卷积函数-depthwise_conv2d

import tensorflow as tf
import numpy as np


input_data = tf.Variable( np.random.rand(10, 9, 9 ,3), dtype = np.float32 )
filter_data = tf.Variable( np.random.rand(2, 2, 3, 5), dtype = np.float32)
y = tf.nn.depthwise_conv2d(input_data, filter_data, strides = [1, 1, 1, 1], padding = 'SAME')

with tf.Session() as sess:
    sess.run(tf.global_variables_initializer())
    print sess.run(y)
    print sess.run(tf.shape(y))

[[[[ 1.7207824   1.18779159  0.70695192 ...,  1.51094306  1.56399941
     1.41727197]
   [ 2.00059223  1.19895291  0.77629632 ...,  1.16666067  1.1653378
     1.09086204]
   [ 1.4367739   1.06497741  0.68482113 ...,  0.48076037  0.43008643
     0.40078151]
   ...,
   [ 2.28096247  1.47180331  0.88470566 ...,  0.82807839  0.6883629
     0.76281381]
   [ 1.56832385  1.24772453  0.82426852 ...,  0.5282889   0.64673841
     0.69141895]
   [ 0.1778761   0.1719342   0.12480363 ...,  0.77391368  0.49654314
     0.6209231 ]]


  [[ 1.23276496  0.55750275  0.38242078 ...,  1.13633013  0.94341362
     1.02368557]
   [ 1.30896568  1.06711006  0.70928591 ...,  1.62497771  1.44275546
     1.23500311]
   [ 1.26161826  0.84318173  0.45421755 ...,  0.575876    0.98985362
     0.74167621]
   ...,
   [ 2.04323721  1.24067008  0.78718328 ...,  0.56321198  0.57086992
     0.49290788]
   [ 1.24870801  1.18445873  0.74646413 ...,  0.71708786  0.69788182
     0.54478168]
   [ 0.37237605  0.28211552  0.1509978  ...,  0.53831494  0.69995499
     0.52581322]]


  [[ 0.72067785  0.31363356  0.17397305 ...,  0.3713133   0.62161553
     0.56901431]
   [ 0.79649389  0.54808927  0.37111482 ...,  0.98584849  0.94545519
     1.07099676]
   [ 1.15898669  0.43877602  0.3163504  ...,  0.99622554  0.67980033
     0.76393604]
   ...,
   [ 1.41486478  0.94149458  0.62388635 ...,  0.61272281  0.6290381
     0.57170767]
   [ 1.18022954  0.86464262  0.52766395 ...,  0.67025626  0.78239143
     0.73501188]
   [ 0.72785711  0.62101293  0.39374226 ...,  0.77534789  0.62860882
     0.65680993]]


  ...,
  [[ 1.26537502  1.23182416  0.73252332 ...,  1.08830535  1.27090001
     1.21365619]
   [ 1.53974128  0.66580343  0.370731   ...,  0.68990874  0.51117939
     0.6652295 ]
   [ 1.53683007  1.41391563  0.86017978 ...,  0.89879525  0.71866834
     0.67533821]
   ...,
   [ 1.83479667  1.17119515  0.74250942 ...,  1.2777431   1.29766762
     1.15707421]
   [ 1.90846634  1.05065775  0.74672729 ...,  0.96261191  1.08822227
     0.97365046]
   [ 0.62190092  0.64295399  0.49561551 ...,  1.03244781  0.93519157
     0.90059781]]


  [[ 1.45879769  0.93041921  0.58679628 ...,  1.03879118  0.72352296
     0.77858776]
   [ 1.33228338  0.91887385  0.58875358 ...,  0.23526967  0.40260166
     0.3011578 ]
   [ 1.40751255  0.70770514  0.47853494 ...,  0.71264136  0.69491404
     0.63373554]
   ...,
   [ 1.78056574  1.11802125  0.63765347 ...,  1.05203891  0.84709311
     0.9169482 ]
   [ 1.27411199  1.2489053   0.72070193 ...,  0.86456144  0.96695393
     0.90717804]
   [ 0.56331462  0.4144327   0.21093777 ...,  0.79028499  0.64325523
     0.6701352 ]]


