块状形状不包括子数组 [英] Numpy shape not including subarrays
本文介绍了块状形状不包括子数组的处理方法，对大家解决问题具有一定的参考价值，需要的朋友们下面随着小编来一起学习吧！
问题描述
我使用的库(keras)依赖于特定形状的numpy数组.我从来没有遇到以下问题:numpy是否没有提出正确的形状?
I'm using a library (keras) that's dependent on having a specific shape of a numpy array. I've never had the following issue: numpy isn't putting forward the correct shape?
这是我输出ndarray时输出的内容
Here's what I output when I output my ndarray
array([ array([[-0.038548 , 0.54251999, -0.21843 , ..., -0.38580999,
-0.029534 , 0.14425001],
[-0.084961 , 0.50199997, 0.0023823 , ..., -0.037066 ,
0.10436 , 0.17904 ],
[ 0.27204001, -0.06203 , -0.1884 , ..., -0.088243 ,
0.30318001, 0.087747 ],
...,
[ 0.089187 , 0.25792 , 0.26282001, ..., -0.23406 ,
-0.086024 , -0.50603998],
[-0.89548999, 0.38773 , 0.64984 , ..., -0.24102999,
-0.29991001, 0.2174 ],
[-0.086864 , 0.19160999, 0.10915 , ..., -0.47512001,
0.047597 , -0.12785 ]], dtype=float32),
array([[-0.038548 , 0.54251999, -0.21843 , ..., -0.38580999,
-0.029534 , 0.14425001],
[-0.084961 , 0.50199997, 0.0023823 , ..., -0.037066 ,
0.10436 , 0.17904 ],
[ 0.27204001, -0.06203 , -0.1884 , ..., -0.088243 ,
0.30318001, 0.087747 ],
...,
[-0.27142 , 0.047374 , -0.17278001, ..., 0.25861999,
0.06769 , 0.10761 ],
[-0.33340001, 0.45183 , 0.40684 , ..., 0.025225 ,
-0.10559 , -0.058053 ],
[-0.086864 , 0.19160999, 0.10915 , ..., -0.47512001,
0.047597 , -0.12785 ]], dtype=float32),
array([[-0.23205 , 0.47468001, -0.38264 , ..., -0.072927 ,
-0.32218999, -0.065715 ],
[-0.23857 , 0.35457 , -0.30219001, ..., -0.023289 ,
-0.29661 , -0.11824 ],
[ 0.18732999, 0.40595001, -0.51174003, ..., 0.197 ,
-0.48326999, 0.089523 ],
...,
[ 0.043798 , 0.024779 , -0.20937 , ..., 0.010196 ,
0.37641999, -0.01946 ],
[ 0.37004 , 0.089479 , 0.53771001, ..., -0.17144001,
-0.41093001, 0.97061002],
[-0.086864 , 0.19160999, 0.10915 , ..., -0.47512001,
0.047597 , -0.12785 ]], dtype=float32),
...,
array([[ -3.85480002e-02, 5.42519987e-01, -2.18429998e-01,
-1.88549995e-01, 7.29999989e-02, 1.31799996e-01,
-1.04020000e-01, 1.72309995e-01, -5.15870005e-02,
2.86459994e+00, -2.51309991e-01, -1.91459998e-01,
7.99869969e-02, 7.28920028e-02, -1.32090002e-01,
-2.29709998e-01, -1.72680005e-01, 8.35070014e-01,
-3.84869993e-01, -3.24919999e-01, 4.66800004e-01,
-1.56780005e-01, 1.07069999e-01, -1.24789998e-01,
-1.60300002e-01, -5.21539990e-03, 1.51660005e-02,
1.65079996e-01, 9.80250016e-02, -9.18980017e-02,
2.45520001e-04, 4.42539990e-01, 1.60459995e-01,
1.22149996e-01, 1.25939995e-01, 3.19990009e-01,
2.20449999e-01, 1.68699995e-01, -3.89270008e-01,
-1.73470005e-01, -1.31579995e-01, 7.98169971e-02,
-5.80530018e-02, -7.22350031e-02, 2.80330002e-01,
6.10799994e-03, -3.92890006e-01, 6.17439975e-04,
-3.33629996e-02, 7.58850016e-03, -9.36639979e-02,
