In [2]:
import cntk as C
from cntk import load_model

import numpy as np
from PIL import Image as PILImage
from IPython.display import Image
import os

model_file_path = r'E:\local\cntk-models\AlexNet_ImageNet_CNTK.model'
#model_file_path = r'E:\local\cntk-models\ResNet_18.model'
alexnet_model = load_model(model_file_path)

In [14]:
parameters = alexnet_model.parameters
print(parameters)


(Parameter('model.arrayOfFunctions[19].W', [], [4096 x 1000]), Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].W', [], [4096 x 4096]), Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].W', [], [256 x 6 x 6 x 4096]), Parameter('model.arrayOfFunctions[12].W', [], [256 x 384 x 3 x 3]), Parameter('model.arrayOfFunctions[10].W', [], [384 x 384 x 3 x 3]), Parameter('model.arrayOfFunctions[8].W', [], [384 x 256 x 3 x 3]), Parameter('model.arrayOfFunctions[4].W', [], [256 x 96 x 5 x 5]), Parameter('model.arrayOfFunctions[0].W', [], [96 x 3 x 11 x 11]), Parameter('model.arrayOfFunctions[0].b', [], [96 x 1 x 1]), Parameter('model.arrayOfFunctions[4].b', [], [256 x 1 x 1]), Parameter('model.arrayOfFunctions[8].b', [], [384 x 1 x 1]), Parameter('model.arrayOfFunctions[10].b', [], [384 x 1 x 1]), Parameter('model.arrayOfFunctions[12].b', [], [256 x 1 x 1]), Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].b', [], [4096]), Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].b', [], [4096]), Parameter('model.arrayOfFunctions[19].b', [], [1000]))

In [12]:
loaded_model = alexnet_model
print(loaded_model)


Composite(features: SequenceOver[][Tensor[3,227,227]], labels: SequenceOver[][Tensor[1000]]) -> Tuple[np.float32, np.float32, np.float32, SequenceOver[][Tensor[1000]]]

In [5]:
parameters


Out[5]:
(Parameter('model.arrayOfFunctions[19].W', [], [4096 x 1000]),
 Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].W', [], [4096 x 4096]),
 Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].W', [], [256 x 6 x 6 x 4096]),
 Parameter('model.arrayOfFunctions[12].W', [], [256 x 384 x 3 x 3]),
 Parameter('model.arrayOfFunctions[10].W', [], [384 x 384 x 3 x 3]),
 Parameter('model.arrayOfFunctions[8].W', [], [384 x 256 x 3 x 3]),
 Parameter('model.arrayOfFunctions[4].W', [], [256 x 96 x 5 x 5]),
 Parameter('model.arrayOfFunctions[0].W', [], [96 x 3 x 11 x 11]),
 Parameter('model.arrayOfFunctions[0].b', [], [96 x 1 x 1]),
 Parameter('model.arrayOfFunctions[4].b', [], [256 x 1 x 1]),
 Parameter('model.arrayOfFunctions[8].b', [], [384 x 1 x 1]),
 Parameter('model.arrayOfFunctions[10].b', [], [384 x 1 x 1]),
 Parameter('model.arrayOfFunctions[12].b', [], [256 x 1 x 1]),
 Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].b', [], [4096]),
 Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].b', [], [4096]),
 Parameter('model.arrayOfFunctions[19].b', [], [1000]))

In [6]:
# we know by inspection that the set of 11x11x3 convolution filter parameters
# is located in parameters[7]
conv1_params = parameters[7]
conv1_params.value[95][0]


Out[6]:
array([[-0.01510708,  0.02406439, -0.00587441,  0.03674211, -0.02667347,
        -0.03551518,  0.0302562 , -0.00572847,  0.02529696, -0.05025081,
         0.03678941],
       [ 0.01514793,  0.00259703, -0.00160956, -0.00488942, -0.07917715,
         0.11795465, -0.02762394, -0.09172472,  0.09360512, -0.0220348 ,
        -0.01421854],
       [ 0.04992456, -0.08575598,  0.0239447 ,  0.02574783, -0.04113096,
         0.04835992, -0.02830965, -0.00157692,  0.02855442,  0.00033392,
        -0.02449874],
       [-0.04027074,  0.03857417,  0.05229365, -0.18280031,  0.26007408,
        -0.1993292 , -0.04303589,  0.31734818, -0.29632869,  0.0776856 ,
         0.03500715],
       [-0.04217387,  0.10235027, -0.0974109 , -0.00394014,  0.08554788,
        -0.05618208,  0.06256621, -0.08158904, -0.04738922,  0.13131073,
        -0.06699795],
       [ 0.05791657, -0.09216715, -0.03648443,  0.22122151, -0.25785747,
         0.14104295,  0.09007225, -0.27116254,  0.25020951, -0.10486048,
         0.0087797 ],
       [ 0.01688438, -0.05990255,  0.08590651, -0.02517291, -0.0590915 ,
         0.07514726, -0.04566459,  0.03033705,  0.03016851, -0.09635085,
         0.06621613],
       [-0.05185268,  0.09541186, -0.03067316, -0.08143407,  0.10301699,
        -0.0268498 , -0.04152438,  0.01236477,  0.03195929, -0.00782136,
        -0.01297139],
       [ 0.02439057, -0.02284897, -0.01557478,  0.00521354,  0.07402226,
        -0.10763163, -0.00822611,  0.12526189, -0.08212776, -0.0091959 ,
         0.01443889],
       [ 0.00590642, -0.03155507,  0.02148635,  0.00570554, -0.0153337 ,
        -0.01253041,  0.02246032,  0.03736971, -0.08380558,  0.06806269,
        -0.02740663],
       [-0.00190077,  0.01978755, -0.00696404,  0.00497125, -0.05123701,
         0.06234552, -0.00472743, -0.06671759,  0.06032791,  0.00347873,
        -0.02243596]], dtype=float32)

In [24]:
def make_filter_weight_image(filter_weights, image_file_name, dim=11):
    imstack = np.dstack((filter_weights[0], filter_weights[1], filter_weights[2]))
    # hacky range normalization so we can see something
    immean = imstack.mean()
    #print(immean)
    imstack -= immean
    imstack = imstack * (255.0/imstack.max())
    imstack += 127.
    #print (imstack[0])
    imstack = np.clip(imstack, 0., 255.)
    imint = (imstack * (255.0 / imstack.max())).astype('uint8')
    #imint = imstack.astype('uint8')
    #print(imint[0])
    try:
        os.remove(image_file_name)
    except OSError:
        pass

    im = PILImage.fromarray(imint)
    im2 = im.resize((224,224))
    im2.save(image_file_name)

In [8]:
for parameter in parameters:
    print(parameter.name, parameter.shape, "\n", parameter.value)


model.arrayOfFunctions[19].W (4096, 1000) 
 [[-0.01060153 -0.00251521 -0.007542   ...,  0.02582785  0.00133449
   0.00189569]
 [-0.00828957  0.00797224  0.00592377 ..., -0.00729646 -0.00992806
   0.00362323]
 [ 0.0184704  -0.00374783 -0.01844876 ..., -0.01247817  0.00570136
  -0.00039323]
 ..., 
 [ 0.00093524 -0.00517491 -0.00051458 ..., -0.00103915 -0.00567184
   0.00143881]
 [ 0.0052968  -0.00642802 -0.0062504  ..., -0.00724584 -0.0155288   0.013077  ]
 [-0.00488158 -0.0052439  -0.00665013 ..., -0.00100085 -0.00556759
  -0.00119049]]
model.arrayOfFunctions[17].arrayOfFunctions[0].W (4096, 4096) 
 [[-0.00059681 -0.00213076  0.00204876 ...,  0.00656991 -0.02013178
  -0.0023692 ]
 [-0.00918535  0.00247084 -0.00353508 ..., -0.00423722  0.00294879
  -0.00083358]
 [ 0.00020597 -0.00158334  0.00167276 ..., -0.00361566 -0.00106882
  -0.00123479]
 ..., 
 [-0.00455716  0.00222834 -0.00096425 ..., -0.00252186  0.00805702
   0.00208095]
 [-0.0020375   0.00206121 -0.00439616 ..., -0.00964849 -0.01366612
   0.0026105 ]
 [-0.01129067  0.00114996  0.01640286 ...,  0.0009306   0.00643005
   0.00084924]]
model.arrayOfFunctions[15].arrayOfFunctions[0].W (256, 6, 6, 4096) 
 [[[[  1.73236127e-03   3.25601432e-04   1.12605663e-02 ...,
     -4.71222354e-03   6.97797583e-03  -1.75085955e-03]
   [  1.15154148e-03   1.81884458e-03   5.95276570e-03 ...,
     -2.70215468e-03   6.48750225e-03  -1.76404836e-03]
   [  7.79648498e-03  -3.52615095e-03   1.30318478e-02 ...,
      2.68996204e-03   4.40056808e-03  -1.56842102e-03]
   [  3.12338443e-03  -7.83185300e-04   6.52147084e-03 ...,
     -1.08889793e-03   2.78913206e-03  -5.73473983e-03]
   [ -5.49737969e-03   2.68682395e-03   6.60570385e-03 ...,
     -4.22096066e-03   7.71846063e-03  -4.07054974e-03]
   [  2.29084352e-03   2.53421301e-03   4.07045381e-03 ...,
     -6.30747713e-03   8.05725716e-03   2.07188237e-03]]

  [[ -2.23473692e-03   3.88425007e-03   4.85569471e-03 ...,
     -3.63731151e-03   2.78890016e-03  -2.92502949e-03]
   [  7.33120413e-03   4.57355613e-03   7.45094148e-04 ...,
     -1.10206893e-04  -5.17381195e-05  -7.72174960e-03]
   [  1.11444537e-02  -1.20894238e-03   4.32987843e-04 ...,
     -1.38587703e-03  -3.41058883e-04  -3.99382040e-03]
   [  2.18209368e-03   1.96961360e-03   1.34464062e-03 ...,
      8.39660133e-05  -1.26642059e-03  -6.86952565e-03]
   [ -1.55612084e-04   1.07221724e-02   1.11759268e-03 ...,
      3.80312046e-03   6.82708481e-03   5.32724836e-04]
   [  4.23463061e-03   7.32345926e-03   3.58306244e-03 ...,
     -1.33226626e-03   5.49595524e-03  -1.62662170e-03]]

  [[  1.91629934e-03   1.32288178e-03   2.40324531e-03 ...,
     -4.35252395e-03   6.35646842e-03  -3.10970494e-03]
   [ -5.06374333e-03   2.24633166e-03   1.40324445e-03 ...,
      1.35384814e-03  -2.70619849e-03  -4.58278786e-03]
   [ -1.89309556e-03   6.33143913e-03  -6.53985480e-05 ...,
     -1.30967668e-03   1.82599272e-03  -6.34982716e-03]
   [ -4.22743062e-04   6.01676572e-03   8.49626726e-04 ...,
     -1.68563426e-03   1.60375566e-04  -3.20058269e-03]
   [  8.64667178e-04   8.55775177e-03  -2.52804573e-04 ...,
      2.15572934e-03   2.78072827e-03  -9.33912816e-04]
   [  1.78850605e-03   4.45627049e-03   4.91857063e-03 ...,
     -1.10233633e-03   5.24369162e-03  -2.54011317e-03]]

  [[  6.81950944e-03   1.57086807e-03   9.42474464e-04 ...,
     -3.01066553e-03   5.53019252e-03  -7.62793235e-03]
   [ -6.74955687e-03   6.09125430e-03  -1.75444549e-03 ...,
      5.10304468e-03   5.75697690e-04  -3.83251347e-03]
   [ -6.45332690e-03   4.25466103e-03  -4.01316071e-03 ...,
     -1.04882778e-03  -3.41358036e-03  -3.12888972e-03]
   [ -6.59268908e-03   5.48369577e-03  -2.45145475e-03 ...,
      2.29106518e-03  -3.46204545e-03  -6.81368308e-03]
   [ -3.28195211e-03   2.29063327e-03  -2.29870994e-03 ...,
      4.57705278e-03   8.84252880e-03  -4.63507045e-03]
   [ -1.33053493e-03  -3.41051654e-03   2.12336774e-03 ...,
      5.65324153e-04   1.14747630e-02  -1.10609701e-03]]

  [[  8.05878639e-03   4.52081347e-03   4.40600648e-04 ...,
     -6.76563010e-04   1.97738409e-03  -5.50241908e-03]
   [ -6.15925353e-04   8.72618519e-03  -2.30268552e-03 ...,
      7.13307736e-03  -1.26230693e-03  -2.98130279e-03]
   [ -4.33542160e-03   2.54968088e-03  -1.56200349e-05 ...,
      5.59174595e-03  -6.59696478e-03  -3.88772925e-03]
   [ -4.68361983e-03   2.12933053e-03   2.13803980e-03 ...,
      4.46267007e-03  -1.59102329e-03  -8.86769220e-03]
   [ -3.83657543e-03   3.36668175e-03  -1.50541286e-03 ...,
      3.31840920e-03   5.91274537e-03  -8.22850782e-03]
   [ -9.84768500e-04  -8.31772923e-04   2.58224062e-03 ...,
     -1.06616190e-03   4.73499438e-03  -7.43910903e-03]]

  [[  2.94935424e-03   1.24469642e-02  -7.78153248e-04 ...,
     -1.44143577e-03   3.91450990e-03  -2.53406353e-03]
   [ -2.19340855e-03   7.26047438e-03   1.52149086e-03 ...,
     -2.20143748e-03   9.74873255e-04  -3.29735386e-03]
   [ -2.44831527e-03   2.79328017e-03   3.36813764e-03 ...,
      6.04798691e-03   3.15959333e-03  -2.63388589e-04]
   [  6.06068037e-03   5.72671974e-03   2.22299204e-04 ...,
      3.41487955e-03   3.34903458e-03   4.66512924e-04]
   [  5.16866101e-04   1.01203127e-02   3.41600593e-04 ...,
      1.54763274e-03   4.67460044e-03   1.33757759e-03]
   [ -5.81730390e-03   3.18090897e-04   3.71999433e-03 ...,
     -4.00805206e-04   6.70502021e-04  -5.16816974e-03]]]