  [[ 0.70263636  0.32788843  0.28111795 ...,  0.25010818  0.2113407
     0.30472386]
   [ 0.62459719  0.33937353  0.28407636 ...,  0.25924265  0.14889835
     0.23094706]
   [ 0.48314461  0.26172048  0.21917421 ...,  0.10185794  0.28481236
     0.36461079]
   ...,
   [ 1.11669195  0.61490518  0.51370627 ...,  0.21015364  0.23227054
     0.32222974]
   [ 1.02857494  0.46585512  0.40143734 ...,  0.37449625  0.30095214
     0.43752152]
   [ 0.47486883  0.49626553  0.38598022 ...,  0.3423447   0.15811428
     0.25837013]]]




 [[[ 1.88561261  1.18313169  0.73029476 ...,  0.49748412  0.66646409
     0.58030957]
   [ 1.72187531  1.36241925  0.84671503 ...,  1.42522097  1.35170257
     1.25085068]
   [ 1.6260314   1.06352949  0.58940816 ...,  1.06838143  1.32255363
     1.23627245]
   ...,
   [ 1.40472305  1.11901808  0.71006292 ...,  0.76288426  0.77843511
     0.73386931]
   [ 1.34995055  1.2433567   0.68645489 ...,  0.84436065  0.83932704
     0.80074805]
   [ 0.5554474   0.41395479  0.21551611 ...,  0.18105425  0.11463785
     0.14485833]]


  [[ 1.42603362  0.74717361  0.49269149 ...,  0.78533703  0.80871844
     0.67892981]
   [ 1.21261668  0.76460171  0.56067824 ...,  1.04048312  1.33168471
     1.21806407]
   [ 1.22103548  0.47139215  0.38754547 ...,  0.84810984  0.55153441
     0.69053841]
   ...,
   [ 1.52886975  0.75747728  0.39338541 ...,  0.67935866  0.98371917
     0.82138318]
   [ 1.96401608  1.42814565  0.8748433  ...,  0.73657918  0.50515789
     0.54386008]
   [ 1.07717741  0.92613041  0.59273607 ...,  0.20318085  0.29668567
     0.20706926]]


  [[ 1.70787084  1.42929411  0.75316334 ...,  1.00731742  1.35286033
     1.09843469]
   [ 1.18030322  0.9703939   0.51957542 ...,  1.46424079  1.25595784
     1.14252007]
   [ 0.64235914  0.5897634   0.27741504 ...,  0.70222706  0.88140589
     0.64098948]
   ...,
   [ 1.32361841  0.77942556  0.55127716 ...,  0.74378651  0.46304396
     0.58756346]
   [ 1.38172317  0.75186378  0.52718759 ...,  0.75878513  0.72222984
     0.56458873]
   [ 0.81189138  0.76266515  0.53832603 ...,  0.71381968  0.90035093
     0.68987668]]


  ...,
  [[ 1.62690663  0.97910506  0.484182   ...,  0.45433259  0.47357249
     0.33471039]
   [ 1.77464461  1.28681183  0.78496689 ...,  0.69382292  0.86986536
     0.66651791]
   [ 0.94270837  0.71928036  0.45455289 ...,  1.36445212  1.30127323
     1.06664217]
   ...,
   [ 0.91711354  0.61593157  0.40467176 ...,  1.06456554  1.0976392
     0.95609021]
   [ 1.41951442  0.79451954  0.46177197 ...,  0.7996276   0.95211506
     0.85256165]
   [ 1.23948646  1.08948171  0.71577704 ...,  0.88972664  0.76038158
     0.76404274]]


  [[ 1.8017565   1.08284974  0.72906852 ...,  0.37043831  0.37359405
     0.42049709]
   [ 1.68789339  1.36252725  0.82338077 ...,  0.66943884  0.68248689
     0.71663004]
   [ 1.39972711  1.16241217  0.6501562  ...,  0.93793267  1.00339401
     1.07788801]
   ...,
   [ 0.85635263  0.72650552  0.41122553 ...,  0.94390416  0.90118653
     0.90626222]
   [ 1.40443456  0.70410669  0.40099302 ...,  0.50042361  0.54448849
     0.60335869]
   [ 0.97778052  0.88839108  0.60566008 ...,  0.45201334  0.23589626
     0.34832394]]


  [[ 0.66004264  0.3155804   0.26947719 ...,  0.08755194  0.07308763
     0.10558923]
   [ 1.06318128  0.32553926  0.30363619 ...,  0.10174051  0.19061868
     0.25059843]
   [ 1.08782673  0.65278065  0.53879559 ...,  0.38624555  0.19897987
     0.31641921]
   ...,
   [ 0.66339505  0.2721765   0.23873097 ...,  0.38138855  0.24353057
     0.36938173]
   [ 0.7863484   0.3553741   0.30634809 ...,  0.18148988  0.09630158
     0.15207361]
   [ 0.3636415   0.38002652  0.29557306 ...,  0.03337951  0.01541656
     0.02519177]]]