1.89319998e-01, -2.25419998e-01, -1.80910006e-02,
2.95459986e-01, -1.51629999e-01, -1.55939996e-01,
-2.19390005e-01, 8.83169994e-02, -6.54719993e-02,
-6.29500002e-02, -1.99890003e-01, -4.94540017e-03,
2.95740008e-01, 2.73330003e-01, -3.62129986e-01,
-4.05099988e-02, 2.20449999e-01, 8.47209990e-02,
6.27639983e-03, 1.69139996e-01, -2.00430006e-01,
5.16470015e-01, -1.19050004e-01, 7.86669999e-02,
2.68339992e-01, 6.69509992e-02, -2.51179993e-01,
-2.41449997e-01, 4.81339991e-01, 1.54479995e-01,
1.15379997e-01, -9.82709974e-02, -6.84430003e-02,
1.66710004e-01, -4.16940004e-01, -2.25419998e-01,
-8.74610007e-01, 3.08230013e-01, 8.99629965e-02,
-3.68919998e-01, -1.73769996e-01, -4.17360008e-01,
2.62569994e-01, 3.59600008e-01, 1.33239999e-01,
1.28410002e-02, -3.85809988e-01, -2.95340009e-02,
1.44250005e-01],
[ -8.49609971e-02, 5.01999974e-01, 2.38230010e-03,
-1.67549998e-01, 3.07209998e-01, -2.37619996e-01,
1.60689995e-01, -3.67859989e-01, -5.83470017e-02,
2.49900007e+00, -2.36469996e-03, 1.07319998e-02,
-3.04219991e-01, 8.45789984e-02, -4.02989984e-02,
-4.15619999e-01, -2.44939998e-02, 1.46910000e+00,
-5.29320017e-02, -7.44130015e-02, -3.92439991e-01,
-3.25349987e-01, -2.23330006e-01, 5.68229984e-03,
3.56750011e-01, 1.94450006e-01, 5.67619987e-02,
-4.55019996e-02, -2.81049997e-01, -5.88960014e-02,
-9.86260027e-02, 9.21770036e-02, 3.31719995e-01,
-3.99670005e-02, -1.17660001e-01, 4.83729988e-02,
-6.22409992e-02, -1.04130000e-01, 9.92630026e-04,
-4.89250004e-01, 3.47860008e-01, 3.27239990e-01,
1.38820007e-01, -1.99169993e-01, 1.29950002e-01,
6.05489984e-02, -2.37140000e-01, -5.12950003e-01,
-3.73959988e-01, 1.29020005e-01, 5.57969995e-02,
3.34439993e-01, -1.80250004e-01, -3.47400010e-02,
2.83230007e-01, -9.53010023e-02, 2.11429998e-01,
-7.61490017e-02, 1.50690004e-01, -1.74410000e-01,
-7.47680012e-03, -7.82869980e-02, -1.27509996e-01,
2.25449994e-01, 3.51010002e-02, -6.10149980e-01,
-2.68119991e-01, 6.16319999e-02, -3.05029988e-01,
-1.34049997e-01, -4.42710012e-01, -1.77200004e-01,
1.76630005e-01, -3.12099993e-01, -2.57220000e-01,
-2.48579998e-02, 7.25039989e-02, -7.97590017e-02,
-1.92139998e-01, 5.96019983e-01, 1.28800005e-01,
-7.46290013e-02, -1.58120006e-01, 3.63940001e-01,
2.30550006e-01, -4.21750009e-01, -9.06509981e-02,
-3.00850004e-01, 1.79399997e-01, -2.97859997e-01,
-1.06420003e-01, 4.72389996e-01, -1.38370007e-01,
-1.01609997e-01, 8.01339969e-02, 4.07150015e-02,
-3.69760007e-01, -3.70660014e-02, 1.04359999e-01,
1.79040000e-01],
[ 5.40710017e-02, 1.11100003e-01, -1.45569995e-01,
-2.42940001e-02, 3.81099999e-01, -1.43889993e-01,
-1.79979995e-01, -3.10790002e-01, -7.96900038e-03,
2.65380001e+00, -1.27719998e-01, 2.38850005e-02,
