Python Keras获得_weight()要求澄清

Python Keras获得_weight()要求澄清,python,keras,lstm,Python,Keras,Lstm,据我所知,我的神经网络只有两层LSTM和输出层,但当我打印出每层的权重时,我得到了一层额外的空权重层。有人能澄清这个输出吗?或者我的理解是错误的 它的时间步长为7,数值输入为3,输出为2。辍学率为0.5 这种神经网络输出即使没有经过训练,也会产生相同的输出,无论输入是什么。我正在试着调试它 代码: 输出: 0 [array([[-0.24521542, -0.70160842, 0.27366495, -0.27743888, 0.75009584, 0.25599909,

据我所知,我的神经网络只有两层LSTM和输出层,但当我打印出每层的权重时,我得到了一层额外的空权重层。有人能澄清这个输出吗?或者我的理解是错误的

它的时间步长为7,数值输入为3,输出为2。辍学率为0.5

这种神经网络输出即使没有经过训练,也会产生相同的输出,无论输入是什么。我正在试着调试它

代码:

输出:

0 [array([[-0.24521542, -0.70160842,  0.27366495, -0.27743888,  0.75009584,
         0.25599909,  0.38801599, -0.20273829, -0.07191849,  0.27447796,
        -0.00708866, -0.00666118,  0.17631078,  0.02666068, -0.07738662,
         0.33693957,  0.96345758,  0.71073961,  0.44208169,  0.6945982 ,
         0.64919782, -0.52719903,  0.12036228,  0.60486031,  0.51799178,
        -0.75186992, -0.28580689, -0.19886994,  0.49282694,  0.83806777,
         0.00712466, -0.62782884,  0.04944801,  0.7866354 ,  0.28580236,
        -0.25791597,  0.99613404,  0.72680449, -0.73945332,  0.79622149,
         0.39543009,  0.15706682,  0.58931088,  0.88239527, -0.80051279,
         0.52861094,  0.77886581,  0.80290627],
       [ 0.7546804 , -0.48624468, -0.15527534, -0.70569277,  0.86888766,
         0.48139691, -0.19293284,  0.42512822, -0.99511337,  0.03062463,
         0.12436891, -0.87743688,  0.24677491, -0.16390824,  0.05924869,
        -0.75485945, -0.51627636,  0.92178059, -0.95354581, -0.10260463,
        -0.04684424,  0.01882982, -0.62982488,  0.87434769, -0.39813781,
        -0.3045814 , -0.91332555, -0.1598289 ,  0.35212064,  0.17643642,
         0.52914667,  0.36753321, -0.05140471,  0.77591944, -0.785537  ,
         0.76745152, -0.7325809 , -0.88412356,  0.74923658, -0.30762291,
        -0.75603771, -0.8112607 , -0.91697383, -0.54521894, -0.51775885,
         0.30885959, -0.22136259, -0.66382146],
       [ 0.26065445,  0.48088837, -0.94533539,  0.01412749, -0.16286325,
         0.88329911, -0.68435764, -0.32847238, -0.3569994 ,  0.00744963,
         0.37743616, -0.8640151 ,  0.42867732, -0.71146655,  0.3011651 ,
         0.80415225, -0.98356128, -0.14065552,  0.26375103, -0.11873388,
         0.01047683,  0.40524793,  0.69572425, -0.15699077, -0.21437597,
        -0.17017817, -0.29662871, -0.61970282, -0.80687809,  0.17843056,
        -0.61833644,  0.22320771, -0.04641867,  0.50721407, -0.96682215,
        -0.95549297, -0.43905139, -0.20920539, -0.69045758,  0.24916172,
         0.71746254, -0.90135694, -0.02756333,  0.85385418, -0.17386127,
        -0.6222682 , -0.18429565,  0.38925314]], dtype=float32), array([[-0.02033471,  0.35036457, -0.22910373,  0.00760625,  0.2043882 ,
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       [ 0.05864402,  0.07922871,  0.07378255,  0.04546327,  0.01927931,
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         0.21078815, -0.22398581, -0.06617181,  0.15193403, -0.11811844,
         0.13475136, -0.31193998,  0.00333052, -0.09486151,  0.20512965,
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        -0.03775523,  0.0684068 ,  0.07891367,  0.02093293, -0.10532314,
         0.10350898, -0.05209668, -0.04242592, -0.36924657,  0.04319758,
        -0.2742556 ,  0.09543416, -0.18032318],
       [ 0.03556766,  0.05535906,  0.02675538, -0.02131121,  0.26054731,
        -0.09065662, -0.15470752,  0.02705213,  0.03218656, -0.28294089,
        -0.1241535 , -0.03728139,  0.05195143, -0.22098057,  0.05037116,
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         0.04342809, -0.01308457, -0.18741629, -0.063871  , -0.02473109,
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         0.06430923, -0.08498586,  0.3173219 , -0.0478869 ,  0.13538593,
         0.08697879, -0.09221876, -0.01162537],
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       [ 0.0406248 , -0.0628924 ,  0.25276813,  0.09493993, -0.18715475,
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         0.00986508, -0.11322719,  0.06011448]], dtype=float32), array([ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1.,
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1 []
2 [array([[ 0.75362301,  0.43799639],
       [ 0.98578501,  0.0380733 ],
       [-0.38638234, -0.44162703],
       [ 0.06233907, -0.50022388],
       [-0.65105438,  0.90983796],
       [ 0.00867295,  0.28238487],
       [-0.1554873 , -0.33650756],
       [-0.40741014,  0.65137649],
       [ 0.54700851, -0.79713511],
       [-0.94714022, -0.8237114 ],
       [-0.7994988 ,  0.41735601],
       [-0.24323153,  0.59699798]], dtype=float32), array([ 0.,  0.], dtype=float32)]

重量打印中的空层1原因:

model.add(Dropout(dropout))
model.add(Dropout(dropout))