 [[[  2.75816885e-03  -5.14298677e-04   2.63690203e-03 ...,
     -1.29946740e-04  -1.79928693e-03   4.09914693e-03]
   [  7.88638275e-03  -3.17124696e-03   1.71302032e-04 ...,
      1.26684876e-03  -3.76325217e-03   5.82301477e-03]
   [  6.48074737e-03  -4.53568948e-03   1.19783694e-03 ...,
     -3.33521428e-04  -2.45634886e-03   3.71923880e-03]
   [  4.30775480e-03   1.15683372e-03   2.38235900e-03 ...,
      1.61485758e-03  -5.49309282e-03   7.40949344e-03]
   [  7.59627530e-03   2.96948757e-03   5.02924295e-03 ...,
      2.15138542e-03  -6.03214046e-03   6.41144812e-03]
   [  7.94643629e-03   6.21405896e-04   1.76564406e-03 ...,
     -3.51232523e-03   1.89050581e-04   1.78835541e-03]]

  [[  4.43311088e-04  -3.96970398e-04  -1.71449792e-03 ...,
     -2.78496445e-04  -2.53464241e-04   8.70058034e-03]
   [  6.34099124e-03  -3.75909451e-03   1.43950759e-03 ...,
     -3.52716795e-03   5.27300639e-04   1.12619363e-02]
   [  1.01507213e-02  -3.19762062e-03  -2.23032243e-04 ...,
     -1.47466213e-04   1.41648878e-03   1.01078274e-02]
   [  4.15215688e-03   2.24180007e-03  -9.52125702e-04 ...,
     -1.33437919e-03  -2.92331818e-03   4.47697518e-03]
   [  8.64765723e-04   2.45360122e-03  -1.36179302e-03 ...,
     -2.27371580e-03  -6.80668233e-03   1.73276325e-03]
   [  4.78476798e-03  -1.09656330e-03  -3.67340376e-03 ...,
     -3.99368722e-03  -3.21051019e-04   4.01882408e-03]]

  [[  5.79089217e-04  -2.59444350e-03  -1.05024443e-03 ...,
      8.06536060e-04   2.19156244e-03   1.69463712e-03]
   [  4.62092925e-03  -1.76476734e-03   2.18824088e-03 ...,
     -1.28793716e-03   2.45715096e-03   4.90303338e-03]
   [  9.90595575e-03  -1.49084302e-03   4.55633563e-04 ...,
      2.95652216e-03   2.62400624e-03   8.88587441e-03]
   [  4.33211867e-03  -3.43863037e-03  -3.23040853e-03 ...,
     -2.68932199e-04   2.14691530e-03   3.38015240e-03]
   [  4.94281761e-04  -2.77991570e-03  -1.37913914e-03 ...,
     -1.54964498e-03  -2.63617095e-03   2.38750409e-03]
   [  3.11985123e-03   3.36862146e-03  -2.83259759e-03 ...,
      6.84315106e-04  -2.04743026e-03   4.16300911e-03]]

  [[  8.47595802e-04  -7.27448903e-04  -3.36452061e-03 ...,
      1.09601708e-03   3.73803824e-03   7.76128843e-04]
   [  5.09429490e-03  -2.75572459e-03  -3.08048562e-03 ...,
     -5.43654291e-03  -1.47112866e-03   2.55542016e-03]
   [  1.42263086e-03  -4.34190640e-03  -2.49576871e-03 ...,
     -1.19083014e-03  -1.86236831e-03   1.66997965e-03]
   [ -7.64827302e-04  -7.29926745e-04  -3.95863410e-03 ...,
     -4.30675078e-04  -6.61071332e-04   3.51140881e-03]
   [  1.65026472e-03  -3.27881658e-03  -3.68749443e-03 ...,
      7.97876273e-04  -6.82366430e-04   1.57893845e-03]
   [  8.17799848e-03  -3.00324033e-03  -4.09455225e-03 ...,
      4.25136741e-03  -2.31742905e-03   4.89450246e-03]]

  [[ -2.74243369e-03   3.91742389e-04  -4.13299492e-03 ...,
     -1.82017990e-04   1.79337070e-03  -3.46775400e-03]
   [ -5.66310948e-04  -3.79447447e-04  -5.30945323e-03 ...,
     -2.36990536e-03  -1.12595095e-03  -3.76075681e-04]
   [  2.06177658e-03   1.51766976e-03  -2.31707818e-03 ...,
      5.80632302e-04  -1.26168109e-03   2.81102420e-03]
   [  4.60729795e-03   1.13565882e-03  -3.45518906e-03 ...,
      3.33023054e-05   2.02667294e-03   2.13974132e-03]
   [  3.18771903e-03  -2.65032635e-03  -5.54249855e-03 ...,
     -1.14931981e-03  -3.49008339e-03   1.24587456e-03]
   [ -2.25918344e-03  -5.34204068e-03  -2.72811973e-03 ...,
      1.46982889e-03  -5.27128624e-03  -3.74086341e-03]]

  [[ -5.51956519e-03   8.94604018e-04  -7.84962997e-03 ...,
      1.29177910e-03   2.67017260e-03  -2.42724176e-03]
   [ -2.06046505e-03   2.16409704e-03  -5.28941629e-03 ...,
      1.46489195e-03  -1.96231902e-03  -1.62344391e-03]
   [  1.54130044e-03   7.25453673e-03  -3.88673902e-03 ...,
     -2.23159720e-03  -2.48962874e-03   2.02940893e-03]
   [  4.21194080e-03  -2.14124797e-03  -5.81546687e-03 ...,
     -3.76600493e-03  -1.70888903e-03  -6.06378168e-03]
   [  2.07527471e-03  -2.58211815e-03  -7.78609328e-03 ...,
     -4.78384690e-03  -2.27290113e-03  -8.21848772e-03]
   [ -2.20181770e-03  -1.13374833e-03  -3.27362376e-03 ...,
     -5.64383483e-03   2.39693400e-04  -4.25621402e-03]]]


 [[[  5.55942021e-03   1.23262480e-02  -9.77691147e-04 ...,
     -5.65945578e-04   1.67595979e-03   6.55977614e-03]
   [  5.50283398e-03   1.58698950e-02  -3.43164173e-03 ...,
     -5.79354702e-04   1.59265159e-03  -1.39485055e-04]
   [  8.37638322e-03   7.78540829e-03  -4.46857512e-03 ...,
      4.66826197e-04  -2.87182326e-03  -2.61506275e-03]
   [  1.02309054e-02   6.11778954e-03  -3.57747683e-03 ...,
      1.80314295e-03  -3.83478263e-03  -4.86230478e-03]
   [  1.15815951e-02   6.42378861e-03  -1.39529153e-03 ...,
     -2.10276083e-03   5.90764859e-04  -1.62878679e-03]
   [  1.31981866e-02   9.06737335e-03  -9.54686184e-05 ...,
     -2.00449815e-03   7.23699061e-03   2.23658653e-03]]

  [[  1.41294254e-02   9.50966869e-03  -5.02548134e-03 ...,
     -1.24541891e-03   6.57228171e-04   7.16151530e-03]
   [  1.24001233e-02   6.88548805e-03  -4.92103631e-03 ...,
     -6.45915588e-06   4.12019249e-03   4.22335137e-03]
   [  8.91171582e-03   6.71070302e-03  -2.75917840e-03 ...,
     -9.75760398e-04   1.63999794e-04   8.67850799e-03]
   [  7.77296536e-03   7.19551928e-03  -2.67822947e-03 ...,
     -2.83975131e-03  -4.44406830e-03   5.46702277e-03]
   [  8.98474362e-03   8.78136419e-03  -2.61141313e-03 ...,
     -1.43598404e-03  -4.16458398e-03   6.61107339e-03]
   [  1.46125779e-02   8.27558711e-03  -1.41136011e-03 ...,
     -1.31167821e-03   9.68126638e-04   8.25727731e-03]]

  [[  5.06270723e-03   8.46153125e-03  -3.01274075e-03 ...,
      2.73639895e-03   1.73559878e-04   4.07620147e-03]
   [  3.95518355e-03   6.63089799e-03  -2.64055282e-03 ...,
      4.04840987e-03   2.76974193e-03   6.24770997e-03]
   [  6.53488049e-03   1.04162423e-02  -1.50913850e-03 ...,
      1.15804165e-03   7.51067186e-03   1.02483900e-02]
   [  1.24227917e-02   9.60706733e-03  -8.95653735e-04 ...,
     -9.10007861e-04   8.72969104e-05   1.04152057e-02]
   [  1.37245236e-02   1.41921807e-02  -3.74037609e-03 ...,
      1.84367946e-03  -9.99213778e-04   3.80315958e-03]
   [  1.03372717e-02   1.02076316e-02  -6.56492030e-03 ...,
      1.79138861e-03  -4.58855473e-04   7.29745254e-03]]

  [[ -2.06053513e-03   1.03213238e-02  -5.16779674e-03 ...,
     -6.45170978e-04  -1.49662304e-03   8.51114094e-03]
   [ -2.34431354e-03   9.46130883e-03  -4.66983672e-03 ...,
      6.42991741e-04   2.51832942e-04   5.10906614e-03]
   [  5.35531854e-03   4.08066856e-03  -3.78108886e-03 ...,
      1.08600454e-03   1.51104672e-04   9.85976029e-03]
   [  8.94124992e-03   1.00843739e-02  -1.37082802e-03 ...,
     -2.38046958e-03  -6.28424226e-04   8.44557025e-03]
   [  6.66904775e-03   1.24877496e-02  -2.97276303e-03 ...,
     -2.63388082e-03   9.59541532e-04   5.08200796e-03]
   [  5.48564736e-03   8.48177727e-03  -5.98993199e-03 ...,
     -3.41808656e-04   2.83237617e-03   6.42873673e-03]]

  [[ -5.64345019e-03   7.24870153e-03  -6.53555524e-03 ...,
     -4.02575533e-04   3.96538962e-04   7.72005133e-03]
   [ -3.31218424e-03   1.04495259e-02  -5.53988433e-03 ...,
     -2.99152848e-03  -1.75347654e-04   5.28855808e-03]
   [ -9.65803862e-04   6.28871191e-03  -3.75948451e-03 ...,
     -2.56363652e-03  -1.41103475e-04   5.69932070e-03]
   [  1.63462805e-03   7.84862600e-03  -2.29421887e-03 ...,
     -4.86035692e-03   3.57417266e-05   6.61189202e-03]
   [  5.10459067e-03   8.91296752e-03  -1.61609019e-03 ...,
     -2.72129197e-03  -1.13035901e-03   3.70655558e-03]
   [  7.61770643e-03   3.32209212e-03  -4.91455477e-03 ...,
     -3.02676135e-03   2.77388317e-04   4.39655641e-03]]

  [[ -3.65267112e-03  -1.17306237e-03  -3.23048094e-03 ...,
     -3.18239979e-03   1.26444048e-03  -1.91090151e-03]
   [ -1.18767191e-03   1.99087453e-03  -2.03138730e-03 ...,
     -1.76164485e-03  -2.90144165e-03   4.76969726e-04]
   [ -6.58719335e-04   7.29799969e-04  -4.01620008e-03 ...,
      8.43211310e-04  -4.12939675e-03   2.14068918e-03]
   [  9.45291831e-04   1.30062422e-03  -4.24045324e-03 ...,
      6.28106575e-03  -7.38812261e-04   4.96340636e-03]
   [  3.33988061e-03   2.16364209e-03  -4.50610742e-03 ...,
      5.45583572e-03   3.05538560e-04   2.67859246e-03]
   [  3.31536611e-03  -5.20784233e-04  -3.90652753e-03 ...,
      4.05970612e-04  -7.37830356e-04  -3.85782099e-04]]]


 ..., 
 [[[  9.87861678e-03  -4.01438912e-03  -4.07500518e-03 ...,
     -3.99255892e-03  -2.06811796e-03  -3.00426292e-03]
   [  1.46169122e-03  -3.12770670e-03  -6.00199308e-03 ...,
     -1.18009304e-03  -5.41944348e-04   8.93277349e-04]
   [  2.41259206e-03  -5.52536570e-04  -6.57720258e-03 ...,
     -2.05450598e-03  -7.44005956e-04   1.98801910e-03]
   [  4.45160456e-03  -1.08594063e-03  -4.62451950e-03 ...,
      9.72757291e-04  -5.37141180e-03   1.61940139e-03]
   [ -2.62830261e-04  -3.71499499e-03  -4.05892124e-03 ...,
      4.94476815e-04  -7.60590564e-03  -2.87173825e-05]
   [  1.64233532e-03  -3.59452097e-03  -6.04735734e-03 ...,
     -3.84660228e-03  -4.59160190e-03  -1.31897628e-03]]

  [[  1.28472038e-03   3.00331067e-05  -6.39474811e-03 ...,
     -7.37799983e-03  -2.13743406e-04  -2.98528001e-03]
   [ -2.45528459e-03  -2.82432069e-03  -2.82074115e-03 ...,
     -7.15549663e-03  -2.83754175e-03   2.77142925e-03]
   [ -2.21296184e-04  -1.02145551e-03  -1.71844859e-03 ...,
     -7.78051186e-03  -4.03691595e-03   2.87953042e-03]
   [  4.45570424e-03  -1.31820166e-03  -1.55898742e-03 ...,
     -2.01022811e-03  -3.55007849e-03  -1.08512853e-04]
   [  2.76724738e-03  -3.82012688e-03  -2.47968431e-03 ...,
     -1.98237691e-03  -2.29015504e-03   3.09264200e-04]
   [  6.63179718e-03  -2.89330143e-03  -3.02161463e-03 ...,
     -3.77027784e-03  -1.56101491e-03   1.63834915e-03]]

