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A vanilla recurrent neural net implementation with Tensorflow
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A vanilla recurrent neural net implementation with Tensorflow\n"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-08-28T00:27:04.769332\n"
]
}
],
"source": [
"import datetime\n",
"print(datetime.datetime.now().isoformat())"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import tensorflow as tf\n",
"import numpy as np\n",
"import gym\n",
"from gym import wrappers\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"tf.reset_default_graph()\n",
"\n",
"n_inputs = 1\n",
"n_neurons = 128\n",
"n_seq = 100\n",
"\n",
"X = tf.placeholder(tf.float32,shape=[None,n_seq,n_inputs])\n",
"# cell = tf.contrib.rnn.BasicLSTMCell(n_neurons)\n",
"cell = tf.contrib.rnn.BasicRNNCell(n_neurons)\n",
"outputs,states = tf.nn.dynamic_rnn(cell,X,dtype=tf.float32)\n",
"y = tf.reshape(tf.layers.dense(tf.reshape(outputs,[-1,n_neurons]),n_inputs),[-1,n_seq,n_inputs])\n",
"y_target = tf.placeholder(tf.float32,shape=[None,n_seq,n_inputs])\n",
"loss = tf.reduce_mean(tf.square(y-y_target),axis=[1,2])\n",
"optimizer = tf.train.AdamOptimizer(learning_rate=0.00001)\n",
"train_op = optimizer.minimize(loss)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x118510630>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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emio9x+kubSm0+4f38nbHPXXty/em6fm5O5WaU6jnftopuyPwOc/P3anLX12m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\nhjFfw5mzYZZ6vhzyIUmSJI3AglqSJEkagQX1MB8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"text/plain": [
"<matplotlib.figure.Figure at 0x11aa78be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"init = tf.global_variables_initializer()\n",
"loss_save = []\n",
"with tf.Session() as sess:\n",
" init.run()\n",
" saver = tf.train.Saver()\n",
" for i in range(2000):\n",
" X_batch = np.random.rand(1,n_seq,n_inputs)\n",
" y_batch = np.roll(X_batch,1,axis=1)\n",
" loss_val, _ = sess.run([loss,train_op],feed_dict={X:X_batch,y_target:y_batch})\n",
" loss_save.append(loss_val[0])\n",
" saver.save(sess,'tmp.ckpt')\n",
"plt.figure(figsize=[12,6])\n",
"plt.plot(loss_save)\n",
"plt.xlabel('episode')\n",
"plt.ylabel('loss')"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Restoring parameters from tmp.ckpt\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[2017-08-28 01:34:11,898] Restoring parameters from tmp.ckpt\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x11a96b8d0>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UXYpVKXJn8lZOE3vJfuuaWXNP602v6NT4uCjwI+pKIStVzcYXQP0Z12bRLstH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kKlKIvADwJVLFNrEzuqNGWeIggZqPc4m2kYIFOoZzR1jiFTqAsG8E6v1elITahFf+zro0i1IpmX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mpPHQvTfy8w/dzWXm2c8aD31NR6lMTKhlxmZULfZQh36tQdbSzvmibbBJHsvfVFFoUiqF+tg3\ng240Uo52OqGe0l1uFOp8+Of+/7WlWcnTOYNLQbzLs3oGGGKouAccU6cqHYweCnWUsujZChh2j1KZ\nVpSXYOoQmzW//0Ai7Fk+9pABT57ECDuIk18l+vP38cpKlTfetHsI9aQtH2ZexeuE/bxZw2LjPMwc\nwQ3CiZH/fjh+oMi51Sr1FkW6X5TWVie6PHTvjfzU2+7gjDwEwDfOdcbmqaGtrL5yU9eoY2KH6sIt\nrDEItWNSqgesVjzm0loSW7