1.先弄明白什么使得现在的效果变得即稳定又好（降维？更细粒度的模型）

    • 是否是因为采用了更细粒度的模型

    利用每个模型之前保存下来的combined_prediction向量，表示之前生成的4000的模型的预测结果，去重之后维度为3006，首先以 mnist_lenet5为例
    case1：过滤掉准确率低于70%的模型（剩2598）
    case2：过滤掉准确率低于80%的模型（剩2394）
    case3：过滤掉准确率低于90%的模型（剩2081）
    case4：过滤掉准确率低于95%的模型（剩1742）
    为了确保最后保留下来的模型个数相同，统一为1500，不降维和降维至100分开统计
    不降维


    		 1平均值 2平均值 3平均值 4平均值 1最大值 2最大值 3最大值 4最大值 1最小值 2最小值 3最小值 4最小值 1方差 2方差 3方差 4方差
    5 1.111221053 1.199926316 1.200705263 1.200663158 1.278 1.279 1.278 1.279 0.599 0.56 0.599 0.599 0.009193225 0.010793605 0.010016082 0.009941487
    6 0.858915789 1.200736842 1.200168421 1.200252632 1.266 1.279 1.279 1.279 0.06 0.599 0.56 0.56 0.035562793 0.010034341 0.010830119 0.010624841
    7 0.859789474 1.201842105 1.200526316 1.199894737 1.266 1.279 1.279 1.279 0.081 0.599 0.599 0.56 0.03471324 0.009730028 0.010350797 0.010736789
    8 0.974105263 1.199557895 1.200094737 1.200315789 1.25 1.279 1.279 1.279 0.101 0.519 0.56 0.599 0.044011399 0.01135991 0.010809475 0.010071921
    9 1.023305263 1.199715789 1.200621053 1.1998 1.25 1.28 1.279 1.278 0.527 0.56 0.599 0.56 0.021695349 0.010688751 0.010029456 0.010673928
    10 1.201094737 1.200336842 1.200905263 1.200747368 1.28 1.279 1.279 1.279 0.599 0.599 0.599 0.599 0.00978598 0.01003675 0.010052402 0.010009578
    11 1.200357895 1.201242105 1.201063158 1.201431579 1.279 1.28 1.28 1.28 0.599 0.637 0.599 0.637 0.010026082 0.00957372 0.009936459 0.009288077
    12 1.200031579 1.200821053 1.201305263 1.202010526 1.279 1.28 1.279 1.279 0.599 0.637 0.637 0.673 0.010160746 0.009559221 0.009459202 0.008835968
    13 1.201168421 1.200463158 1.201621053 1.202147368 1.278 1.279 1.279 1.279 0.637 0.637 0.673 0.708 0.009390856 0.009720649 0.008987225 0.008416399
    14 1.200726316 1.201705263 1.200189474 0.883810526 1.279 1.279 1.28 1.15 0.637 0.673 0.673 0 0.009524725 0.009035155 0.008620385 0.09820049
    15 1.202778947 1.201094737 1.162368421 0.884452632 1.279 1.279 1.279 1.152 0.673 0.637 0.742 0 0.008917983 0.009600212 0.008923012 0.09733509
    16 1.202305263 1.201905263 1.201831579 0.884536842 1.279 1.279 1.28 1.148 0.637 0.673 0.673 0 0.009347538 0.009037686 0.009005635 0.097235154
    17 1.200936842 1.201273684 1.1736 0.742831579 1.28 1.28 1.278 1.755 0.599 0.708 0.708 0 0.010004691 0.008809651 0.00793344 0.114657824
    18 1.201884211 1.200442105 1.203147368 0.879568421 1.279 1.279 1.28 1.152 0.637 0.673 0.742 0 0.009485408 0.009588183 0.007857852 0.094160708
    19 1.201547368 1.202052632 0.895357895 0.885084211 1.279 1.278 1.164 1.15 0.673 0.708 0 0 0.009210206 0.008763924 0.103301956 0.097179888
    20 0.901273684 1.183715789 1.204221053 0.787694737 1.171 1.279 1.28 1.022 0 0.708 0.836 0 0.106361441 0.008743067 0.00703272 0.069559538
    21 0.862178947 0.759694737 1.1944 0.906284211 1.117 1.024 1.279 1.172 0 0 0.806 0 0.091624757 0.06994798 0.007224051 0.102763909
    22 1.201757895 1.163378947 0.905389474 0.756252632 1.279 1.276 1.172 1.64 0.673 0.708 0 0 0.009070689 0.008231646 0.10298929 0.116635705
    23 1.113589474 1.202273684 0.759905263 0.756589474 1.279 1.279 1.666 1.64 0.708 0.742 0 0 0.011373568 0.008321778 0.120465623 0.116430853
    24 1.126357895 1.125168421 0.874694737 0.715084211 1.279 1.278 1.131 4.688 0.742 0.742 0 0 0.009923851 0.008015635 0.091542802 0.589210982
    25 1.176536842 0.903147368 1.203757895 0.649526316 1.277 1.172 1.28 3.175 0.742 0 0.836 0 0.008146985 0.104949136 0.007186141 0.236772123
    26 0.901968421 1.203210526 0.906778947 0.719231579 1.171 1.279 1.167 1.515 0 0.806 0 0 0.106505336 0.007621219 0.102201225 0.098122178
    27 1.202031579 0.698526316 0.757705263 0.748768421 1.28 1.695 1.64 6.061 0.774 0 0 0 0.008187546 0.101098018 0.117169682 1.16933302
    28 0.901863158 1.187126316 0.906831579 0.734263158 1.171 1.28 1.167 1.515 0 0.865 0 0 0.10610976 0.006872889 0.101815887 0.105342699
    29 0.902642105 0.795221053 0.7116 0.753052632 1.171 1.066 3.125 1.515 0 0 0 0 0.105315619 0.07164493 0.241004177 0.112036892
    30 0.901 0.8744 0.895189474 0.640294737 1.167 1.133 1.163 2.941 0 0 0 0 0.106978547 0.092358724 0.096460006 0.197728166
    31 1.203778947 0.878547368 0.711957895 0.794147368 1.28 1.148 3.175 5.797 0.774 0 0 0 0.007841646 0.0947897 0.245588251 1.013347726
    32 1.191042105 1.144968421 0.811831579 0.791747368 1.279 1.275 1.059 5.797 0.806 0.877 0 0 0.007523388 0.006381988 0.07126054 1.010474378
    33 1.203905263 0.646221053 0.709905263 0.767736842 1.279 3.279 1.492 5.797 0.836 0 0 0 0.007205496 0.256942909 0.09599998 0.989198194
    34 0.725810526 0.758726316 0.705494737 0.705568421 1.695 1.64 3.03 4.226 0 0 0 0 0.106670322 0.118792851 0.226735408 0.473203445
    35 1.205157895 0.838863158 0.752557895 0.706063158 1.28 1.11 1.539 4.109 0.836 0 0 0 0.006936407 0.08478136 0.113218457 0.446112691
    36 0.902789474 0.689273684 0.726357895 0.817557895 1.172 1.613 4.411 6.944 0 0 0 0 0.10524044 0.094414788 0.530447451 1.621278226
    37 0.8644 0.720063158 0.717505263 0.730673684 1.113 1.613 1.47 5.406 0 0 0 0 0.089804345 0.103122859 0.09889806 0.889283357
    38 0.903263158 0.660715789 0.709947368 0.763568421 1.171 1.539 1.45 5.334 0 0 0 0 0.104708762 0.082616667 0.094412366 0.864251551
    39 1.151189474 0.629021053 0.705105263 0.803063158 1.277 3.175 4.167 6.579 0.877 0 0 0 0.006225375 0.240186273 0.451386031 1.510679954
    40 0.867831579 1.143378947 0.749063158 1.160821053 1.135 1.277 1.428 9.091 0 0.893 0 0 0.092154772 0.005504025 0.111365154 3.200306631
    41 0.905231579 0.882126316 0.651652632 0.981789474 1.172 1.148 4.167 7.692 0 0 0 0 0.102228115 0.0911091 0.448212964 2.133757493
    42 1.150810526 0.696926316 0.877336842 0.698821053 1.277 1.515 6.944 5.035 0.855 0 0 0 0.00594249 0.093974805 1.61961136 0.7856956
    43 0.840442105 0.685926316 1.019821053 0.838578947 1.062 1.539 8.108 6.082 0 0 0 0 0.080759005 0.092685163 2.345371515 1.306310012
    44 1.149168421 0.885484211 0.699747368 0.962210526 1.279 1.15 4 7.44 0.877 0 0 0 0.006059614 0.089504166 0.418367073 1.993222545
    45 0.848915789 0.702768421 0.685105263 0.829231579 1.087 1.47 2.667 6.082 0 0 0 0 0.082347593 0.095610094 0.177826157 1.252257567
    46 1.142463158 0.704568421 0.695673684 0.870221053 1.279 1.47 3.947 7.079 0.893 0 0 0 0.005602985 0.094951866 0.415632178 2.016558741
    47 0.906852632 0.734389474 0.683252632 1.736147368 1.169 1.45 3.769 12.075 0 0 0 0 0.102297768 0.106353522 0.369194231 6.026962926
    48 0.841515789 0.907547368 0.738789474 0.935736842 1.062 1.169 5.035 6.963 0 0 0 0 0.079686566 0.096188416 0.772117261 1.810866825
    49 0.894578947 0.667042105 0.683021053 0.7948 1.163 2.817 3.769 5.675 0 0 0 0 0.097041381 0.203093451 0.361325979 1.108564392
    50 0.749368421 0.867957895 0.689989474 1.039578947 1.47 1.115 3.896 7.905 0 0 0 0 0.115943391 0.081232946 0.385102705 2.555548686
    51 0.852905263 0.636673684 0.735273684 1.036210526 1.087 2.74 4.94 7.905 0 0 0 0 0.083376886 0.176920978 0.724860451 2.513243366
    52 0.813842105 0.658157895 0.740957895 1.240894737 1.089 1.389 4.94 8.803 0 0 0 0 0.073654891 0.08141487 0.747142693 3.27018001
    53 0.683852632 0.627578947 0.669063158 1.006378947 1.389 2.74 3.538 7.553 0 0 0 0 0.088639305 0.174699107 0.316777828 2.406340341
    54 0.746631579 0.602747368 0.722210526 1.905042105 1.428 2.74 4.669 11.884 0 0 0 0 0.11186857 0.173392526 0.652096271 6.282448525
    55 0.709473684 0.620778947 0.6748 1.431589474 1.389 1.316 4.758 9.662 0 0 0 0 0.093307618 0.066542656 0.662918392 4.068432937
    56 0.686568421 0.636757895 0.661505263 1.195378947 1.389 1.334 2.319 8.31 0 0 0 0 0.087393719 0.072179236 0.135799134 3.076985393
    57 0.844842105 0.662621053 1.284568421 2.191368421 1.066 2.564 9.068 12.657 0 0 0 0.099 0.076672301 0.163443225 3.516420582 6.89090337
    58 0.899010526 0.699263158 0.957021053 0.863315789 1.159 1.282 6.851 5.951 0 0 0 0 0.091705989 0.091684889 1.879142568 1.4113067
    59 0.678494737 0.619357895 1.294568421 1.598989474 2.703 2.564 9.068 10.072 0 0 0 0 0.185514903 0.146231619 3.584477151 4.706041968
    60 0.7424 0.696726316 0.899947368 1.383052632 1.334 3.846 6.429 9.019 0 0 0 0 0.109335566 0.412216957 1.717915355 3.706865776

