{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# quick start " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Somethings to change**:\n", "\n", "1. find the eigen point correspoing mode, W and PC relation\n", "\n", "2. Make the analysis more stable by using last three weights\n", "\n", "3. Try to find decoding performance in 10-50 setting\n", "\n", "4. Use more range to measure not only 15 55 85\n", "\n", "5. Same trends of increasing img, but failed prediction, what is other factors? What really predicts the limit cycle type strategy? \n", "\n", "6. Relation of PC dimension and real trace shape, if too high D will make the real game hard? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resources\n", "\n", "* [*The* Reinforcement learning book from Sutton & Barto](http://incompleteideas.net/sutton/book/the-book-2nd.html)\n", "* [The REINFORCE paper from Ronald J. Williams (1992)](http://www-anw.cs.umass.edu/~barto/courses/cs687/williams92simple.pdf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FULL MODEL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/tie/anaconda3/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['random']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import numpy as np\n", "from itertools import count\n", "import random\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "import torch.autograd as autograd\n", "from torch.autograd import Variable\n", "from torch.nn import init\n", "from torch.nn import DataParallel\n", "from torch.utils.data import DataLoader\n", "\n", "import matplotlib.mlab as mlab\n", "import matplotlib.pyplot as plt\n", "import matplotlib.animation\n", "import seaborn as sns\n", "from IPython.display import HTML\n", "\n", "import pretrain\n", "from pretrain import *\n", "\n", "import pandas as pd\n", "\n", "import navigation2\n", "from navigation2 import *\n", "\n", "import sklearn\n", "from sklearn.svm import SVC\n", "\n", "import scipy\n", "from scipy.spatial import distance\n", "from scipy import signal\n", "\n", "import Nets \n", "from Nets import *\n", "\n", "import dynamics\n", "from dynamics import * \n", "\n", "\n", "\n", "%pylab inline\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qnetwork\n", "\n", "To select actions we take maximum of Q value, corresponding to certain move." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the liquid state approach to work, you need a lot of neurons as surplus or enough hidden to hidden connectivity to make it have an effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## test Pretrain loss\n", "In this game , we use a new reward function determined by game, if the agent achieves the goal before 50, reward is 1. If time pass 50 reward is 0.5, once time pass 100 agent gets a reward of -0.5 . Practically, this is found to be easier to learn than the rewards as a continous function of time. Tf the agent learns to search in a efficient way, the largest possible way for search is to firstly arrive at corner then goes to the goal, which, takes about 50 steps, it is reasonble to make 50 and 100 as milestone thing. Also in principe as the game doesn't have a timer , it is not if it can use a reward as funtion of time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3 condition for ending , when pass time limit, game over" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For weight update, it seems to be better do it after episode, as it makes non-sense evaluate strategy during episode, but a the end. Also, it is much quicker. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A programming of MDP here, hidden state is as state of enviroment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training from zero seems to be better because it will allow the agent to explore from new" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A coherent result here is threhold kind behaviour of decode vs performance, after decode smaller than 10, the performance rises. The resutls is showeing that the learning rate vs performance doesn't characterize the threshold kind behaviour of performance change. It is only after lr = -5, the performance begins to rise , while the learning rate - performance curve creates a fake trends for first few points. This is not shown by explaination factor calculated by covariance. **" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def placefield_target(pos): \n", " field =np.zeros((2, 20 + 4))\n", " for k in range(2):\n", " for i in range(field.shape[1]): \n", " # distance generation \n", " field[k, i] = (i- pos[k]) ** 2 \n", " # gaussian density, but before exponential to help learning identity mapping input to output\n", " field = torch.from_numpy(field).resize(1, 2 * (20 + 4)).float()\n", " return field" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 400, 10)):\n", " beta = 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p1) + game.net.bp1).data.numpy() for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs(f) for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hK1OcTyhB6If4iGC/ff5lzsE4QvQdG221mJGqfYXCT6oa29ldVMeKmUnd2xZlxhISZOBD\nFUdQBBAlCP0QH6E1pHP40ZCurL7dY/wAwOpMZa1ScQSFH2w8XImU9BKEkCAjF06KY7OKIygCiBKE\nfogLD8Yhob6tU/cxmoXgRRBUtbJiAGw8WMGk+HCmJkT02r40y8rJmhaKzraO0JUpzjeUIPRDXIR/\n1crtnXbOttg8ppzCwPoZFVY1q74145j6VhvbT55lxcykPm7IpVlWAD48rqwERWBQgtAP56qV9fn8\nyxu8p5yC/8VubTY71/1xC79795iu9Yrzj3cPV2J3yF7uIheZ8eGkxYaqOIIiYOgSBCHECiHEUSFE\noRDifg/7zUKIF537dwghMpzbbxdC7O3xxyGEyHXuu00IsV8IcUgI8ZtAfqlAce4Gru+Jvr+UU4Bw\ns4mwYKNuC6GwqpmOLgev7y1Vg3XGKRsPVZAcFcKslKg++4QQLM2ysv1EDbYulbmmGDw+BUEIYQQe\nA64BcoA1Qogct2V3A3VSyinAo8BDAFLKZ6WUuVLKXOAO4LSUcq8QIg54GFgupZwBJAohlgfsWwWI\neD9dRueqlD0LAvhXi3CssgmAysYOdp6q1XWM4vyhuaOLzcdruNqDu8jF0qwEWmx2dp+pG+arU5yP\n6LEQFgGFUsqTUkob8AKw0m3NSuAZ5+u1wHLR9yd4DfC88/Uk4JiU0mXrvgfc4u/FDzXRoUEYhP4W\n2K4q5cQos9c1/lQrH6tqIthoICzYyLp9ZbqOUZw/bDpaha3LwTUzJ3hdc9HkOIKMQlUtKwKCHkFI\nAYp7vC9xbvO4RkrZBTQAcW5rbuOcIBQC04QQGUIIE3ATkObfpQ89BoMgNlx//6Gy+jasFjNmk9Hr\nGqsfxW7HKpqYZA3nypxE1h8oV26BccbbByuIjwhm/sQYr2sizCYWTIxVgqAICHoEwZOt6u7Q7neN\nEOICoFVKeRBASlkHfAl4EdgCnAY8zqoUQtwjhMgTQuRVVw//D318RLB+l1GD95TT7vNZgqnW7TJq\nJivRwo1zkmlo62SLyiYZN7R32vmgoIorc5J6Td7zxNJsK0fKG6lsbB+mq1Ocr+gRhBJ6P72nAu7+\ni+41zif+KKCn03s156wDAKSUb0gpL5BSXgQcBY57+nAp5eNSygVSygVWq1XH5QYWrcGdfgvBW8qp\nC2tECPWtnT6f9ps7uiitbyMrMYJLp1qJCg1SbqNxxNbjNbTa7B6zi9xZMlX7vVBFaorBokcQdgFT\nhRCZQohgtJv7Orc164A7na9vBd6XzukdQggDsAot9tCNECLB+XcM8GXgnwP9EkNJXLg+F4+Ust8q\nZRfxFtdozv7PedwZUJ6aaCHYZODaWUm8e7hSNTMbJ2w4VEFkiImLJrl7XvsyfYIFq8Ws3EaKQeNT\nEJwxgfuAjcAR4CUp5SEhxM+FEDc6lz0BxAkhCoFvAT1TU5cAJVLKk26n/oMQ4jCwDfi1lHJUJtvH\nR5h1dTytb+2krdPu02VkdaWyNvV/zuOV2vCT7EQLADfMSabVZue9I5V6Llsxhum0O3j3cCVXTE8k\n2OT7mc2VfrrleI1KT1YMir4tOT0gpVwPrHfb9kCP1+1oVoCnYzcBF3rYvsafCx0p4iKCae7oor3T\nTkiQ92BxWYP3wTg9iXe2r6hubkfzrHnmaGUTZpOBtFitu+UFmXEkRppZt6+MG+Yk+/ktFGOJHSdr\naWjr5God7iIXS7OsrN1dwr6Seualew9CKxT9oSqVfRAf4XLx9P9E399gnJ7otRCOVTYxNTGiO6Bo\nNAiun53Mh0erafCjt5Ji7LHhUDmhQcbu2IAeFk+JxyBQVcuKQaEEwQdx4fqK03xVKbuwdlsIvmII\nzWQlWHptu3FOMja7g40HK/o91kVDWydvHyjXtVYxOnA4JBsPVbJsmpXQYO8WqTsx4cHMSYtWcQTF\noFCC4AOXyybvdP+VoGUNbQSbDMSFB/e7LiTIiMVs6rc4raGtk4rGdqYm9haE2alRTIwL05Vt5HBI\n7ntuD196dg+FVU0+1ytGBydrWqhu6uCy7AS/j12aZWVfST11at6GYoAoQfBBdpKFRRmx/HPLyX5T\nRbUMoxAMPnLGQYsj9GchuDKMspN6tzsWQnDjnGQ+OlFDVVP/Oed/33ySLcdrAN9iphg9VDlrCdJi\nwvw+dmmWFSlhS2FNoC9LMU5QgqCDLy2bTFlDO6/tLfW6pqy+jWQf8QMX1ggzNf1YCMecGUZT3VxG\noLmNHBLe2u/dFbT7TB2PvHOU62ZNIDY8mDzV52bMUOkU+oRI7+1PvDE7NZrosCAVR1AMGCUIOrgs\ny0rOhEj+9uEJr2l95f0MxnHHV7XyscomwoKNHpvkTU20MC3J4tVt1NDaydeezyc5OoRf3TKLeekx\n7FGCMGaoatR+LhIs/guC0SC4dKpVVbQrBowSBB0IIfjyssmcrG5h46G+Ad0uu4OKxnaSfaScuvBt\nITQxNdHi1f10Y24y+UX1FNf2npQlpeS7a/dR2djOn9bMIzIkiAUZMZysadHdfkMxslQ1dRAaZCTC\nrCsjvA/TkixUNXWoAkbFgFCCoJNrZk4gMz6cv2wqxFmE3U1lUwcO6TvDyEV8hJnG9i6vk9COVTaT\n5TYusSc3zNbqENythH9tP8M7hyv5/opp5KZFA3Q3RttTVK/r2hQjS1VTBwmRZq/trn2RoMa0KgaB\nEgSdGA2CLy6dxMHSxu5grQu9KacuXKmnnmobalts1DR3kJXYN37gIi02jPkTY3ijhyAcLG3gwbeO\nsCzbyt2LM7u3z0qJIsgoyDuj5imMBaoa2wfkLnLh+tnylXSgUHhCCYIffGJuKkmRITz2QWGv7ecG\n4+hzGfU3W9k1FCcrybsggBZcLqho4lhlE80dXXz1+XxiwoP47Sdze7maQoKMzEyJUnGEMUJ1UwcJ\nFn0/R55wHevP3G6FwoUSBD8INhn4wpJJ7DhVy+4eT9x6q5RduJ7iPMURXCmnWYneXUYA186