7.12840036e-02, -1.42639995e-01, 1.09389998e-01,
-1.06670000e-01, -3.81780006e-02, 1.18529999e+00,
5.25589995e-02, -1.71810001e-01, -1.86289996e-01,
-1.65330004e-02, -8.40080008e-02, 1.45420000e-01,
1.60589993e-01, -6.91630021e-02, -7.68119991e-02,
-2.06579998e-01, 1.60249993e-01, 2.14049995e-01,
5.92090003e-02, 4.78909999e-01, 8.33740011e-02,
1.99939996e-01, 9.62250009e-02, -1.00330003e-01,
4.25769985e-02, -9.35870036e-02, -1.33890003e-01,
-3.27039987e-01, 2.36499999e-02, 3.40640008e-01,
-7.59759992e-02, -1.01499997e-01, 1.24310002e-01,
-5.59540018e-02, -2.52840012e-01, -1.85199995e-02,
4.69119996e-02, -8.47740024e-02, -1.58840001e-01,
2.37509996e-01, 7.61089996e-02, 7.17530027e-02,
3.14049982e-02, 3.26559991e-02, 1.12709999e-01,
2.78389990e-01, 3.52329999e-01, -1.08439997e-01,
7.01830015e-02, -4.68910001e-02, -1.88250005e-01,
4.05180007e-01, 2.11799994e-01, -1.43759996e-01,
-4.80750017e-03, 1.38769999e-01, -9.15210024e-02,
2.51940012e-01, 1.79979995e-01, -1.58999994e-01,
1.47530004e-01, 1.18660003e-01, -1.54469997e-01,
1.09690003e-01, 5.79660013e-02, -2.58619994e-01,
-2.37639993e-02, 1.90640002e-01, -3.43649983e-02,
9.08799991e-02, -2.90160000e-01, -1.30030006e-01,
2.86660008e-02, -2.06230000e-01, -2.85860002e-01,
-2.29340002e-01, 1.53819993e-01, -2.03730002e-01,
-2.53500015e-01, 2.07029998e-01, -8.60000029e-02,
-8.44089985e-02, -1.29040003e-01, 5.94369993e-02,
8.51750001e-02, -4.17740010e-02, 8.60700011e-02,
7.82589987e-02],
[ -2.91300006e-02, -1.52989998e-01, 7.37699986e-01,
1.23810001e-01, 7.53529966e-02, -5.48210025e-01,
-2.86799997e-01, -4.00489986e-01, -2.24610008e-02,
1.09679997e+00, -5.50310016e-01, -4.02750000e-02,
7.86580026e-01, -3.43159996e-02, 2.01429993e-01,
-3.19319993e-01, -7.49930024e-01, 1.06040001e+00,
3.85280013e-01, -1.10100001e-01, 1.25440001e-01,
3.97709996e-01, -4.50349987e-01, -1.37869999e-01,
3.46359998e-01, -2.17920005e-01, -2.21599996e-01,
-2.67529994e-01, -7.48199999e-01, -6.40890002e-02,
1.69840008e-02, -5.38230002e-01, 9.31750014e-02,
4.50679988e-01, -1.69719994e-01, -1.70690000e-01,
4.03360009e-01, -4.86820012e-01, 2.00289994e-01,
9.72639993e-02, -2.96240002e-01, 8.76160026e-01,
1.53449997e-02, -6.04390025e-01, 5.52349985e-01,
-1.20439999e-01, 2.56650001e-01, -1.10550001e-01,
-3.71060014e-01, 9.64860022e-02, 1.56389996e-01,
6.02020025e-01, 4.12550010e-02, -6.96389973e-02,
1.25190005e-01, 9.21360031e-02, 1.84919998e-01,
-7.63119981e-02, 7.02779964e-02, 4.12399992e-02,
1.41660003e-02, -2.79309992e-02, -7.89560005e-02,
-1.38319999e-01, -3.62630010e-01, -1.73889995e-02,
1.62430003e-01, 3.83130014e-01, 2.36460000e-01,
3.69349986e-01, -6.75029993e-01, 3.32300007e-01,
-4.22430009e-01, -3.35220009e-01, 1.50879994e-01,
2.00020000e-01, 5.75739980e-01, -4.21869993e-01,