    降维至100


    		 1平均值 2平均值 3平均值 4平均值 1最大值 2最大值 3最大值 4最大值 1最小值 2最小值 3最小值 4最小值 1方差 2方差 3方差 4方差
    5 7.017231579 7.499557895 8.978768421 9.734684211 12.44 15.686 19.672 19.285 3.64 3.738 4.243 4.243 6.963947757 8.861110352 14.72943435 20.7086827
    6 3.553936842 3.571084211 4.833957895 7.136863158 6.122 5.797 8.62 13.333 1.917 1.815 2.323 3.33 1.131129154 1.088511656 2.897931135 7.747809402
    7 2.871547368 2.501421053 3.563578947 3.181705263 4.94 4.975 6.212 10 1.357 1.109 1.517 0.808 0.88291949 0.904786917 1.701569402 5.604186082
    8 0.283084211 1.805431579 2.924115789 3.856610526 1.235 3.98 6 8.333 0 0.706 1.11 1.614 0.080027846 0.581324561 1.475675387 2.097664364
    9 0.991578947 0.967663158 2.241473684 2.965263158 1.25 1.25 4.498 5 0.433 0.521 0.706 1.211 0.030919528 0.015980434 1.138453828 1.041292489
    10 1.200947368 1.200326316 0.9902 1.072694737 1.279 1.279 1.25 1.256 0.56 0.599 0.417 0.599 0.010588197 0.010170009 0.030868076 0.01039758
    11 1.200663158 1.200484211 0.989768421 1.073410526 1.28 1.278 1.25 1.258 0.56 0.599 0.417 0.637 0.010668834 0.010168187 0.03123262 0.010032326
    12 1.200673684 1.200347368 1.200810526 0.915852632 1.279 1.279 1.279 1.261 0.56 0.599 0.637 0.673 0.010499567 0.010053995 0.009673627 0.020540126
    13 1.118284211 1.190389474 1.201221053 0.916273684 1.272 1.278 1.279 1.261 0.56 0.599 0.599 0.678 0.009192561 0.010158911 0.010013646 0.020397967
    14 1.118684211 1.076263158 1.202494737 0.990747368 1.279 1.266 1.279 1.266 0.56 0.599 0.673 0.708 0.009133795 0.010622425 0.00894446 0.020694673
    15 1.024452632 1.190221053 1.203305263 1.033126316 1.266 1.279 1.279 1.274 0.527 0.599 0.708 0.774 0.021430269 0.010335793 0.008422844 0.010725837
    16 0.527157895 1.190505263 1.202894737 0.792736842 1.266 1.279 1.279 1.093 0 0.599 0.708 0 0.062783396 0.010101745 0.008454347 0.074513141
    17 0.526957895 1.056715789 1.079315789 0.667873684 1.25 1.275 1.279 1.755 0 0.637 0.742 0 0.062097051 0.013926477 0.009482153 0.093962321
    18 0.559842105 1.087221053 1.0206 0.9804 1.25 1.275 1.276 1.274 0.233 0.673 0.774 0.735 0.056311607 0.018653793 0.018576998 0.022483629
    19 0.244252632 1.099084211 0.658147368 0.907452632 0.625 1.279 0.944 1.266 0 0.673 0 0.56 0.036082947 0.014411067 0.04984301 0.044506585
    20 0.375547368 1.087210526 0.674357895 0.907673684 1.25 1.274 1.022 1.266 0 0.673 0 0.558 0.102384648 0.01854105 0.056501303 0.04464902
    21 0.197715789 0.757210526 0.657105263 0.682936842 0.625 1.093 0.944 0.942 0 0 0 0 0.017632582 0.075005556 0.049584978 0.050819659
    22 0.2556 0.668505263 0.657736842 0.859610526 0.621 1.018 0.95 1.27 0 0 0 0.449 0.022484787 0.064585682 0.04919752 0.070697248
    23 0.736905263 0.588221053 0.573673684 0.849284211 0.956 1.852 0.986 1.274 0 0 0 0.449 0.063604823 0.089865477 0.047688515 0.077060182
    24 0.619821053 0.750736842 0.557252632 0.878147368 0.911 1.091 0.766 1.278 0 0 0 0.453 0.064751347 0.074890257 0.036366841 0.060697831
    25 0.749694737 0.932421053 0.439168421 0.847484211 1.093 1.27 0.944 1.27 0 0.677 0 0.453 0.074189202 0.034330981 0.04811374 0.065371892
    26 0.815326316 0.594294737 0.332926316 0.6226 1.11 1.724 0.655 0.947 0 0 0 0 0.080743904 0.078611955 0.023623626 0.046641566
    27 0.989821053 0.9548 0.350631579 0.675831579 1.266 1.261 0.871 0.957 0.738 0.702 0 0 0.010849326 0.024882771 0.050463748 0.050414351
    28 0.732336842 0.582494737 0.313610526 0.440084211 1.064 0.947 0.713 1.588 0 0 0 0 0.067695971 0.043351724 0.030756554 0.063736856
    29 0.793863158 1.003873684 0.419305263 0.445252632 1.11 1.279 1.613 1.539 0 0.671 0 0 0.078768644 0.031667016 0.061209896 0.059489368
    30 0.747810526 0.649652632 0.280210526 0.954578947 1.019 1.021 1.613 1.274 0 0 0 0.521 0.070465964 0.053626964 0.063905956 0.037039191
    31 1.003842105 0.598210526 0.286252632 0.442168421 1.279 0.947 3.175 3.03 0.704 0 0 0 0.020021522 0.043808356 0.29102362 0.217102182
    32 0.947705263 0.934084211 0.292347368 0.363789474 1.255 1.266 1.563 1.492 0.704 0.562 0 0 0.015727808 0.038704119 0.062322858 0.065720229
    33 0.907884211 0.405957895 0.649789474 0.814136842 1.255 1.613 1.278 1.059 0.491 0 0.238 0 0.027071702 0.065488398 0.127660293 0.070649929
    34 0.5556 0.866694737 0.559884211 0.619757895 1.666 1.279 1.278 1.022 0 0.366 0 0 0.074164914 0.087324317 0.180931955 0.050502983
    35 0.693747368 0.539936842 0.570210526 0.907905263 0.93 0.942 0.942 1.276 0 0 0 0.489 0.054301262 0.047033217 0.039171535 0.06713638
    36 0.633736842 0.564736842 0.411789474 0.711747368 1.64 3.226 0.952 5.634 0 0 0 0 0.089674004 0.250638636 0.05186545 1.030060968
    37 0.923673684 0.673210526 0.307431579 0.690221053 1.278 0.944 0.957 1.048 0.506 0 0 0 0.043670557 0.048267661 0.074724498 0.067804593
    38 0.673905263 0.5132 0.267631579 0.868094737 0.947 1.563 2.899 1.148 0 0 0 0 0.049700149 0.085720771 0.25450398 0.082880359
    39 0.819147368 0.701126316 0.506136842 0.752010526 1.064 1.035 0.952 1.048 0 0 0 0 0.07664741 0.059848321 0.042322644 0.058535568
    40 0.586010526 0.592084211 0.4654 0.769926316 1.013 6.154 0.977 1.048 0 0 0 0 0.050711168 1.418897424 0.055314577 0.057193795
    41 0.651305263 0.526863158 0.2278 0.681578947 1.023 1.515 2.817 2.703 0 0 0 0 0.055979096 0.071251002 0.237372413 0.17788357
    42 0.7444 0.625631579 0.409431579 0.9758 0.993 1.064 2.778 1.272 0 0 0 0.673 0.066788493 0.07673657 0.18880433 0.036291044
    43 0.536347368 0.403431579 0.437621053 1.052884211 1.563 1.515 2.778 1.277 0 0 0 0.717 0.065645806 0.061582856 0.173216846 0.020268418
    44 0.582631579 0.652294737 0.358147368 0.969547368 1.47 1.064 4.109 1.278 0 0 0 0.489 0.068362106 0.07263785 0.600864273 0.062376774
    45 0.501389474 0.555347368 0.508621053 0.673063158 1.563 1.023 2.74 1.051 0 0 0 0 0.069878175 0.056677216 0.172975772 0.066602691
    46 0.579221053 0.561294737 0.436147368 0.610894737 1.515 2.899 4.054 2.44 0 0 0 0 0.079420635 0.193946692 0.522793305 0.131822473
    47 0.452105263 0.620452632 0.502842105 1.058736842 1.492 2.899 1.352 1.274 0 0 0 0.82 0.055218473 0.199045216 0.055339249 0.016779983
    48 0.656336842 0.485957895 0.558757895 0.531178947 1.066 1.47 3.947 1.144 0 0 0 0 0.071110329 0.058924103 0.438748141 0.055957831
    49 0.561568421 0.641305263 0.740105263 0.595063158 2.941 1.409 6.493 2.379 0 0 0 0 0.227605866 0.076628254 1.686864178 0.123341807
    50 0.372178947 0.690884211 0.474821053 0.697484211 2.857 1.389 3.846 1.024 0 0 0 0 0.241563221 0.089805744 0.436642021 0.091979976
    51 0.519073684 0.570663158 0.546189474 0.601694737 2.778 5.555 3.769 2.259 0 0 0 0 0.191586384 1.176728181 0.408785459 0.115688865
    52 0.539947368 0.584652632 0.503210526 0.638989474 1.428 4.226 3.69 1.055 0 0 0 0 0.059147608 0.483966732 0.409278166 0.076876495
    53 0.376547368 0.473 0.600663158 0.487084211 1.409 1.389 1.238 3.392 0 0 0 0 0.06361829 0.056173642 0.062547929 0.314135109
    54 0.598621053 0.371147368 0.597568421 0.531052632 1.409 1.352 3.613 3.254 0 0 0 0 0.067313077 0.076361957 0.349611656 0.29044346
    55 0.567242105 0.572336842 0.677715789 0.591894737 4.109 1.334 6.082 3.254 0 0 0 0 0.526367762 0.063517402 1.524890498 0.271643736
    56 0.440663158 0.561157895 0.431357895 0.4738 2.667 2.667 3.392 3.187 0 0 0 0 0.182593613 0.15782988 0.372208819 0.289393823
    57 0.759757895 0.638557895 0.6354 0.559589474 1.099 1.298 4.582 1.935 0 0 0 0 0.07072052 0.081265678 0.725658556 0.092824958
    58 0.751505263 0.631684211 0.502673684 0.651063158 6.579 5.334 2.091 4.182 0 0 0 0 1.89135086 0.954285669 0.102014494 0.554916038
    59 0.365715789 0.607210526 0.571357895 0.628778947 2.667 2.597 3.254 4.107 0 0 0 0 0.185200498 0.150028966 0.312309346 0.54907733
    60 0.445263158 0.555547368 0.601168421 0.573568421 2.631 0.911 2.037 2.995 0 0 0 0 0.185896068 0.06128389 0.111029508 0.227284498