  [[  2.08474789e-03  -7.29886582e-04  -6.13016495e-03 ...,
     -2.59162672e-03   9.15631070e-04  -4.30037873e-03]
   [ -2.36409437e-03  -3.50959203e-03  -3.07170814e-03 ...,
     -2.15137447e-03  -2.47964612e-03   1.05217285e-03]
   [  3.63231730e-03  -9.09282709e-04  -1.21720391e-03 ...,
     -3.82243935e-03  -3.73518886e-03   1.56966236e-03]
   [  5.62143000e-03  -3.57427401e-04  -1.90979612e-04 ...,
     -1.65474392e-03  -1.22329697e-03  -2.07903073e-03]
   [ -3.30250885e-04  -3.84935527e-03  -1.73264800e-03 ...,
     -2.64609861e-03  -2.22614245e-03  -4.51011001e-04]
   [  2.29770713e-03  -3.65844555e-03  -2.88759172e-03 ...,
     -5.76499908e-04  -2.63579306e-03  -3.09981778e-03]]

  [[  4.73559927e-03   5.03324147e-04   1.91150699e-04 ...,
      1.82773615e-03  -2.31211889e-03  -2.73672724e-03]
   [  1.84458250e-03  -4.48923651e-03  -8.36619816e-04 ...,
      8.90831754e-04  -1.69214420e-03  -3.76504310e-03]
   [  3.66365560e-03  -2.42415350e-03  -1.58482080e-03 ...,
     -1.21631240e-03  -4.45289630e-03  -3.53498175e-03]
   [  5.85800549e-03   8.42156805e-05  -2.29375483e-03 ...,
     -1.74240384e-03  -9.08786256e-04  -2.93782423e-03]
   [  3.51651921e-03  -1.15058827e-03  -1.31137052e-03 ...,
     -1.09808694e-03  -2.57388712e-03  -2.31591053e-03]
   [  3.76045448e-03  -2.38087424e-03  -3.36825987e-03 ...,
     -2.06174050e-03  -3.69171030e-03  -6.26216317e-03]]

  [[  4.55338135e-03  -2.02767411e-03  -2.09264559e-04 ...,
     -2.96830852e-03  -6.19381713e-03  -4.69432671e-05]
   [  4.55137994e-03  -2.96420278e-03  -1.23041647e-03 ...,
     -1.79577037e-03  -5.02022449e-03  -1.52231718e-03]
   [  3.99217336e-03  -2.24747788e-03   1.37557014e-04 ...,
     -7.05198327e-04  -4.93684225e-03  -1.64722209e-03]
   [  2.94169015e-03  -1.37798057e-03   5.62976697e-04 ...,
      7.58986920e-04  -6.83166040e-03  -4.52896906e-03]
   [  4.35756287e-03  -4.64181154e-04  -8.78017338e-04 ...,
      9.40936559e-04  -4.75491164e-03  -4.22003027e-03]
   [  4.92265262e-03  -4.15601674e-03  -7.03788362e-04 ...,
      2.54387548e-03  -8.18981905e-04  -7.08676456e-03]]

  [[  3.05030006e-03  -5.17042645e-04   1.47269550e-03 ...,
     -2.90626474e-03  -4.57286369e-03  -2.89717200e-03]
   [  1.10075774e-03  -1.15316221e-03  -1.91595207e-03 ...,
     -2.66916980e-03  -6.39207941e-03  -3.03600985e-03]
   [  6.68616639e-03  -1.28238078e-03  -1.65886467e-03 ...,
     -1.75186829e-03  -6.23737648e-03  -1.91120687e-03]
   [  2.47450499e-03  -1.98063208e-03  -1.91234460e-03 ...,
     -2.90354271e-03  -8.52084439e-03  -3.88545357e-03]
   [  2.39739730e-03  -5.24715229e-04  -2.56620185e-03 ...,
     -1.77545345e-03  -8.40527005e-03  -5.00995945e-03]
   [  5.50098298e-03  -2.32617627e-03   1.61729159e-03 ...,
     -3.67775589e-04  -6.44249935e-03  -8.28783587e-03]]]


 [[[ -3.18662554e-04  -3.12915072e-03  -2.08623870e-03 ...,
      3.78711219e-03   9.27530578e-04  -4.07049572e-03]
   [  1.14831468e-03  -3.88781494e-03  -8.06007942e-04 ...,
     -8.67888331e-04   6.02235959e-04  -2.37768909e-04]
   [  7.20560458e-03   1.04184379e-03  -1.97929260e-03 ...,
      1.25051569e-03  -4.60540829e-03   1.44065137e-03]
   [  6.43236097e-03   5.63802710e-03  -2.70903413e-03 ...,
      1.54329278e-03  -2.22577015e-03   1.03134348e-03]
   [  7.79882912e-03   4.17910377e-03  -2.41809618e-03 ...,
      1.54445448e-03  -1.12083624e-03   3.11653549e-03]
   [ -5.65209659e-04   2.40341574e-03  -6.01858308e-04 ...,
      4.55004908e-03  -1.27028942e-03  -4.12349729e-03]]

  [[  5.23825183e-05  -3.65596527e-04  -3.47962050e-05 ...,
      1.51997490e-03   3.69279459e-03  -1.65973848e-03]
   [  9.34054144e-04   3.27199558e-03   9.76137992e-04 ...,
      4.45391808e-04  -1.25903368e-03  -1.92563166e-03]
   [  7.45954225e-03   5.96439280e-03   1.70044915e-03 ...,
      5.07431803e-04  -5.50656207e-03   1.20342453e-03]
   [  9.79113299e-03   6.17157575e-03  -1.42191886e-03 ...,
     -2.45562382e-03  -3.88828595e-03   9.94009431e-04]
   [  4.80437744e-03   4.09603864e-03   5.00906724e-04 ...,
     -2.22350657e-03  -1.43262674e-03   6.93079783e-04]
   [  9.59070865e-04   5.54070342e-03   4.89404704e-03 ...,
     -3.16640886e-04  -1.05469325e-03  -2.94068712e-03]]

  [[ -2.42276932e-03   4.01116471e-04  -2.19174405e-03 ...,
     -1.73562916e-03   2.78626475e-03   9.35459416e-03]
   [  5.65340684e-04   7.48296408e-03   1.74481899e-03 ...,
      3.35132866e-03  -8.63508089e-04   3.71527299e-03]
   [  4.38508112e-03   8.89349263e-03   3.85607802e-03 ...,
     -9.94333881e-04  -4.10787342e-03   2.29785801e-03]
   [  5.37458342e-03   5.74731175e-03  -2.76627508e-03 ...,
     -3.30691016e-03  -6.46290951e-04   1.32910046e-03]
   [ -1.98494364e-03   6.95870863e-03  -1.71702344e-03 ...,
     -4.68430750e-04   3.95932142e-03   2.54423567e-03]
   [ -1.05936918e-03   4.69557103e-03  -2.50209356e-03 ...,
     -3.47456685e-03   1.86984587e-04   1.28058903e-03]]

  [[ -5.61379362e-03   3.10864579e-03   1.35182624e-03 ...,
      2.68690591e-03   1.46085827e-03   1.08849742e-02]
   [ -4.80136834e-03   6.88061910e-03   1.05844659e-03 ...,
      6.65492890e-03  -5.39718138e-04   7.40185007e-03]
   [ -5.47596207e-03   6.17342722e-03   1.00324780e-03 ...,
      3.49934190e-03  -3.98452487e-03   6.74560294e-03]
   [ -2.18186830e-03   7.85093755e-03   5.33952052e-03 ...,
      1.62610994e-03  -3.00575723e-03   8.16904195e-03]
   [  1.07130758e-03   9.23122093e-03   3.62363877e-03 ...,
      2.87377951e-03  -4.65989106e-05   1.00399209e-02]
   [ -1.00535841e-03   1.28978249e-02  -4.43449151e-03 ...,
     -1.49809057e-03  -5.47123328e-03   1.79844222e-03]]

  [[  3.19950166e-03   8.31713900e-03  -8.55165941e-04 ...,
     -5.26697049e-03   3.34385713e-03   7.46199116e-03]
   [ -3.91667563e-04   2.80671031e-03   2.94528494e-04 ...,
     -1.29305664e-03   1.60222023e-03   7.11780274e-03]
   [ -6.77882126e-05   5.42380195e-03   1.23960176e-03 ...,
      1.49008725e-03  -1.01852114e-03   8.66239367e-04]
   [ -7.87732308e-04   5.23565570e-03   4.66933660e-03 ...,
     -1.48421765e-04  -8.89412593e-04   9.67869069e-03]
   [  6.28606416e-04   3.44850682e-03   3.39038740e-03 ...,
     -5.45568578e-03   1.85798015e-03   7.80957844e-03]
   [  5.37666632e-03   1.10233203e-02  -1.77437696e-03 ...,
     -3.48101533e-03  -4.18695447e-04  -6.77597942e-04]]

  [[  7.88034219e-03   7.13742152e-03  -3.09277582e-03 ...,
      2.45659321e-04   1.30452018e-03   4.07361519e-03]
   [  7.13924703e-04   9.68467630e-03  -1.89233478e-03 ...,
      9.23961110e-04   2.36766529e-03   3.15380632e-03]
   [ -2.81317183e-03   1.19688660e-02  -2.51412834e-03 ...,
      2.76268646e-03  -5.49546303e-03   7.75127113e-03]
   [ -4.70672781e-03   1.05828885e-02  -3.75256059e-04 ...,
     -2.17045704e-03  -6.29320089e-03   5.97039051e-03]
   [  2.41090354e-04   6.33474486e-03   1.90617982e-03 ...,
     -2.98500783e-03   8.74983787e-04   7.35974498e-03]
   [  6.63857069e-03   3.82180279e-03  -9.07121319e-03 ...,
     -1.06582127e-03  -3.40867182e-03   1.15850819e-02]]]


 [[[  1.63752958e-03  -5.73958596e-03   3.97653785e-03 ...,
     -4.50044405e-03   2.12714891e-03  -1.80357730e-03]
   [  6.00487739e-03  -5.58808027e-03  -2.67107110e-03 ...,
     -2.54113739e-03   6.50523987e-04  -2.53174949e-04]
   [  3.41758132e-03  -7.24403246e-04  -1.92874961e-03 ...,
      1.42419292e-03  -6.55476144e-03  -3.44987377e-03]
   [ -9.88625572e-04  -6.22473090e-05  -1.66797440e-03 ...,
      5.60569856e-03  -6.62935385e-03  -5.42274583e-03]
   [  2.65888846e-03  -4.82667191e-03  -3.35723441e-03 ...,
      1.80433528e-03  -2.88171088e-03  -2.61367741e-03]
   [  5.79633471e-03  -7.61054596e-03  -1.62012206e-04 ...,
      1.03509182e-03  -1.76674139e-03  -3.83568229e-03]]

  [[  1.04768423e-03  -3.61454277e-03   1.31481641e-03 ...,
     -1.65626756e-03   1.92838197e-03  -3.55755189e-03]
   [  2.56607961e-03  -2.25679483e-03  -2.94064311e-03 ...,
      3.91678326e-03  -1.72757648e-03   4.49132267e-03]
   [  9.52486822e-04  -1.04378315e-03  -4.04731510e-03 ...,
      1.68763497e-03  -3.48367309e-03   1.27342029e-03]
   [ -9.61599464e-04   3.85489402e-04  -3.21006845e-03 ...,
      5.47449896e-03  -3.30709061e-03  -1.21091442e-04]
   [ -1.08938271e-04   1.19170221e-03  -2.48794444e-03 ...,
      4.89867991e-03   1.54295051e-03  -1.39593892e-03]
   [ -1.62540365e-03  -5.31249354e-03   5.56283863e-04 ...,
      3.16407974e-03   2.99503235e-03  -2.00317544e-03]]

  [[ -1.02618791e-03  -2.59928871e-03  -3.31238704e-03 ...,
      3.04840948e-03   2.06687464e-03   8.55561229e-05]
   [ -2.47701583e-03  -1.43239624e-03  -4.47309669e-03 ...,
      2.06783670e-03   1.57650211e-03   3.13139777e-03]
   [  1.09760638e-03  -1.91180024e-03  -7.10380310e-03 ...,
      4.86372830e-03   7.29159277e-04  -1.58274628e-03]
   [  3.10285646e-03  -3.43259424e-03  -2.13823561e-03 ...,
      2.91555608e-03  -2.71030725e-03  -1.37915346e-03]
   [  1.62852847e-03  -5.37117058e-03  -1.98557507e-03 ...,
      1.67586503e-03  -2.44268769e-04  -4.78058634e-03]
   [  6.01572858e-04  -5.11246501e-03  -2.58875475e-03 ...,
     -2.82678450e-03   9.52557777e-04   1.93307339e-03]]

  [[ -1.14244223e-03  -3.56371631e-03  -9.50633141e-04 ...,
     -7.09306216e-04   3.36971087e-03   1.19520351e-03]
   [ -1.31996151e-03  -7.30717788e-03   1.08543539e-03 ...,
      5.45129471e-04  -8.96917074e-04   6.56518911e-04]
   [ -2.32381304e-03  -7.51312403e-03  -3.08561977e-03 ...,
     -3.66622175e-04  -6.70127291e-03  -1.88920868e-03]
   [ -1.97215634e-03  -5.76973194e-03  -2.78737070e-03 ...,
     -2.29152595e-03  -8.84388480e-03  -8.79665837e-03]
   [ -3.83471954e-03  -4.64120507e-03  -2.41241814e-03 ...,
     -5.33646066e-03  -2.55938084e-03  -4.70786868e-03]
   [ -4.67076141e-04  -4.26896242e-03  -4.63588210e-03 ...,
     -6.59710309e-03  -8.92484619e-04   1.85654382e-03]]