CvuKdQQ2z5iD3U9SF2HDQzKeRJIaOVZQKpYRX7DyVO58ymhzpWqOUQ\nuxQFy8ALIoIw4uxVdeyMEpmXIBAmWpie8uGyjYS6R81ya0zmdmA+b7Eo51XOd3mp/Yfx4kNmnJlo\nFDm1KNSkfN6OqbFJAY1QqY4rL6lr8bH7ABoe6u3cNcyC+7/ys41F0qzcaCvnGhfTjsmFID6HVs8C\nLbnOI0Ap1A5G2HL8eRUiRHdj7hZDdxRhj/pZNUqLUDzEZt3vm2kPtCjUu6fcZWcfudcDHjhJ2LkC\nNfN89Z7/DYA33tQno3GH4dTpi/zO068A8E8n1OjoFGJCPa5CvXEeZm7CDaJtv3gfP6Am2V9ZURcJ\nNwixjO4t6Ekluuwr2lxlVqkUKy+1/zBOQciqUOuaaA6XAYyhUE85BmEkubReY66QctGNcer0RT73\nisq3/aHf/eyObhSdNHRN4MfxZTdwlcPe2dTHNwl1f4U6LF9ljSlm8v3VzKJlsC4Shfoc0BxQSkOy\nEK/6IWeWK0zZRmNxNAo8THQ5qCkxew71yOhRs9wak7kdmM2bXI6j89i83P7DJNUnY+68MFqsQm6Z\nEA0tZUdCCEHdiNXX+ga8/HH137fdD7A7PNTPfJgjy3+JLlTZiI2/pbsO0zmTV934b7R2VhURmYOv\nf51IcqiNyIUwsZOW8bRcw5o5KRixNTNye1g1pGyzfKQq1MmxtKdQ72FonHiYzZvub9QmJ1FqH7O+\nDSHgnht3PqFOhuo26+rEXal4E6lJTwj1WJ6qKFKxAfmd0AAAIABJREFUebMJod5+ywfAS1fKSCn5\nmVNf4txqjXd9482jDTtlxL6iDQiqU7f0JNQu2Ye2oFmzDKCP0UCZRClVvXCgQp0cf4kPfWlz64c6\ndxumzRCJuuH/rS//41SVJ6ntTlOo/dJVVuQ0symeR00TWFZO5Y+HrtrtsAYT4yTCq+aFnF2ucGx/\nASFG9zkHwkKP+hDqMEDIEHdMD/VIOPEw3PEgftxE6AurLSZzOzBXsFhqEOqO8yHO7JZGNsuHbqrf\nKxlKrDCYrHkJoa6tK//03C0wf6v62W6wfPTZUd6qXYdpx+C8H183Ny7gidFbEkHN6zTiKBMftVui\nJiZPqG0nRyRFe6lMgvq62hkpHmKzFqQr1MlidE+h3sMouHL/L7PMjCpajqPUvnB+neP7i0ylreB2\nCLarJt3KxxdjdwyFurykfOqJ5WObL95fvqTsKj/+e6d508/9GX/wufP8+H3Hed/33D3asFNGJMrf\nev7mbkLt16lJc6y/id9SY6znsi8GW5WLQYR6u46/3YRfEL8BgBCQ91dTt6X1WKFOqx6XlWXW5FT6\nDRC1s1DW1edeGzJNICnGqHohZ65WMvmnAUJh9ifUsRrrjlE9nglv/xAVc55IgmsvNGIytwvzeatF\nob7U/sP4byIypnxYpk5dmi2EenADn2/GZLFyFV75y4Y6DeyO2LwHThJ0xtht4a7DdM5knSJSt0BG\n1EX2RA5P7yCkXlkR6gnbHB3LoIrdW1mOM6iZOqQU6lwKud+zfOwhC+zcFO/yHmVz6jZ450eQZp4v\nXFjfNf7pbatJtwpECMQ4CnUcmcfMUVw/2lYP9anTF/mZx7/UfCs1H02QKdEgK/bFg3tXzSNqW76V\nRAV16nI8hdqPFWpf6lh2dq9ea731XCGdUG/b8bdb8MyHeav860adtxG5qdvShjWYUIvqCisMQ6hN\nNjW18FWK5eBjKSFhqxWXi+u1TP5pAF+z0KM+sXnx7/ZD+p+wUD2T6fWz4NSX1vkB9xFelEf4Qe8R\nTn1pffCTthA5S6dmTKvzslOhDsdTqA1Nw8NUx41XoiQHl5yEdrzIfunP1U5jK6HeDZaPEw+zfuS+\nxo7yVu86KCFBEObV8G+NbAo1gKd1EGq3TJXJlrpAbDfBaS+VSRC3JPr5g9T8MN3yoVugGXuWjz2M\nBsfUeVEe4f9960fhwOu4uF5jueztGkK9bTXpQlDDQfO3glAf2XbLRy8lNZLwwT/76ra9h5mcia4J\nLuo3goxg7ZXmD4M61Wg8j6kfl0SUyVFwsm8ttrZnzaVFK7GNx99uQY8677RtaSOp7U7xUOv1VVbl\n9FAK9TqKUJel02hPTUOiUCe7N+Mo1EY/D3VNJc/sF+t801/9w21RvRIr0hfcwzzofYDPVQ9dEyvS\nXN5m3dzXKNRoYEyF2tQFLib4dWRdEepBampkx/e0Lz8OQoNbvqnxs11h+QAufPMvscwMkYSKOb+l\nuw6JYus6LYQ6o0IdGB1Ng15l4rXjkCSM2Iigl0KtCHXJVHn2qbF5QoBZ2FOo9zAakmbBuq8uKF84\nr3KW37RLIvOyNoiNilOnL1KTJl+z/Mc8/C9/J9uNab2VUG+v5WMnKKmaJlgoWI3ovFbbh/RrY3uo\nwziCS23/jkGoW8j47ADLx3Ydf7sGD5yk3lHdnrYtndR2y36Rc2GA5a2zOpRC3cyiLsnhtqsTxey5\ni4pQZyl1AQg0u7/l40/fC4AmwHFXtjSZoR92ihVprmCxqu3rYfmIP28z21CiGTejyqCOdDepyMGW\nD5xYod44DwdeD7nmPW63xObZebWj/KI8wkdf9ytDRUMOi0Sxrdn7AKjK7Ap1w5rSsHyU4s9osh7q\nRqlMT8uHItQburIhpSrUoOrH9wj1HkZBctNJotS+cGEdy9C481D2oa7tRKYGsRFx6vRFfu6jn2WG\nMtNUeX/95/m5j2ZIc9g4D84M0p7a9pSPnaKkLhRtvhrEmbSthDqoU5fZi11AkRqAksyRH0MJaZ0d\nmB9g+diO429X4cTDnHbeTB31Nww1O3Vb2tLV1n0ypNaF858BQJdhuqKE+tyWQ2XZqMjh1LCCHRPq\nS0pIyKxQayZmL4X6mQ8rv24MfYAFZquwExbQoHZ4FpnvMZSoCPWgavp+sHRV5ETgIt0yJQZbPnK2\nhUy+WD/XRpb8XRKbl4t3lB/0PkBt9o4tfe1kZ64SK7hVaTcEt1HRKNlJ0jbcMiXpTNxDrSwfNnov\nhbq8BGaB9VAdc4MW6Jj5XWX5uL4DW3cIbENDCHBjQv358+u8/vD0jl+pt+Khe2+cKIF57IkX+Dl+\nHR2JELCPDX42+nXe/8T0aP/uxgWYOYofSqQk83ZaFjzy4J1taRRwbZTUfUWLczVNDcC2Dib648Xm\nQZNQl8mNVQHe5qEeQOJg8sffbsPvHniEo6++i8Ms4zkL5FK2pQ1dw8VoWADa4FXgv/wDAP6e8RRF\nXKD/5zGdM7gSE+oyw92886b6rL+6VOLwzHA2kV6INAtD9vBQP3my+3dLLDAnHs70bw2DG2ZzXOxB\nnrd7AT1XsLh0dU7F5kURaPFnklg+Mnuo45jMIB5KlIcHEup3Xvml5hdBXe0UvOPfA60e6u1NXhoV\nrSr8ONe4XkgU201DEeqKNDPbEsMuy0eZzWjylg9T16j1I9SlRVXqEieCpQ4lglL/96rH9zAKhBDY\nhkY9Ljd49sIGb9ol/untwjeU/oT7tdNocf6nI3we0E/zDaU/Ge2F1s/HkXlxe9k2Llp2ipK6r2iz\nXHJh4TisvNz8wRbE5kWxH7Msc+THKFhxTB3b0NDEENuCe+iCbhf5wXhb+tlv/a3UbWnlhbUaQ2pt\nePzdDf/xlKih/T8/kfrvTjkmi766kX+T9iwH3fQMbIB8rFD7ocysToNS4s1ehPqBk2rAqRXbkAe9\nU6xIc3mTc/6cSjeqrjR/EH/eWkZCnVg+CFyEW6JMDieNYD7zYe7cfLoxLEvote0U7IqUD9qLy7ac\nUMcEc01TBUpv5kvc4L2S6bVkZ0qGW2YjstM/oy1CXXSUyiRICHVNnacDFWqrsFc9vofR4Zg6NS/k\npatlan64awpdtgvvNf+AvGj3eOaFy3vNPxjthTYuNAYSYfu3Fx+698ZticdLw76ixUrFRc7f1qZQ\ni6TYZQs81OMq1KdOX8QPIyIJ3/SBj1/XmdJZ4LRsSwcL6QTO0jU8aSA6PdRxdXZCvCwGV2dPOQab\nkfLkTlHlWz777oEeyNbjJKt/GiDSTUx6LApOPAyzNzesBoMsMFuFnbKAnstbnPXiyNEW24f06yqX\nO6MCaumKUGtBDeFXBls+njyJFfXZKWD3DCW2/o5b7UfOmTqGJliL1KK0SJV3vPBTmXzEjYpxrwJR\nCEGNzdBp7AhNEp6W687rBpXyUVSlLjCEWLLLLB87+8i9juAYOnU/5AvnVazSG3fJQOJ24ZU3PUJV\ntispVWlz9k2PDv8i9Q1wNxoticC2F7vsBOwr2tT9CG/2VuVpq29C6DeKL8ZZZIRx61p5iAitfkjS\nEaKYAV1cr133RS2jojWubtDnacYeatGpUGeozp5yTL5PfwpQA4D2EAOAjqGT9Ljcui9bZB5ApNmK\n9EvZ/cOF25DCIJIQ5PdtWx70TlhAz+UtLkXdWdRhUMfFyExgDV3gShPDXUcgB3vmHziJr/XPcN4t\nhNrUBbqmDtjCFqu9QgimcyZvuPyHgDqHBuXI90WrQh2rvBXsoaIsx4UrcphhDwtZaSm2fMSEeiiF\neo9Q72FEOKayfHz+/AbTjsEtC9uXTbwbcOKhn2D1xvvwYtu/h8HqjffxtQ+NcKHZuKD+f+ZIw6++\nnTnUOwULcRb1Ru5m9Y3Vlxt+ynE91NKICTU5ChktHzslHWE3o5XYDPKkJikfXQp1hursNyz9ESe0\n5q7HMAOAmiYa73c8hTpecPfK014/z/q+E7woj3Duwd/Z0mSGnY65Qkv9eKlJqKXvqqKbjM2RyULM\ncpUlqEw+naydeJjLB7+5qxU42SlILB/b1mSZEUI0j9dJZDr/T/onOFp5tvH1oBz5fjBNWw0be+XG\nYGJliMHRrUCg57CiDoXaLYFf4bnNHL/2cWU1fOCDf5EulFh7sXl7yADHbCrUb7xpFk3b2ReVa4Ej\nP/jbRI66MWj2FEd+8LdHe4EkMm/26DWzfOwEJG2JV+0j6hsrLzcyiMe1fCQlEX9L+ySFjWz52jsl\nHWE3o41QD1SoVZ6w1qlQx9XZCPV8b4gSi7u//CvkRMfrDFC1T52+2Eg4es9//WLmnQiZ+KQ7FwZS\nwuoZNmZex4PeB4j2vy7T6+9WzOUtVphBCqNNoY78uiLEGRfQieXD8tSuanmIHOovff2/7GoFTuDu\nhmKXGMnvmXWANg0/5v9HLDl8jnw/OKYqWGlTqIeMshwXvp7DlnU1BJsgbkn8D8+5lF01lDhw99HM\nN6vTdwF2/pF7ncAxdTaqPi8slfbsHv1gFXj5bb9DJOHKjX9zdJUpLnX5k/MGf//f/RUA/+wPn7vu\nrARJW+Il7TAglI+6pZp5HEKtx+RrXmxi/cH3ZVIXdkq84G5Ga3rNQMuHpuFJE9Erw/ntHwKhIYGK\nMbjE4sLXPdplzUpTtTvtPUubbmZ7j+ynUJcuK/9o/qh6OztcAd1qzOUtIjTc3P42Qt30UI9h+cBE\noEhTeYjSEKcwzbu8R6nP3g7v/EjbNdwLIixdQ4id//kkUXZbPZQI8J9nfoi6GP4c6ockD7pVoVaz\nLZP3UDcysFstY3Gx0IVguu2xqbuPe5aPPWSBY2p84cI6YSR3TUPitcD0LfdyVh4mqq6O/uSN84Sa\nyU//8SWultVNd6XiXXf+3IRQX6kJmLmpnVDL8Swf37R+ClDeP1G5msn7t1PSEXYzRlGoNU3gix4K\nNYCRQyJYk8WhSiy8e/4eT0X3KjWb2IaRompvpb2noVB3EupVVTW+nrsJUFaF6wlzcTFS2T7QPpQY\nJJaPbH8PM8mhjjGMQl20DV6UR/jsd/4xHGjfKfCCaMf7pxPkGgr11hPqz+//bj6tf33DwpR1iNY2\nNCrSVoTaKwFxNvw2eKgDowehLiuF+ors5jd9dx+tAgQ1NVS5CzDRv6wQ4tuFEC8IIV4SQrynx8/f\nKYT4ohDiWSHE00KIN07y/exkOKbe2PJ645G9hI9+2Fe0OSNvILc5OI6rC+vnuST3UfXbh5auN39u\nUpSyUvZgIU768NUFbSyF+pkPc7T25ebXQT2T92+npCPsZrR6O4f5PD1h9m4ZLC8iIp9fDt4xMC0E\n1NT+I/6Psi5UNXOU35+qam+pvSeJf+tcGCSE2lGEereQtq3CXCHONjYPqCzqGDJwx7J8mLHlI0F5\nCH9uUjNfibf8E5w6fZE/+Ow5ym7AN77