    不降维（lenet1，维度为1000，0.9时维度为970）


    		 1平均值 2平均值 3平均值 1最大值 2最大值 3最大值 1最小值 2最小值 3最小值 1方差 2方差 3方差
    5 4.828389474 3.687463158 3.038094737 5.139 4.314 11.387 4.28 0 0 0.036792701 0.721562501 3.223972696
    6 4.703252632 4.004294737 4.098610526 5.135 4.625 4.831 4.398 0 0 0.038932105 0.976464187 1.078556511
    7 4.809 3.789147368 4.401473684 5.135 4.616 4.904 4.398 0 0.476 0.019660758 1.117232378 0.584069007
    8 4.945010526 4.651810526 4.727694737 5.136 4.926 5.028 4.28 2.28 2.28 0.016789674 0.163094217 0.195875223
    9 4.972494737 4.654968421 4.588684211 5.135 4.926 5 4.398 2.437 3.571 0.011265471 0.155323525 0.121246069
    10 4.997347368 3.607684211 5.057578947 5.137 4.043 5.138 4.398 2.437 4.511 0.009403932 0.068358974 0.010068812
    11 4.162852632 3.964294737 4.305094737 5 5.042 4.545 3.9 3.571 2.588 0.041889178 0.087508903 0.084424296
    12 3.994021053 3.442515789 4.099326316 5 4 4.444 3.607 2.437 2.588 0.0841464 0.060126502 0.098484641
    13 4.064031579 3.996273684 4.101452632 5.051 5.085 4.587 3.465 3.583 2.733 0.073700494 0.099271251 0.066939721
    14 4.0564 3.914905263 4.077094737 5.051 5.042 4.444 3.765 3.449 2.733 0.061258808 0.121164128 0.071917623
    15 4.170547368 4.203821053 4.088210526 5.063 4.796 4.551 3.868 2.588 2.733 0.061315932 0.105903726 0.058522945
    16 4.231736842 3.973526316 3.894494737 5.128 5.102 4.302 3.738 3.438 2.872 0.099175647 0.071062986 0.07937225
    17 4.016052632 3.883 3.953126316 5.063 5.102 4.332 3.571 3.357 2.97 0.073065839 0.0946292 0.0740943
    18 4.025452632 3.960768421 2.940663158 5 5.051 3.549 3.465 3.449 1.189 0.062139174 0.101440936 0.211313971
    19 3.226189474 3.958726316 3.238842105 4.918 5 3.829 2.426 3.319 1.189 0.130660575 0.124199251 0.217333565
    20 3.9518 4.155515789 4.125852632 5.063 5 4.581 3.007 3.431 2.985 0.101631444 0.11518726 0.055971052
    21 4.014347368 4.169694737 3.253547368 5.128 5.047 3.847 3.601 3.67 1.493 0.137076921 0.155643749 0.1183145
    22 3.447705263 4.101621053 3.911389474 5 4.501 4.436 2.837 3.073 2.941 0.147454103 0.090645225 0.039897206
    23 3.761947368 3.895505263 3.699915789 5.063 4.904 4.031 3.073 3.384 1.471 0.125509881 0.13917046 0.174083046
    24 3.899705263 3.733852632 3.376505263 4.762 4.5 3.902 3.489 3.077 1.584 0.051723618 0.051013431 0.213163155
    25 3.435863158 4.246757895 3.912494737 3.91 5.036 4.61 0.846 3.708 3.137 0.27447395 0.144743426 0.073302103
    26 4.0806 3.594105263 3.668147368 5.128 4.09 4.398 3.667 1.493 3.137 0.122164345 0.193917105 0.05494882
    27 3.951515789 3.294768421 2.772115789 5 3.77 3.556 3.361 0 0 0.129074944 0.450725967 0.665755892
    28 3.758484211 3.387694737 3.337452632 4.286 4.08 3.883 3.007 0 0 0.029494566 0.783011896 0.388113953
    29 3.119557895 4.163052632 2.723189474 3.714 4.533 3.424 0.846 2.985 0 0.29639292 0.057250387 0.550925964
    30 3.421315789 4.108347368 2.365747368 4.098 4.677 8.181 2.813 3.034 0 0.073456742 0.059896732 1.488448841
    31 3.347368421 3.469347368 3.729463158 3.98 4.318 4.175 1.02 0 1.471 0.342232738 0.536641742 0.150221049
    32 4.060368421 4.197694737 2.713547368 4.545 4.725 3.523 2.872 3.034 0 0.100379327 0.091134296 0.752729385
    33 2.896410526 4.375452632 2.735284211 3.629 5.085 5.897 0 3.797 0 0.702931968 0.138707174 1.31246633
    34 2.823484211 4.005126316 3.462052632 3.6 4.574 4 0 3.226 0 0.700606797 0.125995479 0.777695713
    35 3.613705263 3.763557895 2.828021053 4.146 4.499 4.166 1.352 0 0 0.276409387 0.591459636 0.880683452
    36 3.0578 3.995168421 2.806989474 3.62 4.551 6.944 0 3.238 0 0.472522665 0.089914877 1.435129
    37 3.425852632 4.057378947 2.773305263 4.16 4.522 5.555 0 2.985 0 0.605973473 0.047276551 1.149858023
    38 3.300610526 3.901821053 2.735273684 3.917 4.5 5.555 0 3.125 0 0.542289122 0.045287389 1.041832915
    39 3.849084211 4.084431579 2.682452632 4.61 4.5 3.423 3.238 3.077 0 0.056801909 0.056319466 0.609993069
    40 3.484284211 3.343915789 2.583663158 4.191 4.264 6.85 0 0 0 0.886303614 0.782202561 1.245316455
    41 3.710442105 3.278378947 2.805252632 4.111 3.955 3.562 3.137 0 0 0.034182794 0.687460825 0.627190715
    42 3.2278 3.532126316 2.545263158 3.88 4.028 7.895 1.66 0 0 0.111314265 0.408987395 1.403224594
    43 3.614326316 3.539778947 2.634515789 4.324 4.219 5.195 0 0 0 0.656075588 0.480966151 0.892111723
    44 3.788315789 3.313473684 2.761947368 4.379 3.938 5.195 0 0.135 0 0.630221753 0.373726081 1.132342934
    45 3.610778947 3.400178947 2.548568421 4.123 4.11 6.175 0.28 1.584 0 0.455279983 0.114352463 1.209514835
    46 3.445968421 3.615957895 2.370263158 4.129 4.146 7.004 0 0 0 0.903156894 0.522679472 1.094227878
    47 3.424094737 4.525978947 2.4588 3.942 4.859 4.535 1.562 3.137 0 0.278827917 0.065781221 0.663958771
    48 3.350578947 4.230231579 2.482568421 3.94 4.776 7.004 0 3.238 0 0.557446433 0.097646304 1.156612519
    49 3.972852632 3.852652632 2.475326316 4.392 4.701 5.382 3.125 3.238 0 0.060552905 0.135964395 0.938449567
    50 3.316968421 3.406378947 2.750473684 4.04 3.894 3.818 0 0.691 0 1.065552599 0.296849541 1.061429702
    51 3.713957895 2.959631579 2.638484211 4.208 3.614 5.014 1.191 0 0 0.401447977 0.703824043 0.997971534
    52 3.935989474 3.704736842 2.205652632 4.546 4.29 7.162 2.941 2.172 0 0.1041234 0.181734404 1.284041385
    53 3.353021053 3.321178947 2.468263158 4.07 4.105 6.191 0 0 0 0.979702273 0.744751536 0.921542215
    54 3.575957895 3.424726316 2.347326316 4.094 4.095 10.41 0.135 1.07 0 0.431760777 0.262708915 2.740039778
    55 4.293157895 2.891873684 2.680042105 4.754 3.367 4.494 1.709 0 0 0.290446343 0.392469142 0.887801725
    56 3.140242105 2.979084211 2.418589474 3.916 3.734 7.865 0 0 0 1.001765299 0.666592519 1.712339653
    57 2.837505263 2.490515789 2.399052632 3.469 4.91 4.494 0 0 0 0.617619113 0.806436902 0.779427397
    58 3.725168421 3.714210526 2.248147368 4.302 4.163 10.989 0.28 1.163 0 0.47939353 0.32910585 3.400159094
    59 2.897115789 3.563505263 2.374126316 3.666 4.3 11.956 0 1.234 0 0.818691597 0.298336924 4.155849816
    60 3.298221053 3.156768421 2.520473684 4.205 3.841 6.383 0 0 0 0.988195477 0.795234452 1.153091891