  [[ -2.92587793e-03  -4.56051575e-03  -2.67547788e-03 ...,
      9.08162852e-04   2.60864501e-04  -5.99841680e-03]
   [  1.69441197e-03  -7.52994232e-03  -3.21000954e-03 ...,
      3.16454447e-04  -3.88410664e-03  -2.37116218e-03]
   [ -9.11680545e-05  -8.04319605e-03  -4.02006647e-03 ...,
     -8.24129442e-04  -6.94441190e-03   9.53474373e-04]
   [ -7.41098134e-04  -7.13183684e-03  -6.45418419e-03 ...,
     -2.16479017e-03  -7.19926460e-03  -2.77627935e-03]
   [ -2.25319737e-03  -6.24503382e-03  -4.91648400e-03 ...,
      2.90784216e-03  -7.45400321e-04  -2.64436821e-03]
   [  4.80194831e-05  -3.09337536e-03  -6.81953225e-03 ...,
     -1.63494388e-03   9.54975083e-04  -3.66374687e-03]]

  [[ -6.26324909e-03  -5.17219771e-03  -1.53316127e-03 ...,
      2.35724449e-03  -1.02291256e-03  -1.89988152e-03]
   [ -3.89216724e-03  -1.73184124e-03  -5.32415695e-03 ...,
     -1.28221305e-04  -5.05252136e-03   1.27733336e-03]
   [ -3.83011415e-03   1.09854818e-03  -5.92725677e-03 ...,
      7.62843178e-04  -1.14428317e-02  -1.89180850e-04]
   [ -4.87764319e-03   9.60231875e-04  -2.32240558e-03 ...,
     -4.56268717e-05  -1.06535433e-02  -8.71252327e-04]
   [ -4.27507935e-03  -3.34144803e-03  -4.95349895e-03 ...,
      2.12067808e-03  -3.94516345e-03  -1.21379315e-04]
   [ -1.65132713e-03  -5.20778960e-03  -5.44140860e-03 ...,
      5.45641815e-05   2.35897518e-04  -6.16609305e-03]]]]
model.arrayOfFunctions[12].W (256, 384, 3, 3) 
 [[[[  1.47971800e-02  -6.79311156e-03  -9.35603573e-04]
   [ -6.16878318e-03   3.11624468e-03  -9.28919483e-03]
   [ -8.03057291e-03   9.38587636e-03   1.16554741e-02]]

  [[  1.84871890e-02   1.95643702e-03  -1.01577444e-02]
   [  1.91767756e-02   3.85875837e-03  -1.14712454e-02]
   [  2.18625050e-02   1.29946684e-02   1.98588818e-02]]

  [[  1.47452892e-03   4.72418219e-03   6.65886002e-03]
   [ -3.03707295e-03   2.97139473e-02   3.39630954e-02]
   [ -3.96103738e-03  -8.60117190e-03   7.54015613e-03]]

  ..., 
  [[ -9.84934508e-04  -7.70645973e-04  -2.33416446e-03]
   [ -2.83818692e-04   1.92058703e-03  -1.05433995e-02]
   [ -1.89859327e-02  -4.44832520e-04  -2.74798763e-03]]

  [[  3.30401305e-03  -5.19023417e-03   5.39759407e-03]
   [  1.05815637e-03   2.36209668e-02  -4.28747293e-03]
   [  4.24625445e-03   7.66457710e-03   8.20431579e-03]]

  [[ -1.28922518e-02  -1.63012296e-02  -2.34536771e-02]
   [ -1.63948233e-03  -6.97079627e-03  -5.93075436e-03]
   [ -1.26899192e-02  -3.43134138e-03  -1.43701385e-03]]]


 [[[ -2.44177207e-02  -1.03199724e-02  -1.78894158e-02]
   [ -1.76437628e-02  -2.15598848e-02  -2.53380612e-02]
   [ -1.14709036e-02  -1.21974358e-02  -2.08765343e-02]]

  [[  1.62001234e-02   2.36050263e-02   9.00044478e-03]
   [ -1.36643508e-02  -6.49750186e-03  -7.94461463e-03]
   [ -4.75786068e-03  -1.23184118e-02  -8.65252223e-03]]

  [[ -1.43017126e-02  -9.14600957e-03   1.00208670e-02]
   [ -1.23625179e-03   3.89356725e-02   3.75572890e-02]
   [  1.08560016e-02   6.81045502e-02   4.80415076e-02]]

  ..., 
  [[ -1.73396319e-02  -1.24033885e-02   1.35911424e-02]
   [  5.15132328e-04  -9.64005943e-03   6.57247705e-03]
   [ -6.26552198e-03  -8.81425291e-03   1.42883102e-03]]

  [[ -1.17867086e-02  -2.93042026e-02  -1.18749561e-02]
   [ -1.79342609e-02  -2.45269407e-02  -1.16612883e-02]
   [ -6.24772254e-03  -1.22444974e-02  -1.16594620e-02]]

  [[ -1.95725448e-02  -9.29073989e-03  -5.00085112e-03]
   [ -8.81959777e-03  -6.38099154e-04  -9.71358037e-04]
   [ -9.42171551e-03  -6.54918374e-03  -8.09303299e-03]]]


 [[[  4.91241051e-04  -3.19989398e-03  -7.20937550e-03]
   [ -2.11659004e-03   6.77147880e-03  -1.32830786e-02]
   [  8.97496939e-03   8.07886291e-03  -1.15638347e-02]]

  [[ -2.61759907e-02  -1.71511769e-02  -7.73141906e-03]
   [ -2.54495293e-02  -1.89992543e-02  -1.11063039e-02]
   [ -4.43211710e-03  -1.67644415e-02  -7.25033972e-03]]

  [[ -1.91229302e-02   1.11148402e-04   2.13248208e-02]
   [ -1.71506200e-02   3.33502260e-03   1.62285361e-02]
   [ -1.24396663e-02  -2.16758670e-03   2.32080603e-03]]

  ..., 
  [[  9.44869313e-03   1.96845997e-02  -6.24847831e-03]
   [  3.64137976e-03   2.56610624e-02   2.05249600e-02]
   [  1.22229150e-02   2.83603612e-02  -3.27154528e-03]]

  [[ -1.79994423e-02  -3.20254862e-02  -2.15281285e-02]
   [ -1.06884893e-02  -9.16684698e-03  -1.15812235e-02]
   [  2.94972723e-03   6.86132116e-03   1.30206067e-02]]

  [[ -2.20363699e-02  -8.64033587e-03  -5.50651876e-03]
   [ -2.46432759e-02  -2.45294776e-02  -2.13535633e-02]
   [ -1.41569122e-03   8.35603848e-03   6.47479109e-03]]]


 ..., 
 [[[ -9.86126717e-03  -1.90323722e-02   2.35240906e-04]
   [ -1.16439452e-02  -1.71553846e-02  -1.29055865e-02]
   [ -2.27777474e-02  -1.33968238e-02  -1.69833389e-03]]

  [[ -1.62284598e-02  -1.44209014e-02  -2.33074240e-02]
   [ -2.05312334e-02  -3.00065391e-02  -3.32174562e-02]
   [  1.24769090e-02   1.55400867e-02  -1.58365048e-03]]

  [[ -9.50021017e-03  -8.68483633e-03   6.17248518e-03]
   [  2.67915806e-04  -6.85927272e-03   6.64782338e-03]
   [ -9.66872927e-03  -8.14637821e-03   2.86745243e-02]]

  ..., 
  [[ -3.50085180e-03  -3.61007010e-03  -5.40141622e-03]
   [ -8.43397621e-03  -8.95232055e-03  -1.26062026e-02]
   [ -5.95067069e-03  -1.10773519e-02   6.14667195e-04]]

  [[  5.36580803e-03   1.38491914e-02   1.90367736e-02]
   [  1.08173676e-02   1.42229376e-02   5.42619126e-03]
   [  1.77839224e-03   1.21448729e-02   1.29872086e-02]]

  [[ -9.17541329e-03  -1.17391264e-02  -1.47738522e-02]
   [ -1.13298073e-02  -1.90696716e-02  -1.78899355e-02]
   [ -1.00310817e-02  -1.42776743e-02  -1.76715404e-02]]]


 [[[ -8.93428642e-03  -2.80865026e-03  -2.27514897e-02]
   [ -1.55905923e-02  -6.44681649e-03  -1.33568831e-02]
   [  2.63164332e-03   1.23903109e-03  -4.79501160e-03]]

  [[ -1.57421883e-02  -1.00186002e-03   1.37098199e-02]
   [ -3.97374015e-03  -9.18895379e-03  -6.19090442e-03]
   [ -1.29000507e-02  -6.88631833e-03  -4.94621834e-03]]

  [[  6.90847123e-03  -4.53750166e-04   8.63933656e-03]
   [ -9.20764171e-03  -1.69569068e-02  -8.11095908e-03]
   [ -4.18331707e-03   5.56412758e-03   1.24219181e-02]]

  ..., 
  [[  2.09478736e-02  -2.69340002e-04   1.20054949e-02]
   [  4.12440905e-03  -1.16594220e-02   4.47514094e-03]
   [  1.17008276e-02   2.98630372e-02   3.23306993e-02]]

  [[  2.28802033e-04   5.63340634e-03   5.09427907e-03]
   [  1.52036333e-02  -1.77194027e-03  -3.17270315e-04]
   [  2.36344188e-02  -4.90410835e-04   2.63452269e-02]]

  [[ -1.26097659e-02  -9.77944583e-03  -1.28809717e-02]
   [ -5.04209008e-03  -1.47157977e-03   1.31424982e-02]
   [ -5.47305169e-03   6.24417327e-03   1.69508010e-02]]]


 [[[  9.89793986e-03   8.81636143e-03   6.14279008e-04]
   [ -3.54281254e-03  -1.58404745e-02   2.32904204e-04]
   [  9.64254048e-03   1.61419827e-02  -4.84394608e-03]]

  [[ -4.97295894e-03  -1.54988272e-02   1.12931477e-03]
   [ -5.09689329e-03  -1.15693435e-02  -9.43025481e-03]
   [ -8.64746328e-03  -1.66281816e-02  -1.80857703e-02]]

  [[ -1.30721005e-02   1.40041243e-02  -1.07677719e-02]
   [  1.81401055e-03  -7.40694301e-03  -8.32840707e-03]
   [ -7.97426328e-03  -4.47487412e-03  -9.39490646e-03]]

  ..., 
  [[  3.06689441e-02   1.58020854e-02   1.18012745e-02]
   [  1.44905271e-02   3.92863341e-03  -1.35062379e-04]
   [  1.83585007e-02   1.04533434e-02   7.96456914e-03]]

  [[  7.35399127e-03  -1.10358046e-02   8.29606690e-03]
   [  1.07352033e-04  -1.40168751e-02  -4.14534938e-03]
   [  1.92683609e-03  -1.88079029e-02  -5.75173972e-03]]

  [[  2.91443284e-04  -1.59137845e-02  -2.86841602e-03]
   [ -1.11457892e-02  -4.37383540e-03   1.68278092e-03]
   [ -1.99968326e-05  -1.44920247e-02   4.46749036e-04]]]]
model.arrayOfFunctions[10].W (384, 384, 3, 3) 
 [[[[ -6.68968074e-03   1.50927622e-02  -4.98367334e-03]
   [ -9.30572022e-03  -1.45828575e-02   2.58760666e-03]
   [  3.27238510e-03  -5.00775175e-03   1.94929596e-02]]

  [[  1.24260522e-02   1.72717813e-02   1.70030389e-02]
   [ -8.62722192e-03  -2.24061906e-02  -1.68263428e-02]
   [ -1.06867217e-02  -1.55970454e-02   6.45410875e-03]]

  [[ -7.21661374e-03   2.62065354e-04  -1.99654046e-03]
   [ -1.65762156e-02  -1.81624722e-02  -5.89609519e-03]
   [ -1.12335675e-03   3.43149668e-03  -3.10560130e-03]]

  ..., 
  [[ -3.69208641e-02  -1.57084465e-02  -1.98311750e-02]
   [  6.66671491e-04   9.18561667e-02   4.18052487e-02]
   [  4.23688702e-02  -8.57025199e-03  -2.95751821e-02]]

  [[ -4.81397752e-03   1.36766909e-03  -1.01027358e-02]
   [  6.39731949e-03   2.64883619e-02   3.30053782e-03]
   [  1.84519161e-02  -1.31348133e-04  -1.02532078e-02]]

  [[ -1.27382381e-02  -1.41942892e-02   5.74387331e-03]
   [ -1.87385303e-03   1.03027057e-02   7.99472095e-04]
   [ -2.90484098e-03   1.17529556e-02   4.31083236e-03]]]


 [[[  8.39708094e-03  -5.28391777e-03  -1.30394856e-02]
   [ -1.42077822e-02  -1.54771628e-02  -7.46542076e-03]
   [  4.00837138e-03   1.88991288e-03   2.19301675e-02]]

  [[  5.75226592e-03  -9.01001971e-03  -5.15640806e-03]
   [ -6.86937058e-03  -2.19473783e-02  -1.31295566e-02]
   [ -6.55690068e-03  -1.56512987e-02   3.72768496e-03]]