/qR0vcCTn1yTU3mnH5H3ifyFw9hFJ8JyFTEO0jqlTlg7S\nqzR2Citsj+UjNDoi+6DRktiLUPfdfUxmOHZJ0sfErixCCB34EPAdwOuBvyuEeH3Hw84C3yKlvAf4\neeA3J/V+djqcOG3ihhmHA9PZqmCvB+QsnQvaDczUzo++at24wLlgvuePrid/rmVozORMlsstWdQt\nQ4mZk0+ePNndVJfB+wc7Ix1hN2MUhRog6Eeo114B4FV5cHBmLCo2r4bDTxn/nBflEarv+P1UVXtL\n7T0Ny0dHusDqGdBMNkzVDnq9KdRF28DQBCtJ/XiSgjK2Qh3nl8cokxs4pFeMB5XLLYQ6sf1UPHU9\n3w2pPs4EFerpnMmVusELD/w2L8ojPH//v8s0RJso1NJtHUrMXpw0CmSjVKaFUJcXCTUb32xvgE7d\nfbSS17nOCTXwN4CXpJRnpJQe8J+At7c+QEr5tJRyLf7y08CRCb6fHY3Ek7Vn9xiMZfsohvQanuih\nsXGeNetgzx9db/7chaLVJNTupqoBhvGqxx84iad1LAa3oUBjD91w2lI+Bn+eobB6EupnPv8MAOfk\nAT7wxFcGkpyCZSAEfKZygAe9D2AdfkPq47fU3hMnzIR+D8vH3M14Uv0drjcPtRCCuYLFFTGvBrzq\nquJdBnU8aYyV8tGmUMvcQL9+UjPfqlDvtlSfU6cvNuJtH/jgJ7ac+E87BjU/5Gr+VjVEu++uTK+T\neKilW2mxfGxPykdk9vJQL6JPH+KffVdTVx24+2jFMZq7ZDBxkoT6RqCV8VyIv9cPPwSMWHv32sCp\n0xf52JeVv+hTLy3v6JX5TsBm4Rb1H8svpT6uDYEHpUWOH79rz59L3JZY9hShBlj6EqAsH5mTT048\nzNn5t/aNxdrD9qHN8jEEoe6lUJ86fZFP//UzhFJwSe5jteIPVA41TVC0DfxQqhzqAcfSltp7DKWW\nBl7HbtPKGZg/1hLLdn0p1KDaEjuzqEXg4mJlH0rURJuHOjCLAwcKkyjNRI2G3ZXqk6jpiT3z4np9\ny9X0JJv5akktDLPuGNqGRplcx1Di5KvHATBjItxp+Zg6xJtuUi2Qv/Hw1w7efTR7KN07GDviyiKE\nuA9FqP9Jn5//qBDic0KIz129enV739yEkZyg1fgCs1kPdvx217WGO3Or+o+VEQj15kVActddb+AX\n//Y9DVXmevXn7i/asUJ9m/rG0nPA+LF5n7jrJMvMEPWIxdrD9sExmmrsMBGcgWZhdNR2P/bECxyW\ni1yS+/Dj/PdhlMOk/Sxn6kMlNmyVvUckCrXXYvmII/OYvw0/UFaH65FQz+YtzgXx7meSRR16eBiZ\nPdRCCAJNfdaBMDCswVZF29AwNNFQqJfLbt/rzU7cNdwONT05fxJC7WTsSrBNXSXuxLF5ERo1bJxt\nGEpsWjVaLR9LUDzI4oY6Pw/PDGFt3bN8NHARuKnl6yPx99oghPga4LeAt0spV3q9kJTyN6WUXyel\n/Lr9+/dP5M1eK+y27a6dAHvmECXysPLi8E9qlLrcxEP33kjBNvh7bz563fpzF4qWGkqcPQqaCYuK\nULtjDCkB6HaBd3mPctm8uSsWaw/bh0ShHvazDIWF3uF/v7Re42axxDl5oOv7aZhyjLb3sF0QsUId\n+i2EunxFbRfPH8MPI3St2XJ3PWE+b3HWi4fdGwp1fSwPNUAQp7m4WmEo5fPxz18ijCS/9omX+bpf\n+DPue+zjBGHUZTvZqbuG26GmT+fU+XNlCxTqCg7CV0OJgZ4HxLZ4qLXkut9m+ViCqcMsbo5CqPcs\nHwk+C9wuhLhVCGEB3wf8UesDhBBHgY8C3y+lzNYCscuxm7a7dgr2Tzu8HB0iujoKoY7dRzNH2Kj5\nrFd9blnIpz/nNYx9RZuNmo8XCZg/1lCtxvJQowbgXpRH+KXjv9sVi7WH7UNCbuwht3fDRKFuqe2+\nYTbHTeJKF6EepBwmhHo70gRaIUx1g45aFeo44SMh1NebfzrBXMHkpWpMThJCHXp4MntTIsSRbkBN\n5AYqqclubHKELZc9ym7IT73tTh77O2/cFak+25GR36lQZ23zdUydqnTQghrUN/HibGhnO1JubEWo\nZWw1wauCuwFTSqHWNdFo7E3FLrN8TGypIqUMhBA/DjwB6MBvSym/JIT4sfjnvwH8DLAA/Fq8NRhI\nKb9uUu9pJ+KG2RwXe5DnnbjdtVOQROfdM4rlY71JqM8tqlXz0fnrVz1diNsSVysehxaOw7LaEamP\nWeySKKLbrU7uoR0JmR1WoY40Ew0Jod/wIr/ngSPs//82OSebg7zDKIdTLZaP7YQWE+qgVaFeVRXH\nzN+KF9avS7sHqCzq5ZpEzh1AxFnUWjheygcoqxAR1ER+4DnfazdWAr/3mXO7ZqfwkQfv5L0ffbbt\n99hqNb3bQ53R8hEr1ACUF3G1PJauYWzDOaDFhDpwy2pstawi8yge4vLlOgen7OF2ihKle8/yAVLK\nP5ZS3iGlvE1K+b/H3/uNmEwjpfxhKeWclPJN8f+uKzINeyUWWbCvaHEmOoxeujj8ynXjPBQPgmHz\nyop6zs3XuUINtPuoUfXSxhhb4gkZz28zmdpDOxqWjyFvxmESOddS2/09NykLyGVNEephlcPpa2T5\n0Ez1O8hOhVroMHsUP4x2Ra31JDCXtwgiSTR1uJFFLSJP5VCPsYBOFOqKGJwe8VrYjd2OjPyGQl1O\nPNTZzqNGUyJAaYm6NngXYaug22o3JKxXGv8+oBTqzRqHhrF7QEsO9XWuUO9hOCQn4mNPvMCl9Ro3\nzOZ45ME7d8Vq/Vph/5TNWXlYfbHyMhz+msFP2jivWgGBc6uJQn09E2qlQjai82JI3R6r+rdBqO29\nS8u1REJuhiVLkZa0DHqQ7MTGGdThzM182/6D/NYPDKd3JAr1dls+EoU6am1KjCPz0E38QF63CvVs\nXn0mbu4Q+U01T6JvgUId6RYEUGFwS+JrZTf2oXtvnOj9ueGh3lTHcdZFYKMpEaC8SE3ctC3+aQDL\nsnClSVgvN/59QCnUG8u87tB0/ye3vdDuUqj37no7AJM+QV9rUJaPhFC/NCShvgAH7wbg1ZUK+6fs\nRoTT9YimQt2MzpPAHcbiWK+bXPwnUXiwh+ExquVDNgh1i7obE+rPV+b4luND+B1jJB7q7T4GEkId\n+i2kbVVF5gHKQ21cnx7qpB216hwgf/kzEEVoMsAjew41NBXq0hD5xtthl3gtIGfqGJqg5odYujZU\nSk8vOKZOhXixUlmmWrxj23aNlDpuY7iJQq3uK3LqEIsbF/jWOw6kPLsFVo/GxR2M63O5voddDaVQ\nH1JfDOOjllIR6lmlUL+yUuXm61idhg7Lx/QNje//Gu8f6+L1uVdXAXj/n3xlV1QIv1ahawJL14ZX\nqHtYPlg7i3RmOF+zOTRCe+u18lDrieXDj9NKpITVsw1C7YXRdaxQK0K9aR6A+rr6H+COOYScHDcn\n/Ge4VZ5Lfex22CVeCxBCNHzUWQcSocNDjaQqt6d2HFTUXwWHyIsV6tIiaCYlbZqqFw6X8AGg6aoB\ndc/ysYc9TAaOqWPaBTbMg8wsD5H0UVlWytvMUQDOrVT5huMLE36XOxt5S8cxNVbKLjz5AQAEMM86\nPP7j8I5/P/Jrnjp9kd95+tXG10mFMLB309xmnDp9ET+M+Pz5db7x/U8NtJFJvcXykWDtFbypo7AO\nh2aG35ZvxOZtO6FWN2mZWD4qy6oFtEWhvn491IqgrRr7OAawdhZgrBxqAFNTmR1FKvzYhfeC92Bq\nVObebuxwmHYMVite5sg8SFI+mjtLqnZ8mwi1oVOTNlOJOJNkUMc2lqE91KCOp11i+bg+ry572PXY\nP2VzyTwynEK9ESsnM0eo+yGLm3VuWbh+Ez5AqSD7ijbHzp+Crz7R+L7D/9/enUfHdZf3H38/s0oj\nyZJsyUvsODYhK7TEaSA0UKAY6kBaTH8/aOHEDaQLP36EttBCILS0pj2FQjgsbQIkh6UtBlKW4OQH\nJCaYECiQsNiBLI7jxPu+yJZsLbN+f3/ce0cj2Y6t2Wfu53VOjjWj0ehGX2nmuc99vs+ThSfvhQ1r\nZvycN6/bTMafIBZQT/X6m96eLDixeaarBe6UGertnEh5V3VmlqH22+bVueQjHo+TdVFcULZSbJnn\nbbrN5sNbQx2UfBxkwLtjyAuoK62hfsP4fwNeINGdG/JOxqVixQx1BVcPpmao4YSr05REvMz6KElc\nEAgf3w8989g3k6EugUSXSj5EammgO8lOFngBdUnv3FMKhrr0nVvckBjmDh+BOd1JXn3wtqnN98G7\nvX71jJ+vHXbxt4OyhkUVM9R+QF3Iw9EdHIl75UDze8++hnpWg0o+4lEjTXzy/6GkBzUQ6j7Uszri\nRAz2O39aYjUC6g1reE720eLNuMuUfTIuUwV/Q5WUfAR9qAMjhXqWfEQZdx1YaYa6ZwEH/IB63gxO\n0ImnWqbkQwG1tKSBngRP5ud7l3RHzzCOvqQH9Y4j6vARGOxO8LnkmyZbEwXiKXjFB2b8fPUYeiBn\nVs6JjYv5AXMQjI7shUKWfVGvZd5MSj427joKwOf+Z1td6+jj0QgZYpMbK4e2gkW8aaBAJhfeGupI\nxOhLJdgVjB/3Sz7SlQx2Wb+aJFOna5Z7Mi5TBZ0+Oioo+ZieoR4pJOu3KTHmbUq0XJCh3gfdkxnq\nGQXUKvkQqa3B7iSPpf2dwmeqox7eBYke6Ohjh9+DOuwlHwBzupLckXsJXLgCYt4LXJoEXHg1LLt2\nxs+nnurNoawTm9i0kg+/w8f2/Dy6kzG6z7IjztqNe7jtga3F22dTblIt8WiENAlcUAc+9LTXKtMf\nVJPNFyragNfq+lJxDqZj0NFXzN7nI4ny22QuX82ETQuMyjwZl6mqkaGORSNkIpN/88P5ZN3mAyTj\nEcZIEsmOeifp40ehZz77R8YZ6E7O7O8w0XXyVdQmFd5XF2lpA91JHg0C6iNnCqh3Q+8iMGPn0Bg9\nHbFiX9YwG+hJcGQ0Q+EPboGuQQoYI9E+WHlLWc+nXfzNoZwTGytmqP1g1M9gPpmZM6MNRDev20y6\nQXX08aiRcbHJk4KSlnkQ7hpq8Ia7HB3NeF19/JKPfNAusRyXr+KR1JVM4D1HLpIs+2RcpqpGDTV4\nnW/y5p0MD+frnKEOxp6f8Ie6+BnqGdVPg3eSFnQLaXLq8iEtabAnyV434A0iOdPGxGM7p7bMm5Oq\naHhJu5jTlSRfcAznE/Rf+zV23fZH3Db4fj74DLv0z0S7+BuvnGFRFp3Wh/rodojE2DQ2i/mzzr5+\nupF19F7JR5zOXNrbV3FkK/zm64ufD3MNNXgB9Z5j4zDnHDj4ODDZR7pcX57/Ht711HUs4DDp5Bxi\nZZ6My1TBtNFKa56TsQhpUqTyIxzNJeivY9u8MZJEc2MlUxLns394gnNnWm6ZSLVMyYcCamlJA91J\nCkSYmLWEzsNnCKiHd8Oi5wOw88goz1nYW4cjbH4DPZO9qPvnXcJbZ32KRSnVO7eDGZ/Y+C3nyAcZ\n6u3Qey77jme5au7Z/700chpePBrhOHFS+YzJhlMVAAAbIklEQVR3iTk9PCVDHeY+1OC1znt0zzAs\nnew7X4hWkKEGXDzFmzM3ckv839j/ok/z0gpOxmVStTLUHfEo6XwnqfwIx/LJOnb58Gqo4/lxr34a\n/JKPAzx/yeyZPZlKPkRqKwgGj6fOe+aSjz0bYHwIogly+QK7j46HfqhLIBg/fuiEd4k8k8uHusY0\n1PySj2IP56FtuP4lHDyentEl2kbW0QebEi2fPqnDB4S7DzV4rfOOjmVg1uSJlquk5AOvTneLW8SK\nzEfID2ivRLUUa6gr2JTofX2ECfNOZkfprFsf6mQs4pV8uFyxy9Z4cpBjY9mZ9aAGiHe1TMlHeF9d\npKUNBtnVjsVeNi2fPflBmVH4yhu9jx/5KvsODZErOLXM8wXTEo+c8LKS6VyBZIgDjjCL+gF1PuNn\nl49uZ7x7MfmCY94M3gAbWUcfjxpplyCSz8CRp707SwPqXLhrqPtSCdK5ApnUvOJ9LlZZQF3686xX\nS7YwCLp8VJqhTsajjPsbR0/QUbfe8MlYhDHzy4mGngaLsD/XDcywBzWo5EOk1ub4gwr2RBdyaSEH\nR3fAwLOnPuiuG7zsNED6OMnv/BVwLeepwwcwbfw4