agEHA\nur1l/Pi1g5w528IfVs8l1kMdxIKJMewraaCjS/mVRztVTR3dPx8D4ZyFoARB4T9KEPxkzaI0YsKC\n+MsHJ7q3ldW3ERUaRLjOQGB8P9XKRyubsJhNJEX6aKNtMXPJlHie2HqKV/NL+fryLC700hlz/sQY\nbF0ODpU16ro+xcjQauuiuaNrQCmnLmLDgzEahLIQFANCCYKfhAWb+OzFmfyvoIoj5doNtlzHYJye\nuPojebIQjlU2k5Vk0RVUvGFOMm2ddi6aFMd9l0/xum6eM7C8WxWojWrOpZwO3GVkNAjiwoO7z6VQ\n+IMShAFw58UTCQ828tdNmpVQWt9OcpT+X2KzyUhkiKmPhSCl5Fhlk093kYsbZifz5csm84c1uf1O\n1UqwhJAeG6YGsY9yXG6ewQSVQbMe9U7lUyh6ogRhAESHBXP7hRN5c38ZZ862aFXKflgIoP3SuqcG\nVjd3UN/a2W+GUU9Cg418b8U0XU+UCybGkHemrk/KrGL0UDWIKuWeJFjMKstIMSCUIAyQzy/OxGQw\n8Oi7x2ho6/RbEOIjzH38vK6hOHoFwR/mTYyhprmD4tq2gJ9bERgC4TICp4WgYgiKAaAEYYAkRIZw\n64JUXtur1QLorVJ2oVkIvesQjla4xmbqcxn5w4IMLY6g6hFGL1VNHQQZBTFhQYM6T4IlhJpmGw41\nPU3hJ0oQBsG9Sybhct0HxEKoaiImLKh7iE4gmZpgwWI2+RVHaLPZVarqMFLV1I41YuBVyi6sFjN2\nh6S2VbXBVviHEoRBMDEuvHuc5UBiCM0dXb16zhyrbGZqor4MI38xGgRzJ8boFgQpJasf3853Xt4f\n8GtReKa6qQOrj3RjPbiC0sptpPAXJQiD5IfXTucXN830K8sIeozSdAaWpZQcq9CfYTQQ5qfHcLSy\nicZ23yM4t588y76SBlXhPIxUNXYMOsMIVHGaYuDoEgQhxAohxFEhRKEQ4n4P+81CiBed+3cIITKc\n228XQuzt8cchhMh17lsjhDgghNgvhNgghIgP5BcbLhIiQ7jjwol+P9W7j9KsaGynqaOL7CEIKLtY\nkBGDlJCvo9Hdk1tPA1Ba36ZLQBSDp6ppcH2MXFiVhaAYID4FQQhhBB4DrgFygDVCiBy3ZXcDdVLK\nKcCjwEMAUspnpZS5Uspc4A7gtJRyrxDCBPwBWCalnA3sB+4L1JcaC7j3M+oeijOEgpCbFo1B4NNt\ndLqmhf8VVDI7NUq7tgo1gnOosXU5qGvtHHSGEagGd4qBo8dCWAQUSilPSiltwAvASrc1K4FnnK/X\nAstF30fmNcDzztfC+SfcuS4S8D0o+DzC6tam2HXTHYqUUxfhZhPTJ0T26sPkiac/Oo3JIPjZjTMA\nKFCCMOS4LMXB1iCAVk0f4WNut0LhCT2CkAIU93hf4tzmcY2UsgtoANwb69yGUxCklJ3Al4ADaEKQ\nAzzh6cOFEPcIIfKEEHnV1efPJKg4Z/uKcxZCE/ERZo/N6QLJgokx5BfV02X3PB+6sb2Tl/OKuWF2\nMrlp0VjMpu50WMXQ4ZqlHAiXkes8Koag8Bc9guDJOe6e4NzvGiHEBUCrlPKg830QmiDMBZLRXEY/\n8PThUsrHpZQLpJQLrFarjssdGwQZDcSEBZ2zEKqahzSg7GLexBhabXavT/0v7SqmxWbnrksyEUKQ\nlWRRgjAMnGtbMXiXEWgNFJWFoPAXPYJQAqT1eJ9KX/dO9xpnfCAK6OmXWM05dxFALoCU8oTUeim8\nBFzs15WfB7hqERwOyfHKpiF1F7lYkBELeI4j2B2Spz86zcKMGGY54wfZSRYKKhpVy4shplsQAuAy\nAs1C6G9Mq0LhCT2CsAuYKoTIFEIEo93c17mtWQfc6Xx9K/C+80aPEMIArEKLPbgoBXKEEK5H/iuB\nIwP7CmMXV7VyaX0brTb7sAhCclQISZEhHgXh3cOVlNS18blLzk1cm5ZkobG9i4pGFaAcSqob2xEC\n4gLkMrQql5FiAPgUBGdM4D5gI9pN+yUp5SEhxM+FEDc6lz0BxAkhCoFvAT1TU5cAJVLKkz3OWQb8\nDNgshNiPZjH8MhBfaCzhshCO6RyKEwiEEMzP8Fyg9uS2U6REh3JlTmL3NlcarHIbDS1VTR3EhZsx\nGQNTGpRgCaG5o4tWW1dAzqcYH+ia6CKlXA+sd9v2QI/X7WhWgKdjNwEXetj+N+BvflzreYer4+lw\npJz2ZH56DG/tL6e8oa17ytvB0gZ2nqrlh9dO73VTmpYUCWiCcFl2wrBc33ikqikwRWkuetYiTIzT\nN7hJoVCVyiNIfISZVpudvcV1JEWGEBU6uKZmenE1uutpJTy17TRhwUY+uTCt19qosCCSIkOUhTDE\nVDW1Byx+AKo4TTEwlCCMIK5f2u0nzg5Jh1NvTJ8QSWiQsVsQqpraeWNfGavmp3oUpawki6pFGGIC\n1bbCRYJqX6EYAEoQRhDXKM3G9qFtWeFOkNHAnLSobkF49uMibHYHn+0RTO7JtCQLhdXNXmsXzjfa\nO+0cHsb503aHpKa5I2App6AsBMXAUIIwglh7PBEOR4ZRT+ZPjOFQWSP1rTae3XGG5dMSyIwP97g2\nO9GCrcvB6bMtw3qNI8HhskZW/nkb1/5xCztOnh2Wzzzb0oFDBi7lFCA2LBijQaj2FQq/UIIwgvSc\nezCcLiOABRNjsTskv3jzCDXNNj632LN1AFotApzfLSzsDslfN51g5WNbqW21ER0WxN83n/R9YAA4\nNyktcIJgMAjiI4KVhaDwCyUII0hseDCujk/DlWHkYm56NAD/3VNCdqKFiye7dxo5x5SECIwGcd42\nuSuubWX149t5aEMBV0xPZOM3lvC5SzJ5v6CqOyV4KHHdtK0BdBmBlnqqBEHhD0oQRhCT0UBsWDAp\n0aFEmIc3NTA6LJipCZpV8rnFGf227w4JMpIRF3beWQhSSl7KK2bF7zdTUN7E7z45h7/cPo/Y8GDu\nuHAioUFGHh8GK8Hl1gmkhQCqOE3hP0oQRpj0uLDuNtPDzSVT4kmwmFmZ696rsC/TkiI5OgxPy8PF\n2eYO7v33br63dj8zUqJ4+xuXcvO81G5hjAkP5raFaby+t5TyhrYhvRaXy8gaaEHwMKZVoegPJQgj\nzN8/PZ9f3TxrRD77/mum8c43lxASZPS5NjvJQlFt63lR+XqgpIGrf7+FTUer+b9rp/H8Fy4kNSas\nz7q7F2fikFqNxlBS1dRBVGj0gBY2AAAgAElEQVSQrv8Hf0iI1Aof7Q7Vh0qhDyUII0xCZAjRYUPb\n8tobIUFG3Z+dlWhBynODfMYqH588y5p/fIzZZOD1+y7hniWTMRo8u8vSYsO4dtYEnttRNKRT4wI1\nKc0dq8WMQ0Jtiy3g51acnyhBGO0ceQMay0f6KpiW5OppNHz5+YHm/YJK7nxyJ0lRIfz3SxczfUKk\nz2PuXTKJ5o4unttRNGTXVdXUEdCUUxcJo2xy2hv7yrj9nx/jUBaLX+w4eZZfvX2EhrahH2WrBGE0\nU18EL34aPnhwpK+E9NgwQoOMYzaw/PreUu75126yEi28dO9FJEXpy+iZmRLF4inxPLn1FB1d9iG5\nNq1KObAZRjD6itOe2HqKbYVnOTUO6lkCyUt5JTy3o4iQoKG/XStBGM0UOPsJFrwF9pH13RsMgqzE\niDHZ0+g/H5/hGy/uZf7EGJ77wgV+T6W7Z8kkqpo6eH1v4Ke8SimpDnBjOxcukRkNmUbFta3sLa4H\nYG9R/QhfzdihvdPOO4cqWDEjCbMpsDEmTyhBGM0cfQsMJmirhTNbR/pqyE6yDEtefiD5y6ZCfvTa\nQS7PTuCZzy3CEuJ/A8FLp8YzfUIkj28+GXB3R0NbJza7I+AZRjC6LIT1BzS3Z7DJ0C0MCt9sOlpN\nU0cXN8xJHpbPU4IwWmmthdPbYNE9EBQGh91nEg0/2UmR1DTbusd+jmaklPz67QJ+s+EoK3OT+dsd\n8wecxSOE4ItLJ1FY1cz7BVUBvc5zk9IC7zIKCTJiCTGNCkF460A5c1KjmJ8eowTBD97YX0ZceHC/\nhaOBRAnCaOX4OyDtMPNWmHqVFlx2DI0PWy/nAsuj30r4ybpD/O3DE3z6wnQe/WQuQYMcPHPtrAmk\nRIcGvFBtKNpW9MQ6CmYrnznbwv6SBq6fnczc9GiOlDfS3jmyP8tjgZaOLv53pJJrZ00I2OAkXyhB\nGK0UvAURSZA8F3JuhJYqKN4xopfkasA32gPLbx8o51/bz/D5xZn8YuVMDF7SSv0hyGjg7sWZ7Dxd\n63Ha3EAZqiplF6OhOO3N/Zq76NrZE8hNi6bLITlY2jCi1zQWeO9IJe2djmFzF4EShNFJZzsU/g+m\nXQsGg2YhmELg8OsjellWi5m48OBRnXpa32rjx68fYmZKJPdfM63flhz+ctvCNKJCg3h884mAnXMo\nXUau84502ulb+8uZlx5NSnQouc4eWspt5Js39pUxISqEBRNjhu0zlSCMRk59CJ0tMO067b3ZApOX\nO91GIzuTIDvJMqpdRg++dYS6VhsP3TI74GZ2uNnEHRdO5J3DlZysDkyBXlVjB2HBxiHrZTXSFsLJ\n6mYOlzdy/WztKTfBEkJKdCj5ShD6pb7VxofHqrl+9oSAWLh60fUbI4RYIYQ4KoQoFELc72G/WQjx\nonP/DiFEhnP77UKIvT3+OIQQuUIIi9v2GiHE7wP71cYwBW9CsAUyLj23LWclNJZC6e6Ruy5cmUbN\no7K4aMvxal7eXcIXl05iRvLQ9Ie68+IMgowG/rHlVEDON1RVyi4SIs202Oy0dIxM2vJb+8sRQovB\nuMhNjz7vUk/f2FcWUKtn46EKOu2SG+f47jMWSHwKghDCCDwGXAPkAGuEEDluy+4G6qSUU4BHgYcA\npJTPSilzpZS5wB3AaSnlXillk2u7c98Z4JXAfa0xjMMOR9+GqVeCqceNIutqMATBkZF1G01LstDW\naaeotnVEr8Odlo4ufvDKASZZw/nq5VOH7HOsFjOr5qeydndxQFJwq5qGpijNhWvmxkhZCW/uL2fh\nxNhehYBz06IprW8bcVdWoOiyO/je2v386LUDATvnun1lZMSFMTPFdzV9INFjISwCCqWUJ6WUNuAF\nYKXbmpXAM87Xa4Hloq/zdg3wvPvJhRBTgQRgiz8Xft5Skgct1efcRS5Co2HyMi2OIHU+ndta4fRW\n/et1kJ2k/YCOts6nv33nGCV1bTx0y+yAN4lz51tXZhFhNnH/f/cPunFcdVMH1iFoW+HC1RJjJIrT\njlc2cbSyievnTOi1PTfNGUc4T6yEgoom2jrtHCxtDEiwvKqpne0nznLDnOSAxsD0oEcQUoDiHu9L\nnNs8rpFSdgENgHvi7G14EAQ0oXhRygDetcYyBW9qlsDUK/vum36j1s6ifJ++c63/Djx9HZx4P2CX\nl5UYgRCjK/V0T1EdT310is9cNJGFGbFD/nlxEWZ+fH0Oe4rq+c/HZwZ1rqrGoXUZjWRx2pv7yzEI\nWDEzqdf2mSlRmAzivAksu+IhJoPghV2D73m1fn85Dgk3DmN2kQs9guBJotxv3v2uEUJcALRKKQ96\nWLcaz0LhOvYeIUSeECKvurpax+WOYaTU0k0zL4UQDz7wadeBMOrLNjqzHfY+Cwh4/xcBsxLCgk2k\nx4aNGkHo6LLz/bX7mRAZwvdWTBu2z/3E3BSWZFn5zYYCSusHNi+huaOLFpt9WFxGw+2ekVLy5v4y\nLsiM6/P9QoKMTJ8QSf55YiHkF9URH2HmhjnJvJ5fNugW8W/sL2dakmXYpyiCPkEoAdJ6vE8F3Ju6\ndK8RQpiAKKC2x36PN30hxBzAJKX0GimVUj4upVwgpVxgtVp1XO4YpuYY1J6A7Gs97w+L1cTCl9vI\n3glvfQui0uDah6EsXxOaAJGVaKFglKSePvbBCY5XNfPgzbOGdeqcEIIHb5qJBH706gEGYuBWNQ5t\nDQJATFgwJoMYdgvhaGUTJ6pbuG72BI/7c9Oi2V9Sf17MathbVM/c9GhWL0yjqaOL9QcqBnyukrpW\ndp+pG9bag57oEYRdwFQhRKYQIhjt5u7eR2EdcKfz9a3A+y4XkBDCAKxCiz244zGuMG4peFP725sg\ngJZtVHsCqg57X7Pj79r+Fb+G+XdB3BStY2qAKp2nJVk4fbZ1xKtNCyoa+eumQj4xN4Vl2QnD/vlp\nsWF856psPjhazbp9/je+O1eDMHSCYDAI4kcg9fTNfeUYDYJr3NxFLnLTommx2SmsGtvzNepabJys\naWFuejSLMmOZFB/OCzsH7jZyFfHdMHuUCoIzJnAfsBE4ArwkpTwkhPi5EOJG57IngDghRCHwLaBn\nauoSoERK6anm/5MoQThHwXpIngdR/aSaTbseEN57GzWWwaZfwdSrNReT0QSX/UATiEOvBuQys5Ms\n2B1yRH+Z7Q7J99fuxxISxI+vd096Gz7uvDiD3LRofvbGYb8H0XQLwhC6jEATnOEMKrvcRRdPjiMu\nwrPYze0uUAtc1fdIsLdEc3vNTYtBCMFtC9PIO1NHYdXAXKpv7CsjNy2a9Li+E/yGA111CFLK9VLK\nLCnlZCnlg85tD0gp1zlft0spV0kpp0gpF/W8+UspN0kpL/Ry3klSyoJAfJF+2f8ylIxs/r5PGsuh\nNE+rTu6PiASYeIn3OMLG/wNHF1zzELgyFGbcDIkz4YNfBqSN9mjoafTUtlPsK2ngpzfO8LuddSAx\nGgQP3TKbxrZOfvFmP1abB4bDZQTDX5x2qKyR02dbuW6WZ3cRQGZ8OFGhQWM+jpBfVI9B0D0X/Zb5\nqZgMghd3Ffs4si8nqps5VNY4Yu4iGA+Vyg47bPol/PNyeOlOOBu4tgNICTseh79dCk9eA89/Cl7/\nCrzzI9jyO8h7Srtx6/nMo87ZB9Ou970250aoPgLVx3pvL/yfZgVc+m2IzTy33WCAZT/UXE37ntP/\n/byQERdOsMkwYqmnnXYHf/vwBJdOjecGLz7q4SQ7ycKXL5vMq/mlbDqqvxtqdVMHwUYD0WH+t+T2\nh+G2EN7cX47JILh6hmd3EWgxmDlp0WM+0yi/qI7spEjCnfGr+AgzV+Yk8t89pX4PVHpjXxlCwPUj\n+DN9/guCwQj3boal98Pxd+GxRfDWd6B5kG2MG8vhP7fA29/VZhYIA9Sd1m7KOx6H//0M3vwGvPQZ\n+MtFvt01R9dDTCZYdWTKTL9B+7tnkVpXB6z/LsROhou/1veY7GsgZT58+BttrR66OqCzbwaNyWhg\ninXkhuV8UFBFTbONz16cMex52t74yuVTmGwN54evHtRdFVzV1IHVYh7y72CNMFPb0jEsAVwpJW8d\nKOOSKfHE+LDcctOiOVbZNGJV1IPF4ZDsLa7vdn+5WL0ondoWG+8d1n+PkVKybl8ZF2TGkjhEfa30\ncP4LAmi9gJb9AL6WD/PuhLwn4Y9zYdOvoWMAfvDD6+CvF8GZj+C638EX3oe73oIvfwTfLoAfV8H/\nlcM3D8M9H0JyLrx8F2x/zPP52hvh5IfOtFIdN4fIZEi7oHccYdsfNQvg2ochyMMPlBBw+Y+goRh2\nP+37M8ry4fez4NUvetw9bQR7Gr2UV4LVYmZp1ujJOjObjDx0y2xK69t45J2juo6pamofksE47lgj\nQ3BIODsMcyz2lzRQXNum6yl3bno0DqkdMxY5WdNMU3sXc9N6C8LiKfGkRIf6VZNwuLyRk9UtI+ou\ngvEiCC4siXD97+ArO2Hy5Vrw9Y9zYdc/waZjzmt7I7z2ZXjpDojJgC9ugYV3e76JB4dpweHkXPjM\n6zD9es2/v+EHfRvUFb4Ljk597iIX02+Eiv1Qe0qzTLY8Ajk3wZTl3o+ZtAwmLobNj2hVzN449g48\ndR00V2pWVVffYGl2koWKxnYaWod+8HdPqpra+eBoFbfMSx22HvF6WZARyx0XTuTpj06zp8h3sFSb\npewmCPYu2PSQ9rARIM7