    降维至100


    		 1平均值 2平均值 3平均值 1最大值 2最大值 3最大值 1最小值 2最小值 3最小值 1方差 2方差 3方差
    5 19.38910526 23.77589474 25.16975789 28 37.261 31.579 14.21 16.969 17.474 7.681350452 23.36739378 19.08492623
    6 11.00998947 11.44369474 19.57807368 20 17.058 23.616 7.07 7.07 14.493 8.158787526 7.830959138 7.427423963
    7 4.824273684 9.214747368 13.47936842 9.859 12.924 17.38 2.414 5.883 6 3.60564123 4.448971768 4.058079959
    8 2.370589474 5.937094737 8.308031579 7.22 14 10.157 0.659 4.568 1.387 2.30160401 2.568693602 3.091395062
    9 0.962052632 0.318663158 2.233494737 3.922 3.922 3.452 0 0 0 0.371179355 0.286225992 0.616806924
    10 3.842221053 4.853147368 0.892957895 4.597 5.137 1.62 0.28 4.398 0 0.770984172 0.05085341 0.169358335
    11 3.015568421 4.059273684 2.298936842 3.851 4.625 3.415 0 2.28 0 1.253287045 0.118322494 0.679560059
    12 3.1564 4.002884211 2.649494737 4.017 4.468 4.918 0 2.28 1.937 1.050605272 0.08357406 0.281269387
    13 3.043410526 3.448157895 1.955694737 3.48 4.264 2.963 0.476 0.476 0 0.223889568 0.307995396 0.337802254
    14 2.939821053 3.008326316 1.745147368 3.519 3.703 2.694 0.476 2.459 0 0.169424926 0.098289041 0.281750841
    15 2.674473684 1.924315789 2.574726316 3.318 2.895 3.333 0.28 0 0 0.261970712 0.40971049 0.313718388
    16 2.343357895 1.937410526 0.587873684 2.945 2.564 2.5 0.28 0.665 0 0.223179703 0.088156158 0.393031647
    17 1.935957895 1.924589474 0.749115789 2.708 2.905 3.636 0.356 0 0 0.444390777 0.519931 0.20515166
    18 2.553431579 1.521389474 0.909105263 3.137 2.688 3.572 0 0 0 0.441699045 0.480770364 0.215206726
    19 2.751484211 1.5694 0.8498 3.296 2.264 3.572 0 0 0 0.527440966 0.162617651 0.251705507
    20 3.164252632 2.098926316 1.148831579 3.613 2.876 3.509 2.437 0.846 0 0.047238231 0.185426342 0.209675319
    21 2.381926316 2.282378947 1.036273684 3.174 2.922 1.883 0 1.093 0 0.574856847 0.171706699 0.205926009
    22 2.824821053 1.848347368 1.204473684 3.658 2.667 2.083 1.753 1.02 0 0.116610821 0.163618269 0.195786628
    23 3.019557895 2.395778947 1.012389474 5 3.333 4.974 2.228 1.189 0 0.220800752 0.248371183 0.475933564
    24 3.315610526 1.920989474 1.003168421 5.063 2.664 4.974 2.81 0 0 0.164088196 0.189657295 0.348492287
    25 3.2002 1.875894737 1.660852632 4.469 2.679 2.761 2.604 0 0 0.264624434 0.269319168 0.169518715
    26 1.6898 2.420557895 1.357084211 2.878 3.371 6.387 0 1.352 0 0.338954728 0.133259236 0.798123361
    27 2.832273684 1.372578947 1.548242105 3.649 7.018 4.72 0.476 0 0 0.134944009 0.840315865 0.32170231
    28 2.837221053 1.762705263 0.660631579 3.415 2.515 5.849 0 0 0 0.353106783 0.14117785 0.861855348
    29 1.810315789 1.209336842 1.068042105 2.455 10.059 7.462 0 0 0 0.4451007 2.353723508 1.130195872
    30 1.584810526 1.528757895 2.016589474 3.636 2.13 3 0 0 1.37 0.551204133 0.167041973 0.122992579
    31 2.577894737 0.951031579 0.865505263 3.649 9.72 5.345 0.846 0 0 0.138862136 2.223062388 0.610575092
    32 1.605589474 1.148473684 1.359610526 2.2 6.387 2.322 0 0 0 0.168820389 0.798255407 0.137894175
    33 1.553505263 0.769473684 1.179031579 2.222 4.236 3.356 0 0 0 0.111403934 0.466256755 0.215455988
    34 1.562894737 0.831294737 1.726705263 5.173 4.236 2.511 0 0 0 0.537452199 0.366524987 0.241225618
    35 2.185 1.110157895 1.888010526 3.012 2.835 2.956 0 0 0 0.619800379 0.24957668 0.293052705
    36 1.456505263 0.578 1.234231579 2.208 5.345 4.348 0 0 0 0.287651513 0.798859937 0.330140388
    37 1.644031579 0.884305263 1.2468 5.263 5.345 10 0 0 0 0.852574157 0.681350654 2.778473802
    38 1.0736 0.664736842 1.012705263 2.488 5.104 7.143 0 0 0 0.152427608 0.56205632 1.12901585
    39 0.909863158 1.749094737 2.170863158 8.364 7.901 2.786 0 0 0 1.454144118 1.35283377 0.372097613
    40 1.539747368 0.803073684 1.026452632 4.871 4.646 10.959 0 0 0 0.51417282 0.501570174 3.869263111
    41 1.345242105 0.642178947 1.315915789 3.053 4.871 6.85 0 0 0 0.233075678 0.590357831 0.871112772
    42 1.068684211 1.422010526 1.419126316 2.835 2.899 6.667 0 0 0 0.1637243 0.168105842 0.877120342
    43 1.152463158 1.337610526 0.944073684 1.827 10.811 10.667 0 0 0 0.311819175 4.224995964 3.65206371
    44 1.4598 1.225505263 1.632284211 2.235 2.899 2.667 0 0 0 0.155371192 0.315058671 0.237792688
    45 1.078936842 1.152926316 1.608968421 2.624 2.857 14.286 0 0 0 0.243717933 0.475524763 6.920602515
    46 1.308978947 0.986968421 1.411736842 2.419 2.956 11.239 0 0 0 0.167725536 0.181633462 3.854138804
    47 1.306631579 1.011042105 0.972747368 5.849 4.225 6.175 0 0 0 0.692289727 0.447007009 0.763141789
    48 0.9536 1.051273684 1.036357895 3.153 5.715 6.175 0 0 0 0.302039566 0.878843988 0.845473325
    49 1.153084211 1.596221053 1.467515789 8.768 2.385 13.47 0 0 0 1.867714624 0.186200151 6.327418544
    50 1.715684211 0.665294737 1.585652632 4.006 5.634 14.11 0 0 0 0.380319374 0.760660629 7.79908829
    51 0.748315789 1.334684211 0.951831579 3.782 2.703 6.587 0 0 0 0.334393542 0.236804742 1.101974098
    52 1.588978947 1.165652632 2.183147368 2.219 4.11 17.431 0 0 0 0.175244989 0.285423006 12.62356613
    53 1.072873684 1.400547368 1.317157895 3.356 9.46 12.339 0 0 0 0.206969542 2.612221995 6.535812933
    54 1.459905263 1.052336842 1.615526316 2.223 2.667 10.65 0 0 0 0.174449391 0.214956602 3.75811166
    55 1.583126316 1.055494737 1.650789474 2.899 2.632 14.138 0 0 0 0.266768952 0.168506376 8.211960587
    56 1.677957895 0.821410526 2.176789474 2.139 3.822 17.307 0 0 0 0.258649682 0.288701379 13.17142166
    57 1.8462 0.458705263 1.437915789 3.153 5.195 11.363 0 0 0 0.273211339 0.627772734 4.902693488
    58 1.006736842 1.401631579 1.576915789 2.485 2.597 7.954 0 0 0 0.188868699 0.300811685 1.644921298
    59 1.304210526 0.636978947 1.714410526 4.426 3.822 14.607 0 0 0 0.473279787 0.244795052 9.352149716
    60 1.475715789 1.217410526 1.554 4.348 9.72 14.285 0 0 0 0.412184182 3.3129146 9.200104947

    不降维（lenet4，维度为1500，0.9时维度为1456）


    		 1平均值 2平均值 3平均值 1最大值 2最大值 3最大值 1最小值 2最小值 3最小值 1方差 2方差 3方差
    5 2.509452632 3.128789474 3.126726316 2.857 3.21 3.21 0.537 2.498 2.42 0.148131406 0.011823303 0.013065988
    6 3.115389474 3.128368421 3.126042105 3.209 3.21 3.209 2.498 2.498 2.498 0.011643122 0.011767938 0.012622988
    7 3.127884211 2.840347368 2.974884211 3.21 3.096 3.196 2.498 1.42 2.42 0.012457071 0.112691553 0.015626313
    8 3.126684211 2.821652632 2.973705263 3.209 3.093 3.167 2.498 1.248 2.42 0.012444658 0.137227764 0.015364187
    9 3.127905263 2.822010526 3.125747368 3.21 3.094 3.21 2.498 1.335 2.498 0.011814696 0.1351554 0.012505705
    10 3.127221053 3.129336842 3.127568421 3.21 3.209 3.21 2.498 2.498 2.498 0.01205552 0.011397171 0.011886351
    11 3.126031579 2.935978947 2.967642105 3.209 3.158 3.175 2.42 2.498 2.574 0.013004557 0.014267305 0.015780819
    12 3.124789474 3.130252632 2.718094737 3.21 3.21 3.175 2.42 2.42 2.29 0.013588461 0.012323178 0.027921538
    13 2.789452632 2.892536842 2.659789474 3.145 3.182 3.175 2.173 2.498 2.069 0.040794521 0.013268607 0.057631956
    14 2.722557895 2.936168421 2.062547368 3.114 3.196 2.467 2.236 2.42 0 0.028710078 0.014132056 0.275183932
    15 2.314031579 2.589484211 2.362547368 2.716 2.916 2.727 0.42 0.42 0.864 0.109411778 0.145564944 0.069638879
    16 2.2856 2.297189474 2.084010526 2.786 2.746 2.472 0.42 0 0 0.222448829 0.376031838 0.258966853
    17 2.335936842 2.457631579 2.285568421 2.683 2.716 2.847 0.42 0.537 1.063 0.109516964 0.101103896 0.066728435
    18 2.431452632 2.090442105 1.960936842 2.887 2.466 2.469 0.537 0 0 0.245766206 0.260398352 0.332001701
    19 2.521378947 1.983021053 2.102378947 2.877 2.675 2.674 0.537 0 0 0.171166888 0.457990715 0.403372299
    20 2.656284211 1.734084211 2.040094737 2.901 2.241 3.509 0.42 0 0 0.138613214 0.345599719 0.488148949
    21 2.545684211 2.185778947 2.319210526 2.805 2.616 2.795 0.42 0 0 0.120608658 0.288291372 0.340841324
    22 1.836705263 1.894136842 1.797821053 2.464 2.485 2.279 0 0 0 0.341643724 0.344775865 0.299076
    23 2.097463158 1.729210526 2.359705263 2.593 2.298 2.867 0 0 0 0.311329912 0.258767198 0.350812418
    24 2.224431579 1.922021053 2.195368421 2.591 2.477 2.781 0 0 0 0.322160624 0.331595642 0.476059033
    25 1.916273684 1.728957895 2.234442105 2.455 3.449 2.656 0 0 0 0.329762409 0.338212609 0.283249362
    26 1.802231579 2.507431579 1.925557895 3.703 2.88 3.226 0 1.248 0 0.382121525 0.076133445 0.534030836
    27 2.557547368 1.791094737 1.767431579 2.889 2.384 4.839 0.864 0 0 0.111861006 0.322853075 0.481925803
    28 2.2822 2.069778947 2.369842105 2.702 2.622 2.792 0 0 0 0.331529613 0.391251667 0.334876533
    29 2.624147368 2.881336842 2.083884211 2.907 3.203 2.669 0.966 2.526 0 0.106040778 0.046380876 0.40329406
    30 2.732694737 1.873547368 2.010042105 3.158 3.39 2.811 2.429 0 0 0.035886949 0.403857069 0.472206798
    31 1.772157895 2.055589474 1.813063158 2.415 2.605 4.349 0 0 0 0.329367986 0.380186431 0.513361364
    32 1.959978947 2.014052632 1.6068 2.531 2.686 5.52 0 0 0 0.423463515 0.439704955 0.607445907
    33 1.743684211 1.889968421 1.899631579 2.308 3.104 3.874 0 0 0 0.320968195 0.394551357 0.501498948
    34 1.914768421 2.175452632 1.820526316 2.346 2.678 3.725 0 0 0 0.226410115 0.319428774 0.448675639
    35 2.339989474 2.215947368 1.754726316 2.604 2.683 5.175 1.316 0 0 0.058666368 0.281143966 0.576280304
    36 1.952410526 2.037189474 1.751305263 2.463 2.586 9.294 0 0 0 0.357326642 0.396321438 2.025821728
    37 2.761547368 1.670936842 1.603305263 3.019 4.349 4.848 1.334 0 0 0.118558521 0.490155743 0.484482107
    38 1.928957895 2.243505263 1.948273684 4.692 2.625 3.302 0 0 0 0.578384988 0.276487534 0.547029462
    39 2.270136842 2.019526316 1.716378947 2.882 2.589 7.094 0 0 0 0.549544329 0.443629344 1.21223173
    40 2.834726316 1.714789474 1.816747368 3.205 3.874 4.539 2.579 0 0 0.026554325 0.376767261 0.58509922
    41 2.210715789 1.759389474 1.784115789 2.591 3.725 4.247 0 0 0 0.27373134 0.437967754 0.565610208
    42 2.142989474 1.879536842 2.036326316 2.605 3.725 2.634 0 0 0 0.45128121 0.485592522 0.495370936
    43 1.888157895 1.718831579 1.7916 2.586 4.848 5.268 0 0 0 0.486769986 0.619144687 0.779316029
    44 2.198905263 2.216147368 2.003778947 2.585 2.8 2.593 0 0 0 0.276540549 0.532945705 0.47961573
    45 2.131168421 2.155684211 1.689326316 2.642 2.693 10.463 0 0 0 0.458041656 0.480062742 3.276366746
    46 2.942684211 1.882757895 1.674905263 3.194 3.302 6.25 2.682 0 0 0.009144258 0.485356899 1.01910977
    47 2.042642105 1.795631579 1.800042105 2.396 3.04 4.938 0 0 0 0.190739872 0.465762906 0.746072167
    48 2.290168421 1.799663158 1.747663158 2.69 4.247 4.938 0 0 0 0.30493414 0.560336771 0.688512897
    49 1.718263158 1.827410526 1.637431579 5.008 2.488 7.407 0 0 0 0.601886004 0.41114001 1.41913654
    50 2.017431579 1.929242105 1.762894737 2.612 2.504 9.639 0 0 0 0.422163403 0.424312499 2.843578326
    51 2.062157895 2.168778947 1.713663158 2.6 2.762 4.762 0 0 0 0.403674154 0.490285751 0.612569381
    52 1.940726316 1.907284211 1.717757895 2.5 2.559 4.762 0 0 0 0.338304809 0.503253277 0.643381089
    53 2.256852632 1.704578947 1.752684211 2.622 7.692 10.589 0 0 0 0.261208778 1.795286075 3.592527521
    54 1.777168421 1.684273684 1.715936842 2.355 5.064 10.465 0 0 0 0.359305593 0.725078872 3.47561488
    55 2.459673684 1.614084211 1.711494737 2.868 3.75 8.989 0 0 0 0.321750409 0.419160119 2.361313324
    56 1.802947368 1.756010526 1.993673684 2.366 2.532 12.5 0 0 0 0.371680155 0.382230663 5.622678136
    57 1.968336842 1.824052632 1.695557895 2.529 2.4 7.955 0 0 0 0.445835992 0.383257713 1.697565299
    58 1.706915789 1.749473684 1.774515789 4.247 3.658 9.89 0 0 0 0.530469277 0.48972347 3.045014081
    59 1.890905263 1.701536842 1.925105263 2.791 4.82 11.956 0 0 0 0.481826338 0.677767575 5.018764052
    60 1.992768421 1.860863158 1.865157895 2.612 2.466 11.956 0 0 0 0.480062978 0.455393908 5.141614596

