================================================
2640 Cost : 1.398
Prediction:
[ 150.20700073 185.31945801 180.0128479 197.70411682 141.12310791]
[ 0.57486862] [ 0.214334] [ 1.21667945] [-0.15596525]
================================================================================
2650 Cost : 1.39713
Prediction:
[ 150.20817566 185.31871033 180.01325989 197.70391846 141.12254333]
[ 0.57488698] [ 0.21453497] [ 1.21646249] [-0.15593992]
================================================================================
2660 Cost : 1.39624
Prediction:
[ 150.20935059 185.31796265 180.01368713 197.70370483 141.12200928]
[ 0.57490551] [ 0.21473563] [ 1.21624565] [-0.15591459]
================================================================================
2670 Cost : 1.39536
Prediction:
[ 150.21051025 185.31719971 180.01411438 197.70347595 141.1214447 ]
[ 0.57492447] [ 0.2149359] [ 1.21602905] [-0.15588926]
================================================================================
2680 Cost : 1.39447
Prediction:
[ 150.21168518 185.31645203 180.01454163 197.70326233 141.12089539]
[ 0.57494348] [ 0.21513568] [ 1.21581256] [-0.15586393]
================================================================================
2690 Cost : 1.3936
Prediction:
[ 150.21286011 185.3157196 180.01496887 197.70307922 141.12036133]
[ 0.57496274] [ 0.21533506] [ 1.21559644] [-0.15583859]
================================================================================
2700 Cost : 1.39273
Prediction:
[ 150.21401978 185.31497192 180.01538086 197.7028656 141.11981201]
[ 0.57498223] [ 0.21553405] [ 1.21538043] [-0.15581326]
================================================================================
2710 Cost : 1.39187
Prediction:
[ 150.21517944 185.3142395 180.01580811 197.70266724 141.1192627 ]
[ 0.5750019] [ 0.21573262] [ 1.21516454] [-0.15578793]
================================================================================
2720 Cost : 1.39098
Prediction:
[ 150.21635437 185.31350708 180.01623535 197.70245361 141.1187439 ]
[ 0.57502198] [ 0.21593075] [ 1.21494877] [-0.1557626]
================================================================================
2730 Cost : 1.39012
Prediction:
[ 150.21748352 185.31274414 180.01664734 197.70222473 141.11819458]
[ 0.57504231] [ 0.21612856] [ 1.214733] [-0.15573727]
================================================================================
2740 Cost : 1.38926
Prediction:
[ 150.21864319 185.31201172 180.01707458 197.70202637 141.11766052]
[ 0.57506293] [ 0.21632606] [ 1.21451724] [-0.15571193]
================================================================================
2750 Cost : 1.38839
Prediction:
[ 150.21980286 185.3112793 180.01750183 197.70181274 141.11712646]
[ 0.57508385] [ 0.21652323] [ 1.21430147] [-0.1556866]
================================================================================
2760 Cost : 1.38754
Prediction:
[ 150.22093201 185.31053162 180.0178833 197.70159912 141.11659241]
[ 0.57510519] [ 0.21672012] [ 1.2140857] [-0.15566127]
================================================================================
2770 Cost : 1.38667
Prediction:
[ 150.22207642 185.30978394 180.01831055 197.70137024 141.11605835]
[ 0.57512671] [ 0.21691661] [ 1.21387017] [-0.15563594]
================================================================================
2780 Cost : 1.3858
Prediction:
[ 150.22323608 185.30906677 180.01873779 197.70117188 141.11553955]
[ 0.57514834] [ 0.21711263] [ 1.21365488] [-0.15561061]
================================================================================
2790 Cost : 1.38495
Prediction:
[ 150.22438049 185.30834961 180.01914978 197.70097351 141.11503601]
[ 0.57517028] [ 0.21730819] [ 1.21343994] [-0.15558527]
================================================================================
2800 Cost : 1.38411
Prediction:
[ 150.22550964 185.30763245 180.01957703 197.70075989 141.11450195]
[ 0.57519227] [ 0.21750331] [ 1.21322513] [-0.15555994]
================================================================================
2810 Cost : 1.38326
Prediction:
[ 150.22663879 185.30690002 180.01997375 197.70054626 141.11398315]
[ 0.57521462] [ 0.21769813] [ 1.21301031] [-0.15553461]
================================================================================
2820 Cost : 1.3824
Prediction:
[ 150.2277832 185.3061676 180.020401 197.70033264 141.11346436]
[ 0.57523721] [ 0.21789256] [ 1.21279573] [-0.15550928]