VIgy9ILy5v4wgo+CqftxFLnJTtRtp/hgNLO9xxj/mpvfuRmo0CD65II0t\nx2so1tni5Y19mpvtmpkj6wIdXb9Rw0X8FLjt33D3e1pK5lvfhl+lweOXaTfsw69DU2XvY4o+hr8t\nhn3Pw5Lvwt3vQrzOnjlBobDqGbjgi/DxX2DtZ7UW1y4K1kNYPKQt0v8dcpwJXodfh/Xf09xWK37V\n/zEuK6GlCnY+7nlN3pPw/G3av9G1j2hdV8v29FmWleSajTC89Qiv7inF7pCsWpA6rJ+rl++tyCYp\nMoQH3zric21VU0fflNOSnVrM66lr4MU7oHbwA3mGq1pZSslb+8tZMtVKVKjvuEhMeDAZcWFjtoVF\nflE9kSEmJsWH99m3akEqBgEv5fkOLkspeWNfGYunxo9oggSMV0FwkbYQ7loPd74Bi78JQeHaDfGl\nz8Bvs+APuZrL5K3vaL+gQsBdG7SbqtHPQKDBqNUFXPWgdhP/903amMwumzYdLXuFtkYv0ena8Jxt\nv4fjG+Gy+zVXki8mXgRTrtCOa+9hqjsc8N5P4c1vavs/ux5m3gIIOLW5z2m6M42GMbAspeSlvGIW\nTIxhsjVi2D7XHywhQdx1SQa7faQetnfaaWjr7JtyWpKn/X3JN6DwPXjsAi1JoW3gN82EYRKE/OJ6\nyhra+/Qu6o9cZ2B5LHauyS+qIzc9xmN76uToUJZmWXk5r4Que/8t65/+6DSl9W0jVnvQk/EtCKDd\n5DOXwPIfa3GA+4vh8/+Dq/4fJM7QXCa7/gG5n4IvboX0Cwb3WRffB7c+qbWxfvJqLeuno9E/d5GL\nnJXQVgcJOZr1oZfLf6Qdt/0v2vuuDnjlC7D1Ua2QbfXzYI7QKqOTZnkUhKTIEBIjzWw/cdb/6x4g\ne4rqOVHdwicXpPlePILcNDcFo0Gwdnep1zXV3TUIbhZCaR5ET4QrfwZf3QOzPgkf/Vlzbe78h1aF\n7ifdFsIQxxA2Ha3GIODy7ETdx8xNj6GqqYPyhrHV+bS5o4tjlU194gc9uW1hOhWN7Xx4zHPLHVuX\ngx+8coCfvXGYy7KtXqu6hxMlCO6YgiF1AVz8VVj9LHy3EO4vgpWPacHpQDDzFrjjNc1H/8bXISgM\nJl3m/3lmrYL4bLjhD/5ZLMlztUyl7Y9pKbH/vhkOroUrfgrXP6oVs7nIXKKN7nTLNhJCcFVOEpuO\nVtNmG56K5ZfzigkLNnLtKPjF6Y8ESwjLsq28ssf706HXKuXSPdrPH0DkBLjpMbj3Q+3hZP134K8X\na4OS2vT73UOCjESGmLrrHoaKbYU1zE6NJsqPNFpX59OxVo+wv6Qeh6RPhlFPlk9PID7CzAseahKq\nGttZ84+PeX5nEV9ZNpkn7lw45F169aAEwRdCeG40N1gyLoHPvaM9Dc74hBZn8JeoVLhvp3+xBxfL\nfgi2Zi0ltmQn3PKE5jZzD5BnLgW7zeM856tnJNHWaWfz8aFvOthq6+KNfWVcN2vCsPYsGii3zk+j\nqqmDLcdrPO6v7p6l3MNl1FSpZYGlLOi9eMIcza25+jmtrubFT8NDGfBIFjxzg+bS3PkPzZJrrvLY\n58pqMQ+phdDY3sne4noWT4n367jpEyIJNhnGXMWyS8By+7EQgowGbp2fyvsFVb3EeG9xPTf8eSuH\nyxp57FPz+O7V0zAO41S0/hj9v1nnMwnT4Gt7QY7AWMyE6TD3djjypmYJZSz2vG7iRVqH1VOb+1gx\nF0yKJSo0iI0HK/otQgoE6w9U0GKzs2qUu4tcXD4tgdjwYF7eXcyyaX37LFV5chmVOuMHKfP7nlAI\nLS15ypVw8gOoOqI1Q6w+CvteAFuPeEXSLLh3Sy9xT7CEUNU4dIKw42Qtdodk8VT/BCHYZGBGcuSY\nK1DLL6pnkjWc6LD+g8C3LUzjbx+e4OXdJXxl2RRezivmh68dJDHSzCtfvpjpE4Z3AI4vlCCMNAYD\nI2ao3fBHuOZhLUXWG2aLdoPyEEcIMhq4Ynoi7x6uwNblINg0dN/j5bxiMuLCWJgxfAPHB0OwycDK\n3GSe/biIuhZbnyKtqsYODILevX5K8rRssQmzvZ/YFKxNz8u6+tw2KaGpHKoL4OArkP9vLTspbnL3\nEqvFzL6Sobvpbj1eTWiQkXnp/v//zE2L4dkdZ+i0OwgaZanEnpBSsre4jqVZvhsqZsaHc+GkWF7c\nVUx1UwdPf3SaS6bE8ec183wW7o0Eo/9fXzF0GIz9i4GLSUs133Z73xTTFTOTaGzv4uOTQxdcPl3T\nwo5TtaxakDZqKpP1sGp+Gja7w2Mn1KqmduIizL1dBaV5Ws8pf92HQmgZZpMvP5dc4MpWcmK1mKlq\n7BiybJ6thTVcMCl2QA8FuenRdHQ5hrTQ0e6QfFRYE5BZ4CV1bdQ02/qNH/Rk9cJ0impbefqj03x+\ncSbP3LVoVIoBKEFQ6CFzCUg7FG3vs+vSqfGEBRvZeGjgPeB9sXZ3CQYBt8wbnbUH3shJjmRGciQv\n7/YQVGxyK0pzOKA0/1xAeaAkTNfSp0t29d5sMdPWaadlCBIAyhvaOFHd4nf8wIUrUyd/CN1Gr+8t\n5VP/3MEz208P+lyuosNegrDrCa3bgAdWzEzi+tkT+P1tufzo+pxRV1DZk9F7ZYrRQ+oiMJo9uo1C\ngowsy05g46HKIemVY3dI1u4uYWmWtdeg9rHCqvmpHCxt5Eh5b+uqT5VyzTEtDuAeUPYXgxFS5p2L\nRzhxpZ4ORaaRK3Dub/zARWpMKPERwUNaoLb+gDZn4KENBZyu0dGVoB/yi+oJDTKS7ZpoZmuFt7+v\nNbb0UNUfEmTkz5+ax01z+2lrP0pQgqDwTVCIVn9xyvMT0NUzk6hp7iBfR7sGf9lyvJqKxvbA1h5I\nqY0Y9SN1c6CszE0h2Gjg5bySXts1C6GHwPUXUPaX1AVQcaBXqrDrs4aiOG1bYQ3xEeZzN0g/EUKQ\nmxY9ZC0smto72XyshutmTyDIaOB7a/cPynWUX1zP7NSoc0/6JTu11jMNxc6xtWMXJQgKfWQu0W4y\nrbV9di3LthJsNLDhYODdRi/nlRAbHszy6fqLnXyy9zl4agU8kq01HSz8X8CmybkTEx7MFTkJvLa3\nFFuXlk3WZXdwtsWtbUVJHpijtFYqgyV1oTYTo3xf96ahKk5zOCTbCmtYPCVuUPGd3LRoTla3DElv\nrPcLqrDZHdx1cQYPXJ/DztO1PP3R6QGdq73TzuGyht79i05t0TLxkmZpbe89WAljBSUICn1kLtX+\nPr2lzy5LSBCLp8az4VBFQIOWtS023jlcwU25KYHLYKovhg33a91i598JJ96H/9ysdXb93y8COy/D\nya3zU6ltsfF+gdYO+WyLDSk9pJymzHNmnQ0Sl9upR2A5odtlFFhBOFrZRE2zjcVTdXSeLd8HW3/v\ncVdumnaDHYpMqLcPVJBgMTMvPYZb56dy+bQEfrOxgFMDcB0dKmuk0y57xw9Ob9GKPZf/BBqKAjJz\nZKRQgqDQR/JcCI7wGEcAWDEjiZK6Ng6VBa7Z3et7S+m0B7CRncMB6+7TrIFP/F1rFf6dY7DqaS0Y\nu/V38Kd52rCjfS96LPAaCEumWkmwmFm7W3MbuW7KVpfLyNYKlYcHH1B2YUmEqPRegeXosCCCjCLg\nFsJWV/zAV0DZ4dB87O/9xGPDvtlpUQhBwOsRWjq6+OBoFStmJmEwCIQQ/PITs5yuo31+u45cbtHu\nlhUdzVobmsxLtR5gKfNhy28H1GJkNKAEQaEPYxBMvNirIFyRk4hBELBsIyklL+4qZlZKVOCKd/Ke\ngJOb4Or/d26inMmsVYp/+r/wzUOw/AGtpcir98D7vwjIx5qMBj4xL4UPjlZR3dRBlbNKOdHlMirf\np2VxBSJ+4CJ1gXajciKEwBphDriFsLWwhikJEb4D/ode0VyOoLVXdyMyJIgp1ghdbcP9YdPRajq6\nHL3aSidFhfCTG2aw63QdT/npOsovriclOpQE1xCb4h2aey7jUi39d+n9UF+kdUUegyhBUOgnc4mW\nDdNY3mdXbHgwF2TGBSyOcKiskYKKJj4ZKOvg7Al49wEtV3/+XZ7XRCZr40e/ulsbpLTlt1pjuQCw\nan4adofktfzSHn2MnDeV7oBygCwE0AShobjX/1Wg21d0dNnZceqsb+vA3gkfPAgJMyBuKhzb4HHZ\npVOtfFR4ltqWwPng3z5YTlx4MIsyY3ttv2VeCpdPS+BhP11He4vq+7qLDCbNBQkw9UrNmt788Ji0\nEnQJghBihRDiqBCiUAhxv4f9ZiHEi879O4QQGc7ttwsh9vb44xBC5Dr3BQshHhdCHBNCFAghbgnk\nF1MMAZlLtL89xBEArp6RyPGqZgqr/JtCJ6XkdE0Lr+WX8tN1h/jEX7Zx818/wmwycOOcAKTqOeza\nYCNDENz4Z99T6YTQmvzlrIR3fgj5/xn0JUxJiGBuejQv7y4+5zJyVSmX5GntzCMCOAEudaH2d4/0\nU604LXBpp3vO1NPe6fAtCK7K6eUPaG3eT2+Fjr5FaLct1Ar5XtlT4uEk/tPeaef9giqumpHUp1eQ\nEIJf3TyLYKOB7768T1fKdGVjO6X1bX0Dyinzte7A2ol7WAkvBOR7DCc+BUEIYQQeA64BcoA1Qogc\nt2V3A3VSyinAo8BDAFLKZ6WUuVLKXOAO4LSUcq/zmB8CVVLKLOd5Pec0KkYPibMgJNpr+qlrSpYe\nt1Fdi41H3z3GZ57cSe7P3+WyRzbxjRf38uKuYoIMBu68aCIv3HOhX50zvbL9MSj+GK79jTbFTg8G\nI9z8D23K3Lqvaj2fBsmq+Wkcq2zmfwWVxIQFnQuUl+4OrHUAkDRbE8CSnoIQQk0ALYSthdUYDYIL\nJsV6X2Rr1SbApV3obLmxQkvRPLmpz9LsJAtz06N5YVdxQJITNh+rptVm59pZnvtsJUZqrqO8M3U8\nte2Uz/Pld09Ic8UPmrRRsxmX9l6YdTVMyNWmGI4xK0GPhbAIKJRSnpRS2oAXgJVua1YCzzhfrwWW\ni745aGuAno61zwG/ApBSOqSUnttCKkYPBoMWPPMSR0iODmVOWrRPQWho6+TTT+zgT+8fp6qxnWtm\nJvGrm2ex/muXcuCnV/HSFy/ih9fl9BlNOCCqjmixgGnXw+zb/DvWZIbb/gPJ82DtXV6/t16unzMB\ns8nA/pKGczUIrg6ngQoouwgK0dIgS3pbCGdbbD4Htuhla+FZ5qZFYwnpR7R3Pg7NFXDFT7Sn57QL\ntPRaL26j1QvTKKxqDkgs4e2DFUSFBnHhpDiva26el8LyaQk8vPEoJ6v7t2zzi+sINmrN+ABtiqK0\na78TPRFCG1hVdxr2vzTIbzG86BGEFKBn7X2Jc5vHNVLKLqABcP9fuA2nIAghXE64Xwgh9gghXhZC\nBDDRXDFkZC7VzOG60x53r5iRxP6SBkrr2zzub7V18bmnd3GssoknPruQDd9Ywq9vmc2aRenkJEcG\ntqzf3qlNvDNb4Prf+3YVecIcAbe/DLGT4Pk1Wk+nARIZEsSKmdrTancNgivwG8iAsovUhdr4U3uX\n9pkWM1Jqaa+DpaG1kwMl9VzSn7uorV4bujT1Ki0hAbTkhCnLtcCy+2xx4PrZyYQHG3l+p+/Rk/3R\n0WXnvcOVXJWT2G/DPCEEv7x5FmaTga+/sJdj/UwAzC+qJyc5ErPJObfg1GbNCkv10H4+a4XWtnzz\nw93//mMBPb99nn6L3O25ftcIIS4AWqWUB52bTEAqsE1KOQ/YDjzi8cOFuEcIkSeEyKuuHvq++wof\nuOIIXp6Wr56h6fpGD8Hl9k47X/hXHvlFdfxx9VyWZfvuFjkotvwOyvdqYjAY/3xYLNzxqvb3s7dC\n9bEBn2rVfK3i2lUoRqmrw+mcgV+fN1IXQmcrVB/p9ZmBqFb+6EQNDqn1svK+6I/QXg+X/7j39qwV\n2lzv8vw+h4SbTdyYm8xb+8tpbB+4u+WjwrM0dXRx7Szfw5QSI0P4za2zOVHdzFWPbubef+dxoKSh\n15ouu4P9JR4CyqkLPTeIFAKWfh/qTsGBsWMl6BGEEqBn34BUwL19Y/caIYQJiAJ6lrSupre76CzQ\nCrzqfP8yMM/Th0spH5dSLpBSLrBaAxh0UwyM+CyISPQqCJOsEWQnWvq4jTrtDu57bg/bCs/ym1vn\ncI2OX9RBUZYPm3+jjaDMuXHw54tM1qbcCYM2D7t+YE+wF0+O4+LJcVzkcmOU5GnT0AYyIMkXqU6r\nw1mP0F2c1jT4wPLWwkG7wmQAABZBSURBVBoizCbmeBsQ01QJH/8VZt7at533lCu0f0cP6aegdQdt\n67Szbm/fLrF6WX+gHIvZxMVTvLuLerJi5gS2ff9yvnb5FD46cZYb/ryVO5/cSd5p7TZWUNFEe6fj\nnBuzvUFLF3Z3F/Uk+1rNbTdYK8HhgMpDAz/eD/QIwi5gqhAiUwgRjHZzX+e2Zh1wp/P1rcD70hkV\nEkIYgFVosQcAnPveAC5zbloOHB7gd1AMJ64Z1Kc2ey3cunpmErtO13YHMO0Oybde2sd7R6r4xcoZ\n3Dp/iLuWOuzw2lcg3KoFkgNF3GT49CtaMPFfKzXXmZ8YDILnvnChNujH4dCEK9ABZRcxmRAW1x1H\nCKSFsLWwhgsnxXp3x2x+WJu0t+z/+u4Lj9OerL3EEWanRjEtycILu/z/9wXt4eOdw5VckZN4zr2j\ng5jwYL51VTbb7r+c716dzYHSBm7923Zu+/t2/vPxGaBHQdqZ7dpgK/eAck9cGUe1J+HAywP6LnS2\nwcufgX9eMeCHEH/wKQjOmMB9wEbgCPCSlPKQEOLnQgjXo9cTQJwQohD4FtAzNXUJUCKldC9P/D7w\nUyHEfrQMpG8P7qsoho3MJVrxVvVRj7tXzEjCIeG9w5VIKfnhqwd4Y18Z318xjTsuyhj66zv8GlQd\ngqt/CaEBHqgzYTbcvhZaauCJq7Wg9UCpOQYdjUMTPwDthpSyoFsQ4iMC076iuLaVM2dbvccPak/B\n7qdg3md6DenpRdbVmjuvqa9rUQjBmkXpHCxt5GBpg4eD++fjk2dpaOvkmpkDm+IXGRLEV5ZNYev3\nl/Hj63M4fbaFF3YVEx9hJjXGacmd3qJ1AHal93pj2nVadt5ArISWGm1E6pE3Nbdb9NBPC9QVwZNS\nrpdSZkkpJ0spH3Rue0BKuc75ul1KuUpKOUVKuajnzV9KuUlKeaGHc56RUi6RUs6WUi6XUg7scUAx\n/PiII0yfYCE9Noy3D1bwizeP8MKuYu5bNoUvXebl5hBIHA7Y/FuIz4acm4bmM9IvgM+9rT0hPrkC\nivrOm9aFK6Ac6AyjnqQuhJqj0FZPSJCRqNCgQRenbS3UEgK9xg82/UoLti75nveTZK3Q/j7u2W10\nU24KZpNhQFbC+gMVhAUbWZI1OBdzWLCJuxdnsvl7y/j1zbN48BMzzzXwO7VZm2Ue5KNCWwi47PtQ\newLe/LrH5pAeqSnUrIKKA/DJf8FFXx7Ud9GLqlRW+E9MhlZI5aUeQQjBiplJfHismie3neKzF2fw\n7auyhufajm3QrINLvxWYRnHeSJwBd7+juWT+tRKObfT/HKWuDqdTA399LlxiU6ZlR1ktZsrq2wY1\nu2JrYQ2JkWYmWyP67qw4qKVaXnAvRPYTJ0rIgchUr/9uUWFBXDtrAq/nl9Hmx1Afu0PyzqEKLp+W\nQEiQfndRf5hNRlYvSj83N7y1VrtR9+cu6kn2dXDRfVqX3T/Nh91P999d98x2eOIKzTV555uBiYHp\nRAmCYmBkLtEqTr38YF83awJCwCcXpPLA9TnDM/pSSs00j56oBTOHmpiJ8LmNYM3WUlL3+tnlsiQP\nUuYOrXClzANEt9soJTqU945UMe3Hb3PZwx9wxxM7+L9XD/C3D0+w/kA5B0sb6OynTsHhHEW5eIrV\n8//p+7+AkEhY/I3+r0sIzW104gPo9BzkXr0wjaaOLt460LdVijd2nqrlbItNV3bRgCnaDkjIWKxv\nvcEAVz8I927Rmii+8XX4x+VQvKvv2oP/1R4wwuLg8+9Cmg+XVIAxDeunKc4fMpdqLR0qDkBybp/d\nc9Ki2fzdZaREh2IwDIMYAJz8QHsSvuEPYBymH+0IK3z2TXjhdnjtS5rf95Kv+T7O1qpljiz+5tBe\nX0iUJljOTKNf3jyLLceqKaptpai2leLaVt4+UE5djzkEiZFmPnNRBp9alN5n9u/h8kbqWjtZPNVD\n9k7xTs1CW/4TfbGbrBVaw8EzW7XMIzcWZcYyKT6cF3YW6U5EePtgOSFBBi7LHsKMxFNbwBTiv6sv\naSZ89i3tpv/OjzQrIPd2uOKnWgLEtt/Dez+F9Itg9XNamvMwowRBMTBc5vKxjR4FASAt1kN+9lCy\n+RGwJMOcNcP7uWaLVrz26r3w7o+hpRqu/Hn/hXBD0eHUG6kLoGA9SElKdCirF6X3WdLY3klxbSsn\nqlt4Oa+Yhzce5U/vH+fmeal87pJMpiRo7iHXuEyPAeUtv4XQWM1dpIfMS8EUqqWfehAEIQS3LUzj\nV28XUFjVxJSE/ieyORySDQcruCwrgbDgIby1nd6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 