Without model.eval():
`[[[[[ -1.07075989e-01 -4.39112991e-01 -9.40587878e-01 …,
3.13314486e+00 -1.54667079e+00 1.74327826e+00]
[ 1.02364635e+00 -8.85347366e-01 -1.57168433e-01 …,
2.75069904e+00 -1.75123787e+00 1.31727755e+00]
[ 1.76883888e+00 1.31513536e-01 -1.28749418e+00 …,
7.74755001e-01 -1.84538651e+00 2.71459341e+00]
[ 2.91872621e-02 1.59589723e-01 1.53984472e-01 …,
9.13461328e-01 -1.59088635e+00 1.63678157e+00]
[ 3.64127815e-01 8.80579948e-01 2.06380770e-01 …,
-1.29420459e-01 -2.28418446e+00 2.53179502e+00]]
[[ -1.59637094e+00 -2.83793718e-01 -3.61469179e-01 …,
2.42104936e+00 -1.50146878e+00 1.04749036e+00]
[ -2.38844544e-01 4.07841444e-01 -1.25134170e-01 …,
6.22990906e-01 -1.77230883e+00 2.31721014e-01]
[ 1.36048365e+00 -3.81075621e-01 -5.39776325e-01 …,
4.47489262e-01 -1.50398338e+00 -4.20431912e-01]
[ 2.17169657e-01 -1.81535196e+00 1.78491324e-02 …,
-2.13062286e-01 -1.95609546e+00 -6.64336801e-01]
[ 6.03908300e-03 3.47443670e-02 1.22472361e-01 …,
-4.82561469e-01 -2.42117286e+00 5.68968773e-01]]
[[ -1.06827986e+00 7.05153108e-01 -5.03763676e-01 …,
2.00297642e+00 -3.44963861e+00 -1.22004223e+00]
[ -1.68623328e-02 -6.48242235e-03 3.68758440e-01 …,
8.54735672e-01 -4.24609566e+00 -1.54878330e+00]
[ 5.85269928e-01 -7.14257777e-01 -2.85654664e-01 …,
5.52064121e-01 -3.39210773e+00 -1.36829436e+00]
[ 6.22348189e-01 -1.53005385e+00 -2.05970570e-01 …,
-4.38622177e-01 -2.86752367e+00 -9.15135264e-01]
[ 7.27358520e-01 2.65871972e-01 3.32212970e-02 …,
-1.58870578e+00 -3.09723973e+00 1.89628214e-01]]
…,
[[ 5.97730041e-01 2.70410627e-03 -6.01684928e-01 …,
-2.04850030e+00 -2.17200804e+00 9.50788185e-02]
[ -1.24553299e+00 3.14570904e+00 -2.15448156e-01 …,
-3.16923404e+00 -2.56539011e+00 2.00808263e+00]
[ -5.94927192e-01 1.77001309e+00 -4.54834878e-01 …,
-4.24447441e+00 -1.33400464e+00 2.14467502e+00]
[ 3.49495411e-01 1.07096577e+00 -9.58548486e-03 …,
-3.61487818e+00 -1.60971963e+00 4.42153335e-01]
[ 7.03387678e-01 -8.63260806e-01 -1.28527582e-02 …,
-3.03880906e+00 -1.64708936e+00 1.28562307e+00]]
…,
[[[ -9.89431083e-01 4.22683418e-01 -7.39042521e-01 …,
3.44297767e+00 -7.30107903e-01 -4.18882519e-01]
[ -1.73127711e-01 3.01834464e-01 -7.54745424e-01 …,
3.02644777e+00 -1.29641032e+00 -1.14082289e+00]
[ 1.04358292e+00 -9.05704558e-01 -9.51315284e-01 …,
2.23359179e+00 -1.43012857e+00 -9.47165728e-01]
[ -1.36387244e-01 -3.03453594e-01 -2.06832945e-01 …,
1.55085158e+00 -5.74167728e-01 -2.87570894e-01]
[ 8.87480527e-02 -8.30304503e-01 -1.67493373e-01 …,
1.74410915e+00 -6.33536935e-01 1.21541008e-01]]
[[ -6.48639053e-02 -8.53286743e-01 1.64060012e-01 …,
2.03146029e+00 -2.90256917e-01 -3.23312074e-01]
[ -4.62928921e-01 5.12159020e-02 3.26973081e-01 …,
1.73465192e+00 -6.56264246e-01 -5.83739102e-01]
[ -5.54190457e-01 -6.25617266e-01 -1.09632708e-01 …,
7.50372171e-01 -1.14373255e+00 -3.34591568e-01]
[ 5.69369197e-01 2.06014216e-02 -2.42602661e-01 …,