1.37989998e-01, 3.77519995e-01, 8.12970027e-02,
4.30990010e-01, 4.08219993e-01, 8.87599960e-03,
2.73759991e-01, -7.77720008e-03, 6.57100022e-01,
6.44659996e-01, -3.80160004e-01, -2.27239996e-01,
2.48699993e-01, -2.06330001e-01, 1.25920000e-02,
-1.82589993e-01, 3.50809991e-01, -4.61959988e-01,
5.15730008e-02, -1.64570004e-01, -3.00960004e-01,
1.01379998e-01],
[ -8.68640020e-02, 1.91609994e-01, 1.09150000e-01,
-3.43210012e-01, 2.03679994e-01, -2.47769997e-01,
4.60460007e-01, -3.65700006e-01, -1.98039994e-01,
1.73790002e+00, -4.35070008e-01, 9.61349979e-02,
1.56010002e-01, 2.39030004e-01, -4.19310004e-01,
-9.51310024e-02, 4.43420000e-02, 1.23920000e+00,
1.11570004e-02, -2.25219995e-01, 3.84110004e-01,
-1.16060004e-01, -3.90359983e-02, 3.61060016e-02,
-5.26760006e-04, -1.21540003e-01, -5.68839982e-02,
4.14249986e-01, 3.82479995e-01, 2.35900000e-01,
-8.55500028e-02, 8.51199999e-02, -3.79760005e-02,
-1.61090001e-01, 4.62740004e-01, 4.56809998e-01,
1.50989994e-01, 1.15510002e-01, -5.93560003e-03,
-1.49599999e-01, 1.15900002e-01, -1.14139996e-01,
-1.92619994e-01, -2.57660002e-02, 1.68489993e-01,
4.73800004e-02, -4.74830002e-01, -1.60710007e-01,
-9.62430015e-02, 1.81920007e-01, 1.49540007e-01,
1.21299997e-01, 9.35969991e-04, -5.73629975e-01,
-1.78800002e-01, -1.44850001e-01, 1.11579999e-01,
-1.83860004e-01, 3.40299994e-01, 2.17950001e-01,
-2.64899999e-01, -1.16650000e-01, 6.43589973e-01,
9.53160040e-03, 5.43700010e-02, -2.70080000e-01,
-4.25550014e-01, 1.87640004e-02, -3.04060012e-01,
-3.53909992e-02, 1.68899998e-01, -9.61219966e-02,
4.85760003e-01, 2.26359993e-01, 8.67540017e-02,
3.25210005e-01, 1.01999998e-01, -2.13860005e-01,
1.63530007e-01, 5.70400000e-01, -4.88339990e-01,
-2.96689998e-02, -1.25320002e-01, 1.57839999e-01,
-1.63489997e-01, 1.07620001e-01, 6.45250022e-01,
-8.36459994e-01, 1.35000005e-01, 2.16319993e-01,
-3.08219999e-01, -1.56729996e-01, 2.70789992e-02,
-4.64430004e-02, -4.03910019e-02, -3.12559992e-01,
-4.49640006e-01, -4.75120008e-01, 4.75969985e-02,
-1.27849996e-01]], dtype=float32),
array([[-0.038548 , 0.54251999, -0.21843 , ..., -0.38580999,
-0.029534 , 0.14425001],
[-0.084961 , 0.50199997, 0.0023823 , ..., -0.037066 ,
0.10436 , 0.17904 ],
[ 0.27204001, -0.06203 , -0.1884 , ..., -0.088243 ,
0.30318001, 0.087747 ],
...,
[-0.43731001, -0.14038999, 0.42151001, ..., -0.005359 ,
-0.25985 , 0.46535999],
[-0.31110999, -0.044779 , 0.0067328 , ..., 0.30699 ,
-0.036171 , 0.072974 ],
[-0.086864 , 0.19160999, 0.10915 , ..., -0.47512001,
0.047597 , -0.12785 ]], dtype=float32),
array([[ -3.85480002e-02, 5.42519987e-01, -2.18429998e-01,
-1.88549995e-01, 7.29999989e-02, 1.31799996e-01,
-1.04020000e-01, 1.72309995e-01, -5.15870005e-02,