  [[ -5.67724276e-03   8.08663853e-03   2.74835806e-03]
   [  1.41693605e-02   1.16933323e-02   2.40941401e-04]
   [  2.12874562e-02   1.72795616e-02   5.06741693e-03]]

  ..., 
  [[ -2.81438958e-02  -5.90681098e-03  -2.20753569e-02]
   [ -1.65437218e-02  -9.68810171e-03  -2.32422333e-02]
   [  1.67013966e-02  -1.48253152e-02  -1.82821751e-02]]

  [[ -5.12537500e-03  -5.43825772e-05   7.94946798e-04]
   [  1.27641764e-02   3.96107659e-02   8.38092901e-03]
   [  1.21649131e-02   1.34362765e-02  -9.48799960e-03]]

  [[  4.15837392e-03  -8.19773879e-03  -2.62247026e-03]
   [ -1.26052834e-03  -1.16972337e-02   8.63225386e-03]
   [  2.52413172e-02   1.79713201e-02   1.33663947e-02]]]


 [[[  1.48070119e-02   2.68157888e-02  -1.41129512e-02]
   [ -1.12101566e-02   4.54645343e-02  -1.79637577e-02]
   [ -5.96123189e-03  -1.82297975e-02  -1.29560595e-02]]

  [[ -4.46784263e-03   1.04572866e-02  -1.28257880e-02]
   [  9.84079577e-03   5.81444474e-03  -1.33067938e-02]
   [  1.27098169e-02  -1.93502114e-03  -3.80317890e-03]]

  [[  2.62660021e-03  -5.66753885e-03   2.52618571e-03]
   [  1.39414417e-02   1.83120761e-02   2.52122469e-02]
   [ -2.04882747e-03  -2.79699196e-03   4.59373090e-03]]

  ..., 
  [[ -1.05110873e-02  -8.43522605e-03   8.85174517e-03]
   [ -2.10058447e-02   3.42974393e-03   1.40977209e-03]
   [ -2.33670827e-02  -7.80455675e-03  -6.24040002e-03]]

  [[ -1.28728366e-02  -3.39121441e-03   1.09560201e-02]
   [ -1.78059586e-03   9.30356095e-04   1.33445198e-02]
   [ -6.99058361e-03  -3.13955499e-03   7.68353837e-03]]

  [[  1.06560104e-02  -2.85494141e-03  -4.64480603e-03]
   [  1.86989214e-02   1.46500077e-02   1.43864825e-02]
   [  2.00891532e-02   3.27131599e-02   3.54747334e-03]]]


 ..., 
 [[[ -9.43505298e-03  -1.22324303e-02   1.73872486e-02]
   [ -1.06442049e-02  -2.13861503e-02   6.25001919e-03]
   [ -1.03722811e-02  -1.31672407e-02   2.62357877e-04]]

  [[ -7.01777730e-03   1.01066008e-02   3.22950147e-02]
   [ -4.72847512e-03  -3.09360439e-05  -2.80280411e-03]
   [ -2.73985211e-02  -7.11686723e-03   2.81231031e-02]]

  [[ -7.41813332e-03   1.58695946e-03   4.92201233e-03]
   [ -6.39114063e-03  -3.04555241e-03  -4.98467125e-05]
   [ -7.40591995e-03  -1.51742585e-02  -1.23881698e-02]]

  ..., 
  [[  1.65374979e-04  -1.56508237e-02   1.29909748e-02]
   [  9.56239551e-03  -1.74167212e-02   3.81449610e-03]
   [  6.00357726e-03  -1.30216787e-02  -8.97895731e-03]]

  [[ -1.22529790e-02   7.79251801e-04   7.60978833e-03]
   [ -1.57337151e-02  -7.14242412e-03   1.24535607e-02]
   [ -1.64353307e-02  -6.27427781e-03   4.47216257e-03]]

  [[ -5.41936699e-03   5.13197221e-02   3.25349979e-02]
   [ -2.85026594e-03  -4.97853104e-03  -2.40254262e-03]
   [ -6.54640002e-03  -1.28223263e-02  -2.04231590e-02]]]


 [[[ -9.38230101e-03  -2.11067442e-02  -9.31024645e-03]
   [ -1.06021119e-02  -9.18273348e-03   5.73579082e-03]
   [ -1.34283202e-02   1.34547502e-02   1.70661751e-02]]

  [[ -2.32676533e-03  -4.87081939e-03   1.43845156e-02]
   [ -8.44281632e-03  -1.22237029e-02   9.33450647e-03]
   [ -8.22603295e-04  -1.46615086e-02  -5.03188418e-03]]

  [[  1.06545193e-02   1.11566181e-03   1.46734864e-02]
   [  1.41244766e-03  -1.35206589e-02  -1.20353764e-02]
   [  1.47656398e-02   5.69202763e-04   1.19174514e-02]]

  ..., 
  [[ -3.01213074e-03  -9.69012268e-03   9.85470973e-03]
   [ -2.40608165e-03  -8.00785609e-03   1.16659459e-02]
   [ -1.16001321e-02   3.46812420e-03   1.47448350e-02]]

  [[ -1.99287897e-03  -6.50691567e-03  -4.52181324e-03]
   [  6.61427062e-03   1.41516863e-03  -2.62067560e-03]
   [  1.25729281e-03   1.98172196e-03  -1.67758018e-02]]

  [[  2.01896597e-02   3.58964875e-03  -3.66912136e-04]
   [  1.56776831e-02   2.99719628e-02  -7.27058621e-03]
   [ -2.02128813e-02  -9.33549181e-03  -9.57286730e-03]]]


 [[[  2.74745142e-03  -8.13105237e-03   6.65752636e-03]
   [ -1.71409231e-02  -8.89124256e-03  -4.43847710e-03]
   [ -2.64002979e-02  -2.20287926e-02  -1.52940331e-02]]

  [[ -1.18758343e-02  -1.85024049e-02   8.00253917e-03]
   [ -8.14526528e-03  -6.85043726e-03   2.71594077e-02]
   [ -1.76118817e-02   3.53533798e-03   1.06213167e-02]]

  [[  1.70036231e-03  -9.25442670e-03   1.37747964e-04]
   [  1.23185497e-02   1.43041741e-02   1.46031566e-02]
   [ -9.27214324e-03   2.60417728e-04  -9.09564178e-03]]

  ..., 
  [[ -5.38998097e-03  -2.36226656e-02  -6.64273789e-03]
   [  1.51849003e-03  -2.14467533e-02  -9.59867612e-03]
   [ -4.26450651e-03  -4.31366405e-03  -6.74221592e-05]]

  [[  4.91595175e-03   7.67150056e-03   3.69432243e-03]
   [  9.90573596e-03   4.78223432e-04   6.32567983e-03]
   [ -1.34781720e-02  -1.07383607e-02  -1.03220986e-02]]

  [[ -8.23478494e-03   1.16052320e-02   3.05250008e-03]
   [ -1.08927926e-02  -9.23252944e-03  -9.37956013e-03]
   [ -1.19812759e-02  -1.22249769e-02  -3.87695828e-03]]]]
model.arrayOfFunctions[8].W (384, 256, 3, 3) 
 [[[[ -2.08553504e-02  -3.02941762e-02  -5.76997595e-03]
   [ -2.13782303e-02  -1.43922102e-02   2.69593764e-03]
   [ -5.99709619e-03   1.61123346e-03   2.01617181e-02]]

  [[ -3.94634577e-03  -4.11277590e-03   2.19943281e-02]
   [  7.62607483e-03   2.41486523e-02   3.88918887e-03]
   [ -4.36547538e-03   1.33324452e-02   3.74929234e-03]]

  [[  9.55398567e-03   6.75609754e-03   1.91191509e-02]
   [  3.30653526e-02   1.83133408e-02   2.05649640e-02]
   [  9.07174125e-03  -4.62464523e-03   3.92946787e-03]]

  ..., 
  [[  9.44339117e-05   2.39969045e-03  -1.55695453e-02]
   [  8.90351646e-03   1.88225992e-02  -1.41920662e-02]
   [ -1.53926061e-02  -7.95739703e-03  -9.76660568e-03]]

  [[ -9.98643134e-03  -1.81717786e-03   1.53134726e-02]
   [ -2.61326041e-03  -1.71839725e-02   4.04560054e-03]
   [ -5.39245177e-03  -1.49751427e-02  -1.04440178e-03]]

  [[  6.47107651e-03   1.38957053e-02   5.60496887e-03]
   [ -7.58948224e-03  -5.85047342e-03  -1.07946880e-02]
   [ -1.59814022e-02  -2.13281084e-02  -2.62688436e-02]]]


 [[[  3.80797535e-02   1.91183724e-02  -2.62188166e-02]
   [  3.07696555e-02   1.11436639e-02  -3.20703499e-02]
   [ -2.59064999e-03  -1.22382613e-02  -4.05097790e-02]]

  [[  7.65552977e-04  -4.11945805e-02  -3.10189649e-02]
   [  5.36161650e-04  -1.90868154e-02  -2.12223623e-02]
   [  1.19217969e-02  -1.62107907e-02  -2.61963811e-02]]

  [[ -1.46701997e-02  -1.29946759e-02  -7.24485191e-03]
   [ -1.02653224e-02  -1.72973610e-02  -3.47599899e-03]
   [  4.55901172e-04  -9.05094203e-03  -2.41341954e-03]]

  ..., 
  [[ -3.03709023e-02  -3.51296440e-02   2.53837346e-03]
   [ -3.60513292e-02  -3.01110130e-02  -1.84308374e-04]
   [ -2.18172129e-02  -2.23033242e-02  -1.85701177e-02]]

  [[  1.03525845e-02   3.23420228e-03  -3.56501271e-03]
   [  1.95647534e-02  -6.09656051e-03  -1.14500634e-02]
   [ -2.53745634e-03  -9.96203162e-03  -7.68283755e-03]]

  [[ -1.75521746e-02   7.90540536e-04   4.18240146e-04]
   [ -1.00110993e-02   1.72443092e-02   1.96101479e-02]
   [ -5.49688190e-03   3.61169316e-03   3.35504813e-03]]]


 [[[  1.67020075e-02   2.78449687e-03  -1.74346962e-03]
   [ -1.09382514e-02  -2.96721812e-02  -2.69663315e-02]
   [  7.76582956e-03  -4.61208541e-03  -3.67854675e-03]]

  [[  1.19080329e-02   5.17100841e-03  -1.06142489e-02]
   [ -8.24215531e-04   7.02427526e-04   1.41904680e-02]
   [ -1.29057182e-04  -6.52478915e-03   1.02695916e-02]]

  [[ -4.18205885e-03  -4.79334453e-03   4.12694039e-03]
   [ -2.42056255e-03   7.53763085e-03   2.33040601e-02]
   [ -3.74788418e-04  -1.28878327e-02  -6.53152587e-03]]

  ..., 
  [[  1.21382559e-02   1.03062764e-02   2.55340012e-03]
   [ -3.96063505e-03  -1.17476312e-02  -3.89749696e-03]
   [ -1.21391499e-02  -1.65527705e-02  -8.41044448e-03]]

  [[  2.06623226e-03   8.65103491e-03   1.02298614e-02]
   [ -2.13859566e-02  -1.35409031e-02  -3.03826900e-03]
   [ -1.21607017e-02  -1.74690858e-02  -6.73151435e-03]]

  [[ -5.95130317e-04   3.04080965e-03   6.60839118e-03]
   [ -7.99383968e-03  -2.08439049e-03   2.08868965e-04]
   [ -1.06180310e-02  -1.64930634e-02  -5.35019906e-03]]]


 ..., 
 [[[ -8.71128775e-03  -3.39653087e-03   3.64611950e-03]
   [  1.72306728e-02  -1.26586789e-02  -9.73018631e-03]
   [ -3.28448275e-03  -3.53449211e-02  -1.33855324e-02]]

  [[ -1.60004105e-02  -1.39630707e-02  -3.44367512e-02]
   [ -1.11222593e-02  -4.29031551e-02  -4.11834158e-02]
   [  2.27821898e-03   2.13362160e-03  -4.55434853e-03]]

  [[ -3.00875381e-02  -5.51403500e-03   7.66017940e-03]
   [ -1.21569922e-02  -1.23311402e-02   5.05516585e-03]
   [ -7.70398090e-03  -1.71604436e-02  -1.87016942e-03]]

  ..., 
  [[  4.29683272e-03  -7.30612688e-03  -9.54085309e-03]
   [  6.57183398e-03  -1.82243471e-03   2.66074669e-03]
   [ -9.75268614e-03   1.12524908e-03   1.61488373e-02]]

  [[ -1.00667560e-02  -7.49266334e-03   2.02102419e-02]
   [ -3.42895575e-02  -9.19700891e-04   5.33447042e-02]
   [ -3.08828559e-02  -1.97495669e-02   2.36580893e-02]]

  [[  1.77359693e-02   1.28111402e-02   7.46903755e-03]
   [  2.12251637e-02  -9.02490516e-04  -1.54705187e-02]
   [  1.55120704e-03  -2.29551946e-03  -7.11104646e-03]]]


 [[[  1.65878818e-03   9.07609798e-03  -1.82311125e-02]
   [  1.52679929e-03  -7.57493544e-03  -2.33546793e-02]
   [ -1.23567926e-02  -3.11056878e-02  -3.07186358e-02]]

  [[  1.35378595e-02   2.06246283e-02   5.82436274e-04]
   [  5.83158154e-03  -4.16392926e-03  -2.85483040e-02]
   [  5.48381731e-03   2.63312657e-04  -2.16186214e-02]]

  [[ -1.55898631e-02  -3.24164219e-02  -2.97908951e-02]
   [ -7.55458232e-03  -2.24467795e-02  -2.17756089e-02]
   [ -8.00316688e-03  -1.77385621e-02  -2.00066604e-02]]