3.47952664e-01 -6.50111437e-01 2.22202986e-02]
[ 1.36280119e-01 -7.56513476e-01 -3.31164837e-01 …,
1.29209614e+00 -9.01850760e-01 3.78811538e-01]]
[[ -1.43173218e-01 7.72010535e-02 -3.40250641e-01 …,
5.43265581e-01 -1.49092317e+00 8.30179453e-03]
[ -2.54103988e-01 -4.35017437e-01 3.43804181e-01 …,
2.34699309e-01 -1.73454559e+00 -5.44458747e-01]
[ -4.06496316e-01 -8.23709130e-01 2.78647333e-01 …,
2.17914969e-01 -1.44878078e+00 -8.31533670e-02]
[ 8.87326360e-01 1.07999064e-01 -2.16917351e-01 …,
-8.14723074e-02 -1.00205600e+00 -3.16833258e-02]
[ 6.76401258e-01 -1.25771821e+00 -4.82933074e-01 …,
1.10465693e+00 -1.15929174e+00 6.48908377e-01]]
[[ 1.57525873e+00 -5.40540695e-01 -1.20892072e+00 …,
1.04007089e+00 -1.59711325e+00 -2.29269075e+00]
[ 7.97020912e-01 5.50970435e-03 -8.81440580e-01 …,
9.70211506e-01 -1.97356272e+00 -1.23058438e+00]
[ -7.06732720e-02 -9.18719172e-01 -9.84150767e-01 …,
3.32275331e-01 -1.64473248e+00 -5.06047189e-01]
[ 7.16224074e-01 -1.74189866e-01 1.74300093e-02 …,
-7.42350161e-01 -8.18396151e-01 -6.83267772e-01]
[ 4.48581547e-01 -2.33436674e-01 -5.44481985e-02 …,
-1.70234203e-01 -8.69583786e-01 -2.86695510e-01]]]
[[[ -1.15510321e+00 -4.45892811e-02 -5.27243614e-01 …,
2.25410175e+00 -6.72602355e-01 -2.73259282e-02]
[ 4.97808754e-01 -1.65608972e-01 -4.31176931e-01 …,
2.60243559e+00 -8.74305367e-01 -6.63845539e-01]
[ 9.31014121e-01 -9.65950966e-01 -9.37161326e-01 …,
2.03862977e+00 -7.79089451e-01 -4.67905223e-01]
[ 1.24568745e-01 -3.15860659e-01 -1.57195643e-01 …,
1.64764893e+00 -4.80436504e-01 -1.00497074e-01]
[ 1.79682627e-01 -5.20490885e-01 -1.43755063e-01 …,
1.53291631e+00 -4.07362163e-01 1.21973202e-01]]
[[ 1.39580086e-01 -2.45647937e-01 2.17374504e-01 …,
2.42638159e+00 4.73639071e-02 3.53267223e-01]
[ -5.22018254e-01 2.38307714e-01 3.52554500e-01 …,
2.10760283e+00 -5.09911597e-01 1.73100770e-01]
[ 2.76583910e-01 -6.26857162e-01 -6.54999986e-02 …,
1.73377800e+00 -6.14430785e-01 2.27044418e-01]
[ 7.48551965e-01 -2.00060338e-01 -3.26280743e-01 …,
1.32619882e+00 -3.96631807e-01 6.05146468e-01]
[ 2.96731710e-01 -2.42293268e-01 -3.06056291e-01 …,
1.86239004e+00 -2.64620543e-01 9.75538135e-01]]
[[ 2.50553995e-01 -7.46472597e-01 -1.48889571e-01 …,
1.16063213e+00 -4.20520544e-01 8.28358293e-01]
[ -8.39579701e-02 4.85758901e-01 5.89942932e-01 …,
9.11077380e-01 -9.60058689e-01 6.15663826e-01]
[ -6.37243390e-01 -3.94274235e-01 2.03115135e-01 …,
1.32119536e+00 -9.88202155e-01 3.89122695e-01]
[ 6.18680477e-01 2.52195656e-01 -1.67415440e-01 …,
8.67859423e-01 -8.90301168e-01 4.64680135e-01]
[ 4.15470600e-01 -1.50768459e-01 -2.57678390e-01 …,
1.78741479e+00 -8.29994082e-01 8.09115171e-01]]
…,
[[ -7.91447163e-02 9.78098512e-02 -2.80131727e-01 …,
-4.89220470e-02 -9.06519771e-01 -5.76316357e-01]
[ 3.48259658e-02 3.20821106e-01 1.95926860e-01 …,
-5.79015970e-01 -1.48590934e+00 -4.38588947e-01]