2.86459994e+00, -2.51309991e-01, -1.91459998e-01,
7.99869969e-02, 7.28920028e-02, -1.32090002e-01,
-2.29709998e-01, -1.72680005e-01, 8.35070014e-01,
-3.84869993e-01, -3.24919999e-01, 4.66800004e-01,
-1.56780005e-01, 1.07069999e-01, -1.24789998e-01,
-1.60300002e-01, -5.21539990e-03, 1.51660005e-02,
1.65079996e-01, 9.80250016e-02, -9.18980017e-02,
2.45520001e-04, 4.42539990e-01, 1.60459995e-01,
1.22149996e-01, 1.25939995e-01, 3.19990009e-01,
2.20449999e-01, 1.68699995e-01, -3.89270008e-01,
-1.73470005e-01, -1.31579995e-01, 7.98169971e-02,
-5.80530018e-02, -7.22350031e-02, 2.80330002e-01,
6.10799994e-03, -3.92890006e-01, 6.17439975e-04,
-3.33629996e-02, 7.58850016e-03, -9.36639979e-02,
1.89319998e-01, -2.25419998e-01, -1.80910006e-02,
2.95459986e-01, -1.51629999e-01, -1.55939996e-01,
-2.19390005e-01, 8.83169994e-02, -6.54719993e-02,
-6.29500002e-02, -1.99890003e-01, -4.94540017e-03,
2.95740008e-01, 2.73330003e-01, -3.62129986e-01,
-4.05099988e-02, 2.20449999e-01, 8.47209990e-02,
6.27639983e-03, 1.69139996e-01, -2.00430006e-01,
5.16470015e-01, -1.19050004e-01, 7.86669999e-02,
2.68339992e-01, 6.69509992e-02, -2.51179993e-01,
-2.41449997e-01, 4.81339991e-01, 1.54479995e-01,
1.15379997e-01, -9.82709974e-02, -6.84430003e-02,
1.66710004e-01, -4.16940004e-01, -2.25419998e-01,
-8.74610007e-01, 3.08230013e-01, 8.99629965e-02,
-3.68919998e-01, -1.73769996e-01, -4.17360008e-01,
2.62569994e-01, 3.59600008e-01, 1.33239999e-01,
1.28410002e-02, -3.85809988e-01, -2.95340009e-02,
1.44250005e-01],
[ -8.49609971e-02, 5.01999974e-01, 2.38230010e-03,
-1.67549998e-01, 3.07209998e-01, -2.37619996e-01,
1.60689995e-01, -3.67859989e-01, -5.83470017e-02,
2.49900007e+00, -2.36469996e-03, 1.07319998e-02,
-3.04219991e-01, 8.45789984e-02, -4.02989984e-02,
-4.15619999e-01, -2.44939998e-02, 1.46910000e+00,
-5.29320017e-02, -7.44130015e-02, -3.92439991e-01,
-3.25349987e-01, -2.23330006e-01, 5.68229984e-03,
3.56750011e-01, 1.94450006e-01, 5.67619987e-02,
-4.55019996e-02, -2.81049997e-01, -5.88960014e-02,
-9.86260027e-02, 9.21770036e-02, 3.31719995e-01,
-3.99670005e-02, -1.17660001e-01, 4.83729988e-02,
-6.22409992e-02, -1.04130000e-01, 9.92630026e-04,
-4.89250004e-01, 3.47860008e-01, 3.27239990e-01,
1.38820007e-01, -1.99169993e-01, 1.29950002e-01,
6.05489984e-02, -2.37140000e-01, -5.12950003e-01,
-3.73959988e-01, 1.29020005e-01, 5.57969995e-02,
3.34439993e-01, -1.80250004e-01, -3.47400010e-02,
2.83230007e-01, -9.53010023e-02, 2.11429998e-01,
-7.61490017e-02, 1.50690004e-01, -1.74410000e-01,
-7.47680012e-03, -7.82869980e-02, -1.27509996e-01,
2.25449994e-01, 3.51010002e-02, -6.10149980e-01,
-2.68119991e-01, 6.16319999e-02, -3.05029988e-01,
-1.34049997e-01, -4.42710012e-01, -1.77200004e-01,