XlsxZajDyfySj0IuDRPDMD7E0aTfg3omLa5o\nXB19kKGOFIIMtUHfecXPZ/MF4rEw11B7Wc+RxNxgvAuFyAyDm2kSJTXp9e473s6CDHU1aqgLBW9O\nw3yG6rZGZkY26DBy5Gnomsu+417iZsYZ6kQXFLJe0iza3M0E9O4pLakjHmVWR4zt+PWA08s+Nqzx\nJgAGNaH5DP271/O66A+Uofb1dcaJRqyYoc6EvK1YmEWCgDqT9k5OgYPRBUAZGaUG8drmxb0M9dBW\nr2VefPLYQ19D7SchjkYHi/dVmqGOlfw869VBIgx+vt1LBH3xwR0V9XLvjWY4N+t1dPlY/NN0W/oM\nX1E9uagfUA89XdyQCDM/QSfuJ8BaYFpieF9dpOUN9CR5MjffuzG908f61SdtZIgXJnhv7A7m9bRG\ngFBrkYgxuysxNUMd4oAjzKJxv+QjO1FsmbcLrzRgRkMYGigeNTLEiRT8gHr20imfD3sNdX/K3zMR\nmTN5Z6yytS09QVGGujrWbtzDJ783mSCqpJf720Y+TgyvHHKOjbBs499X7TjPJBsE1MO7/Q2JfkBd\nTskHKKAWqaXB7iQ7xpLQOfvk4S7LV0NkakVT2jr4QuebiUTCe9l3ujldCQ4HGWqVfIRWIhYh7WIU\nshPFoS5PZweIR61YXtXszIws8cmSj5L6aVAf6tld3uXyw9mOYiC9yB2o6DlV8lF9N6/bzEQ1erlv\nWMNl4w8RxSv56LAsA3vvr9to+HzMD4RdAbrnsX94gt7OOKnEDCuNgwx1C3T6CO+ri7S8gZ6kl10d\nuODkDPXiF0IhD+a/yMc6+Gns+Wxe8Jr6H2gTG/R/hoWCI1dwCqhDKiiXcLm0F1B3zmbnWIy5PR0t\ndQKatQSp7FFv70RJQF0oOPKFcAfUfX6G+sTxYSjkAHjn8IcqyvyVlnzUa8Nbu6taL/f1q0m6iSl3\nRfPjdRsNX4iW7FXqmV/eUBfwaqhBGWqRWhrsTnLoeBrmTAuonYN73wOJbuiZBxiua5C/mfhzFs/W\nhsRSc7oSHBlNk8l7GREF1OEU84eiuFzam6I3eyn7hydmfnm2wXKROImCH0TMOb94f7bg/X6HeVNi\nn9/b+Ld+9X5weQB688fgrreX/Zwq+ai+0/Vsn3Ev9+WrSU8bDV+IddZtNHw+XnK8foa6rPIxlXyI\n1N5gT5Lj6RzZ/md5400nRrxPbL4Hnvoe/O5NsOpOGLyYoZVrGMrGWTKgDYmlBrqTHD6eKY6LDnON\naZglokaGGIWsn6HuX8L+kRYMqK2kPGXa2HEI9+93LBrhTzp+yNKh//GSDkCCDDx5b9llAMHkyVjE\nQp39r6aq9XK/fBVP9l5VHA0/4eKML31l/UbDx0rea3sWsH+kzAy1Sj5Eai8YTDKc8ltjHdkC2QlY\ndxMMXgwveAvMvQRueJCtkcUALNZQlykGepKMZ/MMj3kbVyrteyqtKR6NkHFxLDsGw7twfUu8DHWL\nbEgM5EsD6v4lxQ+z/glj2IO+d/KVyQx+IDtWdhlA8PNUdrp6qtnL/Z5n/T1H3CwcxmHXy9irPln9\nAz6NQsnUzGxqLodPpMs7QW+hkg/1oZaWFQx3OZQ41+urescquOQPvAzbdXdP6Vm5/bD3x6ge1FMV\n+3n79Xkq+QinoIY6PrIdCjnGexYzns23XECdi8ShgDcNsOSSczavgBpgTff1vGX0M3SU1tbGU2WX\nAQQ/T9VPV1e1erlHkt38We5Gvtx3G9cP/R++2TWrCkd3dqwkoD5MH84dKLOG2k+CKUMtUjvBYJJ9\nhT7vjuN74We3w8XXwLNeOuWxO4fGiEaMhTOtQ2tzwQj3fcMKqMMsGIrScczbi3A45vWgbrWSj0Iw\nSntah49v/XovAO/75iMV9fVtdRvnXMPP41cUu3xkLAEXXl12GUBQ8qEMdXPqiEd4Ir+ILzzvK2xx\ni+q6TpF4B3m834+hw/sBmN9bxvuv+lCL1F4QUJ//0PtL7nVed49pdhwZ45y+DgWM0wx0eT/DYAd5\nIqo3xjBKxLweztG8l7ncG/H6u7daQD2LE94Hnf3F+9Zu3MOH751sOVZJX99W159KsNpugK5BChij\nsdmw8payn08lH80tGfPW5dhYlkQsQrSOHXtmxbKY37Jv6ff+gk7KLCFroZIPRRfSsuZ0J3hd9Aec\nc/CBqZ/Y9sOTNtnsODLKeerwcZKBHi+jt9efYqUTjnAKaqgBiCbYmfUuDbdUyUdmlGuy3/U+3vZA\n8Q345nWbi5tuA2X19W0D/V0J9o9H4NqvsZVFfOn8mycDljKo5KO5dcS99Tk6lqn7Sc8b932YIHxP\nTBzhI7HbyztBj3cCppIPkVpKxqLcFP9v4mexyWbH0JhGjp/CbL+GOshQa1NiOMUiXg01AH2L2Tfi\n9SmeOyvZwKOaobtuoNP5b7qZsWI7uKr19W0D/ak4o5k86dkX8prCRznW/eyKnm+y5EOvG80oyFDX\nPaDesIaLRn5SDKhjhTTLoxuZtemOmT+XmVfnrwy1SG19vuO6k3ptTt9kMzyW5dhYVgH1KSRjUWZ1\nxNh3TBnqMPNKPvw96n7LvDldieIbctPbsAaeXEccv9yrkC22g6taX982EAx3OTaWJZsvEK/w710l\nH80t6Z/oHBvLkqrnVYT1q0/qJpOyNLa+zB7YCQXUIjX3y9nX8MvE84ubbIh1nLTJZseQ94eooS6n\nNtCdnKyhVkAdSnF/sAsA/UvZPzzeWvXT61effEnYv1L1rt+78KSHl9XXtw0EV6SGRjNVGcVeDKhV\n8tGUSmuoO+p50rN8NdnI1NePCUuWP1Qm0aWSD5FaG+zp4J+i3iYbMO/faZtsdhzx/hA11OXUBrq9\nATkQ7sEXYRaPRrwhHwDxTvaPpFurfnr5au/KVCn/StWz5/YA0JeKV9zXt9X1pbyTpoPH04A30KcS\nQclHXYM1OWtTaqjredJz+Sp2DvwOE/6+jAnibOq5qvyhMvEuZahFam2gO8HuUW+TDYMXe/9O22Sz\nc8gLqDXU5dSCjYmgGuqwihfGeVHkMe/Gw19mePgY81opQ335KrhwhdcGDqZcqbpv0wEiBt//25ex\n7V+v4