[ 9.25648510e-01 -3.35408926e-01 1.75966889e-01 …,
-8.52046132e-01 -1.19623518e+00 -4.92681563e-02]
[ 1.72467202e-01 4.47181463e-01 -1.97901145e-01 …,
-1.66926265e+00 -9.42209065e-01 -2.59209812e-01]
[ -1.42895579e-02 -3.33616614e-01 -3.29961449e-01 …,
-1.55633569e+00 -8.91426504e-01 1.31785035e-01]]
[[ -8.25410545e-01 -6.03218675e-02 2.63885319e-01 …,
-4.63727564e-02 -8.88435483e-01 -1.73753405e+00]
[ 4.06429082e-01 1.89955413e-01 1.92851394e-01 …,
6.18646085e-01 -1.83080256e+00 -1.91211462e+00]
[ -3.71373296e-01 -3.79637241e-01 -5.77083044e-02 …,
-6.13297105e-01 -1.49187517e+00 -4.53189075e-01]
[ -2.25246459e-01 1.82925940e-01 -3.60963553e-01 …,
-1.57162523e+00 -1.01040244e+00 -3.90981078e-01]
[ -3.81843835e-01 1.10523179e-02 -2.62450457e-01 …,
-2.04315782e+00 -7.68837094e-01 1.41253054e-01]]
[[ -1.18505210e-02 1.49443650e+00 2.22243965e-01 …,
1.21491241e+00 -6.66923523e-01 -2.62692714e+00]
[ 2.16134638e-01 -1.18031228e+00 -3.02660078e-01 …,
1.80655015e+00 -8.08886588e-01 -1.31399608e+00]
[ 1.94263801e-01 -5.11718750e-01 -8.90758932e-01 …,
-2.15077370e-01 -9.29562092e-01 -1.53487176e-01]
[ -3.84806991e-02 -5.45224905e-01 1.67636156e-01 …,
-1.22038198e+00 -6.96404874e-01 6.83081150e-03]
[ -1.63758278e-01 -3.24006081e-02 1.28940463e-01 …,
-1.59356236e+00 -8.51782918e-01 7.55040944e-01]]]]]`
the maximum of the output is: 16.2592
the minimum of the output is: -42.9159
with model.eval()
:
`
[[[[[ -3.57405243e+01 -3.40947647e+01 -1.80168018e+01 …,
-1.11552505e+02 -1.47317673e+02 1.15841808e+01]
[ -3.45298996e+01 -8.66607361e+01 -1.56450157e+01 …,
3.38557281e+01 -1.14936005e+02 7.51782608e+00]
[ -5.57367744e+01 3.30688400e+01 -2.05872498e+01 …,
4.67400856e+01 -8.21306000e+01 -3.18207779e+01]
[ -4.24697380e+01 3.34780769e+01 -9.04815388e+00 …,
-9.59447765e+00 -3.47139511e+01 -5.54042931e+01]
[ -4.58841629e+01 1.28552811e+02 -6.47773361e+00 …,
1.00611515e+01 -5.96798134e+01 -8.32996063e+01]]
[[ 2.68651199e+01 -1.63246651e+01 2.43751316e+01 …,
-1.63626968e+02 -2.72747986e+02 -3.68727036e+01]
[ -1.04041290e+01 -9.96350708e+01 -3.00881462e+01 …,
7.78560104e+01 -2.17356903e+02 -4.69987488e+01]
[ -3.31158714e+01 6.19809570e+01 -2.54234257e+01 …,
1.20234375e+02 -1.46192612e+02 -1.04720001e+02]
[ 3.76580048e+00 4.86019516e+01 -5.56028976e+01 …,
1.10028868e+01 -6.48364487e+01 -1.13399048e+02]
[ -1.31446609e+01 2.17165466e+02 -3.61693077e+01 …,
1.67402267e+01 -7.37028275e+01 -1.41293900e+02]]
[[ 3.28933296e+01 -1.87349072e+01 3.23689117e+01 …,
-2.01339417e+02 -3.07486755e+02 -4.66394157e+01]
[ -4.69960098e+01 -1.38499100e+02 -2.74664307e+01 …,
9.80660553e+01 -2.42747482e+02 -6.20588684e+01]
[ -8.69029541e+01 3.85177727e+01 -2.88304672e+01 …,
1.60042236e+02 -1.57490082e+02 -1.33510590e+02]
[ 1.17969360e+01 4.36259995e+01 -5.15230789e+01 …,
3.01130390e+01 -6.94463501e+01 -1.46284805e+02]
[ 5.86700630e+01 2.50478577e+02 -2.46847076e+01 …,