1.76630005e-01, -3.12099993e-01, -2.57220000e-01,
-2.48579998e-02, 7.25039989e-02, -7.97590017e-02,
-1.92139998e-01, 5.96019983e-01, 1.28800005e-01,
-7.46290013e-02, -1.58120006e-01, 3.63940001e-01,
2.30550006e-01, -4.21750009e-01, -9.06509981e-02,
-3.00850004e-01, 1.79399997e-01, -2.97859997e-01,
-1.06420003e-01, 4.72389996e-01, -1.38370007e-01,
-1.01609997e-01, 8.01339969e-02, 4.07150015e-02,
-3.69760007e-01, -3.70660014e-02, 1.04359999e-01,
1.79040000e-01],
[ -1.84169993e-01, 5.51149994e-02, -3.69529992e-01,
-2.08949998e-01, 2.56720006e-01, 3.01420003e-01,
1.62990004e-01, -1.64370000e-01, -7.02679977e-02,
2.16380000e+00, -2.65960008e-01, -5.39130010e-02,
4.81840014e-01, -4.23640013e-02, -3.80939990e-01,
5.30319996e-02, 6.45349994e-02, 7.16679990e-01,
-4.60260004e-01, -5.72770014e-02, 7.41859972e-02,
1.25790000e-01, -1.88989997e-01, 1.86289998e-03,
-2.29739994e-01, -7.91509971e-02, -6.16800003e-02,
-2.95690000e-01, 3.95119995e-01, -2.78979987e-01,
1.79690003e-01, 3.21170002e-01, -1.27489999e-01,
4.81799990e-02, 2.32800007e-01, -2.68130004e-01,
-7.70540014e-02, 1.46990001e-01, -2.71149993e-01,
9.77350026e-02, -1.76330000e-01, 2.92490005e-01,
-2.01900005e-01, -5.04230009e-03, 8.96809995e-02,
2.62979995e-02, -4.05790001e-01, -2.38460004e-01,
-8.90780017e-02, 6.78009987e-02, -3.48470002e-01,
1.95350006e-01, -1.40560001e-01, 3.56579982e-02,
5.83989993e-02, 8.71259999e-03, -2.65359998e-01,
-3.17880005e-01, -7.53000006e-03, -4.76210006e-02,
-4.53200005e-02, -5.04060015e-02, -1.52730003e-01,
1.53449997e-01, 1.06519997e-01, -3.12390000e-01,
-7.27680027e-02, 1.78140000e-01, 6.71949983e-03,
1.67579994e-01, 1.00979999e-01, -1.71670001e-02,
3.08860004e-01, 1.38119996e-01, -1.64940000e-01,
1.90549999e-01, 4.05309983e-02, -7.69170001e-02,
7.96949957e-03, 7.93910027e-02, 5.87599985e-02,
-2.83049997e-02, -4.39249985e-02, -3.18120003e-01,
1.58710003e-01, -3.04500014e-01, 1.12360001e-01,
-1.07989997e-01, 1.23530000e-01, 1.59029998e-02,
-2.62550004e-02, 9.91180018e-02, 3.85789983e-02,
2.64290005e-01, 3.73979986e-01, -5.87330014e-02,
2.76419997e-01, -1.05070002e-01, -3.59629989e-02,
-2.80809999e-01],
[ 3.19240004e-01, 6.31600022e-02, -2.78580010e-01,
2.61200011e-01, 7.92480037e-02, -2.14619994e-01,
-1.04950003e-01, 1.54949993e-01, -3.35300006e-02,
2.48340011e+00, -5.09039998e-01, 8.74899998e-02,
2.14259997e-01, 2.21509993e-01, -2.52339989e-01,
-9.75439996e-02, -1.92699999e-01, 1.36059999e+00,
-1.15920000e-01, -1.03830002e-01, 2.19290003e-01,
1.19970001e-01, -1.10629998e-01, 1.42120004e-01,
-1.66429996e-01, 2.18150005e-01, 4.20860015e-03,
-7.00120032e-02, -2.35320002e-01, -2.65179992e-01,
3.12479995e-02, 1.66690007e-01, -8.97770002e-02,
2.00590000e-01, 3.16139996e-01, -5.58300018e-01,