cfvfXkog2mYzFAfHKlOiVdMJR9NLTjRGcvk675GD/3GP3GY3uJQmQcu/sfyn0wlHyK1N9Cd\n5EQ6x3jfhXDDg95kxGm2Hx5lsCdJKqE5Rqcyp2ty45lKPsKpd907SOJNy3TpEW7K3MKCVspQA6y8\nlePRPgrTrlTd9/gBrjhvdjGYDLN+v4Y6yFBXWvIRXNFShro5lSZI6l2WE+vo4frMjUz0XcD1mRuZ\nM3t2+U+mkg+R2gumJR4+kT7tY3YMjbFEGxJPK+jnDQqoQ2nDGuJb7yNmXms5y2dYHt3IlcP3NPjA\nZijRxW2LPswOO7d4pWrX0Bib9o3wykvnNfromkKx5MPPUFdcQx3TYJdmVnqiU+81SsYjbHGLuOcl\n32SLW1RZCVm8y+vc0+T07iktbdAPBoOMy6nsPDKmDYnPYE73ZOZONdQhtH41Ni37k7I0l23+RIMO\nqHxHUuezKvnJ4pWq9ZsOAPAKBdSAt0mtKxHlwEhQQ13Z3/sDmw8BcMv9T4V6AmWzmpKhrndA7W+I\n3O7vYSpr7HggkYLMiWocVk3p3VNa2pky1BPZPPtHJtQy7xkoQx1yy1fjpm3oG3NJhq56X4MOqHyJ\nmJHNTw5xuW/TAZ49t5ulAzqhDvSlEhw47meoY+VvSly7cQ8fu+/J4u0wT6BsVlMy1HUu+Qg2RO44\n4tU+V9Q1KJ5SyYdIrQXB4KkC6rUb9/CSj9wPwBd+vE0v9KcxUJqhVkAdPpevwi5cUdyRn4skWZ9f\nRurKNzX4wGYuFomQK3jjjofHszy0dUjlHtPM7kpwcKTyGmpNoGx+jayhDoL57YdHSUQjzE5VsIch\nl4YTh+DgpiodXW3o3VNaWlCucGhaycfajXu46c5HiqUgR8eyyp6cxpQMtUo+wmnlrRzxd+SfiPWz\nOvJ/6Um23ibeeDRC1g/yfrD5ILmC4xWXKKAu1ZeKF18vKwmoNYGy+TWyhjr43tsOjzKvN0kkUubV\nkMwobP4OUIAvvb6pu33o3VNaWjwaoT8VPylDffO6zYxn81PuU/bk1IKTkkQ0glllfWmlRSW6+Et7\nH4c6lvDv8/+F3t6+lvxdiMeMjF/ycd/jBxjoTrDs3L4GH1Vz6U8lij+jSk6gNYGy+TW2htr73iMT\nuco2JN51w2S5x+hBuOvtVTi62lBALS1voDt5UoZa2ZOz152MkYxFVO4Rcjtj5/GJi77IxokFrTXU\npUQi6pV8ZHIFHth8iOUXzys/M9amStsHVpKhfveKi04K0sI6gbJZxaIRYv7vf6NKPgDm95Z5krVh\nDTy5Dgre4DFyaXjyXu/+JqR3UGl5gz1JDp/ITLlP2ZOzd9fDe8nlHSfSOe3UD7FE1MjmCuwfnmit\nseMlYpEI+YLjJ08f5ng6p/rpUwha58HkpMNyvHbZQj70v36DhX2doZ9A2cyCTHH9Sz4mw8uyO3ys\nX33yZsTsmHd/E2q9IjmRaQa6kzy869iU+9694iL+5qsP4+9PApQ9OZWg1jzvvB9UsFMf0BtjyMRj\nEdK5AgePt9jY8RJB14p7HtlPRzzCiy8YaPARNZ/+ks1h8QqvSr122UK9TjS5jniU0Uy+/hnqWEmG\nutzXk+Wr4Z53Tw2q4yl4xQcqO7gaUYZaWp6XoZ5a8vHsud0UHPR2xpQ9eQaqNZdALGLsH54gV3At\nm6EOaoK/+/h+fueCQU3wO4X+LvWdD5NGZaiTJRnqsl9PLl8FF66AmP/1sQ648GpYdm0VjrD6lKGW\nljfQnWQsk2c0naPL70zwxZ/uoDMe5Yc3vpzezvgZniG8VGsugXg0wq6jXiaoVTPUQb3o0bGsyj1O\no39KyYcC6nYXnFQ2NENdyQn6ylvh1itheDd0DcLKW6pwdLWhvyZpeUEf5SBLfXQ0w9qH9/CHly9U\nMH0GqjWXQCIWYb8/kroVM9RrN+7hE9/bUrydzuWf4dHhNaXko4IaamkNiQZlqCMRK14BqWxKYhdc\n+zUYvNj7N9G8Q5oUUEvLmz4t8au/2EU6V+C63z6vkYfVErRTXwLxaAS/lL7lMtTBXoBj49nifR/8\n9hPaYHsKU0o+1Nmn7TUqQw1euUnEYLBk1kFZ5l4CNzzo/dvE9NckLS8YTHLoeJp8wfHFB3dw5dLZ\nXDx/VoOPrPlpp74EgmxlLGLMqfQNsM60F+DslZZ8qIa6/TWqhnrtxj2MZnIUHLz05h+E4uRWNdTS\n8ub6GepDJzJ8/4mD7D46zt+9urnPZJuJduoLTNbTzu1JEm2x3s3aC3D2OuNRkn5HF9VQt79GZKiD\nK0ZBl62wdI/SX5O0vNldCcy8DPV//XQ7C3o7tCFJZIaCbOW8Fqyf1l6As2dmxTrqStvmSfNrRIY6\nrFeM9NckLS8WjdCfSvCzbUf40ZbDXHvlYmLKvIjMSMwv+ahoA1GDaC/AzAR11NqU2N7WbtzDj7Yc\nBuCVH3+gbmUXYb1ipKhDWt7ajXsYGc/y4NYhAHpT6uwhMlPB5f95LbYhEbQXYCbWbtzD1kMnAPjd\nj4ajtjWMgrKLIFO899gEN935SF3WO6xXjFRDLS0teNHIlYxE/OC3n6AnGdebqcgMVKXFVQNpL8CZ\nBa+X6VwBmAyyoL1rW8Pomcouar3W715x0ZRgHsJxxUgZamlpYa3VEqm2Vs5Qy9nR62V4NLLsIqxX\njGqaoTazq4FPAlHgs865f532efM//2pgDHizc25DLY9J2ktYa7VEqmntxj1869d7Afjnbz2Oc8pY\ntiO9XobHOX2d7DnFutar7CKMV4xqlqE2syhwK/Aq4FLgjWZ26bSHvQq4wP/vLcCna3U80p7CWqsl\nUi1BGcBoxstcHj6RqVutpdSXXi/DQxt166+WJR8vAJ5yzm11zmWAO4CV0x6zEvgv53kQ6DOzBTU8\nJmkzetEQqYzKAMJDr5fhEdayi0aqZcnHQmBXye3dwJVn8ZiFwL7SB5nZW/Ay2CxevLjqByqtK3hx\nuHndZvYeG+ecvk7eveIivWiInCWVAYSHXi/DJYxlF43UEl0+nHO3A7cDXHHFFe4MD5eQ0YuGSPka\nXWsp9aXXS5HaqGXJxx7g3JLbi/z7ZvoYERGpEZUBiIhUrpYB9