 [[[ 1.53688407  1.00221741  0.60505474 ...,  0.95727682  0.91902959
     0.7548992 ]
   [ 1.40690589  1.18260431  0.67910075 ...,  0.74278879  1.04347003
     0.85082698]
   [ 1.40554619  0.97446501  0.53799284 ...,  1.25853395  1.08868372
     1.02735496]
   ...,
   [ 1.40450203  0.96927685  0.61478686 ...,  1.17928052  0.83518797
     0.85327601]
   [ 1.22398293  0.49952999  0.36685002 ...,  0.65184581  0.76193339
     0.50070965]
   [ 0.74655735  0.73160261  0.53795576 ...,  0.31195083  0.49963322
     0.32960713]]


  [[ 1.15652299  0.8253389   0.51787806 ...,  0.82934737  0.67736685
     0.73204195]
   [ 1.95061374  1.31509328  0.74847341 ...,  0.94759774  1.04019248
     0.9746995 ]
   [ 1.85544121  1.25823593  0.80272079 ...,  1.04240978  0.92388844
     0.88554847]
   ...,
   [ 0.93466574  0.8298322   0.55416453 ...,  0.84067559  0.80853784
     0.7176348 ]
   [ 0.81077069  0.68337953  0.34668714 ...,  0.97473562  1.18262076
     1.06555402]
   [ 0.63757205  0.50457615  0.28906462 ...,  0.48198175  0.27734762
     0.37825438]]


  [[ 0.87085682  0.28553018  0.18357669 ...,  0.42560178  0.57394123
     0.49131393]
   [ 1.53034878  0.74295831  0.54759943 ...,  1.1801089   1.03839624
     0.92172158]
   [ 1.28766274  1.15596151  0.74920112 ...,  1.1249125   1.37844837
     1.10880983]
   ...,
   [ 1.2997452   0.96808279  0.4885726  ...,  0.48473674  0.57441717
     0.5867731 ]
   [ 1.51757407  0.8908726   0.52786195 ...,  1.18026066  0.96128649
     0.93828082]
   [ 0.74029595  0.67773682  0.46581063 ...,  0.27356935  0.37983862
     0.27360582]]


  ...,
  [[ 1.35516107  1.19270146  0.76242876 ...,  1.04791772  0.93865055
     0.97991335]
   [ 1.71042013  1.06734347  0.5739181  ...,  1.11241663  1.18028426
     1.15423524]
   [ 1.77997541  1.14452362  0.76205415 ...,  1.05343652  0.79030633
     0.77535784]
   ...,
   [ 1.58083737  1.28893185  0.7829712  ...,  1.13786566  0.96451402
     1.01777875]
   [ 1.66507745  0.91300374  0.59155816 ...,  1.13654661  1.12870133
     1.03107095]
   [ 0.49313295  0.50677335  0.38866872 ...,  0.50036788  0.49104527
     0.44648293]]


  [[ 1.28617525  0.90530515  0.488648   ...,  0.83700585  0.90054989
     0.75740176]
   [ 2.08645034  1.14160478  0.72975802 ...,  1.40636921  1.40262079
     1.17098045]
   [ 1.15872812  1.22314095  0.75369787 ...,  0.70702398  1.01760876
     0.85912955]
   ...,
   [ 1.43563223  0.62178206  0.40322521 ...,  1.01469648  1.25830638
     0.99350107]
   [ 1.00517607  0.98144817  0.66049558 ...,  1.1050086   1.17030239
     1.06457388]
   [ 0.22547632  0.17093498  0.09158899 ...,  0.45619962  0.37834108
     0.38870028]]


  [[ 0.99596757  0.18341717  0.19771352 ...,  0.26076725  0.38250649
     0.51394868]
   [ 0.88440412  0.7044062   0.56198257 ...,  0.72286689  0.55203718
     0.80958092]
   [ 0.80152535  0.19599028  0.19363703 ...,  0.58876634  0.32364294
     0.50693232]
   ...,
   [ 0.54605711  0.30485025  0.25417155 ...,  0.6077078   0.5118078
     0.73835033]
   [ 0.42931458  0.22252397  0.18759298 ...,  0.62597233  0.36621928
     0.56574088]
   [ 0.17630996  0.18425415  0.14330728 ...,  0.20625347  0.0952596
     0.15566105]]]