7.57350028e-02, 2.76349992e-01, 1.27409995e-01,
-1.81850001e-01, -1.27220005e-01, 2.46859994e-02,
-7.72330016e-02, -4.89980012e-01, 2.03549992e-02,
3.91640002e-03, 1.21500000e-01, 8.97229984e-02,
-7.89749995e-02, 8.14429969e-02, -9.90869999e-02,
-5.56209981e-02, 1.07369997e-01, -4.40419978e-03,
4.84959990e-01, 1.17169999e-01, -1.73289999e-02,
1.08999997e-01, -3.55580002e-01, 5.10840006e-02,
1.57140002e-01, 1.79609999e-01, -2.97109991e-01,
3.36450003e-02, -2.57920008e-02, -1.39309997e-02,
-2.30000004e-01, -4.03059982e-02, 2.22819999e-01,
-1.35439998e-02, 1.15540000e-02, 3.91099989e-01,
2.65329987e-01, -3.10119987e-01, 4.05389994e-01,
-4.29750010e-02, 2.08110008e-02, -3.30330014e-01,
1.95730001e-01, -3.79579999e-02, 1.02739997e-01,
-1.35809998e-03, -4.45050001e-01, 7.78860003e-02,
8.51100013e-02, -2.02849999e-01, -1.94810003e-01,
5.69330007e-02, 5.31050026e-01, 3.41540016e-02,
-5.69959998e-01, -1.84689999e-01, 9.34029967e-02,
2.80440003e-01, -2.33490005e-01, 1.09379999e-01,
-1.42879998e-02, -2.73999989e-01, 3.41960005e-02,
-9.84790027e-02],
[ 3.56700011e-02, 1.85599998e-01, -3.05519998e-01,
-2.51199991e-01, -2.24189993e-04, -7.31739998e-02,
1.32200003e-01, 1.63519997e-02, -3.41459997e-02,
2.77419996e+00, -6.77910000e-02, -6.82319999e-02,
4.20379996e-01, -1.62430003e-01, -3.19739997e-01,
-3.38930003e-02, -3.80869992e-02, 9.30549979e-01,
-5.36260009e-01, 9.52339992e-02, -5.37200011e-02,
-2.39480004e-01, 1.52759999e-01, -1.71739999e-02,
-1.57989994e-01, 4.44849990e-02, -3.49970013e-01,
-2.36240000e-01, 2.76169986e-01, 3.48140001e-02,
-4.43699993e-02, 2.15990007e-01, -4.60020006e-02,
1.22599997e-01, -1.30390003e-02, 6.79529980e-02,
4.99430001e-02, -9.86519977e-02, -2.87310004e-01,
-1.95649996e-01, -2.56339997e-01, 7.76060000e-02,
1.04130000e-01, 1.21679999e-01, -5.15320003e-02,
7.22220019e-02, -3.85670006e-01, -1.68909997e-01,
2.52389997e-01, 1.22180000e-01, -4.29439992e-01,
-1.22089997e-01, 6.01550005e-02, -5.72599992e-02,
4.16130006e-01, -5.42609990e-02, -2.48830006e-01,
-1.29290000e-01, 1.78519997e-03, 4.42010015e-02,
-7.49820024e-02, -1.15110002e-01, -1.44140005e-01,
6.01159990e-01, 9.13949981e-02, 2.77630001e-01,
2.75260001e-01, 6.13510013e-02, 2.76419997e-01,
1.41230002e-01, 3.17680001e-01, 4.43419993e-01,
4.27650005e-01, 1.03189997e-01, 3.38169992e-01,
7.12070009e-03, 1.35120004e-01, -2.19019994e-01,
-1.14979997e-01, 3.67590010e-01, -1.15110002e-01,
1.01620004e-01, -4.61019993e-01, -2.34840006e-01,
8.17179978e-02, -3.45560014e-01, -2.66669989e-01,
-2.97380000e-01, 5.34730017e-01, -1.03560001e-01,
2.99919993e-02, -1.99819997e-01, -1.88350007e-02,
3.15519989e-01, 3.74920011e-01, 2.29069993e-01,
3.27549994e-01, 1.89150006e-01, -1.23930000e-01,
2.20180005e-02],
.....