    降维至100


    		 1平均值 2平均值 3平均值 1最大值 2最大值 3最大值 1最小值 2最小值 3最小值 1方差 2方差 3方差
    5 12.27988421 13.34297895 16.38365263 17.284 16.151 21.272 9.192 9.788 6 4.57861526 3.116305579 9.8624557
    6 4.427821053 5.562863158 7.081115789 6.786 7.941 9.445 1.25 3.334 4 1.841977621 1.493566602 2.353472713
    7 2.005252632 3.472031579 2.849989474 3.704 5 5.008 0 1.695 1.111 1.015236757 0.469178767 0.797842726
    8 0.982978947 0.352105263 2.071073684 2.254 1.925 5.175 0.222 0 0.606 0.198559136 0.114939315 0.674209858
    9 1.305978947 2.432968421 1.501631579 2.509 3.175 2.498 0.42 2.069 0.23 0.200161684 0.075998367 0.166197517
    10 2.718357895 3.127642105 2.799968421 3.033 3.21 3.207 0.42 2.42 2.402 0.16218023 0.012905556 0.078731736
    11 2.717189474 3.128526316 2.498536842 3.033 3.21 3.158 0.42 2.498 2.217 0.162798301 0.011645555 0.059576017
    12 2.692578947 3.127536842 2.5474 3.036 3.209 3.145 0.42 2.498 2.01 0.157773086 0.012024459 0.049149987
    13 3.045557895 2.671347368 2.008326316 3.208 3.141 2.388 2.338 1.915 0.537 0.031390899 0.049112795 0.047163251
    14 2.719484211 2.253452632 2.347242105 3.031 2.786 3.141 1.42 0.72 1.998 0.101875197 0.261833469 0.064364036
    15 2.904231579 2.747473684 2.174610526 3.2 3.087 3.194 2.338 1.835 1.754 0.017272978 0.050499955 0.081526301
    16 2.942357895 2.353578947 1.896978947 3.203 2.787 2.739 2.498 0.537 0.759 0.02724324 0.195910665 0.0982492
    17 2.868694737 2.418736842 1.8884 3.203 3.087 2.303 2.42 1.852 0.864 0.047014212 0.033956068 0.042870429
    18 2.888936842 1.666515789 1.663736842 3.206 2.163 2.29 2.498 0.592 0.864 0.051739849 0.132416481 0.052355352
    19 2.860463158 1.950642105 1.621768421 3.206 3.141 2.739 2.42 0.966 0.966 0.062629343 0.093153388 0.147518157
    20 2.702894737 1.321221053 1.633273684 3.141 1.75 2.064 2.159 0.057 0 0.028648326 0.083242256 0.204036662
    21 2.703736842 1.510610526 1.649778947 3.2 2.024 2.064 2.281 0.864 0 0.070693857 0.05772388 0.21148413
    22 1.995273684 1.356084211 1.643515789 3.141 2.024 2.283 1.574 0.685 0 0.112196578 0.055670898 0.159516987
    23 2.331052632 1.431315789 1.501389474 2.688 2.072 1.887 0.651 0.735 0 0.080929839 0.043612321 0.184403417
    24 2.252010526 1.739715789 1.442536842 3.159 2.532 1.985 1.795 0.864 0 0.076592937 0.055869551 0.179673975
    25 2.193652632 1.803189474 1.462147368 3.087 2.532 2.273 1.751 0.966 0 0.104108921 0.04206228 0.142943599
    26 1.964263158 1.8436 1.264115789 3.141 2.532 1.855 1.37 1.063 0 0.057384215 0.039777208 0.179345344
    27 1.589768421 1.773284211 1.398915789 2.219 2.5 2.273 0.966 0.966 0 0.04988601 0.047037172 0.163747214
    28 2.253263158 2.207326316 1.906336842 3.141 3.145 2.715 0.917 1.738 1.292 0.110365331 0.125209504 0.073420413
    29 2.150231579 2.093273684 1.829884211 2.849 2.537 2.306 0.864 1.157 0 0.125457252 0.045919357 0.18775025
    30 2.0212 2.202905263 1.703115789 2.632 2.823 2.254 0 1.248 0 0.459688539 0.069107896 0.144555892
    31 1.741063158 1.958073684 1.378705263 2.453 2.449 1.826 0 0 0 0.334967049 0.234106995 0.142753071
    32 2.199063158 1.699936842 0.745084211 2.849 2.617 1.563 1.063 1.226 0 0.143818396 0.121897133 0.075037446
    33 1.310315789 2.175926316 1.337684211 1.837 3.191 2.535 0 1.586 0 0.127611984 0.191654952 0.175800869
    34 2.076294737 1.764810526 1.246 2.492 2.226 2.535 0 0 0 0.245929745 0.161918006 0.228914063
    35 1.817736842 1.8204 1.393063158 2.366 2.404 1.948 0 0 0 0.292190341 0.163423461 0.167038985
    36 1.303894737 1.967421053 1.613410526 3.449 2.617 2.276 0 1.292 0 0.258904389 0.091298433 0.25038321
    37 2.379863158 1.800473684 1.013094737 2.789 2.617 3.58 1.248 1.316 0 0.059782097 0.13230326 0.348387075
    38 1.454852632 1.883136842 1.416515789 2.119 3.191 6.624 0 0.987 0 0.186040315 0.460358434 0.972581913
    39 2.031042105 1.683094737 0.799221053 2.451 2.632 6.256 0 1.202 0 0.26965364 0.106653265 1.136730551
    40 2.094757895 1.241252632 1.010673684 2.491 1.67 3.439 0 0 0 0.250114899 0.11241602 0.304058241
    41 1.976073684 1.379694737 1.147810526 2.611 3.104 4.848 0 0 0 0.376978047 0.204689538 0.572908027
    42 1.659821053 1.431273684 1.803273684 2.204 2.226 2.355 0 0 0 0.227499284 0.139708641 0.286081104
    43 1.669010526 1.050042105 0.906842105 2.318 1.588 3.169 0 0 0 0.387734389 0.090066672 0.173426322
    44 1.623568421 0.890968421 1.139442105 2.001 2.535 5.742 0 0 0 0.224053572 0.111740641 0.789246836
    45 1.233084211 0.796094737 1.318947368 2.955 1.588 9.58 0 0 0 0.179731614 0.084570823 3.062421481
    46 1.459557895 1.259852632 1.260084211 1.89 2.403 5.58 0 0 0 0.151442983 0.147640884 0.729113003
    47 1.1386 1.078094737 1.629831579 2.811 3.874 2.671 0 0 0 0.143083924 0.261142633 0.313638877
    48 1.404736842 0.882105263 0.9656 1.995 1.563 6.567 0 0 0 0.159153183 0.101583757 1.324492935
    49 1.406473684 0.820705263 1.216947368 1.855 2.151 7.692 0 0 0 0.159401534 0.102053724 1.923072134
    50 1.602389474 1.208252632 1.304252632 2.05 3.58 3.798 0 0 0 0.185509017 0.259932736 0.316013873
    51 1.747621053 0.855115789 0.995442105 2.491 2.276 6.173 0 0 0 0.186143562 0.220241744 1.141940626
    52 1.429242105 1.173484211 1.316736842 3.874 1.914 7.5 0 0 0 0.333487489 0.119637008 1.590802636
    53 1.277884211 1.304494737 1.036157895 6.624 1.914 3.658 0 0 0 1.062947197 0.15363105 0.28149668
    54 1.765189474 1.323810526 1.269326316 2.268 4.391 8.536 0 0 0 0.288900996 0.424007627 2.424563272
    55 1.340589474 0.872357895 1.225652632 2.054 4.391 7.229 0 0 0 0.281201379 0.484655977 1.552412627
    56 1.465821053 0.988084211 1.020021053 2.107 1.605 7.143 0 0 0 0.20566061 0.087890519 1.656046147
    57 1.430726316 0.815357895 1.500578947 1.89 1.6 10.715 0 0 0 0.174715651 0.10780223 4.233427865
    58 1.433421053 1.092189474 1.145757895 3.725 6.738 4.652 0 0 0 0.316691044 1.434629038 0.49562951
    59 1.694810526 1.034294737 1.615926316 2.272 2.671 12.791 0 0 0 0.115051227 0.155007955 6.9377827
    60 1.2356 0.752831579 1.315168421 3.04 1.282 4.546 0 0 0 0.252837861 0.063115319 0.468434666
    • 降维的影响