  ..., 
  [[ -7.90722761e-03  -3.81677249e-03   8.77030380e-03]
   [ -8.69030599e-03  -1.14049949e-02  -1.17365899e-03]
   [ -1.51246237e-02  -1.51546597e-02  -8.18354450e-03]]

  [[  4.89531877e-03   1.66276488e-02   2.08545998e-02]
   [ -6.09369762e-03   1.06873913e-02   8.54734425e-03]
   [ -7.94182625e-03   3.79574392e-03   4.35304642e-03]]

  [[  8.24276265e-03   1.06315585e-02   1.03164725e-02]
   [  1.76304393e-02   2.57167909e-02   2.07781587e-02]
   [ -2.46430398e-03  -1.64232461e-03  -2.07098061e-03]]]


 [[[  3.25600244e-02   2.93484330e-02   4.44249697e-02]
   [ -9.24579892e-03  -2.70943902e-03   2.08986700e-02]
   [ -1.11247553e-02  -2.81637404e-02  -6.94858935e-03]]

  [[  5.20810112e-03   1.51807023e-03   1.10150715e-02]
   [ -8.08850210e-03  -2.87273922e-03   2.16622022e-03]
   [ -1.30693000e-02  -4.13474627e-03   1.92957241e-02]]

  [[ -1.67326798e-04  -9.02405940e-03  -1.42579526e-02]
   [  3.62870516e-03  -7.95096066e-03  -1.22542260e-02]
   [  2.65026884e-03   1.65003110e-02   1.40774529e-02]]

  ..., 
  [[  1.19526237e-02   1.49090085e-02   1.11535601e-02]
   [ -1.23708788e-02  -1.23550547e-02   2.87642382e-04]
   [  3.38869146e-03   5.11168549e-03   1.02905249e-02]]

  [[  6.37218216e-03   1.35727711e-02   1.15094297e-02]
   [ -1.12279234e-02   6.08644914e-03   3.51632829e-03]
   [ -1.28607880e-02  -1.03952177e-02   4.91835456e-03]]

  [[  1.15600834e-02   3.01019149e-03   6.13631494e-03]
   [ -1.36490986e-02  -1.43985581e-02  -8.41532461e-03]
   [ -1.57247111e-02  -1.45046301e-02  -1.27952602e-02]]]]
model.arrayOfFunctions[4].W (256, 96, 5, 5) 
 [[[[  6.69719838e-03  -1.21984761e-02   1.25038996e-02   2.30111349e-02
      2.65797856e-03]
   [  4.54890430e-02   4.25993763e-02   2.22493466e-02   1.56577732e-02
      1.75453164e-02]
   [  4.01507765e-02   6.04301319e-02   4.17151637e-02   1.01900967e-02
      8.82760156e-03]
   [  1.49151012e-02   3.09453881e-03   1.22013306e-02   6.13865582e-03
      9.79518145e-03]
   [  5.65231452e-03  -4.54146601e-03  -2.54819486e-02  -3.47369611e-02
     -4.93654516e-03]]

  [[ -4.94603580e-03  -1.03797317e-02  -8.79110210e-03   4.14687162e-03
      3.78921255e-03]
   [ -1.55654270e-03  -1.03743551e-02  -2.18360405e-02  -1.00466041e-02
     -2.40152469e-03]
   [  9.38879326e-03  -1.24901803e-02  -1.14457840e-02  -1.32082943e-02
      1.50642509e-03]
   [ -2.74602626e-03  -1.14329318e-02  -5.64180827e-03  -5.39923226e-03
     -4.17360896e-03]
   [  4.47927974e-03  -3.76031664e-03   9.68133286e-03   1.05831623e-02
     -4.87514958e-03]]

  [[  3.93870659e-03   1.74819806e-03  -2.32808366e-02  -3.35238576e-02
     -2.39861812e-02]
   [  1.13724060e-02   3.26493643e-02   3.51025760e-02   1.03946226e-02
      2.14008614e-03]
   [  2.68754363e-02   5.61346747e-02   8.80498216e-02   6.77505806e-02
      1.10590449e-02]
   [  3.00646909e-02   5.72142303e-02   5.97293824e-02   2.05551591e-02
      6.43792469e-03]
   [  9.98474937e-03   1.37732932e-02   5.42154582e-03   7.85910618e-03
      1.14025166e-02]]

  ..., 
  [[ -3.66425444e-03  -2.59290636e-02   6.17049169e-03   1.17262751e-02
     -1.36199885e-03]
   [  2.57872697e-02   2.49736924e-02   2.95825256e-03  -4.89492062e-03
      4.81890002e-03]
   [  1.78525168e-02   3.58995385e-02   2.37190146e-02  -5.49486326e-03
     -2.59234547e-03]
   [ -3.51070543e-03  -2.75583076e-03  -1.01952413e-02  -7.76685448e-03
      4.43821657e-04]
   [  9.51900845e-04  -5.86734852e-03  -3.33461687e-02  -5.01348153e-02
     -9.36668832e-03]]

  [[  1.12360921e-02  -7.58833950e-04  -1.58612821e-02   2.36968114e-03
      1.71158332e-04]
   [  4.77289967e-03   7.49111408e-03  -1.61184035e-02  -2.15751156e-02
     -2.15240149e-03]
   [  3.69179482e-03   1.22023444e-03   1.37931146e-02  -1.59419924e-02
     -1.92872074e-03]
   [ -7.42115639e-03  -1.62808597e-02  -1.71461538e-03   1.68118719e-02
      2.49125087e-03]
   [ -6.53486699e-04   6.68231258e-03  -1.33478502e-03  -7.85501674e-04
      5.00455871e-03]]

  [[ -1.13675203e-02   2.57136859e-03  -6.77052944e-04   1.33221513e-02
     -8.41645896e-03]
   [  1.66248984e-03   3.94659080e-02   4.45412695e-02   2.96415538e-02
     -1.29666515e-02]
   [  2.94039585e-03   4.57129814e-02   7.48857334e-02   3.79099660e-02
     -1.58978961e-02]
   [  4.83015273e-03   3.15815099e-02   7.34940618e-02   2.92180330e-02
     -1.69355273e-02]
   [ -7.39749055e-03   1.58799309e-02   3.05063259e-02   2.83269994e-02
     -4.80205845e-03]]]


 [[[ -2.42268983e-02   9.37068649e-03  -2.96615027e-02  -2.99829654e-02
     -8.02316051e-03]
   [ -1.68957505e-02   6.08593374e-02  -1.23532861e-02  -1.98170263e-02
     -1.27252433e-02]
   [  3.01575940e-03  -3.75512103e-03  -3.84444483e-02   4.30978872e-02
      1.14731956e-02]
   [  4.01955917e-02  -4.08899784e-02  -4.19399552e-02   5.98605350e-02
      1.79031622e-02]
   [  6.62063481e-03  -5.75728295e-03   2.39146296e-02   4.33034562e-02
      3.39027867e-03]]

  [[ -4.83440328e-03   9.51422844e-04  -4.51325998e-03  -1.09632006e-02
      2.34978113e-04]
   [ -7.96744693e-03  -1.43617811e-02   2.77203717e-03  -7.11668795e-03
      9.18945018e-03]
   [  9.69423261e-03  -1.63347349e-02   7.52419513e-03   1.68018285e-02
      1.96418855e-02]
   [  2.80327387e-02  -1.18058566e-02  -1.31293666e-02   8.43517855e-03
      2.52939574e-03]
   [  1.09778121e-02  -1.85806828e-03  -1.02033205e-02   2.04992146e-04
     -4.18375799e-04]]

  [[ -9.18091182e-03   6.81112986e-04   2.12226603e-02   4.52457480e-02
      9.76891816e-03]
   [  1.23682637e-02  -7.06809573e-03  -9.34694409e-02  -1.81915145e-02
     -8.06615688e-03]
   [  5.07411314e-04   7.99414963e-02  -1.18899807e-01  -1.45635322e-01
     -3.32378335e-02]
   [ -2.77515315e-02   1.64726496e-01   5.05585708e-02  -8.58766064e-02
     -7.87727721e-03]
   [ -3.30239497e-02   6.21306561e-02   3.67770195e-02  -1.75525658e-02
      9.58249159e-03]]

  ..., 
  [[ -1.24621000e-02   2.50351708e-02  -2.22271923e-02  -1.42163280e-02
      6.74374867e-03]
   [ -2.13418733e-02   5.01099899e-02   1.97354075e-03   1.21908886e-02
      3.42407986e-03]
   [ -3.53625685e-04  -1.53399270e-03  -6.13995753e-02   5.31021766e-02
      2.54043154e-02]
   [  4.06696536e-02  -2.35852059e-02  -4.16144878e-02   5.12362681e-02
      6.27207384e-03]
   [ -6.63685892e-03  -9.51790065e-03   1.67596955e-02   2.12660469e-02
     -1.38759138e-02]]

  [[  3.81047511e-03  -5.14607225e-03  -1.03510469e-02  -2.41418593e-02
     -9.82498098e-03]
   [  6.88026100e-03  -3.96888889e-03   1.23967594e-02  -1.08039994e-02
     -4.77111386e-03]
   [  1.15254475e-03  -9.06245410e-03   2.78344955e-02   2.11870465e-02
      9.49348696e-03]
   [ -2.30959340e-04  -2.79657505e-02   1.21156136e-02   2.59691086e-02
      1.31932395e-02]
   [ -1.16355228e-03  -2.47448161e-02  -2.44355202e-02  -5.05357329e-03
     -3.05227237e-03]]

  [[  4.42154659e-03   9.60191619e-03   2.16751508e-02  -2.24418100e-03
     -3.81763116e-03]
   [  1.64153315e-02  -6.36273588e-04  -2.58097704e-02  -3.92860584e-02
     -3.01606022e-04]
   [  2.60991231e-02   7.37663805e-02   3.44926603e-02  -4.34869006e-02
     -1.91512275e-02]
   [ -1.30154537e-02   4.14828658e-02   1.20306350e-01   2.71199533e-04
     -1.89071316e-02]
   [ -1.77857429e-02  -4.68501216e-03   4.24442701e-02  -5.52037591e-03
     -5.90832019e-03]]]


 [[[ -7.26127997e-04  -1.94886269e-03   6.06842991e-03   7.44961249e-03
      5.11054415e-03]
   [  1.58755144e-03  -3.93338827e-03  -1.69672910e-02  -9.56297590e-05
      1.43771581e-02]
   [  4.74664383e-03  -4.16804617e-03  -2.11248994e-02  -1.60473846e-02
      6.93004392e-03]
   [  7.71480007e-03   1.83713213e-02  -7.85525516e-03  -1.45533159e-02
     -1.39778038e-03]
   [  2.21768976e-03   1.04636494e-02  -3.62932822e-03  -1.08554373e-02
     -7.00675650e-03]]

  [[  3.37720546e-03   1.44134497e-03   5.54277748e-02  -2.41273083e-03
     -1.76920425e-02]
   [  5.44147054e-03   1.42765502e-02   1.03593796e-01  -8.40888545e-03
     -3.00624855e-02]
   [ -1.15743848e-02   2.73473617e-02   1.67206824e-01   4.23070751e-02
     -2.57968325e-02]
   [  2.16895365e-03   1.30273188e-02   9.63812470e-02   1.05528068e-02
     -2.08564810e-02]
   [  8.48577637e-03   1.62869785e-02   3.50632221e-02   7.33118085e-03
     -1.30802486e-02]]

  [[ -4.75402689e-03  -6.61949627e-04   5.74204838e-03   1.40042044e-02
      4.19995422e-03]
   [  4.82726900e-04  -4.37077601e-03   1.49707608e-02   8.34292639e-03
     -2.76011671e-03]
   [  7.01169763e-03  -2.72751274e-03  -1.10101816e-03   4.86125937e-04
     -7.05671590e-03]
   [  9.35396925e-03   3.22194141e-03  -5.36072475e-04   1.22458693e-02
     -9.90889501e-04]
   [ -9.78192966e-03   1.95913971e-03   6.08516624e-03   2.85118842e-03
     -6.14826847e-03]]

  ..., 
  [[ -7.61807058e-03  -9.41592921e-03  -7.06027262e-03   1.50387478e-03
     -1.09665636e-02]
   [ -7.07853120e-03  -2.22089961e-02  -5.62259275e-03   7.50727893e-04
     -5.07928256e-04]
   [ -4.10529692e-03  -3.05108074e-02   9.38886683e-03   3.04540154e-04
     -5.57542918e-03]
   [  5.22163324e-03  -4.45007253e-03   6.07196765e-04   1.14876106e-02
     -2.82882480e-03]
   [  2.29079786e-04   1.08931111e-02  -1.70666631e-03   3.11347749e-03
      1.14150241e-03]]

  [[ -1.86023957e-04   1.14330417e-02  -3.90338199e-03  -5.67212375e-03
     -7.62485992e-03]
   [ -1.60234049e-02   1.95971187e-02  -2.73694680e-03  -1.16845993e-02
     -1.54389050e-02]
   [ -7.07843108e-03   1.48376944e-02  -7.94555433e-03  -9.65552498e-03
      2.69211526e-03]
   [ -2.00127624e-03   3.26530449e-03  -1.02899643e-02  -8.34312232e-05
      9.60398838e-03]
   [ -2.63437326e-03  -4.63072443e-03  -1.34917535e-02  -9.09721944e-03
     -5.78689273e-04]]

  [[ -4.92354343e-03   9.49793728e-04   8.85017961e-03  -5.06940624e-03
     -6.08527614e-03]
   [ -8.90896842e-03  -4.03987011e-03   2.18945332e-02  -1.08019449e-02
     -1.58978701e-02]
   [ -2.01716013e-02  -2.14156862e-02   2.06973050e-02   1.85255799e-03
     -9.13712475e-03]
   [ -1.60103049e-02  -1.50363594e-02   7.09442189e-04  -1.37053314e-03
     -1.24110598e-02]
   [  5.02253743e-03   4.48913407e-03  -3.24604847e-03   2.15056329e-03
     -6.25898968e-03]]]