[ -8.68640020e-02, 1.91609994e-01, 1.09150000e-01,
-3.43210012e-01, 2.03679994e-01, -2.47769997e-01,
4.60460007e-01, -3.65700006e-01, -1.98039994e-01,
1.73790002e+00, -4.35070008e-01, 9.61349979e-02,
1.56010002e-01, 2.39030004e-01, -4.19310004e-01,
-9.51310024e-02, 4.43420000e-02, 1.23920000e+00,
1.11570004e-02, -2.25219995e-01, 3.84110004e-01,
-1.16060004e-01, -3.90359983e-02, 3.61060016e-02,
-5.26760006e-04, -1.21540003e-01, -5.68839982e-02,
4.14249986e-01, 3.82479995e-01, 2.35900000e-01,
-8.55500028e-02, 8.51199999e-02, -3.79760005e-02,
-1.61090001e-01, 4.62740004e-01, 4.56809998e-01,
1.50989994e-01, 1.15510002e-01, -5.93560003e-03,
-1.49599999e-01, 1.15900002e-01, -1.14139996e-01,
-1.92619994e-01, -2.57660002e-02, 1.68489993e-01,
4.73800004e-02, -4.74830002e-01, -1.60710007e-01,
-9.62430015e-02, 1.81920007e-01, 1.49540007e-01,
1.21299997e-01, 9.35969991e-04, -5.73629975e-01,
-1.78800002e-01, -1.44850001e-01, 1.11579999e-01,
-1.83860004e-01, 3.40299994e-01, 2.17950001e-01,
-2.64899999e-01, -1.16650000e-01, 6.43589973e-01,
9.53160040e-03, 5.43700010e-02, -2.70080000e-01,
-4.25550014e-01, 1.87640004e-02, -3.04060012e-01,
-3.53909992e-02, 1.68899998e-01, -9.61219966e-02,
4.85760003e-01, 2.26359993e-01, 8.67540017e-02,
3.25210005e-01, 1.01999998e-01, -2.13860005e-01,
1.63530007e-01, 5.70400000e-01, -4.88339990e-01,
-2.96689998e-02, -1.25320002e-01, 1.57839999e-01,
-1.63489997e-01, 1.07620001e-01, 6.45250022e-01,
-8.36459994e-01, 1.35000005e-01, 2.16319993e-01,
-3.08219999e-01, -1.56729996e-01, 2.70789992e-02,
-4.64430004e-02, -4.03910019e-02, -3.12559992e-01,
-4.49640006e-01, -4.75120008e-01, 4.75969985e-02,
-1.27849996e-01]], dtype=float32)], dtype=object)
基本上，它是数组列表的数组(将熊猫系列的行传递到矩阵).形状输出为:
Basically, it's an array (the rows of a pandas series passed to a matrix) of a list of arrays. The shape outputs as:
(404290,)
为什么numpy无法检测到我想要三维数组?
Why isn't numpy detecting that I want a three dimensional array?
更改了某些内容，因为我是个白痴，但是这里有同样的问题.
Changed something because I was an idiot, but having the same issue here.
Edit2:这是我创建数组的方式
Here's how i'm creating the array
train['question1_vector'] = train['question1_nlp'].apply(lambda x: np.array([k.vector[:100] for k in x]))
基本上，我要从句子的每一行中提取所有单词向量(最多100个窗口).
Basically, I'm pulling out all word vectors (up to 100 windows) from a sentence for every row.
然后我打电话
train['question1_vector'].values
尝试获取值.
形状应该像
(404290, len_of_sentence, 100)
推荐答案
假设您有以下数据:
a = pd.Series(np.arange(1,3))
b = a.apply(lambda n: n * np.arange(3*4).reshape(4,-1))
b.values现在是:
[ array([[ 0, 1, 2],
[ 3, 4, 5],
[ 6, 7, 8],
[ 9, 10, 11]])
array([[ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16],
[18, 20, 22]])]
您要堆叠"这两个2D阵列以构成单个3D阵列.例如，11应该位于22的顶部，并且与之相邻的10应该位于20的顶部.
You want to "stack" these two, 2D arrays to make a single 3D array. For example, 11 should be on top of 22, and adjacent to those, 10 should be on top of 20.
使用np.stack(b, 0):
[ array([[ 0, 1, 2],
[ 3, 4, 5],
[ 6, 7, 8],
[ 9, 10, 11]])
array([[ 0, 2, 4],
[ 6, 8, 10],
[12, 14, 16],
[18, 20, 22]])]
这篇关于块状形状不包括子数组的文章就介绍到这了，希望我们推荐的答案对大家有所帮助，也希望大家多多支持IT屋！
查看全文