    固定聚类个数为5-60，选取样本数量的区间为50-1000，使用KMeans而非MiniBatch、以mnist_lenet5为例
    矩阵1：更细粒度的模型预测结果去重之后的onehot向量，维度为1724
    矩阵2：之前生成的onehot_refine_200_2000向量，表示所选取的变异模型是和原模型预测结果相差200-2000的，去重之后维度为1158
    统计的数值为 我们预估的模型精度与原模型的精度号之间的差异 与 最优差异 的差值（越小越好）
    case1：矩阵1不降维
    case2：矩阵1降维至100
    case3：矩阵2不降维
    case4：矩阵2降维至100
    矩阵1不降维 VS 矩阵2降维至100，对平均值和方差中最优的做了标记
    可以看出在聚类个数较小的时候，效果相差不大，但在聚类个数较大的时候，明显矩阵2的效果要优于矩阵1，且降维之后的效果更好。


    		 1平均值 2平均值 3平均值 4平均值 1最大值 2最大值 3最大值 4最大值 1最小值 2最小值 3最小值 4最小值 1方差 2方差 3方差 4方差
    5 0.488726316 5.175526316 1.199957895 0.766463158 1.023 33.333 1.278 1.266 0 1.428 0.56 0.458 0.073378767 36.67890027 0.010747872 0.042006417
    6 0.626242105 5.027326316 1.200410526 0.718031579 1.25 33.333 1.278 1.266 0 1.212 0.599 0.412 0.050836983 34.62701087 0.010078684 0.029003062
    7 0.429294737 3.757315789 1.200463158 0.377705263 1.25 24 1.278 1.131 0 0.909 0.599 0 0.065266755 19.70192855 0.009926901 0.040818524
    8 0.429557895 2.984978947 1.197336842 0.575105263 1.25 20 1.279 1.235 0 0.707 0.56 0 0.065207636 12.04935766 0.010819465 0.067542094
    9 0.487884211 1.283547368 1.200452632 0.485389474 1.25 8.333 1.279 1.25 0 0 0.599 0.06 0.050197555 2.9238557 0.010069721 0.036226596
    10 0.319326316 0.319326316 1.201726316 0.565326316 1.25 1.25 1.279 1.25 0 0 0.637 0 0.065662115 0.065662115 0.009434494 0.036317483
    11 0.322263158 0.318610526 1.201831579 0.631368421 1.235 1.235 1.279 1.25 0 0 0.637 0.27 0.065571625 0.066626238 0.009251635 0.060322127
    12 0.325021053 0.121515789 1.179968421 0.2364 1.22 0.451 1.278 1.131 0 0 0.637 0 0.065512821 0.019100944 0.00928601 0.040293882
    13 0.327726316 0.265831579 0.626021053 0.193705263 1.205 1.852 1.25 1.144 0 0 0 0 0.065513799 0.118465887 0.033563473 0.02970726
    14 0.326747368 0.261442105 1.131621053 0.125989474 1.209 1.818 1.278 0.418 0 0 0.637 0 0.066715978 0.114234626 0.01129733 0.015173379
    15 0.121884211 0.257473684 0.660852632 0.216189474 0.445 1.785 1.235 0.504 0 0 0 0 0.019430523 0.110133744 0.035734715 0.018300364
    16 0.121842105 0.489726316 0.6614 0.436505263 0.443 3.509 1.25 1.089 0 0 0 0 0.019430638 0.432622936 0.056391356 0.046096229
    17 0.121873684 1.073684211 0.525463158 0.435452632 0.44 6.897 0.899 0.821 0 0 0 0 0.01932811 1.603849437 0.037428143 0.027099574
    18 0.122189474 1.384431579 0.7584 0.403989474 0.438 8.621 1.266 0.767 0 0.101 0.081 0 0.019324911 2.437319656 0.032345545 0.027964221
    19 0.122905263 1.372115789 0.327842105 0.254494737 0.437 8.474 0.747 1.266 0 0.1 0 0 0.019438128 2.36661945 0.071192786 0.062386482
    20 0.123357895 1.359757895 0.234484211 0.373189474 0.435 8.333 0.531 0.761 0 0.1 0 0 0.019411135 2.297738352 0.028018629 0.052255206
    21 0.234284211 1.651789474 0.066378947 0.357052632 1.613 9.836 0.433 0.729 0 0.201 0 0 0.088308856 3.174205282 0.011330172 0.046440618
    22 0.451652632 1.940084211 0.536305263 0.406442105 3.175 11.29 0.801 1.25 0 0.3 0 0 0.355371827 4.166253509 0.049607896 0.102680289
    23 0.717252632 1.924989474 0.336547368 0.698726316 4.688 11.111 0.621 1.266 0 0.299 0 0.344 0.770937915 4.051380684 0.024219637 0.048167462
    24 0.709536842 1.910221053 0.826642105 0.194736842 4.616 10.938 1.064 1.19 0 0.3 0 0 0.748579512 3.94146552 0.081804567 0.045892404
    25 0.991652632 1.900368421 0.826989474 0.277631579 6.061 10.77 1.064 1.25 0 0.299 0 0 1.270088837 3.82835758 0.081359421 0.068156527
    26 0.982010526 1.885905263 0.637021053 0.399789474 5.97 10.606 0.959 2.503 0 0.299 0 0 1.234598347 3.726553328 0.074980315 0.184003787
    27 1.272926316 1.874210526 0.464778947 0.590863158 7.462 10.447 0.708 1.25 0.099 0.299 0 0.215 1.874199921 3.630611871 0.037772572 0.062857655
    28 1.255957895 2.150263158 0.363747368 0.680463158 7.247 11.764 1.785 1.255 0.1 0.398 0 0.331 1.801351282 4.600743962 0.077489031 0.062255701
    29 1.544147368 2.137147368 0.3854 0.821778947 8.696 11.594 1.785 1.261 0.199 0.398 0 0.366 2.533648841 4.480579662 0.077613208 0.075640341
    30 1.531989474 2.122052632 1.130147368 0.808589474 8.571 11.428 1.278 1.274 0.198 0.397 0.774 0.488 2.465824158 4.36352306 0.007328105 0.075006579
    31 1.807936842 2.106873684 0.687505263 0.088294737 9.86 11.268 1.755 0.417 0.298 0.397 0 0 3.252904859 4.251194574 0.096751239 0.013705239
    32 2.080789474 2.378621053 0.848926316 0.349589474 11.111 12.5 1.131 0.636 0.396 0.496 0 0 4.128821514 5.233173435 0.088532384 0.044478305
    33 2.350947368 2.078126316 0.605073684 0.669968421 12.329 10.959 0.844 1.266 0.494 0.396 0 0.272 5.087059881 4.036755942 0.040638637 0.043272557
    34 2.051852632 2.347526316 0.576273684 0.726589474 10.811 12.163 0.827 1.266 0.395 0.494 0 0.461 3.923335536 4.974921912 0.03800862 0.038259989
    35 2.602431579 2.895463158 1.071810526 0.341873684 13.334 14.667 1.266 0.627 0.593 0.691 0.855 0 5.973967845 7.244320628 0.007659185 0.025233774
    36 2.5858 2.597273684 0.724715789 0.430705263 13.158 13.158 1.064 0.767 0.592 0.593 0 0 5.829334939 5.841863925 0.065868267 0.05862185
    37 2.558231579 2.859989474 1.205378947 0.388231579 12.987 14.285 1.278 0.641 0.591 0.69 0.862 0 5.63205161 6.900425379 0.006624172 0.033373357
    38 2.819968421 3.120978947 0.598410526 0.707810526 14.103 15.385 0.83 0.991 0.689 0.788 0 0 6.664236725 8.024764779 0.038070031 0.063751459
    39 3.083726316 3.102273684 0.837747368 0.255031579 15.162 15.162 1.073 0.629 0.783 0.787 0 0 7.742795336 7.834194978 0.082269957 0.026782788
    40 3.341126316 3.072273684 0.762421053 0.450652632 16.19 14.94 1.018 1.666 0.881 0.783 0 0 8.891800658 7.581387862 0.06386317 0.065353785
    41 3.596157895 3.334178947 0.597147368 0.395157895 17.194 15.959 1.588 1.64 0.976 0.881 0 0 10.09160144 8.725308021 0.080972715 0.058608217
    42 3.575042105 3.31 1.182094737 0.267 16.953 15.733 1.278 3.226 0.973 0.875 0.879 0 9.859181956 8.502973789 0.005858675 0.314779411
    43 3.826526316 3.295515789 0.891042105 0.379673684 17.922 15.512 1.16 3.125 1.064 0.875 0 0 11.07751688 8.332504166 0.097380082 0.257239462
    44 4.346768421 3.552778947 0.807326316 0.489557895 20.059 16.487 1.087 4.688 1.26 0.973 0 0 13.96532056 9.490515183 0.074227946 0.708683636
    45 4.054421053 3.532905263 0.728010526 0.761810526 18.616 16.263 0.957 1.043 1.158 0.97 0 0 12.07989706 9.281168023 0.055715337 0.071406048
    46 4.300221053 3.781663158 0.805821053 0.259515789 19.533 17.208 1.093 1.515 1.253 1.064 0 0 13.36457941 10.43709744 0.075341936 0.052178502
    47 4.549315789 4.027094737 0.640357895 0.424347368 20.428 18.129 1.47 4.477 1.347 1.162 0 0 14.71386777 11.64378152 0.079292925 0.688813069
    48 4.785873684 4.272063158 0.608705263 0.234094737 21.303 19.031 1.47 1.492 1.444 1.256 0 0 16.05352525 12.88722825 0.074957239 0.055402233
    49 4.765968421 4.514305263 0.914747368 0.391347368 21.036 19.912 1.272 0.876 1.44 1.35 0.543 0 15.75126205 14.17007449 0.045814926 0.041926985
    50 4.479147368 4.755736842 0.552357895 0.272578947 19.662 20.773 1.428 2.941 1.335 1.444 0 0 13.81655099 15.48709118 0.060910082 0.25279136
    51 4.980652632 4.999715789 0.849821053 0.701431579 21.616 21.616 1.136 5.555 1.53 1.542 0 0 16.7765384 16.82336801 0.083434273 1.090033319
    52 4.955926316 5.236442105 0.717989474 0.445536842 21.353 22.44 1.021 4.226 1.526 1.635 0 0 16.43996213 18.20249865 0.059086368 0.609917428
    53 4.931873684 5.210684211 0.832347368 0.999221053 21.096 22.171 1.061 1.278 1.521 1.631 0 0.611 16.11281986 17.84306748 0.073501237 0.03740373
    54 4.907536842 5.704105263 0.615263158 0.551905263 20.844 24.036 1.055 2.703 1.518 1.822 0 0 15.79622073 21.04218917 0.066073141 0.170901917
    55 5.142115789 5.6786 0.793284211 0.323294737 21.651 23.756 1.087 2.74 1.615 1.822 0 0 17.10572147 20.64107395 0.066702646 0.209599197
    56 5.374705263 5.908747368 0.568094737 0.345042105 22.44 24.524 1.334 2.703 1.708 1.915 0 0 18.43959697 22.07040438 0.059479602 0.195320567
    57 5.605736842 5.881494737 0.572073684 0.595684211 23.213 24.244 1.316 1.352 1.801 1.91 0 0 19.79971834 21.65566901 0.060214005 0.069148132
    58 5.579736842 5.598778947 0.505031579 0.380747368 22.95 22.95 2.503 2.74 1.796 1.809 0 0 19.4292252 19.49114642 0.150811041 0.196413515
    59 5.808115789 5.5732 0.549442105 0.528621053 23.703 22.692 1.282 2.631 1.888 1.809 0 0 20.79564446 19.13019591 0.070212078 0.154163772
    60 6.035052632 5.800652632 0.370694737 0.6 24.44 23.44 2.503 1.316 1.981 1.902 0 0 22.18326226 20.47842776 0.145397728 0.068267979