 ...,
 [[[ 1.82150459  1.05768979  0.65884161 ...,  1.11496472  0.88281405
     0.98060858]
   [ 1.60984492  1.41415322  0.83157927 ...,  1.48952579  1.36902547
     1.17304969]
   [ 1.99725866  1.26884556  0.69386965 ...,  0.87730753  1.06513536
     0.77150583]
   ...,
   [ 1.17577386  1.13379455  0.67329794 ...,  0.8168509   0.96599543
     0.86224627]
   [ 0.7429744   0.6452843   0.30605349 ...,  0.61958158  0.70665675
     0.79414427]
   [ 0.40975195  0.30933669  0.1646018  ...,  0.61663419  0.28918129
     0.46653977]]


  [[ 1.24606442  1.02273822  0.61685312 ...,  0.71482038  1.06570899
     0.8316859 ]
   [ 1.99653339  1.03948379  0.65259302 ...,  1.41627836  1.38358426
     1.30771697]
   [ 1.78181207  1.12587154  0.77892524 ...,  1.30872917  1.35237515
     1.25736094]
   ...,
   [ 1.28752935  0.88737482  0.53368485 ...,  1.09425569  1.1141125
     0.97513777]
   [ 1.61393464  1.15996826  0.69180977 ...,  0.83170784  0.75968087
     0.58396137]
   [ 0.7441864   0.64317846  0.4142423  ...,  0.35133538  0.5875017
     0.37778649]]


  [[ 1.7302444   0.91230607  0.46492797 ...,  1.10510468  1.03816795
     0.99508053]
   [ 1.62250733  1.29366994  0.82632387 ...,  0.98982549  1.15763223
     1.09138834]
   [ 1.00297129  0.63703042  0.37409064 ...,  1.2746408   1.02115273
     1.01406682]
   ...,
   [ 1.05737209  0.44227183  0.27920789 ...,  1.07873368  0.95214182
     0.93811941]
   [ 1.35500991  0.90491831  0.61469632 ...,  1.10376024  1.1678586
     1.01097953]
   [ 0.60249639  0.55412889  0.38271296 ...,  0.9552269   0.97226161
     0.86158383]]


  ...,
  [[ 1.69725752  1.0056411   0.68773448 ...,  0.49453714  0.85953969
     0.69917774]
   [ 1.83770776  1.10961616  0.73581219 ...,  0.94482225  0.84608525
     0.93270767]
   [ 2.0548861   1.44013953  0.89924121 ...,  1.0671128   0.99813378
     0.99933302]
   ...,
   [ 1.12885737  0.87274194  0.49432677 ...,  1.52487659  1.47125244
     1.35024583]
   [ 0.82370889  0.54854161  0.33181509 ...,  0.91622883  1.11108315
     1.03612983]
   [ 0.2691589   0.2472164   0.17049851 ...,  0.57380998  0.32919124
     0.45005611]]


  [[ 1.00505948  0.85191596  0.47353795 ...,  1.0611521   0.92697394
     0.83802855]
   [ 1.59864342  1.01791155  0.57798201 ...,  0.95869243  1.08528578
     0.83315706]
   [ 1.68851244  1.03426361  0.64145535 ...,  0.95778978  1.14700747
     0.96315742]
   ...,
   [ 1.67055714  1.16392422  0.69599545 ...,  0.92384684  0.93943453
     1.01107466]
   [ 0.86265862  0.68981224  0.44030643 ...,  0.8052364   0.52604723
     0.62092674]
   [ 0.20586258  0.17895506  0.11605622 ...,  0.21131369  0.2602956
     0.20257373]]


  [[ 0.82813066  0.10205413  0.12839355 ...,  0.36839938  0.35476217
     0.50144655]
   [ 1.01634264  0.6332773   0.52008176 ...,  0.5177955   0.47832143
     0.68022275]
   [ 0.84453249  0.36308381  0.31575385 ...,  0.64979637  0.40033436
     0.61169004]
   ...,
   [ 0.97949255  0.62749356  0.51348197 ...,  0.33973908  0.19732589
     0.30531228]
   [ 0.43304256  0.32609123  0.26174432 ...,  0.11560793  0.1282302
     0.1778135 ]
   [ 0.09859946  0.10304216  0.08014306 ...,  0.20017174  0.09245071
     0.15107112]]]




