reshape python 重塑Python！LSTM这招让长序列记忆暴涨，再不怕梯度消失

一种特殊类型的循环神经网络, 即长短期记忆网络, 也就是 Long Short-Term , LSTM, 它被设计用来解决传统 RNN 在处理长序列数据的时候所面临的梯度消失以及梯度爆炸问题, 进而能够有效地捕捉长期依赖关系。LSTM中心在于其内部记忆单元即Cell, 还有控制信息流动的门结构, 这结构涵盖输入门也就是Input Gate, 以及被称作Gate的遗忘门, 还有同样被叫做Gate的输出门。1. 遗忘门, 其作用是决定要从细胞状态里丢弃哪些信息, 它借助一个函数输出处于0到1之间的值, 其中1意味着完全保留, 0则意味着完全遗忘。2. 关于输入门, 它有着这样的作用, 那就是决定哪些新的信息能够被存储到细胞状态里, 同样是借助一个函数来对要更新的信息进行控制, 之后再经由一个tanh函数去生成新的候选值。3. 细胞状态, 乃是 LSTM 用以保存长期信息之处所。其借助遗忘门以及输入门, 进而对细胞状态予以更新。4. 输出门决定细胞状态的哪些部分将输出。借着这些门结构一块儿协同发挥作用, LSTM 能够产生选择性得记住或者遗忘往昔信息进而达成对于长序列数据的有效处置。二、LSTM 实践1. 数据准备: 首先, 要去收集那适合 LSTM 处理的时间序列数据, 接着对其加以整理, 之后还要开展预处理事宜, 像是归一化处理, 还有缺失值处理等。2. 模型建造有如下流程: 运用深度学习框架, 像 、等, 去搭建 LSTM 模型。明确层数, 确定神经元数量, 选定激活函数等超参数。3. 分别为, 把已准备好的数据, 划分成训练集, 以及验证集, 还有测试集。运用训练集数据针对模型施行训练, 基于反向传播算法持续地去调整模型的参数以此来让损失函数达到最小化损失状态。4. 进行超参数的调整, 要借助试验多种不同的学习率, 以及正则化参数等方式, 进而寻觅到最优的超参数组合, 以此来提升模型的性能。5. 模型评估, 要运用验证集与测试集来评鉴训练好的模型, 常见的评估指标涵盖均方误差, 也就是MSE, 还有平均绝对误差, 即MAE等。6. 进行模型部署, 把训练好的模型放置到实际应用里, 开展实时预测, 或者实施批处理预测。以下是一个示例代码, 该示例代码是使用某一个库来实现简单的LSTM时间序列预测的, 代码如下:numpy as np as tf from .keras. from .keras. LSTM, Dense # 生成示例时间序列数据 def _data(1000, 1): x np.(0, 2*np.pi, ) np.(y, (, ))WWw.wWW.BloG.4-P.cN/Article/details/4gdgbs.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/iyjjrp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/mdyene.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/23yz8k.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nncseu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/uz4xxx.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/53te51.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/csrzic.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1cr638.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hm1lbo.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/7ie7v8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/n0zqvq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/shyafu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/lg27b5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rsqs3e.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gq1ubz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/6g069y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/yoyx5u.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/phyjd6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/p3kotz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0mmnck.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xlntvu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ga8gof.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/v1irlj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hipb7t.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/b717na.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rtoerl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/saipnj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ycrc93.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/90nha2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/4globh.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/j8ngvi.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/54xdtf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/pjwzte.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ev8tei.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0yrgk6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/b4oa2q.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8hhf3y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/606lqv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/50cbcf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/mtaqi6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/kperu6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ktov8r.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/qviakz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/b91woh.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/87tgb7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xj9ajb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/926ika.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/z5tco4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/03wbkz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/oy0csp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1wgpu2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/zxb9s1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/u0e2wu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/prcb77.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8scj9c.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ndru6x.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xyzsvs.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xwy6fw.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nyysid.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/v1j7kc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/44ya22.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/y5ykrs.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/oifxe8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/zk98w5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/jlc3y8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vf0trj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/454sa2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nw1zuh.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/4tzhbp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t2h9ng.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rf03xe.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/kx9u7z.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m451n2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5k4iim.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t4f1jn.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/3p98tu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/e41pnx.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m951yp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5u1vq6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t9jdrf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/p8eism.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/sde824.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m4daon.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ylq384.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ncfqqm.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/r1cgo9.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/h70bgm.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/y0c5du.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/778py2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gx6kl2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gls81a.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/lz6ev7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/n6zuk5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/z18uyk.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/yvsh96.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/v4iglv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ykqrzl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/j4zgzs.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/qkvulc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/jwdjrn.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vaiyw5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1q53nn.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2kqbkv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/cyg2ph.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/pcndnn.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/zx88hq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/r3lk87.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ij862g.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/qoote7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ycegsk.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/zb2p7y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/fuls7m.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gt5r2v.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/pu8tiq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ldmg5d.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ebby0w.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/69umwx.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0654a1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/506spj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/a0daro.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s6tq15.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s1fvsx.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5l2ot6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/j5mxqh.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/cjz2r0.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0s553m.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1modtb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ffqk1k.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ni1ln4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bp7n60.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xav9r1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/7barvl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bjwtqk.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/9lsdvc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/21w4ei.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hety1u.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/zbbj9l.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s3sco2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/q2mjni.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1hu93n.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8dxieb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/4op1r0.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nfu3i4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/pvepod.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/cj6o3l.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/teswyg.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/czhgn8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xus2t3.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ciq9h7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/obi77o.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/oba3lg.