    lenet1的结果
    lenet1的结果更加明显，当k从5增加到61，case4的效果有极大优势。


    		 1平均值 2平均值 3平均值 4平均值 1最大值 2最大值 3最大值 4最大值 1最小值 2最小值 3最小值 4最小值 1方差 2方差 3方差 4方差
    5 2.311336842 15.07249474 3.947010526 1.042694737 5 60.785 5.042 2.679 1.492 4.943 3.03 0 0.809521023 169.3342853 0.286526326 0.210665833
    6 1.925978947 13.32572632 3.985831579 0.702726316 5 47.059 5.085 6.113 0.962 4.494 3.235 0 0.734180021 115.904595 0.228827656 1.08235422
    7 2.084821053 7.829252632 3.914389474 1.214357895 3.75 30 5.085 4.91 0.71 1.615 3.308 0.202 0.224049915 54.35508726 0.183620996 0.928396272
    8 2.769357895 5.938705263 3.733757895 0.436484211 3.75 23.595 5.063 2.835 1.429 0.908 3.125 0 0.119896988 39.65028827 0.087671047 0.249630187
    9 3.264263158 6.523410526 3.669884211 0.921042105 5.085 21.924 5.063 3.053 2.143 1.11 2.78 0.233 0.173869625 35.23115014 0.162013008 0.30082284
    10 3.039852632 1.843610526 3.274305263 0.562536842 5.085 8.364 3.704 4 2.143 0 1.829 0 0.297768105 3.462179564 0.112133959 0.391098733
    11 2.712442105 1.777221053 3.202263158 0.411294737 3.75 6.666 4.167 2.378 1.419 0 1.639 0 0.169275973 2.191486741 0.110612047 0.285566124
    12 2.3872 2.026473684 3.0038 0.562578947 3.163 2.919 3.75 1.66 0.459 0 1.639 0 0.289536181 0.42315966 0.084306455 0.143772665
    13 2.081463158 2.024347368 3.178378947 1.058852632 2.913 2.913 3.847 4.72 0 0 2.28 0.114 0.514633764 0.434409974 0.051319477 0.520950694
    14 1.893968421 2.178347368 3.366347368 0.436126316 2.664 3.148 4.167 4.082 0 0 2.117 0 0.529782746 0.543155595 0.061862564 0.315455689
    15 2.106789474 2.176915789 3.534094737 0.369326316 2.898 3.14 5.085 4.72 0 0 2.86 0 0.501799956 0.574467467 0.346646507 0.454899967
    16 1.823452632 2.164810526 3.663757895 0.626621053 3.509 3.132 4.43 4.72 0 0 3.173 0 0.379486311 0.588669143 0.098643952 0.63557552
    17 1.809926316 2.175968421 2.869631579 0.283852632 3.449 3.132 3.507 1.585 0 0 0 0 0.374962637 0.579136536 0.179431496 0.061498126
    18 1.9156 2.491189474 2.671989474 0.533642105 2.663 3.384 3.103 4.474 0 0.724 0.076 0 0.553156998 0.289287964 0.176050368 0.462865788
    19 1.749357895 2.170494737 2.8354 0.817147368 4.72 3.154 3.513 6.387 0 0 0.076 0 0.345595746 0.577084018 0.163475587 1.392685557
    20 1.801663158 2.179284211 2.317947368 0.777673684 2.835 3.154 2.935 6 0 0 0.28 0 0.383031444 0.555335235 0.182201945 1.042286872
    21 1.722315789 2.135515789 2.422789474 0.577084211 5.849 3.172 2.973 6.897 0 0 0 0 0.5382479 0.514277639 0.361816587 1.602752203
    22 1.715821053 1.818431579 2.807010526 0.406515789 5.593 2.689 3.797 1.241 0 0 1.105 0 0.501641157 0.33700614 0.271222684 0.147984987
    23 1.701126316 2.316778947 3.113378947 0.262484211 5.345 3.171 3.614 2 0 0.497 0.476 0 0.463387352 0.227660425 0.207430404 0.096084776
    24 1.714526316 1.713768421 2.887736842 0.301694737 5.104 2.441 3.522 1.923 0 0 0.476 0 0.445638565 0.268657694 0.219454573 0.092661791
    25 1.700789474 1.613294737 2.872242105 0.2932 4.871 5.345 4.938 1.923 0 0 1.762 0 0.415674271 0.545718545 0.411481152 0.148363823
    26 1.673189474 1.695778947 3.308905263 0.382305263 6.138 6.643 3.912 1.387 0 0 0.665 0 0.740987206 0.88442672 0.196371707 0.113204254
    27 1.664 1.571042105 2.851505263 0.320105263 7.367 7.901 3.96 3.658 0 0 2.093 0 1.273490147 1.691673325 0.183119387 0.590198747
    28 1.673947368 1.56 2.901063158 0.557221053 8.696 7.631 3.497 1.961 0 0 0 0 2.014756408 1.604959768 0.549730817 0.124859983
    29 1.6572 1.552410526 2.851515789 0.548126316 7.143 7.367 3.571 3.703 0 0 1.02 0 1.195453718 1.516322768 0.22887406 0.298511458
    30 1.7144 1.553736842 3.252105263 0.733936842 7.042 8.696 3.727 1.887 0 0 2.727 0 1.083343019 2.337228152 0.024265042 0.144205301
    31 1.698894737 1.540547368 2.276757895 0.877136842 6.944 8.572 3.572 2.041 0 0 0 0 1.015694473 2.240285742 0.608605362 0.193072287
    32 1.700873684 1.532031579 3.227115789 0.475768421 6.85 8.451 3.772 3.636 0 0 1.189 0 1.009955079 2.144321778 0.145183702 0.230457231
    33 1.644442105 1.566189474 2.059252632 0.974094737 9.46 9.722 2.914 7.272 0 0 0 0 2.527620689 3.185682343 0.520691999 1.473245475
    34 1.735063158 1.546189474 2.489463158 0.732305263 10.667 9.589 3.022 1.702 0 0 0 0 3.443987259 2.953351901 0.309073449 0.169881454
    35 1.717431579 1.756768421 3.416305263 0.670673684 11.842 13.514 3.92 3.572 0 0 1.493 0 4.700609782 7.113872978 0.244789138 0.225206683
    36 1.691115789 1.745905263 3.067778947 0.559136842 9.091 13.334 3.822 6.897 0 0 1.695 0 2.22564566 6.887261159 0.096648488 0.920168034
    37 1.689378947 1.741842105 3.013221053 0.891621053 11.515 13.158 3.964 10.345 0 0 1.584 0 4.384546362 6.563371859 0.109792804 2.49692933
    38 1.704168421 1.655873684 2.027684211 0.621747368 12.505 11.688 2.843 6.669 0 0 0 0 5.655491972 4.928415058 0.375182342 0.899648505
    39 1.851063158 1.878842105 2.251705263 0.633705263 13.47 15.361 4.72 3.28 0 0 0 0 6.868547154 9.815458954 0.45612166 0.16604526
    40 1.711063158 1.977294737 3.310021053 0.775052632 11.942 16.302 4.398 6.387 0 0 2.655 0 5.243789028 11.48029358 0.117941642 0.703526218
    41 1.735747368 2.128252632 3.492621053 0.701084211 13.177 17.22 4.046 7.753 0 0 0 0 6.53242821 13.08084562 0.51763432 1.372614309
    42 1.768305263 2.315463158 3.7528 0.882673684 11.406 18.115 4.628 4.236 0 0 3.034 0 4.728513602 15.05569562 0.107277928 0.266141609
    43 1.906610526 2.070231579 2.338284211 0.658221053 14.72 16.549 2.909 4.006 0 0 0 0 9.506485733 12.2974599 0.317069446 0.279462362
    44 2.011852632 2.684926316 2.825063158 0.382189474 15.602 19.84 3.282 3.566 0 0 0 0 11.04873461 18.1351271 0.230651701 0.259900954
    45 1.891378947 1.711936842 2.762136842 0.420168421 14.138 12.339 3.297 5.104 0 0 1.538 0 8.905706277 6.646301049 0.06655496 0.591589887
    46 1.977010526 1.875842105 2.748252632 0.828873684 15.301 14.426 3.484 3.153 0 0 0 0 10.42458494 9.800587291 0.445596336 0.249282321
    47 2.514557895 1.898315789 2.320894737 0.682505263 18.182 14.138 2.937 2.956 0 0 0 0 15.65944911 9.582498448 0.346297589 0.27645585
    48 2.700084211 1.674894737 2.303968421 0.677347368 19.101 11.559 3.153 5.897 0 0 0 0 17.29368949 6.036974599 0.616621946 0.917899427
    49 2.269663158 2.010494737 2.866852632 0.604294737 16.854 14.773 3.614 7.246 0 0 0 0 13.21495153 10.84738901 0.714951494 1.586692039
    50 2.247442105 1.683157895 3.259147368 0.533031579 16.666 11.236 3.847 5.634 0 0 1.471 0 12.91674503 5.81413367 0.09808461 0.860988599
    51 2.620463158 2.525210526 2.325547368 0.678747368 18.478 17.777 4.166 5.715 0 0 0 0 16.19018219 15.44733128 0.634163279 0.81984821
    52 2.5898 3.427810526 4.051789474 1.042536842 18.681 21.978 4.662 8.572 0 0 1.584 0 16.21988728 23.00184268 0.242590314 2.297448901
    53 2.799484211 1.817652632 3.056652632 0.558431579 19.355 13.043 3.735 6.944 0 0 0 0 17.59953322 8.353817027 0.766175742 1.335928393
    54 2.362442105 2.675178947 2.400010526 0.903431579 17.021 18.28 4.11 4.11 0 0 0 0 13.53663959 16.23793423 0.586994158 0.383586372
    55 3.191 2.059084211 2.279621053 0.828410526 21.053 14.894 5.263 8.109 0 0 0 0 20.51060914 11.08745675 0.715902383 1.914353863
    56 3.162326316 2.223315789 2.571126316 1.4242 20.834 15.79 3.105 9.334 0 0 0 0 20.0921555 12.41837222 0.338954531 2.31634416
    57 3.133421053 3.073547368 3.034463158 0.750389474 20.618 19.792 3.513 7.895 0 0 0 0 19.67974509 18.72425107 0.509884838 1.823428027
    58 3.104115789 2.568473684 2.235810526 0.7916 20.332 17.525 2.786 4 0 0 0 0 19.25795492 15.07091623 0.357599396 0.331517103
    59 3.2822 2.981463158 2.826389474 1.018315789 21.034 19.312 3.563 9.091 0 0 0 0 20.82693561 17.95812071 0.640615269 2.544615058
    60 3.508473684 2.762347368 2.405105263 0.921463158 21.72 18.003 3.22 8.951 0 0 0 0 22.21078966 16.02667789 0.446357778 2.519304396