c+BC8xsqZklgDcAd097zN3AdeZ5\nITDsnNs3/YlERKQ2VGspIlK5mpV8OOdyZvZ2YB1e27zPO+ceM7O3+p//DPAdvJZ5T+G1zbu+Vscj\nIiKnpjIAEZHK1LSG2jn3HbygufS+z5R87IAbankMIiIiIiK1pEmJIiIiIiIVUEAtIiIiIlIBBdQi\nIiIiIhVQQC0iIiIiUgEF1CIiIiIiFVBALSIiIiJSAQXUIiIiIiIVUEAtIiIiIlIBBdQiIiIiIhUw\nb1hh6zCzQ8COBn37AeBwg7631JfWOjy01uGhtQ4PrXV41Hqtz3PODZ7pQS0XUDeSmf3COXdFo49D\nak9rHR5a6/DQWoeH1jo8mmWtVfIhIiIiIlIBBdQiIiIiIhVQQD0ztzf6AKRutNbhobUOD611eGit\nw6Mp1lo11CIiIiIiFVCGWkRERESkAgqoz4KZXW1mm83sKTN7b6OPR6rHzM41s/vN7HEze8zM/tq/\nf7aZ3WdmW/x/+xt9rFIdZhY1s41m9i3/tta6DZlZn5l93cyeMLNNZvbbWuv2ZGbv9F+/HzWzr5hZ\nh9a6PZjZ583soJk9WnLfadfWzG7yY7XNZrainseqgPoMzCwK3Aq8CrgUeKOZXdrYo5IqygF/65y7\nFHghcIO/vu8F1jvnLgDW+7elPfw1sKnktta6PX0SuNc5dzHwPLw111q3GTNbCPwVcIVz7rlAFHgD\nWut28R/A1dPuO+Xa+u/dbwCe43/Np/wYri4UUJ/ZC4CnnHNbnXMZ4A5gZYOPSarEObfPObfB//g4\n3pvuQrw1/k//Yf8JvLYxRyjVZGaLgGuAz5bcrbVuM2bWC7wE+ByAcy7jnDuG1rpdxYBOM4sBKWAv\nWuu24Jz7ITA07e7Tre1K4A7nXNo5tw14Ci+GqwsF1Ge2ENhVcnu3f5+0GTNbAiwDHgLmOef2+Z/a\nD8xr0GFJdX0CuBEolNyntW4/S4FDwBf88p7PmlkXWuu245zbA3wU2AnsA4adc99Fa93OTre2DY3X\nFFCLAGbWDXwDeIdzbqT0c85rhaN2OC3OzH4fOOic++XpHqO1bhsx4HLg0865ZcAo0y75a63bg18/\nuxLvJOocoMvMVpU+RmvdvpppbRVQn9ke4NyS24v8+6RNmFkcL5j+knPuTv/uA2a2wP/8AuBgo45P\nquZFwGvMbDte6dbLzWwNWut2tBvY7Zx7yL/9dbwAW2vdfl4BbHPOHXLOZYE7gavQWrez061tQ+M1\nBdRn9nPgAjNbamYJvIL3uxt8TFIlZmZ4dZabnHMfK/nU3cCb/I/fBNxV72OT6nLO3eScW+ScW4L3\nd/x959wqtNZtxzm3H9hlZhf5dy0HHkdr3Y52Ai80s5T/er4cby+M1rp9nW5t7wbeYGZJM1sKXAD8\nrF4HpcEuZ8HMXo1XexkFPu+c+5cGH5JUiZm9GPgR8AiTdbXvw6uj/iqwGNgB/JFzbvrGCGlRZvYy\n4F3Oud83szlorduOmV2Gt/k0AWwFrsdLImmt24yZfQD4Y7yuTRuBPwe60Vq3PDP7CvAyYAA4APwj\nsJbTrK2Z/R3wp3i/C+9wzt1Tt2NVQC0iIiIiUj6VfIiIiIiIVEABtYiIiIhIBRRQi4iIiIhUQAG1\niIiIiEgFFFCLiIiIiFRAAbWISBMxsz4ze5v/8Tlm9vUafq/L/LagIiJSAQXUIiLNpQ94G4Bzbq9z\n7nU1/F6XAQqoRUQqpD7UIiJNxMzuAFYCm4EtwCXOueea2ZuB1wJdeBPAPoo3tORPgDTwaufckJmd\nD9wKDAJjwF84554ws9fjDUXIA8N4I5ufAjrxxvN+CPgW8O/Ac4E4sNo5d5f/vf8Q6AUWAmuccx+o\n8Y9CRKRlxBp9ACIiMsV7gec65y4zsyV4QW7gucAyoAMvGH6Pc26ZmX0cuA5vouvtwFudc1vM7Erg\nU8DLgX8AVjjn9phZn3MuY2b/AFzhnHs7gJl9EG8k+5+aWR/wMzP7nv+9X+B//zHg52b2befcL2r5\ngxARaRUKqEVEWsf9zrnjwHEzGwb+n3//I8Bvmlk3cBXwNTMLvibp//tj4D/M7KvAnad5/t8DXmNm\n7/Jvd+CN9wW4zzl3BMDM7gReDCigFhFBAbWISCtJl3xcKLldwHs9jwDHnHOXTf9C59xb/Yz1NcAv\nzey3TvH8Bvxv59zmKXd6Xze9PlD1giIiPm1KFBFpLseBnnK+0Dk3Amzz66Uxz/P8j893zj3knPsH\n4BBw7im+1zrgL81Pb5vZspLPvdLMZptZJ14t94/LOUYRkXakgFpEpIn4ZRU/NrNHgZvLeIprgT8z\ns18Bj+FtcAS42cwe8Z/3J8CvgPuBS83sYTP7Y+Cf8TYj/trMHvNvB34GfAP4NfAN1U+LiExSlw8R\nEXlGfpeP4uZFERGZShlqEREREZEKKEMtIiIiIlIBZahFRERERCqggFpEREREpAIKqEVEREREKqCA\nWkRERESkAgqoRUREREQqoIBaRERERKQC/x+H+i2lgWWyhAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11aa88278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with tf.Session() as sess:\n",
" saver.restore(sess,'tmp.ckpt')\n",
" X_batch = np.random.rand(1,n_seq,n_inputs)\n",
" y_val = y.eval(feed_dict={X:X_batch})\n",
"plt.figure(figsize=[12,6])\n",
"plt.plot(X_batch.ravel(),'-o')\n",
"plt.plot(np.roll(y_val.ravel(),-1),'-d')\n",
"plt.legend(['inputs','outputs(shifted)'])\n",
"plt.xlabel('timestep')\n",
"plt.ylabel('value')"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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