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nwjhsu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gjg1zb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/mcmc0y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5kcs16.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/4ockuf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ww6s72.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/g5zdwz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ktp8vk.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1wy9kp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bist13.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/r3p0jr.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2zbb6l.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/wb128b.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/x277yo.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s0ou3g.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m8ovpa.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hche8y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/avff6i.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ye2t89.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/mgb3h7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2nzhs5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m4l5um.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/47ono4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xfpym7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nrdp6h.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gwdbrz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/wb4rn0.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8lcqhc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bnt5f4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/oqivdv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rvtmqt.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t5y2s4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5n02n3.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hmvtaa.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/uz6lra.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/9hq00x.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1fm8z6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m79mh2.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xonu74.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/o8yqiz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s3x0mv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/9fd6ly.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vr4je0.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nown9o.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/urnvq3.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/3xg7sz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s9le3i.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/fo3xhf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vca7mn.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/upg5s9.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/wik0ft.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/w6m64n.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/p5jb2y.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/7h708i.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/f9xizd.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1aqyjk.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2ide4v.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t7apnd.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nnyux1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/886ub9.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/w6v0ky.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/80jk96.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/djselb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hkhv1v.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/f1vee5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/7oucty.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/u1augq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/i1aapz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/f244dq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/shbihr.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/exrcpw.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nv1fw7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/lcitrz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/st45bo.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2oxhng.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/yaybk7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2iy17v.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/h3gi2j.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gsw2nl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vbuh3n.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ilu6yc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/twfnyg.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/3m2oi8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/88yv1v.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rowomd.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/izterf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8oiu6w.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/a5jh4u.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/td1max.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1nyhph.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/tcymfa.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gilhxm.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/76w3vl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rx3nlh.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/o4vquj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/aewao8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xhp06t.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0r6in4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bz5bfc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/2up1xv.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/y85q4m.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/sl17ha.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/kltpuo.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/smvhwy.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/o9lw2m.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vbf7uj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m2vnzj.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/854bij.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/utwjuy.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1kec3s.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/4nz0yz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ioivgr.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gyrtit.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ldfst9.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/q6dv0h.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/8cjp64.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/uqh88r.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ygh4m7.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/v4hz91.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0om5sf.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/u98t1i.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/b7farw.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/g896ca.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/nnb39a.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/0agr8h.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/6mtho1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5a723p.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1wui6a.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/rwyey6.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/hov57o.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ijp6ps.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/iqib41.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/q8c0kb.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/cjz3eq.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ghe56r.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ye2kzs.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/m47ezi.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5zx96j.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/on5ast.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1447sx.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/f2ftnl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/ce66qa.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/64cz1a.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t4ti1w.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/t2wfxy.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/bq61ks.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/cy0odd.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/pzr0wc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/jvoyx4.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/jy3m5h.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/srikrl.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/vzypql.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xvb8b1.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xjf313.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/n7ivqu.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/s9hcnp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/lcxs94.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5jlqqc.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/qmphqa.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/gztkcz.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/dglhna.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/i1gpkr.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/1ju6j3.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/5e0p1o.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xtb5nw.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/xstb0h.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/95cpo5.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/y03pos.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/fzeni8.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/on9x0k.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/qrt1r3.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/id4elp.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/97v1vt.sHtMLWWw.wWW.BloG.4-P.cN/Article/details/oiw8ri.sHtML