================================================================================
2830 Cost : 1.38154
Prediction:
[ 150.22891235 185.30545044 180.02079773 197.70010376 141.11294556]
[ 0.57526004] [ 0.21808666] [ 1.21258116] [-0.15548395]
================================================================================
2840 Cost : 1.38069
Prediction:
[ 150.2300415 185.30473328 180.02122498 197.69989014 141.11244202]
[ 0.57528323] [ 0.21828043] [ 1.21236658] [-0.15545861]
================================================================================
2850 Cost : 1.37984
Prediction:
[ 150.2311554 185.30400085 180.0216217 197.69966125 141.11192322]
[ 0.57530671] [ 0.21847393] [ 1.212152] [-0.15543328]
================================================================================
2860 Cost : 1.379
Prediction:
[ 150.23228455 185.30328369 180.02203369 197.69944763 141.11140442]
[ 0.57533038] [ 0.21866703] [ 1.21193755] [-0.15540795]
================================================================================
2870 Cost : 1.37816
Prediction:
[ 150.2334137 185.30256653 180.02246094 197.69924927 141.11091614]
[ 0.57535434] [ 0.21885979] [ 1.21172321] [-0.15538265]
================================================================================
2880 Cost : 1.37733
Prediction:
[ 150.23451233 185.30184937 180.02285767 197.69902039 141.11039734]
[ 0.57537854] [ 0.21905211] [ 1.21150923] [-0.15535744]
================================================================================
2890 Cost : 1.37649
Prediction:
[ 150.23564148 185.30114746 180.02326965 197.69882202 141.10990906]
[ 0.57540292] [ 0.21924399] [ 1.21129525] [-0.15533225]
================================================================================
2900 Cost : 1.37565
Prediction:
[ 150.23675537 185.30044556 180.02368164 197.6986084 141.10942078]
[ 0.57542741] [ 0.21943551] [ 1.21108162] [-0.15530707]
================================================================================
2910 Cost : 1.37481
Prediction:
[ 150.23786926 185.29972839 180.02407837 197.69837952 141.10890198]
[ 0.57545233] [ 0.21962664] [ 1.21086812] [-0.15528189]
================================================================================
2920 Cost : 1.37399
Prediction:
[ 150.2389679 185.29902649 180.02449036 197.69816589 141.1084137 ]
[ 0.57547736] [ 0.2198173] [ 1.21065474] [-0.1552567]
================================================================================
2930 Cost : 1.37315
Prediction:
[ 150.24008179 185.29832458 180.02490234 197.69795227 141.10792542]
[ 0.57550263] [ 0.22000776] [ 1.21044135] [-0.15523152]
================================================================================
2940 Cost : 1.37232
Prediction:
[ 150.24116516 185.29760742 180.02528381 197.69770813 141.10742188]
[ 0.57552826] [ 0.22019784] [ 1.21022797] [-0.15520634]
================================================================================
2950 Cost : 1.3715
Prediction:
[ 150.24227905 185.29690552 180.0256958 197.69750977 141.10693359]
[ 0.57555413] [ 0.22038767] [ 1.21001458] [-0.15518115]
================================================================================
2960 Cost : 1.37066
Prediction:
[ 150.24337769 185.29620361 180.02609253 197.69726562 141.10644531]
[ 0.57558036] [ 0.22057717] [ 1.2098012] [-0.15515597]
================================================================================
2970 Cost : 1.36984
Prediction:
[ 150.24446106 185.29550171 180.02650452 197.69703674 141.10595703]
[ 0.57560682] [ 0.22076634] [ 1.20958805] [-0.15513079]
================================================================================
2980 Cost : 1.36902
Prediction:
[ 150.24555969 185.29478455 180.02690125 197.69682312 141.10546875]
[ 0.57563359] [ 0.22095509] [ 1.2093749] [-0.15510561]
================================================================================
2990 Cost : 1.3682
Prediction:
[ 150.24664307 185.2940979 180.02729797 197.6966095 141.10499573]
[ 0.57566041] [ 0.22114345] [ 1.20916224] [-0.15508042]
================================================================================
3000 Cost : 1.36738
Prediction:
[ 150.2477417 185.29342651 180.02770996 197.69639587 141.10452271]
[ 0.57568747] [ 0.2213314] [ 1.20894957] [-0.15505524]
================================================================================
In [ ]:
Content source: JaeGyu/PythonEx_1
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