1.78839912e+01 -9.06006470e+01 -1.84669907e+02]]
…,
[[ 1.28096069e+02 -1.08034973e+02 1.00587769e+02 …,
-3.02942017e+02 -5.87585693e+02 -1.85980316e+02]
[ -1.07169044e+02 -1.92016525e+02 -1.07185005e+02 …,
3.07053619e+02 -4.95432129e+02 -1.48049164e+02]
[ -1.84443207e+02 1.46187561e+02 -3.77634125e+01 …,
4.00913208e+02 -3.21964172e+02 -2.51287964e+02]
[ 1.05675522e+02 7.63189240e+01 -5.44517975e+01 …,
2.01354736e+02 -1.78205566e+02 -3.71699127e+02]
[ 3.00891693e+02 2.60920654e+02 -7.02868652e+00 …,
1.77396393e+02 -2.07020905e+02 -4.55916260e+02]]
[[ 1.18607811e+02 -7.71134644e+01 1.03000252e+02 …,
-2.72433044e+02 -4.68416016e+02 -1.63925430e+02]
[ -1.24680687e+02 -1.35840088e+02 -6.77824707e+01 …,
2.23476318e+02 -3.85767761e+02 -8.15217590e+01]
[ -1.51540619e+02 1.24813019e+02 -4.20030098e+01 …,
3.52139038e+02 -2.55510162e+02 -1.79175507e+02]
[ 1.61691925e+02 5.56291580e+01 -4.61462326e+01 …,
1.81345627e+02 -1.42671478e+02 -2.94653198e+02]
[ 3.68817932e+02 1.83100464e+02 -3.00182953e+01 …,
1.79531754e+02 -1.65707153e+02 -3.74365234e+02]]
[[ 1.84909195e+02 -6.60677185e+01 -3.94966850e+01 …,
-2.23886200e+02 -3.13589722e+02 -1.47936615e+02]
[ -6.69442215e+01 -9.53987885e+01 -5.60369072e+01 …,
1.28458511e+02 -2.44234451e+02 -6.48127975e+01]
[ -1.80063736e+02 7.14935608e+01 -7.09763565e+01 …,
2.24825470e+02 -1.83780502e+02 -9.14833069e+01]
[ 5.47513046e+01 5.16017265e+01 -3.16933441e+00 …,
1.03527550e+02 -9.15430298e+01 -1.92175537e+02]
[ 1.57931335e+02 1.00216995e+02 -7.86803436e+00 …,
9.73970795e+01 -1.29235748e+02 -2.48961700e+02]]]
[[ 1.03647446e+02 -4.84287224e+01 4.29009857e+01 …,
-1.61768234e+02 -3.45710693e+02 -4.20045700e+01]
[ -8.61012115e+01 -7.23499603e+01 -4.41467285e-01 …,
1.81409683e+02 -3.13771912e+02 -1.03866043e+01]
[ -1.49256012e+02 1.40624847e+01 -2.46753464e+01 …,
2.51162933e+02 -2.11735046e+02 -1.00225426e+02]
[ 3.79445801e+01 6.66898727e+01 -1.85524902e+01 …,
1.29778748e+02 -1.48592590e+02 -1.96812775e+02]
[ 1.02250710e+02 -2.70945740e+01 7.59958649e+00 …,
8.03603287e+01 -1.37915009e+02 -2.35489746e+02]]
[[ 1.43202881e+02 -5.66237297e+01 -1.49130478e+01 …,
-1.37114746e+02 -2.42718002e+02 -6.97095337e+01]
[ -4.88247223e+01 -6.57657471e+01 -2.17019615e+01 …,
8.71873169e+01 -2.09040985e+02 -8.88125801e+00]
[ -9.23230133e+01 1.68656158e+00 -4.53515472e+01 …,
1.34258362e+02 -1.47102661e+02 -5.58313560e+01]
[ -2.39641571e+00 4.52565727e+01 -4.81935883e+00 …,
5.46552963e+01 -9.88356247e+01 -1.32153473e+02]
[ 3.77416306e+01 -2.55861816e+01 -8.08153534e+00 …,
3.26289711e+01 -9.94700623e+01 -1.55331451e+02]]]
[[[ -2.50377026e+01 -2.83629608e+01 7.04711914e+00 …,
-1.43002823e+02 -2.67520386e+02 1.07822800e+00]
[ -4.81338997e+01 -5.76092148e+00 -5.29888725e+00 …,
8.41980896e+01 -2.71234924e+02 -5.21333351e+01]
[ 4.67211151e+01 -8.86807404e+01 -1.72004662e+01 …,
6.92080460e+01 -1.48268478e+02 -8.12087784e+01]
[ 2.12886467e+01 -2.17681236e+01 2.25733852e+01 …,