 ..., 
 [[[ -4.12908476e-03   1.07217375e-02   8.43353383e-03   7.18280813e-03
     -1.40986784e-04]
   [  8.91187694e-03  -3.30272480e-03  -2.69745849e-02  -8.39232467e-03
     -8.92012194e-03]
   [  2.11004298e-02  -1.02126505e-02  -2.61733718e-02  -1.84070300e-02
     -1.83609203e-02]
   [  1.58837941e-02  -1.21000716e-02  -1.02786338e-02  -1.20998612e-02
     -1.58893485e-02]
   [  3.94202350e-03  -4.97439585e-04   8.13987199e-03  -1.08131254e-02
     -1.19378837e-02]]

  [[ -5.03448257e-03  -7.55078392e-03   1.24255341e-04  -4.65732766e-03
     -3.61237326e-04]
   [ -1.17667634e-02  -1.09334737e-02  -9.96144395e-03  -5.16130181e-04
      8.75553640e-04]
   [ -1.30504731e-03   7.61829200e-04  -4.07715421e-03  -4.05548560e-03
      7.48333841e-05]
   [  1.24695734e-03  -2.63538794e-04  -3.43483919e-03   8.21820649e-05
      5.63965272e-03]
   [  4.01394907e-03  -6.74073643e-04   2.07222369e-03   2.77430192e-03
      8.39213375e-03]]

  [[ -5.07030752e-04  -2.47390643e-02   2.30634771e-03   6.08031545e-03
     -1.52839171e-02]
   [ -1.51757048e-02  -3.70203368e-02  -3.12152994e-03   4.19733347e-03
     -9.22939647e-03]
   [ -2.70434227e-02  -5.93958087e-02  -1.12352734e-02   4.79750196e-03
     -1.49164128e-03]
   [ -3.81990373e-02  -5.49744144e-02  -8.83791782e-03  -7.07741361e-03
     -2.56017433e-03]
   [ -2.88271848e-02  -3.60714458e-02  -6.55582827e-03  -8.19136971e-04
     -1.45055831e-03]]

  ..., 
  [[  2.74515292e-03   2.36976724e-02   2.72752699e-02   2.49959622e-02
      1.72929652e-02]
   [  1.08649675e-02   5.85303176e-03  -2.68149450e-02  -6.83634961e-03
      1.76901242e-03]
   [  2.95086186e-02  -7.42282113e-03  -2.65051927e-02  -1.13844536e-02
     -1.30251693e-02]
   [  3.35310884e-02  -6.98193675e-03  -3.00443405e-03  -3.78190726e-03
     -7.33802840e-03]
   [  1.75095554e-02   2.97594583e-03   2.27753678e-03  -5.53223258e-03
     -5.35073131e-03]]

  [[ -1.96783993e-04   3.51328403e-03   1.77970354e-03  -1.54064456e-02
     -1.78767573e-02]
   [  8.96714069e-03  -3.99206299e-03  -2.99238926e-03  -1.09469686e-02
     -1.44085642e-02]
   [  1.44986883e-02   1.81283592e-03  -1.63986144e-04  -8.08811467e-03
     -2.91405153e-03]
   [  1.85878319e-03   6.46534190e-03   9.60274192e-04  -6.68913824e-03
      2.40431586e-03]
   [ -7.68842408e-03   8.49176850e-03   1.01885274e-02  -3.65812541e-03
      3.59003083e-03]]

  [[ -1.92151051e-02  -9.09319893e-03   2.82521034e-03  -1.33579429e-02
     -1.82236023e-02]
   [ -1.94908101e-02   6.97546126e-03   1.57476738e-02   1.14018354e-03
      1.12288969e-03]
   [ -1.86747173e-03   1.91912204e-02   2.45387703e-02   4.73557593e-04
     -6.60301745e-03]
   [ -3.25781410e-03   1.52532011e-03   1.27792507e-02  -1.77034340e-03
     -2.92431912e-03]
   [ -1.53655624e-02  -1.77507978e-02   5.76959644e-03  -1.00693978e-04
     -2.38987152e-04]]]


 [[[  9.38911270e-03   9.70248133e-03   2.30928008e-02   7.38216378e-03
      9.74006020e-03]
   [  8.26173835e-03   9.14132595e-03   3.43729742e-02   2.30991654e-02
      2.62813047e-02]
   [  1.33357160e-02   1.42155355e-02   2.40723342e-02   1.03295799e-02
      2.54145898e-02]
   [  2.75567314e-03  -3.30393523e-04   1.77705893e-03   1.97182424e-04
      9.17273480e-03]
   [  1.20731951e-04  -3.41803796e-04   6.45861262e-03   3.78734572e-03
      8.19587242e-03]]

  [[  2.68905144e-03   7.30028981e-03   8.32521450e-03   1.15353316e-02
      1.55221522e-02]
   [  4.92060138e-03   6.91665243e-03  -1.46676053e-03  -1.13345468e-02
     -6.01853104e-03]
   [  5.76091232e-03   1.09777395e-02  -1.49871747e-03  -7.16357492e-03
     -7.49205891e-03]
   [  3.63951898e-03   5.63294580e-03  -5.91438031e-03  -1.58002076e-03
     -4.16573603e-03]
   [ -4.64085344e-04   3.53663391e-03   2.15855325e-04   5.02137793e-03
      5.25669288e-03]]

  [[  2.37663276e-03   3.10648838e-03   8.89483746e-03  -5.93855465e-03
     -1.64742060e-02]
   [  1.73883662e-02   7.37103727e-03   4.38230112e-03  -1.90635212e-02
     -1.65819265e-02]
   [  2.31081806e-02   5.90407150e-03   1.82771645e-02   2.61385017e-03
      6.74925325e-03]
   [  1.34516191e-02   4.81261779e-03   1.08766994e-02   9.15890187e-03
      5.51454490e-03]
   [  1.53889470e-02   1.72907487e-02   2.63774376e-02   1.78383626e-02
      1.01677012e-02]]

  ..., 
  [[  1.97373750e-03   2.13606888e-03   2.36711223e-02   1.90947682e-03
      1.01337275e-02]
   [  5.78717142e-03   1.12226335e-02   2.84241121e-02   1.16575034e-02
      2.42827237e-02]
   [  2.58774664e-02   2.82348096e-02   3.82067002e-02   1.40126515e-02
      2.39016637e-02]
   [ -4.61897720e-03   3.34586133e-03   3.32680577e-03  -4.56394674e-03
      1.40416203e-02]
   [ -8.65751412e-03  -1.11867152e-02   6.40295492e-03   1.28185865e-03
      7.68389367e-03]]

  [[ -1.14709595e-02  -1.86781865e-03  -1.12257527e-04  -3.98996193e-03
     -9.01454687e-03]
   [ -2.22210214e-02  -1.66717339e-02  -1.21511035e-02  -8.74298811e-03
     -7.59644434e-03]
   [ -1.79674309e-02  -1.79528333e-02  -1.62283480e-02  -9.98390000e-03
     -6.21806970e-03]
   [ -1.77995022e-02  -1.40996957e-02  -1.62571706e-02  -5.07989293e-03
     -8.69919022e-04]
   [ -5.46056312e-03  -2.31279992e-04  -8.27310421e-03  -9.56445467e-03
     -4.31126449e-03]]

  [[  7.40579981e-03   3.53681878e-03   2.82981736e-03   2.83692754e-03
      6.07915316e-03]
   [ -6.58438588e-03  -1.39884511e-02  -2.28097085e-02  -2.16042157e-02
     -9.47946310e-03]
   [ -4.75577218e-03  -2.00021174e-02  -2.34831423e-02  -2.46812925e-02
     -8.83289706e-03]
   [  1.11253681e-02  -7.66509911e-05  -2.61140475e-03  -1.40670909e-05
      8.82429723e-03]
   [  2.20030155e-02   1.46481898e-02   2.29128283e-02   1.51472418e-02
      2.51527131e-02]]]


 [[[  5.96756639e-04  -4.92633507e-03  -6.39073923e-03  -6.41051913e-03
     -7.88610335e-03]
   [  4.14481387e-03   5.27002616e-04  -2.14357045e-03   1.44628237e-03
      2.00017635e-03]
   [  5.13326027e-04  -5.48548484e-03  -9.62924492e-03  -6.65486837e-03
     -2.44639535e-03]
   [ -2.60136992e-04  -2.81974231e-03  -4.71812999e-03  -5.52949030e-03
     -5.32485824e-03]
   [ -7.79791595e-03  -4.18335572e-03  -3.19417031e-03  -5.47474250e-03
     -7.26667140e-03]]

  [[  6.27573393e-03   2.72163539e-03   1.63410120e-02   5.68536110e-03
      4.98444354e-03]
   [  2.37141433e-03   2.22205953e-03   1.20609412e-02   4.01998265e-03
      5.64900786e-03]
   [ -4.70336527e-03  -1.78026233e-03   3.91357532e-03  -3.51052871e-03
      1.52923842e-03]
   [ -1.08166253e-02  -4.32003476e-03   1.09242590e-03  -5.00977971e-03
     -4.39969730e-03]
   [ -9.70785506e-03  -4.40320885e-03   3.22984857e-03  -4.84818406e-03
     -4.31136740e-03]]

  [[ -1.18488288e-02  -9.59721673e-03  -6.14010170e-03  -2.00703111e-03
     -2.57267663e-03]
   [  2.36193719e-03   1.48518488e-03   2.10346072e-03  -2.46260338e-03
     -1.17683108e-03]
   [ -4.94202552e-03  -5.60067827e-03  -8.15663673e-03  -5.82235167e-03
     -1.43302255e-03]
   [ -3.55458027e-03  -1.18707694e-05   1.67873118e-03   6.74878829e-05
     -3.22267122e-04]
   [ -5.13176341e-03   6.05556997e-04   5.02577098e-03   2.51092832e-04
     -7.26536207e-04]]

  ..., 
  [[ -4.95708315e-03  -9.76185873e-03  -7.24530965e-03  -5.13160136e-03
     -6.78584212e-03]
   [  3.68901202e-03  -1.61001447e-03  -4.63497732e-03   2.52216763e-04
      4.99928556e-03]
   [ -2.86377128e-03  -1.11715989e-02  -1.83914732e-02  -1.20091643e-02
     -2.78084166e-03]
   [  7.79005140e-03   5.10931760e-03   2.51496141e-03   1.74621004e-03
      7.06412131e-04]
   [  8.14513303e-03   5.43106627e-03   5.54123661e-03   4.80652926e-03
      4.59172297e-05]]

  [[  5.79236541e-03  -6.56515651e-04   6.24403683e-03   1.36186900e-02
      4.50498378e-03]
   [  1.16869831e-03   1.22260535e-03   1.59529457e-03   1.03404252e-02
      4.17572353e-03]
   [  2.20205332e-03  -3.92368156e-03  -3.13105155e-03   5.41685941e-03
      1.57487183e-03]
   [  2.72312714e-03   1.74401700e-03   1.65911275e-03   2.99329450e-03
     -1.70596049e-03]
   [ -1.91719783e-03   4.77594149e-04   2.28509167e-03   2.74850230e-04
     -4.53859102e-03]]

  [[  3.88604216e-03   5.83601464e-03   1.03023844e-02   1.10803759e-02
      1.04136020e-02]
   [  1.49990879e-02   1.53754130e-02   2.25390438e-02   2.21276172e-02
      1.74774975e-02]
   [  1.18560363e-02   1.16894115e-02   1.55556863e-02   1.61488857e-02
      1.65115129e-02]
   [  9.55555122e-03   1.29439533e-02   1.42619498e-02   1.18396590e-02
      9.05584637e-03]
   [  5.13496250e-03   1.03935031e-02   1.22692157e-02   7.30240345e-03
      4.03224770e-03]]]]
model.arrayOfFunctions[0].W (96, 3, 11, 11) 
 [[[[  3.50630446e-03  -1.38956951e-02  -2.07328796e-02 ...,
      3.41331623e-02   2.10740771e-02   2.60362830e-02]
   [  1.80671215e-02  -1.60608062e-04  -1.28373094e-02 ...,
      2.17856672e-02   2.97645628e-02   2.02181898e-02]
   [  2.80588791e-02   2.29507443e-02   2.01876909e-02 ...,
     -6.45741224e-02  -1.34916203e-02   2.00375840e-02]
   ..., 
   [ -7.55948201e-03  -7.68836867e-03  -2.51051784e-02 ...,
      4.26917262e-02   3.12642306e-02   3.34120616e-02]
   [ -2.45727540e-04  -2.00031418e-03   7.20829377e-03 ...,
     -6.70335395e-03   1.27052581e-02   2.51725595e-02]
   [  1.87909324e-02   8.66514351e-03   1.15985665e-02 ...,
     -2.86639687e-02  -1.51513154e-02   8.22509173e-03]]

  [[ -6.51691854e-03   8.35410669e-04   3.03569250e-03 ...,
      8.91112909e-03  -9.72796604e-03  -9.37007461e-03]
   [ -6.07031118e-03  -3.62819061e-03   5.87025657e-03 ...,
      2.13351659e-02   2.07668953e-02   1.05928164e-03]
   [ -1.59018617e-02  -8.22426472e-03   4.83972719e-03 ...,
     -4.02195640e-02  -7.35693658e-03   2.11120192e-02]
   ..., 
   [  1.06687127e-02   1.50524974e-02   9.73688555e-04 ...,
      2.40334105e-02  -1.44004738e-02  -2.88838688e-02]
   [ -1.08632470e-04   7.34055741e-03   1.43454624e-02 ...,
      2.19062455e-02   9.26206354e-03  -1.13179311e-02]
   [  5.79719478e-03  -2.56665424e-03  -5.49237709e-03 ...,
      4.89258859e-03   3.19065922e-03  -5.66056045e-03]]