 [[[ 1.90205085  1.40369964  0.88427281 ...,  1.23840094  1.26513052
     1.22536945]
   [ 1.33903182  1.2134335   0.66475916 ...,  1.4225744   1.18929851
     1.0776484 ]
   [ 1.25247443  0.76428944  0.43731681 ...,  1.06375885  1.30584538
     0.97457647]
   ...,
   [ 1.41507471  1.03029227  0.67850959 ...,  1.0772661   0.93793797
     0.88933003]
   [ 1.38537407  1.22965419  0.69184428 ...,  0.96319014  1.14066887
     0.96165121]
   [ 0.74801683  0.58428347  0.32822904 ...,  1.08571815  1.03149533
     0.95979249]]


  [[ 1.53980148  1.07170451  0.69111657 ...,  0.75616741  0.62482959
     0.70236814]
   [ 1.60948956  0.78981936  0.54193091 ...,  1.047858    1.10832953
     1.05655634]
   [ 1.13850296  1.07890165  0.70423502 ...,  1.04856873  1.14068913
     1.18672681]
   ...,
   [ 1.23994637  0.66956234  0.35892233 ...,  0.83049184  1.04354262
     0.92229819]
   [ 1.73084652  1.06160414  0.67441928 ...,  0.66083646  0.66220212
     0.75620496]
   [ 0.94067276  0.85414898  0.58192825 ...,  0.81317633  0.57353163
     0.66614366]]


  [[ 1.48667407  1.13186061  0.6450755  ...,  0.60846132  0.62339038
     0.49165946]
   [ 1.18039584  0.85356271  0.50839818 ...,  0.91702193  1.16867661
     1.01898551]
   [ 1.05881441  0.75046837  0.40906501 ...,  0.91115654  0.65028596
     0.64078343]
   ...,
   [ 1.02367413  0.60675466  0.42549744 ...,  1.08611774  1.02727759
     0.95135528]
   [ 1.10294807  0.68775553  0.45920148 ...,  0.61759907  0.59822917
     0.46514273]
   [ 0.59301752  0.54234517  0.3723475  ...,  0.64867741  0.7975781
     0.62146109]]


  ...,
  [[ 1.48520851  1.09173727  0.65783876 ...,  1.21468949  1.22423518
     1.08254492]
   [ 1.89195049  1.27874231  0.76223963 ...,  1.35096264  1.28313076
     1.03704154]
   [ 2.00164986  1.34112597  0.78511685 ...,  0.84176052  1.11862457
     0.80889446]
   ...,
   [ 1.48448777  1.20963264  0.75061166 ...,  0.88694143  0.88110316
     0.8301326 ]
   [ 1.73384249  1.23244774  0.70727074 ...,  0.46739846  0.41412598
     0.38063681]
   [ 0.80967569  0.69527376  0.44431227 ...,  0.3360163   0.38321808
     0.31399092]]


  [[ 1.55645406  0.79237711  0.45125985 ...,  0.67927551  0.67202085
     0.78288555]
   [ 1.89725804  1.45278287  0.88425076 ...,  1.19554114  1.04752076
     1.09774172]
   [ 2.22005439  1.36547613  0.80248225 ...,  1.53360605  1.48815608
     1.34637678]
   ...,
   [ 1.15259135  0.4867326   0.27936643 ...,  1.02662754  0.79231715
     0.73551762]
   [ 1.79015672  1.21252429  0.80786067 ...,  0.9329114   1.12238252
     0.82130772]
   [ 0.62730062  0.58636892  0.41182709 ...,  0.67407107  0.79505074
     0.63685   ]]


  [[ 0.87840825  0.39777896  0.34278408 ...,  0.12424679  0.11751357
     0.16653605]
   [ 1.12827301  0.44320071  0.39196238 ...,  0.18414986  0.31752571
     0.42031083]
   [ 1.28702402  0.61870164  0.52784544 ...,  0.64485848  0.52748793
     0.76459932]
   ...,
   [ 0.59905756  0.03002757  0.0616264  ...,  0.22957738  0.32558838
     0.4389621 ]
   [ 0.70220017  0.49199232  0.39818627 ...,  0.60958654  0.50403917
     0.72931683]
   [ 0.18856083  0.19705702  0.15326497 ...,  0.59513819  0.2748687
     0.44915527]]]