8.13394451e+00 -1.31059464e+02 -1.64692322e+02]
[ 1.73150730e+01 -3.44890137e+01 -1.77896500e+00 …,
-3.54678726e+01 -1.00912758e+02 -1.50829758e+02]]
[[ 3.24036713e+01 -4.51581650e+01 6.58598785e+01 …,
-1.38405884e+02 -4.20851318e+02 -2.06448860e+01]
[ -4.55138474e+01 -6.77271500e+01 3.81010962e+00 …,
1.97721069e+02 -4.13602966e+02 -1.30372498e+02]
[ 6.08714828e+01 -8.89726562e+01 -1.72021904e+01 …,
2.11114685e+02 -2.62320099e+02 -2.01788208e+02]
[ 2.00961514e+01 5.09321175e+01 -5.40153770e+01 …,
8.94629059e+01 -1.81328033e+02 -2.61308228e+02]
[ 7.69575043e+01 -2.47528992e+01 -3.47502213e+01 …,
-9.40509605e+00 -1.30564438e+02 -2.40160339e+02]]
[[ 2.93432312e+01 -3.16786194e+00 7.86419296e+01 …,
-1.03176529e+02 -4.66820251e+02 -1.07993469e+01]
[ -5.57636032e+01 -7.17544556e+01 4.51091385e+00 …,
2.86591187e+02 -4.61342773e+02 -1.28324356e+02]
[ -2.46082764e+01 -8.43938751e+01 -1.04389076e+01 …,
3.07387573e+02 -2.92467529e+02 -2.25555603e+02]
[ 1.18098686e+02 7.97620087e+01 -5.05269623e+01 …,
1.61050934e+02 -1.99611679e+02 -2.88568939e+02]
[ 2.16817093e+02 -4.23579407e+01 -1.50130844e+01 …,
6.86450500e+01 -1.53752533e+02 -2.83708527e+02]]
…,
[[ 5.07347946e+01 6.57857513e+00 7.35759277e+01 …,
-1.00078987e+02 -3.23601624e+02 -2.64569664e+00]
[ -6.81458893e+01 -6.78410034e+01 1.08724518e+01 …,
1.83104355e+02 -3.08435303e+02 -3.35540657e+01]
[ -5.84255142e+01 -6.26393051e+01 -6.13491249e+00 …,
2.13446503e+02 -1.86155029e+02 -1.05150665e+02]
[ 5.09105148e+01 2.93376713e+01 -1.09460449e+01 …,
1.29562485e+02 -1.54337769e+02 -1.90460526e+02]
[ 1.05476334e+02 -6.08709869e+01 8.44407654e+00 …,
5.92027092e+01 -1.38292267e+02 -1.92579346e+02]]
[[ 5.85530128e+01 2.92981339e+00 7.23309860e+01 …,
-8.85582123e+01 -2.56360382e+02 -1.72532635e+01]
[ -8.04446182e+01 -5.68215256e+01 1.85313091e+01 …,
1.37098480e+02 -2.36876419e+02 -1.10650196e+01]
[ -1.00497459e+02 -4.35578537e+01 -9.97192860e+00 …,
1.73812210e+02 -1.40929184e+02 -6.65958405e+01]
[ 3.90408859e+01 2.00592747e+01 -3.38714600e+00 …,
1.05563202e+02 -1.23946381e+02 -1.41684906e+02]
[ 7.93414688e+01 -4.68648834e+01 9.23478699e+00 …,
4.81521721e+01 -1.10725357e+02 -1.53245071e+02]]
[[ 7.42268143e+01 -6.93738556e+00 1.75627327e+01 …,
-8.52064590e+01 -1.77411224e+02 -3.63268852e+01]
[ -5.00122452e+01 -2.74321156e+01 5.55675316e+00 …,
5.72885284e+01 -1.54153854e+02 -8.24862385e+00]
[ -7.10742340e+01 -2.71675797e+01 -2.48989258e+01 …,
9.00824585e+01 -9.69757538e+01 -3.72193451e+01]
[ -1.51661301e+00 1.67727280e+01 3.49994659e-01 …,
4.81879349e+01 -8.20349045e+01 -9.47352371e+01]
[ 3.75077133e+01 -3.13303528e+01 -4.80247116e+00 …,
1.94965630e+01 -7.80006332e+01 -9.93223724e+01]]]]]`
the maximum of the output is: 4817.28
the minimum of the output is: -13303.7
As you can see above, When the network changes to evaluation mode, the output of the network changes exponentially.