  [[  1.96824386e-03   2.33540628e-02   3.06071322e-02 ...,
     -3.55234146e-02  -5.17534688e-02  -4.95414883e-02]
   [ -2.36925222e-02   3.27261840e-03   2.40222421e-02 ...,
     -4.67946939e-03  -1.15460558e-02  -3.08931824e-02]
   [ -4.64302897e-02  -2.40870863e-02   1.45210116e-03 ...,
     -2.90984903e-02  -1.28441164e-02   3.83370579e-03]
   ..., 
   [  4.35745483e-03   1.45921540e-02   1.68568343e-02 ...,
      1.72159378e-03  -3.94109748e-02  -5.16697541e-02]
   [ -1.94593780e-02  -9.13538039e-03   6.79212390e-03 ...,
      2.97835339e-02  -3.52311472e-04  -3.41352522e-02]
   [ -2.41024550e-02  -3.30652744e-02  -3.14658396e-02 ...,
      3.35680135e-02   1.99190993e-02  -7.88432918e-03]]]


 [[[  2.74855476e-02   9.43777896e-03  -2.88233929e-03 ...,
     -6.45076344e-03   3.05645459e-04  -9.65133682e-03]
   [  3.09795719e-02   1.43456878e-02   4.37878072e-03 ...,
     -3.69356549e-03   6.01005694e-03  -2.02664593e-03]
   [  2.64107827e-02   1.22618256e-02   2.00840202e-03 ...,
     -7.86024379e-04   7.39826309e-03   1.87762594e-03]
   ..., 
   [  1.98921170e-02   4.83817980e-03  -4.38463502e-03 ...,
     -2.40184891e-04   7.85737857e-03   2.44856789e-03]
   [  1.72016416e-02  -3.90398083e-03  -8.06730706e-03 ...,
     -3.58613534e-03   3.92314373e-03  -1.99912419e-03]
   [  4.70100008e-02   1.89361032e-02   4.64350777e-03 ...,
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  [[  5.37699945e-02   3.54404747e-02   1.63119696e-02 ...,
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   ..., 
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   [  4.88776118e-02   2.76088938e-02   2.16041915e-02 ...,
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  [[ -2.11075391e-03  -6.26503825e-05  -2.32405076e-03 ...,
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   ..., 
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   [ -5.29859029e-03  -7.08537828e-03  -4.93038958e-03 ...,
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 [[[ -4.34654346e-03   7.72126624e-03   6.44524768e-03 ...,
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   ..., 
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  [[ -7.61823822e-03   5.14777377e-03   5.08780213e-05 ...,
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   ..., 
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  [[ -3.91119346e-03   8.98368191e-03   7.25865318e-03 ...,
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   ..., 
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 ..., 
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   ..., 
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   ..., 
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   ..., 
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   ..., 
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   ..., 
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  [[  3.80528681e-02   2.46315487e-02   8.62591434e-03 ...,
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   ..., 
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 [[[ -1.51070794e-02   2.40643937e-02  -5.87440841e-03 ...,
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   ..., 
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   [  5.90642402e-03  -3.15550715e-02   2.14863513e-02 ...,
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   [ -1.90077152e-03   1.97875518e-02  -6.96403766e-03 ...,
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  [[ -1.96940973e-02   1.81209128e-02  -1.17160603e-02 ...,
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      1.12433098e-01  -1.45629523e-02  -1.43323457e-02]
   [  4.77942713e-02  -9.66367275e-02   3.27548161e-02 ...,
      1.98437944e-02  -1.21769393e-02  -1.73698273e-02]
   ..., 
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   [  1.85024273e-02  -3.37218046e-02   1.80711821e-02 ...,
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   [ -8.07152968e-03   1.17952852e-02  -1.99886900e-03 ...,
      6.18084930e-02   1.47717297e-02  -1.88486334e-02]]

  [[ -2.01300345e-02   1.57419648e-02  -1.26154060e-02 ...,
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   [  9.80163272e-03  -6.62080338e-03  -3.28384759e-03 ...,
      9.14046094e-02  -2.09220424e-02  -5.87834697e-03]
   [  4.24553193e-02  -9.05683935e-02   4.12897393e-02 ...,
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   ..., 
   [  2.53969040e-02  -1.43293757e-02  -1.93562880e-02 ...,
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   [  1.07759964e-02  -2.48857867e-02   2.67752409e-02 ...,
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   [ -2.09591482e-02   1.22483540e-02  -1.20418344e-03 ...,
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model.arrayOfFunctions[0].b (96, 1, 1) 
 [[[ -3.53898183e-02]]

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 [[ -6.45991322e-03]]

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 [[ -3.62325981e-02]]

 [[ -3.56560796e-02]]

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 [[ -4.27657403e-02]]

 [[ -4.08250391e-02]]

 [[ -3.28778662e-02]]

 [[ -3.26952897e-02]]

 [[ -1.82072003e-03]]

 [[ -9.50926915e-03]]

 [[  1.25356158e-02]]

 [[ -4.00890072e-04]]

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 [[ -2.65513230e-02]]

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 [[ -5.08877856e-05]]

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 [[ -1.76571216e-02]]

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 [[ -4.35841680e-02]]

 [[ -3.65659967e-02]]

 [[ -6.62695849e-03]]

 [[ -2.94431020e-02]]

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model.arrayOfFunctions[4].b (256, 1, 1) 
 [[[  1.54659385e-03]]

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   1.62208942e-03  -2.61454354e-03  -9.67579894e-03   8.07088707e-03
   2.62096734e-03   1.84017722e-03  -2.10938533e-03   1.03234630e-02
   2.52896082e-03   2.63950936e-02  -5.58545534e-03  -2.24215374e-03
  -1.44066429e-02  -6.65545743e-03   7.53595261e-03  -1.28965545e-02
  -3.74585530e-03  -1.74480199e-03  -1.07467426e-02  -1.64851616e-03
   5.19106025e-03   5.10315085e-03   1.02893426e-03   1.91423658e-03
   1.51306093e-02   5.36807813e-04   1.58838425e-02  -1.83689725e-02
   6.56085508e-03  -7.53932307e-03  -3.89346015e-03   1.04584463e-03
  -4.42489702e-03   1.02243992e-02  -3.53342621e-05  -1.46955205e-03
  -4.82552079e-03   8.89092311e-03   4.00606962e-03   5.55161899e-03
   2.56051472e-03   3.80361592e-03   8.74571688e-03  -1.51327737e-02
  -1.40774446e-02  -1.32027827e-02  -1.91964172e-02   2.66495999e-03
   2.08836626e-02   2.68199015e-02  -1.46082602e-03   1.91006288e-02
  -1.41812013e-02   1.16129322e-02  -2.04728753e-03  -2.54780874e-02
  -1.01439916e-02   1.49650602e-02  -1.74903274e-02  -6.56326767e-04
   1.42207770e-02   2.19735149e-02   2.05576513e-02   1.43674668e-02
  -4.42740181e-03   1.74846202e-02   2.00117868e-03   2.02196911e-02
   4.75109648e-03  -4.91981069e-03   1.32744424e-02  -6.08587591e-03
   1.94013827e-02   2.69878656e-02   3.76933347e-03  -9.87474993e-03
  -2.06873138e-02   4.46397439e-03   7.83734024e-03   1.16070937e-02
   8.38749576e-03  -1.48011511e-02  -5.79253631e-03  -8.49956367e-03
   2.41103093e-03   1.42735988e-03   4.91141900e-03  -4.64020733e-04
  -8.50224495e-03   4.82099596e-03  -9.78186354e-03  -2.46866178e-02
  -4.22752276e-03  -9.04466398e-03  -9.72170196e-03  -3.85634298e-03
  -1.41905043e-02   6.99427328e-04  -2.19151634e-03   1.72647729e-03
  -8.58845247e-04   3.82274645e-03  -1.07983071e-02  -1.05489139e-02
   6.15141587e-03   7.85595831e-03   7.01989932e-03   2.30260543e-03
   3.63296317e-03   4.14839052e-02   5.99989714e-03  -2.20737467e-03
  -2.14048419e-02   2.63890158e-03  -1.07462646e-03   3.52423042e-02
   3.67568433e-03  -5.03078056e-03  -1.36080780e-03   6.68016961e-03
   4.79865307e-03   1.61947701e-02  -4.83226776e-03   4.58921073e-03
   3.59819643e-03   3.23600089e-03   2.72982083e-02   1.08473646e-02
  -6.60818676e-03  -1.19808856e-02  -1.08733149e-02  -1.18572088e-02
   7.73320906e-03  -8.92864354e-03  -1.12458202e-03  -2.65436526e-02
  -9.39748064e-03  -1.01335952e-02  -5.90573996e-03  -1.55094815e-02
  -1.86653098e-03  -5.19529730e-03  -3.16088484e-03   1.84682161e-02]

In [9]:
parameters


Out[9]:
(Parameter('model.arrayOfFunctions[19].W', [], [4096 x 1000]),
 Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].W', [], [4096 x 4096]),
 Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].W', [], [256 x 6 x 6 x 4096]),
 Parameter('model.arrayOfFunctions[12].W', [], [256 x 384 x 3 x 3]),
 Parameter('model.arrayOfFunctions[10].W', [], [384 x 384 x 3 x 3]),
 Parameter('model.arrayOfFunctions[8].W', [], [384 x 256 x 3 x 3]),
 Parameter('model.arrayOfFunctions[4].W', [], [256 x 96 x 5 x 5]),
 Parameter('model.arrayOfFunctions[0].W', [], [96 x 3 x 11 x 11]),
 Parameter('model.arrayOfFunctions[0].b', [], [96 x 1 x 1]),
 Parameter('model.arrayOfFunctions[4].b', [], [256 x 1 x 1]),
 Parameter('model.arrayOfFunctions[8].b', [], [384 x 1 x 1]),
 Parameter('model.arrayOfFunctions[10].b', [], [384 x 1 x 1]),
 Parameter('model.arrayOfFunctions[12].b', [], [256 x 1 x 1]),
 Parameter('model.arrayOfFunctions[15].arrayOfFunctions[0].b', [], [4096]),
 Parameter('model.arrayOfFunctions[17].arrayOfFunctions[0].b', [], [4096]),
 Parameter('model.arrayOfFunctions[19].b', [], [1000]))

In [15]:
loaded_model.signature


Out[15]:
(Input('features', [#, ], [3 x 227 x 227]), Input('labels', [#, ], [1000]))

In [16]:
loaded_model.constants


Out[16]:
(Constant('featNorm.MinusArgs[1]', [], [1 x 1]),
 Constant('_z.x._.x._.x.x._.x._.x._.x.x.x._.x.x.den._', [], [1]),
 Constant('_z.x._.x._.x.x._.x._.x._.x.x.x._.x.x.den._.ElementTimesArgs[1]._', [], [1]),
 Constant('z.x._.x._.x.x._.x._.x._.x.x.x._.x.x.W', [], [1 x 5 x 1 x 1]),
 Constant('_z.x._.x._.x.x._.x._.x._.x.x.den._', [], [1]),
 Constant('_z.x._.x._.x.x._.x._.x._.x.x.den._.ElementTimesArgs[1]._', [], [1]),
 Constant('z.x._.x._.x.x._.x._.x._.x.x.W', [], [1 x 5 x 1 x 1]),
 Constant('inputs.inputs[2]', [], [1 x 1]))

In [17]:
node_in_graph = loaded_model.find_by_name('z.x._._.PlusArgs[0]')

In [18]:
print(node_in_graph)


z.x._._.PlusArgs[0]: Times(z.x._.x: SequenceOver[][Tensor[4096]]) -> SequenceOver[][Tensor[4096]]

In [73]:
named_node = loaded_model.find_by_name('z.x')

In [74]:
print(named_node)


z.x: Dropout(z.x._: SequenceOver[][Tensor[4096]]) -> SequenceOver[][Tensor[4096]]

In [19]:
node_outputs = loaded_model.outputs

In [20]:
for n in node_outputs : print("{0} {1}".format(n.name, n.shape))


ce ()
errs ()
top5Errs ()
z (1000,)

In [75]:
#testweights = np.random.random((11,11,3))* 255.
testweights = np.random.random((3,11,11))* 255.
testweights[0][0][0] = 0
testweights[1][0][0] = 0
testweights[2][0][0] = 255
testweights[0][10][0] = 0
testweights[1][10][0] = 0
testweights[2][10][0] = 255
twstack = np.dstack((testweights[0], testweights[1], testweights[2]))
print(twstack.shape)


(11, 11, 3)

In [141]:
import os
make_filter_weight_image(testweights, 'testfilter.png', dim=11)
Image('testfilter.png')


Out[141]:

In [76]:
from PIL import Image as PILImage
inttw = twstack.astype('uint8')
print(inttw.dtype)

im = PILImage.fromarray(inttw)
im = im.resize((11*16,11*16))
im.save('testimage.png')
Image('testimage.png')


uint8
Out[76]:

In [26]:
#make_filter_weight_image(testweights, 'testimage2.png', dim=11)
from IPython.display import clear_output, display
import time

print(conv1_params.value[0].shape)
for i in range(0,95):
    make_filter_weight_image(conv1_params.value[i], 'testimage2.png', dim=11)
    clear_output()
    print ('conv1, filter ', i)
    display(Image('testimage2.png'))
    time.sleep(1)
#Image('testimage2.png')


conv1, filter  94

In [ ]:
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