 [[[ 1.70978749  0.87678301  0.59424472 ...,  1.07766783  0.89903438
     0.8911199 ]
   [ 1.09096766  1.01697004  0.66229749 ...,  0.67209303  0.77620256
     0.64027023]
   [ 1.35275578  0.5221417   0.34044802 ...,  0.98605031  1.05535364
     0.9499073 ]
   ...,
   [ 1.37911904  0.98247397  0.57119042 ...,  0.75199664  0.49760577
     0.5707199 ]
   [ 1.71286321  0.81431764  0.54109478 ...,  0.46193755  0.71880019
     0.65392721]
   [ 0.87553036  0.85118771  0.62124962 ...,  0.87321603  0.62147272
     0.71680939]]


  [[ 1.68483305  1.50520349  0.82484448 ...,  0.95946622  1.09145284
     0.92794812]
   [ 1.35935783  0.76653224  0.43507892 ...,  0.55570978  0.65886015
     0.65302402]
   [ 0.64695257  0.49742293  0.35630989 ...,  0.97200012  0.79323757
     0.80142474]
   ...,
   [ 1.52061582  1.03533542  0.63046497 ...,  0.83836126  0.91530418
     0.66893315]
   [ 1.44561183  1.28542399  0.70850915 ...,  0.8529371   1.08697248
     0.86305821]
   [ 0.94370377  0.73975432  0.41780573 ...,  0.40927607  0.36216751
     0.35474306]]


  [[ 1.84393942  1.0352689   0.75143611 ...,  1.4461807   1.36132443
     1.19931471]
   [ 1.08047545  0.96872133  0.65845054 ...,  0.56625122  0.77577007
     0.63755584]
   [ 0.82028717  0.87295586  0.41152427 ...,  0.61953294  0.5427134
     0.53063011]
   ...,
   [ 1.52676952  0.95612425  0.59542578 ...,  0.68787563  0.80524141
     0.84548533]
   [ 1.57955587  0.75509387  0.53369731 ...,  1.14390981  0.82617939
     0.88036609]
   [ 0.89202988  0.861664    0.62507218 ...,  0.53991914  0.651196
     0.51391298]]


  ...,
  [[ 1.95310509  1.2977252   0.84255797 ...,  0.55382371  0.61997151
     0.57705313]
   [ 1.29866016  1.17431593  0.66974485 ...,  0.96403116  1.01536477
     0.99204785]
   [ 1.77266228  0.88347328  0.53716338 ...,  1.10491168  0.912395
     0.86471832]
   ...,
   [ 1.90423703  1.33998489  0.84567893 ...,  0.78469729  0.96728146
     0.64173925]
   [ 1.42542279  1.0973897   0.71765906 ...,  0.71071601  0.80668527
     0.53451502]
   [ 0.1402951   0.14373121  0.10994536 ...,  0.37485862  0.58834177
     0.39288458]]


  [[ 1.54344189  1.33192539  0.80796254 ...,  0.47095296  0.46250668
     0.43883222]
   [ 1.62414277  0.65660447  0.44514465 ...,  1.21216905  1.14862609
     0.96571493]
   [ 0.8794629   0.76417017  0.58127379 ...,  0.91713583  1.2572906
     1.04662168]
   ...,
   [ 1.81627119  0.92341518  0.5526616  ...,  0.97833604  0.83557349
     0.91847938]
   [ 1.23230934  1.33217168  0.784738   ...,  0.83414173  0.86042726
     0.8728174 ]
   [ 0.73408246  0.53466207  0.26722404 ...,  0.6612882   0.49035087
     0.54806125]]


  [[ 0.99242449  0.38884994  0.34406385 ...,  0.02413939  0.18342601
     0.22670086]
   [ 0.51325232  0.52843535  0.411511   ...,  0.48638165  0.47962713
     0.6756525 ]
   [ 0.09465974  0.00883899  0.01265931 ...,  0.69288969  0.42814255
     0.65377951]
   ...,
   [ 0.90042734  0.6662758   0.53584957 ...,  0.20608269  0.20667958
     0.29046351]
   [ 1.0121814   0.24519424  0.24288304 ...,  0.30676919  0.22674504
     0.33445904]
   [ 0.63355356  0.66210032  0.51496148 ...,  0.22752345  0.10508329
     0.17171367]]]]
[10  9  9 15]