    lenet4的结果
    效果同lenet1


    		 1平均值 2平均值 3平均值 4平均值 1最大值 2最大值 3最大值 4最大值 1最小值 2最小值 3最小值 4最小值 1方差 2方差 3方差 4方差
    5 2.254978947 11.08314737 2.561421053 0.603368421 6.437 48 3.049 5.008 0.626 3.839 2.143 0 2.346004189 85.95176067 0.031461675 1.071990233
    6 2.736926316 6.938873684 2.834684211 0.748031579 8 34 3.141 3.637 0.808 1.846 2.143 0 3.129903395 45.68483758 0.027710784 0.66667782
    7 1.721715789 6.136252632 2.304578947 0.5614 4.364 28 2.537 1.667 0.303 1.518 1.42 0 0.992805972 35.12021773 0.059824749 0.216409398
    8 0.573 3.564705263 2.347284211 0.434957895 2.479 26 3.03 1.925 0 0.075 1.428 0 0.307104737 24.09548254 0.060743046 0.15232244
    9 1.313905263 2.527421053 2.361747368 0.642821053 1.896 20 3.03 3.087 0 0 1.428 0 0.253413559 15.20723189 0.051074757 0.1926016
    10 1.463610526 1.2796 2.360031579 0.654621053 2.016 8 3.03 3.03 0 0 1.42 0 0.305611711 1.490303293 0.063943231 0.154883604
    11 1.316136842 1.346968421 2.150463158 0.132578947 1.96 9.803 3.125 0.587 0 0 1.57 0 0.268247234 2.612187104 0.170821912 0.018290328
    12 1.266242105 1.434326316 2.464705263 0.227926316 3.846 11.539 2.972 0.909 0 0 1.481 0 0.308195889 3.863801315 0.047730882 0.055850321
    13 1.262294737 1.451336842 2.266357895 0.120073684 5.66 11.32 2.588 1.42 0 0 0.297 0 0.683195534 3.659414539 0.104717598 0.035951731
    14 1.2388 1.317873684 2.192736842 0.373905263 5.555 5.555 2.636 2.198 0 0 0 0 0.601288918 0.605416616 0.305925352 0.161649075
    15 1.230631579 1.318410526 2.063978947 0.210178947 5.455 7.273 2.485 1.639 0 0 0 0 0.567755875 1.193931295 0.262305368 0.075486631
    16 1.293115789 1.344473684 1.625315789 0.289084211 8.929 8.929 2.057 1.502 0 0 0.17 0 2.108959323 2.036597428 0.142661542 0.050526624
    17 1.285094737 1.333642105 1.733852632 0.987263158 8.772 8.772 2.127 2.409 0 0 0 0.102 2.012818191 1.94349644 0.176362231 0.30892472
    18 1.355305263 1.381863158 1.976642105 0.464073684 10.345 10.345 3.087 0.985 0 0 1.318 0 3.016232738 2.977077402 0.153170461 0.059538384
    19 1.341768421 1.371094737 1.415126316 0.462357895 10.169 10.169 2.057 1.923 0 0 0 0 2.907521841 2.867116128 0.278371584 0.096205703
    20 1.436115789 1.360231579 1.959863158 0.467305263 11.667 10 3.087 1.923 0 0 1.188 0 4.084145281 2.761249841 0.110323529 0.131056928
    21 1.353473684 1.435789474 1.879610526 0.578547368 9.836 11.475 2.278 1.072 0 0 0.42 0 2.645542818 3.934053871 0.169814006 0.077600964
    22 1.343957895 1.423368421 1.119494737 0.667168421 9.677 11.29 1.859 5.769 0 0 0 0 2.552667114 4.051191391 0.345607155 0.665570961
    23 1.398684211 1.411778947 1.103294737 0.964715789 11.041 11.041 1.632 5.66 0 0 0 0.277 3.679359879 3.90061592 0.215894229 0.797441003
    24 1.501010526 1.526 2.073726316 0.946094737 12.33 12.33 3.194 7.843 0 0 1.671 0 4.912190031 5.216150505 0.045487904 1.622787602
    25 1.606231579 1.510210526 2.027231579 0.931768421 13.58 12.042 3.194 7.547 0 0 1.19 0.188 6.332158094 5.031865977 0.122375694 1.457756094
    26 1.589821053 1.494221053 1.412821053 0.906926316 13.277 11.762 2.516 5.769 0 0 0.864 0.272 6.111440189 4.852549899 0.115390568 0.630349774
    27 1.457778947 1.631568421 1.713726316 0.5098 11.49 12.983 2.321 3.773 0 0 0.966 0 4.38152853 6.20124694 0.067844978 0.284316455
    28 1.556673684 1.464515789 1.792231579 0.994905263 12.697 11.227 2.288 5.455 0 0 0.966 0.195 5.696194094 4.520423892 0.028759546 0.653632338
    29 1.870242105 1.598231579 2.016442105 0.907294737 15.32 12.421 3.087 3.572 0 0 1.428 0.144 8.88256892 5.815515862 0.075694752 0.224844397
    30 1.848926316 1.765305263 1.215652632 1.479431579 15.008 13.58 1.566 5.455 0 0 0 0.625 8.60953251 7.182991096 0.091424437 0.579555193
    31 2.243042105 2.145052632 1.755631579 1.037063158 17.524 14.707 2.321 6.279 0 0 1.248 0.374 12.16986448 10.07079074 0.037888675 0.902087575
    32 2.439042105 2.358252632 1.761231579 0.295010526 18.58 17.191 2.127 5.358 0 0 0 0 13.95097619 12.14211594 0.156882978 0.648025379
    33 2.640484211 2.548073684 1.026115789 0.720442105 19.608 16.868 1.78 1.575 0 0 0 0 15.79735073 13.46378047 0.13784486 0.156262941
    34 2.617115789 2.538821053 1.746978947 1.422115789 19.256 17.905 2.537 6.897 0 0 1.138 0.723 15.39965442 13.55493762 0.184321052 0.819306902
    35 2.590136842 2.734157895 1.433568421 1.497736842 18.914 17.58 2.006 5 0 0 0 0.681 15.02220805 14.88503721 0.147514772 0.311811162
    36 2.795831579 2.7094 1.564115789 0.297263158 19.896 17.265 2.009 1.122 0 0 0 0 16.81825551 14.52970664 0.140264966 0.043506152
    37 3.008189474 3.184031579 1.422147368 0.383621053 20.852 19.554 2.006 1.667 0 0 0 0 18.63781186 18.38606873 0.140753347 0.11923013
    38 3.233863158 2.899821053 2.010515789 0.284852632 21.795 17.949 2.739 1.639 0 0 1.357 0 20.42761563 15.8670817 0.061604944 0.073746968
    39 3.468978947 3.127094737 2.171473684 1.222715789 22.785 18.988 2.883 6.667 0 0 1.428 0.445 22.24484629 17.57393158 0.159796502 0.914439782
    40 3.441515789 3.655347368 1.334905263 0.374442105 22.5 21.25 1.995 1.613 0 0 0 0 21.75443924 21.78095092 0.166546802 0.083081762
    41 3.412442105 3.355536842 1.234168421 0.621873684 22.222 19.753 2.292 4.839 0 0 0 0 21.33035934 19.25264168 0.144386456 0.537986321
    42 4.203063158 3.603273684 1.143021053 0.291915789 25.609 20.731 4.349 2.955 0.196 0 0 0 27.67440155 20.92807188 0.320089557 0.188048751
    43 3.898631579 4.116663158 1.034610526 0.505347368 24.097 22.892 2.671 2.811 0.098 0.197 0 0 24.79689545 24.78565351 0.113126364 0.162721911
    44 4.1404 3.818115789 1.148957895 0.263210526 25 21.429 2.403 1.272 0.196 0.098 0 0 26.59043039 22.13953486 0.123162125 0.088614882
    45 4.649757895 3.519452632 1.224305263 0.330989474 27.059 20 1.596 4.028 0.391 0 0 0 30.73468482 19.68312945 0.107820275 0.416509821
    46 4.615347368 4.029915789 1.074515789 0.838736842 26.745 22.093 2.276 5.52 0.391 0.197 0 0 30.10876433 23.30982286 0.126354355 0.728765225
    47 4.850526316 4.265684211 1.157410526 0.759073684 27.586 22.989 3.725 5.52 0.487 0.295 0 0 31.88247572 24.96755047 0.312372663 0.795998005
    48 4.550694737 3.970778947 1.448831579 0.836673684 26.136 21.591 1.914 6.624 0.39 0.196 0 0.061 28.89368811 22.38458137 0.218871572 1.285947778
    49 4.784315789 3.940926316 1.229810526 0.273610526 26.966 21.348 1.605 3.58 0.488 0.196 0 0 30.60619447 21.92973746 0.110928364 0.34242228
    50 5.015684211 4.176821053 1.540768421 0.915368421 27.778 22.223 2.132 1.976 0.584 0.299 0 0 32.36171544 23.48075154 0.236533904 0.184075959
    51 5.246231579 4.410305263 0.631578947 0.917136842 28.571 23.077 2.914 1.904 0.681 0.391 0 0 34.13104237 25.09183718 0.192213002 0.092884834
    52 5.212757895 4.380768421 1.319557895 0.375494737 28.261 22.826 4.247 3.58 0.674 0.39 0 0 33.49163667 24.62471315 0.38682852 0.347601176
    53 5.373726316 4.090610526 1.659652632 0.532989474 27.957 21.505 2.195 3.169 0.765 0.292 0 0 32.89151517 22.20222207 0.239282774 0.300298537
    54 5.665421053 4.105410526 1.3662 0.544347368 29.75 21.239 1.773 4.247 0.855 0.295 0 0 37.023627 21.52180557 0.143225823 0.617166353
    55 5.632473684 4.035652632 1.150094737 0.443694737 29.37 20.949 1.702 4.391 0.855 0.292 0 0 36.31104271 21.37483825 0.128504717 0.624695138
    56 5.855778947 4.265452632 1.714989474 0.349136842 30.038 21.705 2.175 4.247 0.978 0.389 0 0 38.00721708 22.82907781 0.254438074 0.561652834
    57 5.820736842 4.280442105 1.228736842 0.599610526 29.663 21.415 3.04 1.688 0.977 0.393 0 0 37.27419556 22.15796503 0.261855099 0.091842617
    58 6.040326316 4.526915789 1.354221053 0.773852632 30.314 22.151 2.532 5.423 1.074 0.49 0 0 38.96209178 24.02106199 0.23236232 0.966661789
    59 6.004031579 4.223052632 1.041915789 0.431189474 29.943 20.852 5.128 3.969 1.073 0.392 0 0 38.21570005 21.30716167 0.716518709 0.520557648
    60 6.225063158 4.701968421 0.970326316 0.335842105 30.58 22.58 3.75 3.75 1.172 0.587 0 0 39.91710172 24.57070121 0.418982662 0.488108912

    至少目前在这三个模型上，使用降维后的矩阵2效果是最好的，且降维和不降维之间的效果差异非常大，但是从第一组所有的实验我并没有看出使用了差异度较大的模型就会带来更好的效果，也没有看出不降维和降维之前效果的差异，需要重新设计对比实验。