400, 40)):\n", " beta = 3 * 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p2) + game.net.bp2) for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " def probs_tensor(field):\n", " prob = F.softmax(-beta * field.view(-1))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs_tensor(f).data.numpy() for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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b7S4BICILVTWlvHZ2pXIQu7lvIiN6N+eNORv4KG1r+U+ohl75aj0LN+/jz9d0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\njXNh20LQIgiNhOa9nXBIusA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Entropy = []\n", "Entropy_ref = []\n", "for iters, trial in enumerate(np.arange(0, 400, 40)):\n", " beta = 9 * 1e-2 \n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.5), (0.5, 0.5)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Poss = []\n", " hs = []\n", " for i in range(10):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (np.random.randint(2, 17), np.random.randint(2, 17)), epsilon=0.5)\n", " det = np.sum(s[1:]- s[:-1], axis = 1)\n", " T = np.where(det!=0)\n", " if len(T[0])>0:\n", " Poss.extend(Pos[T[0][0]:-1])\n", " hs.extend(h[T[0][0]:])\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p3) + game.net.bp3) for h in hs]\n", "# print ('mse', np.linalg.norm(np.array(placefield) - np.array(predict)))\n", " def probs(field):\n", " prob = np.exp(-beta * field.ravel())/np.sum(np.exp(-beta * field.ravel()))\n", " return prob\n", " def probs_tensor(field):\n", " prob = F.softmax(-beta * field.view(-1))\n", " return prob\n", " Prob = np.array([probs(f) for f in placefield])\n", " Prob_p = np.array([probs_tensor(f).data.numpy() for f in predict])\n", " Entropy.append(-np.mean(Prob * np.log(Prob_p + 1e-5)))\n", " Entropy_ref.append(-np.mean(Prob * np.log(Prob + 1e-5)))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Entropy)\n", "plt.plot(Entropy_ref)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "entropy 3.6428\n", "entropy 3.68285\n", "entropy 3.69282\n", "entropy 3.72045\n", "entropy 3.74495\n", "entropy 3.76507\n", "entropy 3.76319\n", "entropy 3.76695\n", "entropy 3.77508\n", "entropy 3.77416\n", "entropy 3.84691\n", "entropy 3.80546\n", "entropy 3.81075\n", "entropy 3.84953\n", "entropy 3.85916\n", "entropy 3.89108\n", "entropy 3.88131\n", "entropy 3.91577\n", "entropy 3.936\n", "entropy 3.84024\n", "entropy 3.85828\n", "entropy 3.83907\n", "entropy 3.85573\n", "entropy 3.85563\n", "entropy 3.9407\n", "entropy 4.00172\n", "entropy 4.05139\n", "entropy 4.13256\n", "entropy 4.13725\n", "entropy 4.11761\n" ] }, { "data": { "image/png": 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XsYeF0S81lTfffNPsaoQLSeg7IynJuNu2WDFjzVg/Ga1zK1FRUcTHx+duvPaE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\n+m5heeUVLCEh9P7f/3jrrbf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mzJmDwwsPvvyy0VoYMMB7RsNYLFjArX0IOfVbtYpPlSJg0SK4csXd4WhFgE4IHuL7779n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\nuDiioqL0ZLUC4P0JITMT3n0XHnvMuBe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APsWKuc6J4GDj38SiRfDDDwB06tSJ+++/nzFjxpCSkpLNBBpvRguCA/n00085cuQIb7/9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\nKXW3UsoP6ASsyTRmDdDD9rwdsEVu87c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BkaJFRe6//x/5juLj46VMmTLSunVrh8QZ7ADTQ/AO33//PV999RXPP/88xYsXd1qOZtw4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\nJCKNypYt64bcDLhc0LYtvPmm2RozH9K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3z4mIgGvXYPFi18XwlIJQvDh07QqLFxPavj0+Pj7Mnj3b6qw0J3KkIJwE0u/4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\nAjgG3K7jx+lr/SvSekEYuxFPtEnSo8AZ4IjtP4e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hOGQQlFJtlFJHlVLHlFJ3NQlWSvkrpdbYxn9QSlWyXW+plPpJKXXQ9vPfyd7z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\nGmqhgjmLdA2CUsobmAu0BWoBvW19kZM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xWVuG6dMHLlyArVsJDAzk6NGj7Nmzx2xVGidjzwyhHhAhIidEJA5YDbRN1aYt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\ni4AI4DjwuWPekgP48EP46ScjoJwvn9l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RooQ1k7zmFDohpOPcuXNs2bKF3r17k99qe+Revw6rVkGnTsb4cQvp378/SikW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\n4Crg9BD3LXNMACJiS0QsjojFbaM8f2ZmZsMrkxA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CKfWnUipCKXXX1AOllJtSapXl9b1KqeqW6y8opfYrpX63/Nk83Xu+t9R50PJj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\nGBiIQ2y8On26MW7QpYvZkTi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888wzTJ06lSRr52Vo2Vq6CUEp5QrMAF4AqgKdlFJVUxXrDVwXkUpACDDJ8vrf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\no46mT8fDw4PAwEA2bdrEL7/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Zey6d9nBKKebPn0/+/Pnp0qULcXFx948lr2OUE5bgyjbc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\n4PgYx7Ls6r3it4Bp268O/KqbOEi6XdLqun0z8DB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pWrWq/Pvf/zY7yo1SU0XKlxd5+mmzk+QpOjpaAPn222/NjlJkFStWlD59+pgd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\nASEiIhoJCBERAcAnvZwL+02mP0sAAAAASUVORK5CYII=\n", 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Ll//z7c+RoqNFvL1FevSw+yX/ahbJaX76SRzd6ZqUlCRNmzb9pznt8mWRcuVEatQQuXnT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\na9OLL8KiRc6p0zCM27p69Sq1a9dGKcX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Hr77Sv4qzUTU0VzF48GAuXbrEsltzGRUvrne+r1z5z+5ug3fgjEPYBQQrpSor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\n0kZ3o5Qqr5T6r1LqgFJqn1JqiP18rvkelFKBSqm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M5wUWUIxB8BGmTJlCSkqKvctFW7fqh50O7evQvn17KlSo4FvO5QYNICVFbxvN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\n2QA//CACIu+951Zd7gbYJNncX0XE0gz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MjISEhMiRI0fslmKNxES9FPKuu6RtmzZyxRVXSFJSkt2q/smLL+o/88WLvXra33//XUqW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\nhpBbqNCcM9F5lXH2+D8PiswWkRYi0qJSpUr5CjU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7S5PR2LEBPxEtN927dycsLIwZM2a4f3KfPpCZqXeOM/yKKwnhIHDlDuvlgcNX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\ndCKoUAH69bM7mgKvdevWNGzYkJEjR3q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RkTbOZvOBUiISBwwDLk9NHQhUA57MNL00ElgvIj8AO4HDwDx3vjE7zJgxg8jI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\nVVfBW2+ZktaGEWDKly/P8PfeY2BoKOG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Q1LZtdap0M7ns8dhjECoAJzK8jrOVZdlGRJKBi0DJTG2eAHaJSGKGslm24aIX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\nyUMPPcSUKVN0EsOQEBg0CL7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LIrVri7RpY8tcy/nz56VWrVrSpk0baylRzp7VJtmvn/vFGQqNMQQfZdq0aQLI2rVr7ZaS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\nwlagoVKqnlKqBHqSeGW2MiuBgY77vYCNohc4rAT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QLSVF5L//1dsv7cgnZDejRun3nZIiTZo0kSeeeMJxfWeB6OhoqV69ulSpUkXOpUmhcROT\nJun/+seOuU6cwVLsNQQ3qzBiSCU4OJiYmBg2btxIsWLFrJZzjalTp/Loo48ycOBAzp07d/1EcjK8\n+CKULAmrV+ti8+6GUrBggS5CP2SI4/pNrZSmFLGxsRQpUsRxfWeBkiVLsmHDBs6dO8fw4cNv3bBf\nP8ifH8LDXSfO4BEYQ3BDvvjiCzZu3MjYsWNp0KCB1XJuIH/+/CxatIjLly8zduzY6ydmzYJ9+yAs\nDEqXtk5gZtSsCa++CuvX62I8jiBN6UwrDQGgUaNGjBw5kvfee4/vvvsu40YVKkCnTvDuu3Dpkkv1\nGdwce4YR7vLIC1NGiYmJUr9+fbnzzjuv5cl3R0aMGCFKKZ198/hxnbm0fXvXB59lh4QEnRW1ShUR\nR0zH1a0r8n//JyIiFSpUkICAgJz3mQMuXboklStXlkaNGknyrWpLfP+9njYKD3etOIMlYKaMPJN5\n8+Zx+PBhZs6cia+vr9Vybsmrr75KuXLlGBwcjAQEXJ+C8IRyjT4+sGgRnD4NaUc52eXMGbcZIQAU\nKVKE6dOns2/fPpYuXZpxo8aNwc9Pj+hEXCvQ4LYYQ3AjoqKiePXVV2nZsiXt2rWzWs5tKVasGFOn\nTqXO99+jduyAt96CypWtlmU/Dz0EQUHaxHbtyn4/ly/DxYtQqRIpKSnExcVZbggAXbp0oUmTJowZ\nM4aLFy/e3EApXY/6yBHYscP1Ag1uiTEEN2LcuHHExcUxa9Ys62ocZ4GeLVowy9ubXfnzc6lLF6vl\nZJ033oAqVSAgABITs9dHmlrK8fHxiIhbGIJSijlz5nDhwgUmTpyYcaNOnaBMGQgNdak2g/tiDMFN\n+PHHH1m4cCHBwcHUrVvXajl24TVkCEW8vemVlMTkKVOslpN1ihbVI4RDh2DGjOz1kWoIFSsSGxsL\n4BaGAHD//fcTEBBAWFgYhw8fvrmBr682w48/hogIl+szuB/GENwAESE4OJiyZcsyYcIEq+XYxwcf\nwMaNeE2cyKO9ezNz5kx+/fVXq1VlnWeegQ4d4M034fz5rF8fGal/VqrkdoYAMHnyZIoWLcqQIUN0\n4FF6BgzQ00fz5rlenMHtMIbgBqxatYrvvvuON998k+LFi1stJ3MuXoTAQLj3Xhg5kjfffBNfX1+G\nDRtmtbLs8cYbEBcHU6dm/Vo3N4QyZcrw+uuv88UXX/DBBx/c3KBqVW2IixZBfLzrBRrcCmMIFnPp\n0iVeeukl/Pz86N27t9Vy7GP0aPj7b/0hkj8/FSpUYMKECWzevJlPP/3UanVZp1496NFD77g5dSpr\n10ZGQoECULIkcXFxgHsZAsCAAQNo0KABw4cPJz6jD/3gYIiO1gGFhjyNMQSLmTJlCmfOnCE0NBQv\nLw/45/j+e3jnHR3p6+d37XBwcDC1a9dm2LBhJCQkWCgwm0ycCCkp8PrrWbvuzBmoWPFalDJA4cKF\nHa8vB+TLl485c+Zw8uRJ3n777ZsbNG0K9eubaSODMQQrOX36NCEhIfTo0YOHH37YajmZk5ys55wr\nV4bXXrvhlI+PDzNnzuS3337jnXfesUhgDqheXb+3xYvht9/svy5dlDK43wgBoFmzZnTs2JGpU6fe\nmHIE9BrCwIGwd69+GPIsxhAsZNq0aaSkpDBp0iSrpdhHWBgcOKDTVBQtetPp1q1b89hjjzFt2jSu\nXLligcAcMnasnv559VX7r/EQQwC9wBwfH8+MjHZU9egBhQubUUIexxiCRZw5c4YFCxbQs2dPqlev\nbrWczDl9GsaPh9atoWPHDJsopXj11VeJjIxkyZIlLhboAMqXh6FDYc0a2L/fvmsiI/WUEe5vCHXq\n1KFz586Eh4dzPv2OqmLFoFs3vY7wzz/WCDRYjl2GoJRqrZQ6ppQ6rpQancH5AkqptbbzPyilqtuO\nN1ZK7bc9DiilnrW3z9zO9OnTSU5O5pVXXrFain0MH66njMLCbpueonnz5jzyyCO8+eabnrmW8NJL\nUKIEjBuXedu4OPj3X48ZIYAOfrx8+TIzZ868+eTAgXqn0fLlrhdmcA8yS3YEeKNLZ9bgek3leuna\nDOLGmsprbc8Lcb2mckXgHLpGc6Z9ZvTILcntzp49KwULFpRevXpZLcU+tm7VidAmTbKr+ZYtWwSQ\nd955x8nCnMSbb+r3u3Pn7dv99ptut2yZiIiMHz9elFJuUczodjz33HNStGhRuXDhws0nH35YpHZt\nz0hSaLAbHJjcrjFwXEROiEgisAZon65Ne2CZ7fkGoLlSSonIZRFJth33BVIjY+zpM9fy9ttvk5CQ\n4BmjgytXdMxBrVrw8st2XdKyZUsaN27MlClTSEpKcrJAJxAcrFNEjxlz+8RvaWIQ4HpiO3dPOzJu\n3DguXbrE7Nmzbz45cCAcOwZfful6YQbLsccQKgN/pXl9ynYswzY2A4gBSgMopR5SSh0GfgYG2M7b\n0ye26wOUUnuVUnujoqLskOveREVFMXfuXLp27UqtWrWslpM5U6fC8eMwd65ecLWD1LWEkydPsmLF\nCicLdAKFC+spo2++ga1bb90uTdoKcI9Mp/bQsGFDnn32WWbPnn1z4rtOnaBUKbO4nEexxxAy+rqT\n/mvTLduIyA8iUh94EBijlPK1s09s1y8QET8R8Stbtqwdct2bkJAQ4uPjbywu46789ptO6dC1KzRv\nnqVLn3rqKRo1asQbb7xBcnJy5he4G/36wZ13wiuv6PiEjLjFCMETGD9+PDExMYSmT2zn6wt9+sCm\nTdcNz5BnsMcQTgFV07yuAkTeqo1SKh9QHIhO20BEjgBxQAM7+8x1XLhwgbCwMDp37uz+CexEdHpo\nX18ICcny5amjhBMnTrBq1SonCHQyPj46WO2nn25dWS0yUv9+SpQAPMsQ7r//ftq1a8fMmTP5999/\nbzzZv7/eQLBokTXiDJZhjyHsAWoqpe5USvmgF40/StfmI6CX7bk/sENExHZNPgCl1B1AbSDCzj5z\nHbNmzSI2NpZx9uxgsZodO2DbNh25W6FCtrp45plnuPfee5k8ebJnjhKef16PEqZMyXgtIU0tZfAs\nQwA9Svjnn38ICwu78UTNmtCiha4/7Yn/boZsk6kh2Ob8g4CtwBFgnYgcVkpNUkqlVnFZDJRWSh0H\nhgOp20ibAAeUUvuBD4BBInL+Vn068o25G//88w9z5szB39+f+vXrWy0nc6ZN03Pj/ftnu4vUUcJv\nv/3G2rVrHSjOReTLpxfSd+/OeJE1NW2FDU8zBD8/P5566ilmzJjBpfS1lQcO1HmdPDE3lSH72LMV\nyV0enrztdMKECQLI/v37rZaSOfv26e2U06bluKurV69KgwYNpE6dOreu7+vOxMeLVKgg0rz5zedq\n1xZ57rlrL+vWrSvPpXntCezatUsAmZb+3zopSaRyZZFWrawRZnAomJrK7kNMTAyzZs2iQ4cO3Hvv\nvVbLyZy33tKRqzkYHaTi5eXF+PHjOXr0KBs2bHCAOBfj6wsjRsAXX+iRQlrSpK0AiIuLc7vEdpnx\n8MMP07JlS95+++1r2VoBPTrq10/vsvr9d+sEGlyKMQQXMHfuXGJiYng1KzlyrOL332H9ep3ozUG1\nGfz9/alXrx5vvPFGxkVa3J3+/aFkSb3jKpXYWLh06QZD8LQpo1QmTJhAVFQUCxcuvPHEiy+Ct7fO\nbmvIExhDcDIJCQnMmTOHli1bcv/991stJ3NmzNDfDocOdViXXl5evPTSS/z88898/vnnDuvXZRQt\nqoPVNm2C1FKU6WIQwHMN4ZFHHqFJkybMnj37xsX/ypWhfXtYuhQ8McDQkGWMITiZtWvXcvbsWYYP\nH261lMw5d07/5+/Z84YPOkfQtWtXypcvT0g2trC6BYMH64C11Kpq6WIQEhMTSUxM9EhDABg+fDgR\nERFs2rTpxhO9eunSotu3WyPM4FKMITgRESEkJIT69evTsmVLq+Vkzpw5kJCgE7w5mAIFChAUFMSW\nLVsyLvju7pQurQvSr14Nf/xxkyG4a7U0e2nXrh133XXXzYbdurWOXF650hphBpdiDMGJfPnllxw4\ncIDhw4e7fX4bLl2C8HB49lmdt8gJDBgwgIIFCzJr1iyn9O90RowALy+YPj3DtBXguYbg7e3N0KFD\n2bVrF7t27bp+wscHnntOT5fZ3qMh92IMwYmEhIRQrlw5nn/+eaulZM7ChXDxIowa5bRblClThl69\nerFixYqbq3Z5ApUrQ+/esGQJ7NsHBQteW3j3dEMA6N27NyVKlLg5NXa3bnD5Mnz4oTXCDC7DGIKT\nOHr0KJ9++imBgYH4+vpaLef2JCbq9BT//S80buzUWw0dOpSEhATmeWrytJdf1gusq1ffFKUMnm0I\nRYoUoX///mzcuJGIiIjrJx59FKpVM9NGeQBjCE5i5syZFChQgIEDB1otJXNWrdIV0exMb50Tateu\nTdu2bQkPDyc+Pt7p93M4d9+tM4KK3LTlFDzbEACCgoLw8vK6MTW2l5dO47Ftm954YMi1GENwAlFR\nUSxfvpyePXvi9hlaU1J0IFrDhnoB0QUMHz6cqKgoVnrqN84xY/TPdFtOwfMNoUqVKnTu3JlFixYR\nExNz/US3bnD1KqxbZ504g9MxhuAE5s+fz5UrVxjqwL38TuOTT+DIET06cNHC93//+1/uu+8+QkJC\nPDNQrWFDPcU2YMC1Q7nFEACGDRtGbGwsi9JmO23QQL9vTzVxg10YQ3AwV65cISwsjDZt2lCvXj2r\n5WTOnDlQtaqeBnERSimGDx/OkSNH2Hq7AjTuzLBh0KzZtZe5yRAaNWrE448/fnOgWrdu8P33JpVF\nLsYYgoNZvXo1586dY8SIEVZLyZzff9c5evr1g/z5XXrrzp07U6lSJc8NVEtHbjIEgBEjRvDXX3+x\ncePG6we7dNE/PbG+hcEujCE4kNRAtIYNG/LEE09YLSdzlizRC4Z9+rj81j4+PgQHB7N9+3Z+/vln\nl9/f0aQagqclt7sVTz/9NDVr1mTGjBnXp/WqVYOmTfW0kSdO9RkyxRiCA/n88885dOiQZwSiJSfr\nNBVt2kCVKpZICAgIoFChQjfve/dAYmNjKVCgAPny5bNaikPw8vJi2LBh7Nmzh+++++76iW7d4Ngx\n+PFH68QZnIZdhqCUaq2UOqaUOq6UGp3B+QJKqbW28z8oparbjrdQSu1TSv1s+/lEmmv+Z+tzv+1R\nzlFvyipCQkKoUKECXVKH1u7M5s062rZfP8sklCpVij59+rBy5UrOnj1rmQ5HEBcXl2umi1Lp2bMn\npUqVYsaMGdcP+vvr6UWzuJwrydQQlFLeQDjQBqgHdFVKpV8t7Qv8IyJ3AzOBabbj54FnROQedInN\nFemu6yYi99keHr3B+ejRo2zZsoXAwEAKFChgtZzMWbhQl8Z86ilLZQwZMoTExETe8fAUy56a6fR2\nFC5cmP79+/Phhx9eD1QrVUr/zaxZo7ehGnIV9owQGgPHReSEiCQCa4D26dq0B5bZnm8AmiullIj8\nJCK2LGAcBnyVUh7waZl1wsPD8fHxISAgwGopmXPqlB4h9Onj8sXk9NSsWZM2bdowf/58EhMTLdWS\nE3KjIQAMHDgQpdSNkeXduunRZUZlRQ0ejT2GUBn4K83rU7ZjGbYRXS85Biidrk1H4CcRSUhzbKlt\numi8cvtJ91vz77//8u6779K5c2fKlfOAma9339UBaX37Wq0EgODgYM6ePXvjjhYPI7caQtWqVenQ\noQOLFi26Hlnetq2uEWF2G+U67DGEjD6o028xuG0bpVR99DRS2pqM3WxTSY/ZHj0yvLlSAUqpvUqp\nvVFRUXbIdT3Lli0jNjaW4OBgq6VkTkoKLF4MTzwBd91ltRoAWrVqRc2aNQkNDbVaSrbJrYYA2rCj\no6NZlWoABQtCx46wcSNcuWKtOINDsccQTgFV07yuAkTeqo1SKh9QHIi2va4CfAD0FJFrES0ictr2\n8xKwCj01dRMiskBE/ETEzx3TQKSkpBAWFsZDDz3Egw8+aLWczPn8c4iIsHQxOT1eXl4EBgaya9cu\n9u3bZ7WcbJGbDaFp06bcc889hIaGXt+C2q0b/PsvfPyxteIMDsUeQ9gD1FRK3amU8gG6AB+la/MR\netEYwB/YISKilCoBfAqMEZFvUxsrpfIppcrYnucH2gKHcvZWrOHzzz/n119/9YzRAcCiRXph8Nln\nrVZyA71796Zw4cIeO0rIzYYaTLhzAAAgAElEQVSglCI4OJgDBw6wc+dOfbBZM53Lyew2ylVkagi2\nNYEgYCtwBFgnIoeVUpOUUu1szRYDpZVSx4HhQOrW1CDgbmB8uu2lBYCtSqmDwH7gNJCuwrdnEBoa\nSrly5fD397daSuZERelCJz17gpvthCpevDg9e/ZkzZo1uOvU4O3IzYYA8Pzzz1OiRInrhu3tDV27\n6s0JFy5YK87gOETEYx6NGjUSd+L3338XpZSMHz/eain2MX26CIgcPmy1kgw5fPiwADJlyhSrpWSZ\nwoULy4gRI6yW4VRGjBgh3t7ecurUKX3gxx/139O8edYKM2QKsFfs+Iw1kco5IDw8HG9vbwakyXrp\ntojo6aJHHgE3TbpXr149mjdvzrx5825MqubmpKSk5MrAtPQMGjSIlJQU5s+frw/cd5/+W3rvPWuF\nGRyGMYRsEhcXx5IlS+jYsSOV0hRKcVt27tQpB1580WoltyU4OJi//vqLDz2oXOPly5eB3JPY7lbU\nqFGDtm3bsmDBAhISEnS69O7d4dtv4Y8/rJZncADGELLJypUruXjxomctJhcr5tI019mhbdu2VK9e\n3aMWl3NbptPbERwczLlz51iXWigntV64iUnIFRhDyAYiQmhoKPfffz+PPPKI1XIyJyYG1q/X/3nd\nPBunt7c3gwYN4quvvuLgwYNWy7GL3Jbp9HY8+eST1K5d+7ph33GHzoD63nsmA2ouwBhCNvjqq684\ndOgQQUFB7p/VFHTZw/h4S9JcZ4cXXngBX19fwsLCrJZiF3lphKCUIigoiD179vDDDz/og927w9Gj\nJgNqLsAYQjYIDQ2ldOnSdO3a1Wop9rFsGdSpA54QOAeULl2abt268d577xEdHW21nEyJi4sD8oYh\nAPTq1YuiRYteHyX4+4OPj1lczgUYQ8gif/75J5s2beLFF1+kYMGCVsvJnN9/14t+vXq5rGayIwgO\nDiY+Pp4lS5ZYLSVT8tIIAaBo0aL07t2bdevW6bTlJUvq/EarV+s6GwaPxRhCFkndcjdw4ECLldjJ\n8uXXd4N4EPfeey+PPfYYc+fO5aqbp1nOa4YAEBQURFJSEgsWLNAHuneHv//WJVkNHosxhCxw5coV\nFi5cSPv27bnjjjuslpM5KSnaEJo3t6wqWk4IDg7mjz/+YPPmzVZLuS150RBq1apFq1ateOedd0hK\nStI1EkqUMNNGHo4xhCywdu1azp8/T1BQkNVS7GPnTp3IrlevTJu6Ix06dKBSpUpuv7icFw0B9Cgh\nMjKSDz74QKdC6dQJ3n8fbL8Pg+dhDMFOUrea1qtXj2bNmlktxz6WLYMiRdwukZ295M+fnwEDBrBt\n2zaOHTtmtZxbklcNoU2bNtx5553XDbtbN7h8GTwoqNBwI8YQ7OSHH35g3759nrPV9PJlHXvg7+/2\nsQe3IyAggPz58xMeHm61lFsSGxuLl5cXvr6+VktxKd7e3gQGBvLNN99w4MABaNIEqlUz00YejDEE\nOwkNDaVYsWL06JFhHR/3Y9MmuHTJY6eLUilfvjydOnXi3Xff5dKlS1bLyZDUTKce8UXBwfTp04eC\nBQvqUYKXlx4lbNumF5gNHocxBDs4e/Ys69evp0+fPp4zLbBs2fUoUg8nODiYS5cusXz5cqulZEhu\nT319O0qVKkX37t1ZuXKljhnp3l1vZlizxmpphmxgDMEOFixYQFJSEoMGDbJain2cPq0ro/Xoob+1\neTiNGzfGz8+PsLCw6xW73Ii8bAigF5evxYzUqwf33w8rVlgty5ANPP/TwskkJSUxf/58WrduTa1a\ntayWYx/vvae/pfXsabUSh5Basevo0aN84Yb73PO6ITRs2JCmTZsSHh6uY0b69IF9+0wqCw/ELkNQ\nSrVWSh1TSh1XSo3O4HwBpdRa2/kflFLVbcdbKKX2KaV+tv18Is01jWzHjyul5ig3nYB9//33OXPm\njOdsNRXRsQePPAI1a1qtxmF06tSJMmXKuOUW1NjY2DyR2O52BAUFERERoWNGevSAggXhnXeslmXI\nIpkaglLKGwgH2gD1gK5KqfQVVvoC/4jI3cBMYJrt+HngGRG5B11zOe04ch4QANS0PVrn4H04jbCw\nMGrUqEGbNm2slmIf+/bBL7/kmtFBKr6+vgQEBPDxxx8TERFhtZwbyOsjBNAxI5UrV9b5jUqUgM6d\ndUpsN90IYMgYe0YIjYHjInJCRBKBNUD7dG3aA8tszzcAzZVSSkR+EpFI2/HDgK9tNFERKCYiu2zl\n3ZYDHXL8bhzM/v372blzJ4GBgXh5ylz8smU6SKhzZ6uVOJwBAwaglGLevHlWS7kBYwjXY0a2b9/O\n0aNHYcAAHaC2cqXV0gxZwJ5PucrAX2len7Idy7CNiCQDMUDpdG06Aj+JSIKt/alM+gRAKRWglNqr\nlNrr6uLrYWFhFCpUiD4ekjaaxESdYKx9e/0tLZdRtWpVOnTowKJFi4iPj7dazjXyQvlMewgICMDH\nx0fHjDRuDPfeq6eN3HAjgCFj7DGEjOb20/8L37aNUqo+ehqpfxb61AdFFoiIn4j4lS1b1g65juHC\nhQusXLmS7t27U7JkSZfdN0ds3gwXLnh87MHtCAoKIjo6mtWrV1st5RpmhKApV67ctZiRfy9dgv79\nYf9+2LPHamkGO7HHEE4BVdO8rgJE3qqNUiofUByItr2uAnwA9BSR39O0T5ttLaM+LWXJkiVcuXLF\ncxaTQX8bq1ABWra0WonTePzxx2nQoAGhoaFuswXVGMJ1goODiY2N1TEj3brpKHmzuOwx2GMIe4Ca\nSqk7lVI+QBfgo3RtPkIvGgP4AztERJRSJYBPgTEi8m1qYxE5A1xSSj1s213UE3CbBCjJycmEh4fz\n+OOPc88991gtxz6OHoUtW2DgQMiXz2o1TiO1Ytf+/fv59ttvM7/AySQmJpKUlGQMwUbjxo158MEH\nCQsLI6VIEV22dfVquHjRamkGO8jUEGxrAkHAVuAIsE5EDiulJiml2tmaLQZKK6WOA8OB1K2pQcDd\nwHil1H7bo5zt3EBgEXAc+B34zFFvKqd8+OGHnDx5kiFDhlgtxX7mzNFVqwYMsFqJ00mdxps1a5bV\nUvJsYrvbMWTIEI4dO8bWrVv1tFF8vMlv5CmIiMc8GjVqJK6gSZMmUr16dUlOTnbJ/XJMdLRIoUIi\nvXtbrcRljBo1Sry8vOSPP/6wVMfJkycFkMWLF1uqw51ISEiQihUrSsuWLfWBRo1EGjQQSUmxVlge\nBtgrdnzGesheStexd+9edu7cyeDBg/H29rZajn0sXqyzm3rSiCaHBAYGopSyPFDNjBBuxsfHh8DA\nQLZt28bhw4f1KOHQIdi1y2pphkwwhpCOWbNmUbRoUfr27Wu1FPtIToawMHj8cbjvPqvVuIyqVavy\n3HPPsXDhQkuzoBpDyJj+/fvj6+vL7NmzoWtXKFoUbOVnDe6LMYQ0REZGsnbtWl544QWKFStmtRz7\n+PBDOHkyT40OUhk6dCj//vsv7777rmUajCFkTJkyZejRowcrVqzg/JUrOgvqunUQHW21NMNtMIaQ\nhtSC7sHBwVZLsZ/Zs6F6dWjXLtOmuY2HHnqIhx9+mNmzZ5OSkmKJBmMIt2bIkCFcuXKFBQsW6Gmj\nhASdZ8vgthhDsBEfH8/8+fNp164dd911l9Vy7OOnn+CbbyA4GDxlvcPBDBs2jN9//51PP/3Ukvsb\nQ7g19evXp2XLloSHh5NYty489JCJXHZzjCHYeO+997hw4QLDhg2zWor9zJ6tA39eeMFqJZbxf//3\nf1StWpWZM2dacv9UQ8jr2U5vxdChQ4mMjGT9+vV6S/TRo/DVV1bLMtwCYwjorbezZs3ivvvuo6mn\nVBj7+28d8NO7d67MW2Qv+fLlIygoiC+//FLX9XUxZoRwe1q1akXt2rWZNWsW8txzULIkuHF97LyO\nMQTg888/55dffmHo0KGeUxd3/nydzG7wYKuVWE6/fv0oVKiQ3tHiYswI4fZ4eXkxdOhQ9u7dy3f7\n90PfvvDBB3DqVOYXG1yOMQT0VtPy5cvTpUsXq6XYR0ICzJsHTz0FnlLFzYmULFmS3r17s3LlSs6d\nO+fSe8fFxeHr60u+XJwuJKf06NHjemT5oEG6mp/ZguqW5HlDOHr0KJs3b2bQoEEUKFDAajn2sW6d\nnjLKg1tNb8XgwYNJTEx0ea0Ek9gucwoXLkxAQADvv/8+EUpB27awYIH+YmNwK/K8IcyZMwcfHx8G\neEoOIBG9mFy3LrRoYbUat6F27do8/fTTzJ07lwQXftAYQ7CPoKCg65HlwcEQFQXr11sty5COPG0I\n0dHRLFu2jG7dulGuXLnML3AHvv9el8kcPBg8Zb3DRQwdOpRz586xZs0al93TGIJ9VKlSheeee45F\nixZxqXFjqF0bQkOtlmVIR542hPnz53P58mXPymo6dy4UK6YjPw030Lx5cxo0aMDbb7/tsloJxhDs\nZ+jQocTExLB46VIICoLdu/XD4DbkWUOIj49n1qxZtG7dmnvvvddqOfZx7pxeP+jVC8yH0E0opXj5\n5Zc5dOgQmzdvdsk9jSHYz0MPPcTjjz/OjBkzSOzSRf8NW5yc0HAjedYQli5dSlRUFKNHj868sbuw\nZIneajpwoNVK3JYuXbpQrVo1pk6d6pL7GUPIGqNHj+bUqVOs+uQTHUOzdq3+omNwC+wyBKVUa6XU\nMaXUcaXUTZ+gSqkCSqm1tvM/KKWq246XVkp9qZSKVUqFpbvmf7Y+0xfOcTrJyclMnz6dhx9+2HMC\n0a5e1Vv1nnhCLygbMiR//vyMHDmSnTt3snPnTqffzxhC1mjVqhX33Xcf06ZNI2XgQP0FZ+FCq2UZ\nbGRqCEopbyAcaAPUA7oqpeqla9YX+EdE7gZmAtNsx68A44GRt+i+m4jcZ3u47GvCunXriIiIYMyY\nMZ4TiLZ5s85qOmiQ1Urcnr59+1KmTBmmTZuWeeMcYgwhayilGD16NEePHuWjX3+FJ5/UMTXJyVZL\nM2DfCKExcFxETohIIrAGaJ+uTXtgme35BqC5UkqJSJyI7EQbg1sgIkydOpV69erRtm1bq+XYT3g4\nVKoE7dP/6g3pKVSoEEOGDOGTTz7h559/duq9jCFknY4dO3LXXXfx5ptvIkFBcPo0bNpktSwD9hlC\nZeCvNK9P2Y5l2EZ0DeYYoLQdfS+1TReNVy76qr5582Z+/vlnRo0ahZeXhyyhHD8OqfVpTUSsXQQG\nBlKkSBGnjhKuXr3K5cuXTdqKLJIvXz5eeukldu/ezf8KF9bp283isltgzydiRh/U6ff02dMmPd1E\n5B7gMdujR4Y3VypAKbVXKbU3KioqU7GZMXXqVKpVq0bXrl1z3JfLmDdPG0G/flYr8RhKlixJ//79\nWbNmDX/88YdT7nH58mXAJLbLDr169aJ8+fJMnT5dT4N+9RU4eTRnyBx7DOEUUDXN6ypA5K3aKKXy\nAcWB25ZGEpHTtp+XgFXoqamM2i0QET8R8Stbtqwdcm9N6kLjyJEjyZ8/f476chmXL+vdRR07QsWK\nVqvxKIYNG4aXlxczZsxwSv8m02n28fX1ZdiwYWzbto0DjRqBr68ZJbgB9hjCHqCmUupOpZQP0AX4\nKF2bj4Betuf+wA65TWSQUiqfUqqM7Xl+oC1wKKvis8rUqVMpU6aM59RLBlizBi5eNIvJ2aBy5cr0\n6tWLxYsX8/fffzu8f2MIOWPgwIEUL16cN+bPhx49YNkyiEz/XdPgSjI1BNuaQBCwFTgCrBORw0qp\nSUqp1LqNi4HSSqnjwHDg2tZUpVQEEAL0Vkqdsu1QKgBsVUodBPYDpwGn7j07ePAgn376KYMHD6ZQ\noULOvJXjENGLyQ0awGOPWa3GI3nppZdISEhgzpw5Du87Li4OMIaQXYoVK8agQYPYsGEDf3TurHca\nvfWW1bLyNiLiMY9GjRpJdunWrZsUKVJEoqOjs92Hy/n+exEQmTvXaiUejb+/vxQvXlxiYmIc2u83\n33wjgGzfvt2h/eYlzp49KwUKFJB+/fqJ9Okj4usrEhlptaxcB7BX7PiM9ZBtNjnjjz/+YM2aNfTv\n35+SJUtaLcd+wsOhaFGTtyiHjBo1ipiYGN555x2H9mumjHJO+fLleeGFF1i2bBl/9+0LSUnw9ttW\ny8qz5AlDmDFjBl5eXp5VL/n8eR3W37OnNgVDtvHz8+PJJ58kJCSEK1ccFxJjDMExjBw5kuTkZN7e\ntAm6ddO76pyw5mPInFxvCFevXuX777+nZ8+eVK6cPnzCjVmwQIf1m8Vkh/DKK69w9uxZFixY4LA+\njSE4hho1atC1a1fmzp3L+f79deEcJ+0MM9yeXG8I3t7e7N69m5kzZ1otxX7+/Vf/h3jqKaiXPkuI\nITs0a9aMZs2a8cYbb1xbDM4pxhAcx4QJE0hISGDyunXQtaueLnVA3JEha+R6QwBd6LuoJ027hIZC\ndDS89prVSnIVkydP5ty5c4Q6qDCLMQTHUbNmTXr37s28efM488ILEB8PISFWy8pz5AlD8ChiYvSi\n2jPPgJ+f1WpyFY888ghPPfUUb731FhcvXsxxf7GxsXh7e3tOLW43Z/z48YgIE9asgc6ddaDahQtW\ny8pTGENwN2bP1oFoZnTgFCZPnsw///zjkCnE1MR2HpMx182544476N+/P0uWLOHPnj0hLg48aao3\nF2AMwZ24eFEPkzt0gPvvt1pNruT+++/H39+fkJAQzp8/n6O+TKZTxzN27Fh8fHwYu2oV+PvDnDnw\nzz9Wy8ozGENwJ2bO1FNGEydarSRXM2nSJC5fvpzjTKixsbEm06mDqVChAsHBwaxcuZLjXbvCpUsw\na5bVsvIMxhDchehobQgdO4Kn1Hj2UOrWrUv37t0JCwsjMge5c8wIwTm8/PLLFC1alFHvvQf/93/X\np1ENTscYgrsQEqK/DU2YYLWSPMGECRNITk7mjTfeyHYfxhCcQ+nSpRk+fDjvv/8+v/j761GzyXHk\nEowhuAMXLuhvQZ06wT33WK0mT1CjRg369u3LwoULiYiIyFYfxhCcx7BhwyhVqhQjli/XqVtmzoRT\np6yWlesxhuAOvP223lFhRgcuZdy4cXh5efFaNnd0xcXFGUNwEsWKFWPUqFFs2bKFPe3bQ0oKjB9v\ntaxcjzEEq4mK0oFonTubqGQXU6VKFQYNGsTy5cs5duxYlq83IwTnEhQURIUKFRgZGooEB+t6CQcP\nWi0rV2MMwWqmT9dRmWZ0YAmjR4+mYMGCvPLKK1m+1hiCcylUqBBjx47l66+/ZvuDD0KJEjBqlNWy\ncjXGEKwkIkJHY3btCnXqWK0mT1KuXDlGjx7N+++/zxdffGH3dSJiDMEFBAQEUKtWLYLGjyd59GjY\nsgU+/9xqWbkWuwxBKdVaKXVMKXVcKTU6g/MFlFJrbed/UEpVtx0vrZT6UikVq5QKS3dNI6XUz7Zr\n5qi8Fu4pAoGB4OUFU6ZYrSZPM3LkSGrUqEFwcDBJSUl2XZOYmEhycrIxBCfj4+PD7Nmz+e2335iV\nlATVq8NLL+k1BYPDydQQlFLeQDjQBqgHdLWVwUxLX+AfEbkbmAmkRvxcAcYDIzPoeh4QANS0PVpn\n5w14LBs3wubN8PrrUK2a1WryNL6+vsycOZMjR44QZmehd5PYznW0bt2adu3aMfHNN4keMQL274dV\nq6yWlSuxZ4TQGDguIidEJBFYA7RP16Y9sMz2fAPQXCmlRCRORHaijeEaSqmKQDER2WUr77Yc6JCT\nN+JRxMTA4ME6PUVwsNVqDMAzzzxD69atmThxIn/bUZzFGIJrmTlzJsnJyQz+7jt44AEYOxYcWOzI\noLHHECoDf6V5fcp2LMM2IpIMxAClM+kz7abijPoEQCkVoJTaq5TaG5Vb8qOPHasrQi1YAPnyWa3G\nACilmD17NvHx8YwefdOs6E0YQ3AtNWrU4KWXXmLl6tUc7NED/vxT784zOBR7DCGjuX3JRptstReR\nBSLiJyJ+ZcuWvU2XHsIPP8DcuXr9wKS3ditq1arFsGHDePfdd/n+++9v29YYgusZM2YMVatWpee7\n7yJt2sAbb5j02A7GHkM4BVRN87oKkD4BzLU2Sql8QHEgOpM+q2TSZ+4jKQkCAqBiRZg82Wo1hgwY\nN24cFStWJDg4mJTbLFymGoJJbuc6ChUqxIwZMzhw4ABrH3hAp3p5/XWrZeUq7DGEPUBNpdSdSikf\noAvwUbo2HwG9bM/9gR22tYEMEZEzwCWl1MO23UU9gQ+zrN7TmD1bB9aEhkKxYlarMWRA0aJFmT59\nOnv37mXJkiW3bGdGCNbg7+9Ps2bNGDR3LvE9euj/Sz/8YLWsXEOmhmBbEwgCtgJHgHUiclgpNUkp\n1c7WbDFQWil1HBgOXJuEVUpFACFAb6XUqTQ7lAYCi4DjwO/AZ455S25KRIQOPnvmGXj2WavVGG7D\n888/T5MmTRgzZgz/3CIXvzEEa1BKERoayr///ssYLy+oXBl69zYLzI5CRDzm0ahRI/FIUlJEnnpK\npHBhkZMnrVZjsIOffvpJvLy8JDg4OMPz8+fPF0BOnz7tYmUGEZEhQ4aIUkp+DQ0VAZGXX7ZaklsD\n7BU7PmNNpLIrWLtWxxxMmmRiDjyE++67j/79+xMeHs6ePXtuOm9GCNYyceJEypQpQ7fly0l54QWd\nIDKTjQCGzDGG4GxOnID+/aFxYx17YPAYpkyZQqVKlejRowfx8fE3nDOLytZSokQJwsLC2LNnD9Mr\nVNBTR336mKmjHGIMwZkkJuospkrpUYKJOfAoSpQowdKlSzl27NhNsQlxcXEULFgQb29vi9QZOnXq\nRNeuXRn31lv8OmoUHD1qkkTmEGMIzmTUKNi7F5Yu1TlYDB7Hk08+SXBwMHPmzLkh+Z1JbOcehIeH\nU758eTqEh5Pcu7eZOsohxhCcxUcf6eLgwcFmV5GHM3XqVGrXrk3v3r25aKvtawzBPShZsiRLly7l\nyJEjjCtY0Ewd5RBjCM7gzz/1VrgHHtD1DgweTaFChVixYgVnzpwh2JZ7yhiC+9CiRQsCAwOZNm8e\n+4OCzNRRDjCG4GiSkqBLF0hO1usGBQpYrcjgAB588EHGjRvHe++9x4YNG4whuBlvvfUWtWrVol1Y\nGIm9eumpI1M3IcsYQ3A048fDrl2wcCHcfbfVagwOZOzYsfj5+TFgwAAiIiKMIbgRhQoVYvny5URG\nRhKcmKjL0fr7wy+/WC3NozCG4Eg++wymTdPbTDt3tlqNwcHkz5+fFStWEBcXx2+//WYMwc146KGH\neOWVV1iwejWfBQaCry88/bTOLGywC2MIjuLoUejeHRo2hJkzrVZjcBJ16tRh2jRd/8kYgvsxfvx4\nHnjgAXqMG8e5xYu1GbRvr+uWGzLFGIIjOH0aWrXScQbvvw8FC1qtyOBEgoKCCAwMpH379HWiDFaT\nP39+3nvvPRISEnh64kQSliyB3buhVy9TdtMOjCHklH/+gdatITpaTxnddZfVigxOxsvLi7CwMDp2\n7Gi1FEMG1K1bl5UrV7Jv3z56f/gh8tZbsH69LkxluC3GEHJCfLwejh47Bps26W2mBoPBctq1a8eU\nKVNYs2YNU65c0et6U6fC4sVWS3NrTC6F7JKcDM8/Dzt3wurV0Ly51YoMBkMaRo0axaFDhxg3fjz1\n16+nQ0QEDBigE0y2aGG1PLfEjBCygwgMGqRHBbNnmx1FBoMbopRi0aJFNG7cmO69e/Pz+PFQty50\n6AD/+5/V8twSuwxBKdVaKXVMKXVcKXVTBXKlVAGl1Frb+R+UUtXTnBtjO35MKdUqzfEIpdTPSqn9\nSqm9jngzLmPCBB1n8MorOjWFwWBwS3x9fdm0aRMlSpSg7fPPE7Vqlc4r9tRTsGOH1fLcjkwNQSnl\nDYQDbYB6QNc0Vc9S6Qv8IyJ3AzOBabZr66FLbtYHWgNzbf2l0kxE7hMRz6g2LwJTpug6ri+8YOoi\nGwweQMWKFfnwww+Jiori2QEDSNiyBWrUgLZtIU3CQoN9I4TGwHEROSEiicAaIP1+u/bAMtvzDUBz\nW63k9sAaEUkQkT/Q5TIbO0a6i0lO1tNEY8fqtYN33tFprQ0Gg9vTqFEjli1bxrfffkufUaNI3r5d\nZxJo2xa2b7danttgjyFUBv5K8/qU7ViGbUTXYI4BSmdyrQDblFL7lFIBWZfuQuLi4P/+D+bPh9Gj\nYcUKU9vAYPAwnnvuOaZNm8bq1avpMXw4ydu2Qa1aus751q1Wy3ML7PlUy+hrsNjZ5nbXPioikUqp\ncsB2pdRREfn6pptrswgAqGZF+clz5/QfzJ49EBYGgYGu12AwGBzCyy+/jFKKl19+maSkJFZv3Ur+\nNm309vFNm3RMUR7GnhHCKaBqmtdVgMhbtVFK5QOKA9G3u1ZEUn+eAz7gFlNJIrJARPxExK9s2bJ2\nyHUgx4/DI4/AwYM6AtmYgcHg8bz00kuEhISwceNGOg0cSOLmzToZXvv2sGxZ5h3kYuwxhD1ATaXU\nnUopH/Qi8Ufp2nwE9LI99wd2iIjYjnex7UK6E6gJ7FZKFVZKFQVQShUGWgKHcv52HMgPP8B//gMX\nL+rdCB06WK3IYDA4iGHDhhEaGsqmTZvoGBBAwqefwqOP6jomgwfrNPZ5kEwNwbYmEARsBY4A60Tk\nsFJqklKqna3ZYqC0Uuo4MBwYbbv2MLAO+AXYAgSKyFWgPLBTKXUA2A18KiJbHPvWsklKCoSEQNOm\nUKwYfPedNgaDwZCrCAoKYv78+XzyySd0eOEF4j/8EIYOhdBQHbh27pzVEl2O0l/kPQM/Pz/Zu9eJ\nIQuRkfobwvbtevi4aBGUKeO8+xkMBstZvHgx/fr1o3nz5mzcuJFiH34IAQFQtix88AE0amS1xByj\nlNpnz/Z+E6mcyqZNOnX1zp16S+kHHxgzMBjyAH379mXp0qV8+eWXPPjggxx+4AH49lt98tFHYfly\nawW6EGMIcXE68dWzzx7OfwUAAAj0SURBVMIdd8CPP+pvBybGwGDIM/Tq1YsdO3YQExND48aNWX3s\nGOzbp6eLe/XSOZBiY62W6XTytiF8840eDi5cCC+/rEtf1qljtSqDwWABTZs25ccff+SBBx7g+eef\nZ/Drr5P4yScwciQsWKBnEHJ5DqS8aQgnT+qEdE2bwuXLuhj3tGng42O1MoPBYCGVKlVix44d13Yh\n/bdFC04PHQpffQXe3tCsmc5fFhdntVSnkLcMIS4OXn1VjwI+/hgmTtSlL594wmplBoPBTcifPz8h\nISGsXbuWgwcP8sADD7AlLg4OHIAhQyA8XI8Wvr4pjtbjyRuGIAIrV0Lt2jox3bPP6qI2EyZAoUJW\nqzMYDG5Ip06d2LNnD6VLl6ZNmzY816sXf40YcX3a6PHHdcxCdLSlOh1J7jeE5GT9D9e9O1SooHcR\nrVoFVatmfq3BYMjT1K1blx9//JHJkyfz6aefUqdOHabt2kXi3r166igsDO68U882xMRYLTfH5H5D\nyJdPVzNLLbb96KNWKzIYDB6Er68vY8eO5ZdffqFly5aMHj2ahv/5D5+3a6fT2jz5JLz2mjaGN9/0\n6N1Iud8QQE8N9ekDXnnj7RoMBsdTvXp1PvjgAzZv3kxycjItWrTgudde4+CECXqL6iOP6KJZNWrA\njBl6w4qHYT4hDQaDIQu0adOGQ4cOMWnSJD777DPuvfdeWr/yCp8PHYp89x3ce6/eqlq5sl5jOHzY\nasl2YwzBYDAYsoivry/jx4/nzz//ZMqUKRw4cIAWLVpw/8CBvNerF8lffglt2ugaKg0aQJMmuo5K\nfLzV0m+LMQSDwWDIJqVKlWLMmDFERESwZMkSkpKS6NGjB9W7d2dirVoc27ED3noL/v4bevbUo4Yh\nQ3RcQ3Ky1fJvwiS3MxgMBgeRkpLC1q1bCQkJ4YsvvkBEqF+/Pp38/elVrRp3bN2q86YlJkLp0vD0\n09CuHbRqBUWKOE2XvcntjCEYDAaDEzhz5gzvv/8+69at45tvvkFEaNCgAc+3bUv7ggWpffQo3lu2\nwD//6CwJzZvrtNuPPgr33w/58ztMizEEg8FgcBMiIyPZuHEj69evZ+fOnYgIPj4+PNK4Md2qV+fJ\nuDiqHTiA14kT+oKCBeGhh7Q5PPqoTrJXokS27+9QQ1BKtQZmA97AIhGZmu58AWA50Ai4AHQWkQjb\nuTFAX+AqMFhEttrTZ0YYQzAYDJ5OdHQ03377LV9//TVff/01+/bt4+rVq3h7e9OkRg3alynDf0So\nHRVFiYgI1NWrOvvyuXPZTsnvMENQSnkDvwIt0DWS9wBdReSXNG0GAQ1FZIBSqgvwrIh0VkrVA1aj\n6yVXAj4Hatkuu22fGWEMwWAw5DZiY2P5/vvv+frrrzlw4ACHDx/mxIkTiAiFgSb589O8bFlePHSI\nkiVLZuse9hpCPjv6agwcF5ETto7XAO3RZTFTaQ9MtD3fAIQppZTt+BoRSQD+sJXYbGxrl1mfBoPB\nkOspUqQITz75JE8++eS1Y3FxcRw5coTDhw9z6NAhdv3+OyNzMGVkL/YYQmXgrzSvTwEP3aqNiCQr\npWKA0rbj36e7trLteWZ9GgwGQ56kcOHC+Pn54eeX6Zd6h2JPHEJGpcPSzzPdqk1Wj998c6UClFJ7\nlVJ7o6KibivUYDAYDNnHHkM4BaRNDVoFiLxVG6VUPqA4EH2ba+3pEwARWSAifiLiV7ZsWTvkGgwG\ngyE72GMIe4CaSqk7lVI+QBfgo3RtPgJ62Z77AztEr1Z/BHRRShVQSt0J1AR229mnwWAwGFxIpmsI\ntjWBIGAreovoEhE5rJSaBOwVkY+AxcAK26JxNPoDHlu7dejF4mQgUESuAmTUp+PfnsFgMBjsxQSm\nGQwGQy7H3m2nJrmdwWAwGABjCAaDwWCwYQzBYDAYDICHrSEopaKAk9m8vAxw3oFyPJG8/jvI6+8f\nzO8A8ubv4A4RyXTfvkcZQk5QSv1/e3fwolUVh3H8+2CCQYQYGaKFBi1sUbYJwRYiLsaSdOMiEvoD\nWigkYm6ioIUbdeNGKnIhkWAkuBMzcqVoFhZDVBs3g7NRrI1hPS3OiXmRcXxnYN43z3k+MMw9Z+7i\nnN9w39+958zc35VhNlVa1nsMep8/JAaQGMwlS0YREQEkIURERNVTQjg+7gH8D/Qeg97nD4kBJAYP\n1M0eQkREzK2nJ4SIiJhD8wlB0oSkXyT9JunAuMczCpI+kzQt6aeBvhWSzkn6tX5fWOmlR4SkZyVd\nkDQp6WdJe2p/N3GQtEzSZUk/1hh8WPvXSbpUY/B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oVEd94w34+Wc4csTssISdSNLPoaioKMqUKUN7B0x7tIkFC4zZOiEhpoYRHh7O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\nDcX31CmSunShBxA+Zw6zypZl4ezZble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LTJo0iSeffJJ27dqZHc5/+Pj4MN/XlwvAksKFzQ4n90aOhJIl4a237HeOY8eMH0CRIkXs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\nGtrq/7LUnhD6LsQTdZJ0JfA+8LTtP4bdnkGzfdn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/XER2iMgex/fH0m2z2bHP3Y6vUq76pXLj8uXLrFixgi5dulCwYEG7y8m5TZus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\n1tat1j2Dp5+Gl1+2uxojlwoUKMBHH33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3b06ZMmV8/4fdpg2ULOl657JthHDN2wWhalVo1UqPQu2MHpVS9OzZk9jYWPbs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\ng0W6dbvldFJSktSpU0dKly4t8fHxFhn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GmKcZM0Z/tNevt03Cgk6dRED2DxpkmwaXGDZMG4Wvvz6v+Y477pCKFSvKsWPHbBJmcCfG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\njzzC4cOH7dXnQxiDUBRWrdJZTHv1Mns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RLVu2WOMLbrrJauD2hv7/v/1mNWo3bKjpKSlav359jYyM1PM+MAeU8U8mIXjIoEGDVER0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\nlBN5ZdoQ/F/1J59kadOmVDtyhN9at7Y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EcHU0+/YZw4pfeukfu51iyLPGarQhWMHo0aPFy8srb0P/nJCRI0eKl5eXxNnzwfHuu8bH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\n", 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BmfYQfvgBNmzQEWTDw90szrto0qQJpUuX5o2QENNL8EKcMYRfgMpKqQpKqVCg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\nSu1SSsUppYY6OB+mlFpkP/+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ucV29FjJgwAB++uknNmzYcOWClSvDkCEwfz7s3u0ZcQGII4aQAlTL8bwqcCS/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\ncgx+TMmSJZk2bRr33Xcfs2bNolKlSm5vU3nLhgh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WLUvkL7/oMFOTt/Fvrr5aX8ydfoQCrxBOn9ZO1IceggDqyREfH8/3339PcnJy\nwU9+8EH9vo4ebUpj24ArBqEy8FO2x0ecx3IdIyLpwCmgbI4xbYGvRSR7N41Zzu2iocpDHe6VUrRq\n1cqUuS4g6tQpHk9NZS1wyDiScycr0iibQSiQD2HOHPjzT+jXz0MK2sPDDz9MRERE4XISHA4dcbRj\nh86IN3gVVwxCbhfqnKY7zzFKqbrobaSe2Z7v6NxKut1565zr5Er1UEolK6WSU1JSXFDXYAmzZlH0\n3DmeAuYWZj84WMgWaVSgFUJmpm4237ChvgUQkZGRPPjggyxYsIDzhckreOQRXTxw1CizSvAyrhiE\nI0CVbI+jgZz56X+NUUqFApHACefjaGAx0EVE9mWdICI/O/+eBt5Cb039CxFJEpEGItKgnHFqeofM\nTB1metttlG7WjNmzZxd8PzhYyBZpVCAfwqpV8OOPuuNcABIXF8fJkydZvnx5wU8uUkRnL2/ZAh9/\nbL1yhkviikH4EqillKqulAoD2gM5m6EuQzuNAdoB60VElFKlgRXAUyLyV2skpVSoUirKeb8IcB/w\nnXsvxWAZq1bp6JdHHyUuLo79+/ezefNmu7XyTerU0QZ09+6CrRDGj4eKFSFA82KaNm1KdHR04Xt1\nd+2q359RoyzVy5A3+RoEp0+gL7Aa2AUsEpGdSqkRSqmsGgZvAGWVUnuBAUBWaGpf4EpgaI7w0nBg\ntVLqG2A78DNQgHZdBo8yYYL+MrZtS5s2bShRokThv9iBTraaRi77EHbtgjVrdGRRgDrrHQ4HXbp0\nYdWqVfzyyy8FFxARofNf1q+Hzz+3XkFD7oiI39zq168vBg+ze7cIiDz33F+H4uPjpUSJEnLmzBkb\nFfNRzp8XcThEhgyRUqVKyWOPPZb/Ob17i4SHi/z+u+f1s5Hdu3cLIC+99FLhBJw+LXLZZSL33mut\nYkEIkCwuXGODIlPZUAAmTdJ7uD16/HUoLi6OM2fO8P7779uomI8SHg61aiHff++aD+HkSR1d9Mgj\nAZ/od9VVV3HbbbcV3gdVooQuBb5iBWzfbr2Chn9hDILhb06fhtmzdVx8tuY3//d//0eNGjXMttGl\nqFMHvvuOjIyM/A3CG29AamrAOpNzEhcXV/icBNB9N0qV0nkJBo9jDILhb+bN03HxOZrfKKWIi4vj\n448/5tChQzYp58PUrQv79hFOPr0Q0tN1ZvIdd+gSDUFAVk7CnDlz8h+cG6VL6yz5d9/VvheDRzEG\nwaAR0RerBg1yjYvv0qULIlK4GjWBTt26qMxMriafXgjLl+vibQGWiJYXWTkJb731FhcuXMj/hNx4\n7DFd5+mFF6xVzvAvjEEwaD6ibexcAAAgAElEQVT6SP8Ce/TRXEswX3HFFTRt2tTkJOSGM9KoDvkY\nhPHj4YoroFXOyi+BjVs5CaB9Lb17w1tv6XBog8cwBsGgmTBBf/H++99LDomLi2Pfvn18+umnlxwT\nlNSqhTgc1CUPg/Ddd7Bhgw41dTi8qp7duJ2TADoENTQUXnzRMr0M/8YYBAMcPKi3M3r0yLNX8oMP\nPmhyEnIjPJxz0dHUJQ8fwrRpOucgPt6rqvkCbuckgM6L6dZNR2gdPmytgoa/MAbBAJMn6/7AvXrl\nOax48eI8/PDDLFq06K92kQbNmapVL71COHMG5s7V0VtRUV7XzReIjY0lIyOD+e40v3niCe3revll\n6xQz/ANjEIKd1FSYMUOXHY6Oznd4XFwcp0+fZvHixV5Qzn84WakSNYHiuW0HLVyoo7d69/a6Xr6C\n2zkJAFWrQmwsTJ+u+y8bLMcYhGDnrbd0spSLDXCychJmzZrlYcX8i2Ply+MASv/22z+fEIEpU6Be\nPbjtNlt08xXi4uLYuXNn4XMSAAYP1j2XX33VOsUMf2EMQrAzZQpcey3cfrtLw5VSxMbG8vHHH3PY\n7OX+xW9ldfuPkj/99M8nvvwStm3TqwPPtPzwG9zOSQDdf6JDB/25LWjfZkO+GIMQzCQn64tVr14F\nuliZnIR/82upUqQBxQ8c+OcTU6dC8eLQqZMtevkSkZGRtGnThgULFhQ+JwF0m82zZ3UYr8FSjEEI\nZqZOhWLFoGPHAp1WrVo1GjdubHISsnH6wgV+BML27v374MmT2n/QsaMuv2AgNjaWEydO8MEHHxRe\nSJ060LatbjD0xx/WKWcwBiFoOXUKFizQRdYiIwt8elxcHHv37uWzzz7zgHL+R2pqKjsBx+7dfx+c\nMwfOnQtqZ3JO7rrrLipVquR+6PKQIdpRP3GiJXoZNMYgBCvz5+sIo5498x+bC23btqV48eLu7QcH\nEKmpqfwYGoratw/On9fO5KlToVGjoKlb5ApZOQkrV67kt5wO+IJw441wzz16lVCYNp2GXDEGIRjJ\nuljddJOuXVQISpQoQbt27Xj77bdJTU21WEH/IzU1lf1Fi+ruaT/8AJ98Art355vbEYxYkpMAOns5\nJUVHyhkswRiEYGTLFvj220KvDrKIi4vjzz//ZMmSJRYp5r+cPXuWg1lZyjt3aoNbpgw8/LC9ivkg\n11xzDQ0bNnTfB9WkCVx3HYwdq3/kGNzGGIRgZNo0KFlSh++5wR133MEVV1xhto3QK4TfIyN1vZ31\n6+H99yEuTlfpNPyL2NhYvv32W7a70/hGKRgwQBvgdeusUy6IMQYh2Dh5Et5+W0e+lCzplqiQkBBi\nY2NZu3YtR44csUhB/yQ1NZUixYtDrVq6yVB6utkuyoP27dsTFhbmvnO5fXsoXx7GjbNEr2DHJYOg\nlIpRSu1WSu1VSg3O5flwpdTbzue/UEpVcx6/Wyn1lVLqW+ffptnOqe88vlcp9bpSQZ614y3mzdNO\nODe3i7IwOQma1NRUXdiubl3tR2jWDK66ym61fJYyZcrQunVr5s+fz8WLFwsvKDwc+vSBlStNAx0L\nyNcgKKUcwCSgJbrkewelVJ0cwxKAkyJyJTAOGOM8fgy4X0SuBWKB7FeNKUAPoJbzFuPG6zC4QpYz\n+ZZbLIt8qVmzJrfffjtz5swJ6pyEv/opO3sjmNVB/sTGxnL8+HE+/PBD9wT16gUREfDaa9YoFsS4\nskK4BdgrIvtF5CKwEMjZ4aMVkLWR/C7QTCmlRORrETnqPL4TiHCuJioCpUTkc9FXkblAa7dfjSFv\nNm/Wv6IsWh1kERcXx+7du/niiy8sletPpKamaoPQsaPe1w6yJjiFoXnz5lSoUMH9baNy5aBzZ11R\n1pSzcAtXDEJlIHuBliPOY7mOEZF04BRQNseYtsDXInLBOT77pnNuMg1WM22aTkLLowlOYWjXrh1F\nixYN6j4JfxmEWrV04bUiRexWyecJDQ2lU6dOrFixgpSUFPeEPfaY3gqdOtUa5YIUVwxCbnv7OfcG\n8hyjlKqL3kbq6cr4fwhWqodSKlkplez2hyaYOXZMNyrv3FnX1rGQUqVK0bZtWxYuXMj5IE0S+suH\nYCgQsbGxpKen85a7uQR16kBMDEyaBO7USQpyXDEIR4Aq2R5HA0cvNUYpFQpEAiecj6OBxUAXEdmX\nbXz24vu5yQRARJJEpIGINChXrpwL6hpyZc4c/UWxeLsoi7i4OE6dOsXSpUs9It/X+cuHYCgQ9erV\no0GDBtasLvv3130S3n7bfVlBiisG4UugllKqulIqDGgPLMsxZhnaaQzQDlgvIqKUKg2sAJ4Skb8a\n8YrIL8BppVQjZ3RRFyA4ryTeQASSknQ9/nr1PDJFkyZNqFKlSlBuG4nI31tGhgITGxvL9u3b2bFj\nh3uC7r5bO/XHjTOJaoUkX4Pg9An0BVYDu4BFIrJTKTVCKfWAc9gbQFml1F5gAJAVmtoXuBIYqpTa\n7rxd7nyuNzAD2AvsA1Za9aIMOdi4Efbs0T2TPURISAhdunRhzZo1HD2a62IvYElLSyMjI8MYhELS\noUMHihQp4n6Co1J6lbB9uy4dYig4IuI3t/r164uhEHTuLFKqlMjZsx6dZs+ePQLICy+84NF5fI2T\nJ08KIOPGjbNbFb+lbdu2EhUVJRcuXHBP0LlzIuXKidx/vzWKBQhAsrhwjTWZyoHOqVPamdyhg+59\n4EFq1arF7bffzsyZM4MqJyGruJ9ZIRSe+Ph4jh07xvLly90TFBGhy41/8IEuLmgoEMYgBDoLFuia\n/AkJXpkuISGBH3/8kU2bNnllPl/g7NmzgDEI7tCiRQsqV67MG2+84b6wPn10BvPLL7svK8gwBiHQ\neeMN3TO5kGWuC0q7du0oWbKkNV9sP8GsENzH4XAQFxfH6tWr3a+Ldfnl+gfQ3Lnw88/WKBgkGIMQ\nyHzzje6bnJDgtQbvxYsXp0OHDrzzzjucOnXKK3PaTZZBMHkI7hEfH09mZqY1kWqDBumaUmPHui8r\niDAGIZCZORPCwrze4D0hIYFz586xcOFCr85rF2aFYA01atSgSZMmzJw5k8zMTPeEVaum/WbTpsGJ\nE5boFwwYgxCoXLigK5u2bg1lc1YR8Sw333wz9erVY+bMmV6d1y6MD8E6EhISOHDgABs2bHBf2JNP\nwtmzpu9yATAGIVBZulT/MvKSMzk7SikSEhLYunUr3333ndfn9zZmhWAdDz74IJGRkdb4oOrVg/vv\n132XnUbbkDfGIAQqb7wBVarouvw20KlTJ4oUKRIUzmXjQ7COokWL0rFjR9577z3++OMP9wUOHgzH\nj8OMGe7LCgKMQQhEDh2CtWuha1dwOGxRISoqitatWzNv3jwuBHixMbNCsJaEhATOnz/vfsE70OVa\n7rhDV6B1pxFPkGAMQiCSFaXRtautaiQkJHD8+HGWLctZ+iqwMD4Ea7npppu44YYbrFtdDh4MP/0E\nVhiYAMcYhEAjMxNmzdJbRdWq2arKXXfdRZUqVQJ+2yhrhRAREWGzJoFDQkIC27ZtY/v27e4Li4mB\n66+HMWP098NwSYxBCDQ++khvGdngTM6Jw+Gga9eurFmzhsOHD9utjsfIqnQaEmK+TlbRsWNHwsPD\nrfkxoZReJfzwgw62MFwS8wkONN54A8qU0eGmPkBX57ZVIJfFNqWvradMmTI8+OCDzJ8/35qmS+3a\nQc2a8OKLpjR2HhiDEEgcPw6LF+tENB/ZvqhWrRrNmjVj1qxZ7icb+SimOY5nSEhI4OTJkyxevNh9\nYaGh8PjjsHUrfPyx+/ICFGMQAon583UkhQ9sF2UnISGBgwcPsn79ertV8QhmheAZmjRpQvXq1a3z\nQcXGQoUKMHq0NfICEGMQAgUR3WC8QQPtQPMhWrduTZkyZQLWuWz6KXuGkJAQunbtykcffcSBAwfc\nFxgRoVcJH30Emze7Ly8AMQYhUPjkE9i1S5f+9TEiIiLo0qUL7733Hr///rvd6liOWSF4jq5du+Jw\nOEhKSrJGYK9euhrqc89ZIy/AMAYhUJg8GS67DP77X7s1yZXevXuTlpYWkKsE40PwHNHR0TzwwAPM\nmDHDmgTHYsXgiSdg3Tr47DP35QUYxiAEAj//rJ3J8fFQtKjd2uTK1VdfTbNmzZg6dSoZGRl2q2Mp\nZoXgWRITEzl27BjvvvuuNQJ79YJy5cwqIRdcMghKqRil1G6l1F6l1OBcng9XSr3tfP4LpVQ15/Gy\nSqmPlVJnlFITc5zziVPmduftciteUFAyfbpOuOnVy25N8iQxMZHDhw/z4Ycf2q2KpRiD4FmaNm3K\nVVddxeTJk60RWLy4XiWsWQOff26NzAAhX4OglHIAk4CWQB2gg1KqTo5hCcBJEbkSGAeMcR4/DwwF\nBl1CfEcRucF5C7zNZW+QlgZJSTobs2ZNu7XJkwceeIBKlSpZ98X2EYxT2bOEhITQu3dvPvvsM2sy\nl0H3XTarhH/hygrhFmCviOwXkYvAQqBVjjGtgDnO++8CzZRSSkTOishmtGEweIIlS+CXXyAx0W5N\n8iU0NJSePXuyatUq9u3bZ7c6lmF8CJ4nNjaWokWLMmXKFGsEFi+uu6qtXg1btlgjMwBwxSBUBn7K\n9viI81iuY0QkHTgFuNKVZZZzu2ioUl7q8RhoTJ6saxa1bGm3Ji7RrVs3QkNDmTp1qt2qWIKImC0j\nL1CmTBkeeeQR3nzzTetasyYmQlSUWSVkwxWDkNuFOmfutytjctJRRK4FbnfeOuc6uVI9lFLJSqnk\nlJSUfJUNKnbu1OGmvXrZVua6oFSqVIk2bdowc+ZMzp07Z7c6bpOWlkZGRoYxCF4gMTGR1NRU5s6d\na43AEiX0KmHVKvjiC2tk+jmuGIQjQJVsj6OBo5cao5QKBSKBPBuZisjPzr+ngbfQW1O5jUsSkQYi\n0qBcuXIuqBtETJmieybHx9utSYFITEzkxIkTLFq0yG5V3MY0x/EeN910Ew0bNmTy5MmIVfWI+vTR\nLWbNKgFwzSB8CdRSSlVXSoUB7YGcBe6XAbHO++2A9ZLHf0wpFaqUinLeLwLcBwR+r0UrOX0a5s7V\neQd+ZijvvPNOateuHRDOZdMLwbskJibyww8/8Mknn1gjMGuVsHKlrnMU5ORrEJw+gb7AamAXsEhE\ndiqlRiilHnAOewMoq5TaCwwA/gpNVUodBMYCcUqpI84IpXBgtVLqG2A78DMw3bqXFQS8+aY2Cn7g\nTM6JUorExES2bt1KcnKy3eq4hemW5l0efvhhLrvsMmt/TPTpo5M6zSpBO8X85Va/fn0xiEhmpki9\neiI33aTv+yF//PGHFC9eXOLj4+1WxS22b98ugLz33nt2qxI0PP744+JwOOTnn3+2Tujo0SIgsmWL\ndTJ9CCBZXLjGmkxlf2TTJvjuO7068NPgrMjISDp16sRbb73FyZMn7Van0Bgfgvfp2bMnmZmZTJ9u\n4aZC37464uiZZ6yT6YcYg+CPTJ4MpUtDhw52a+IWvXv35vz5837dPMf4ELxPzZo1iYmJISkpibS0\nNGuEliwJTz+taxwFcb8EYxD8jV9/hffeg7g4XajLj7n++uv5z3/+w5QpU/y2eY7xIdhDYmIiR48e\nZdmynPEtbtC7N1SuDEOGBG1XNWMQ/I0ZMyA9XX94A4DExER+/PFH1qxZY7cqhcIYBHto2bIlV1xx\nBRMmTLBOaEQEDBum6xutWGGdXD/CGAR/IiND1y266y646iq7tbGEdu3aUalSJV555RW7VSkUxodg\nDw6Hg0cffZQNGzZYG6nWtauuCfbMM7pgZJBhDII/sWIF/PRTwKwOAMLCwujXrx8fffQR27Zts1ud\nAmN8CPbRvXt3SpUqxcsvv2yd0CJFdPjpjh3wzjvWyfUTjEHwJ6ZMgUqV4IEH8h/rR/Ts2ZOSJUv6\n5SrBbBnZR6lSpejVqxfvvvsu+/fvt05w+/ZQr57ePkpPt06uH2AMgr+wb5+uudKjB4SG2q2NpURG\nRtKjRw8WLVrEoUOH7FanQGQZhIiICJs1CU769euHw+Fg3Lhx1gl1OOD552HPHl0NIIgwBsFfmDZN\nf1C7dbNbE4/w2GOPoZSy9ovtBbIqnYaEmK+SHVSqVIlOnToxc+ZMjh8/bp3gVq3g5pv19pEVrTv9\nBPMp9gfOn4eZM/WHtHLOyuOBQXR0NI888ggzZszgxIk86yL6FKYXgv0MGjSI1NRUa8tZKAWjR8Ph\nwzqQI0gwBsEfePddOH7cL+sWFYRBgwZx9uxZ65qgeAHTC8F+6tSpw7333suECROsLanerBk0bgwj\nR4IzeCDQMQbBH5g8WYeZNm1qtyYe5dprryUmJoYJEyZw/rx/NNkzBsE3ePzxx0lJSWHOnDn5D3YV\npWDUKPj9d3j9devk+jDGIPg6O3boRJlevfy2blFBePzxx/ntt9+YN2+e3aq4hOmn7Bvccccd3Hzz\nzbz66qtkZGRYJ/i22+D+++HFF+HYMevk+ijGIPg6U6ZA0aK6VEUQ0KRJE2666SZeffVVvyhnYVYI\nvoFSiscff5y9e/eydOlSa4WPGaO3jEaMsFauD2IMgi/z55+670H79lCmjN3aeIWsL/bu3btZvny5\n3erki3Eq+w4PPvggNWrU4OWXX7auoxpA7drQvbv+cbZnj3VyfRBjEHyZefP0L5MAykx2hXbt2lGt\nWjVrM1A9hFkh+A4Oh4MBAwawZcsWPv30U2uFP/usrnU0eHC+Q/0ZYxB8FRH9i6RBAx0PHUSEhobS\nv39/Pv30Uz7//HO71ckT40PwLbp27UrZsmWt/zFRvrw2BosX634kAYoxCL7K5s2wc2fQrQ6yiI+P\np0yZMowZM8ZuVfLErBB8i2LFitGnTx+WLVvG999/b63w/v11HtCgQQFbHtsYBF/lpZd0n9f27e3W\nxBZKlCjBY489xtKlS32677LxIfgejz76KCVLlmT48OHWCi5WTOckbN0KixZZK9tHcMkgKKVilFK7\nlVJ7lVL/2kRTSoUrpd52Pv+FUqqa83hZpdTHSqkzSqmJOc6pr5T61nnO60oFQUylq3z5JXzwAQwc\n6PdNcNzhscceo2zZsjzjo20NRcSsEHyQqKgo+vfvz7vvvmt9Bd3OneH66/X2UQCWtMjXICilHMAk\noCVQB+iglKqTY1gCcFJErgTGAVnr/PPAUGBQLqKnAD2AWs5bTGFeQEDy7LNQtiw8+qjdmthKqVKl\nGDx4MKtXr2bjxo12q/Mv0tLSyMjIMD4EH2TAgAGUKVPG+h8TDge88gocPAgTJ+Y73N9wZYVwC7BX\nRPaLyEVgIdAqx5hWQFaK4LtAM6WUEpGzIrIZbRj+QilVESglIp+Ljg+bC7R254UEDFu2wIcf6n3K\nkiXt1sZ2+vTpQ8WKFRkyZIi1oYQWYEpf+y6RkZE8+eSTrFy50vqIo7vugpYt9faRH9XdcgVXDEJl\n4Kdsj484j+U6RkTSgVNA2XxkHslHZnDy7LMQFQV9+9qtiU9QtGhRhg4dyubNm1m9erXd6vwD0xzH\nt+nbty8VKlTwzI+Jl17SeUIjR1or12ZcMQi57e3nfHddGVOo8UqpHkqpZKVUckpKSh4iA4DPP4fV\nq+GJJ6BECbu18RkSEhKoVq2az60SzArBtylevDhDhgxhw4YNrFu3zlrh9epBfLzeNgqgZDVXDMIR\noEq2x9HA0UuNUUqFApFAXmupI045eckEQESSRKSBiDQoV66cC+r6McOHw+WXB3xV04ISFhbGs88+\ny7Zt23j//fftVucvjEHwfbp3707VqlV5+umnrf8xMXKkDvro0ydgwlBdMQhfArWUUtWVUmFAe2BZ\njjHLgFjn/XbAesnj3ReRX4DTSqlGzuiiLoDFBUj8jE8/hbVr9erAOCn/RadOnbjmmmsYOnSotcXL\n3CDLIBinsu8SHh7O8OHDSU5Otr7GUfny2iisWxc4/ZdFJN8bcA+wB9gHDHEeGwE84LwfAbwD7AW2\nAjWynXsQvVo4g14Z1HEebwB855Q5EVD56VG/fn0JWJo1EylfXuTsWbs18VkWLVokgMydO9duVURE\nZO3atQLIxo0b7VbFkAdpaWly1VVXSb169SQ9Pd1a4enpIjfeKFKxosipU9bKthAgWVy51rsyyFdu\nAWsQNmzQ/4qxY+3WxKfJyMiQG264QWrUqCEXLlywWx1ZunSpAJKcnGy3KoZ8WLBggQAyf/5864Vv\n2SKilEj//tbLtghXDYLJVPYFhg+HChV0zwPDJQkJCWHUqFHs37+fmTNn2q2O8SH4EQ8//DDXXXcd\nw4YNIy0tzVrhDRtCjx66ic6OHdbK9jLGINjNJ5/o2+DBuu+BIU9atmzJbbfdxvPPP29tu8RCYHwI\n/kNISAgjR45k3759zJ492/oJRo/WJeoTE8EP+nhcCmMQ7EQEhg2DihX1LwxDviilGD16NEePHuWl\nl16yVReTh+Bf3Hfffdx6660MHTqUP/74w1rhl10GL78Mn30GnjA4XsIYBDuZO1eX0h061KwOCsCd\nd95J+/bteeGFF9i3b59tepgtI/9CKcWECRNISUlh6NCh1k/QpQv83//pSMHjx62X7wWMQbCLX3/V\n5XRvuw169rRbG7/j1VdfJSwsjL59+9qWrJZlECIiImyZ31Bw6tevT+/evZk8ebL1he9CQmDyZPjj\nD3jqKWtlewljEOyib19ITYU33tAfJEOBqFSpEiNGjGDVqlUsXrzYFh2yKp2GmP+fXzFy5EiioqLo\n3bu39X27r70WHnsMpk/XlQf8DPNJtoP33tO34cPhmmvs1sZv6du3L9dddx39+vXjzJkzXp/f9ELw\nT0qXLs2rr77K1q1bmTFjhvUTDB+uG+l06wbnz+c/3ocwBsHbnDihU91vvFFXNDUUmtDQUKZMmcKR\nI0d4/vnnvT6/6YXgv3Ts2JE777yTwYMHY3mNtJIl9cr/++/BR3t5XApjELxN//7a4TRzJhQpYrc2\nfs9tt91GfHw8Y8eOZefOnV6d2xgE/0UpxaRJkzh9+jSDB/+r55f7tGih84rGjoUNG6yX7yGMQfAm\nK1fqyKInn4QbbrBbm4BhzJgxlCpVisTERK86mFNTU00Ogh9Tt25dBgwYwMyZM63vmQA6DLVGDYiL\ng9OnrZfvAYxB8BZ//qmjiWrX1mGmBsuIiorixRdfZOPGjcyfP99r8xofgv8zdOhQoqOjSUxMJD09\n3VrhJUrAnDlw6JBuh+sHGIPgLQYPhiNH9N5ieLjd2gQcCQkJNGzYkIEDB1qfdHQJzJaR/1OiRAnG\njx/PN998w0RPtMT8z390XsL06boToo9jDII3+PhjmDIF+vWDW2+1W5uAJCQkhClTpnDs2DHP7Ann\ngjEIgUGbNm1o2bIlw4YN4/Dhw9ZP8NxzOhw1IcHnE9aMQfA0v/wCjzwCtWoFXLs9X+PGG29kwIAB\nTJs2jSVLlnh8PuNDCAyUUkycOBERoWPHjtZvHYWHa9/h8eM6wtCHMQbBk6SnQ/v2cOqUzjswFw+P\nM2rUKOrXr098fDw//fRT/ie4gfEhBA41atRg6tSpbN682TMhzDfcoPulv/02LFxovXyLMAbBkzz9\nNGzcCElJeslo8DhhYWEsWLCAtLQ0z/zay4bZMgosOnbsSGxsLCNHjmSDJ0JFn3gCGjXSFVEPHrRe\nvgUYg+Ap3n9fh5317g2dOtmtTVBRq1YtJk+ezKZNmxjpoW06ETEGIQCZOHEiV155JR07duS41fv9\noaEwb56uctyqFTir5foSxiB4gh9/hK5d4eabYdw4u7UJSjp37kznzp15/vnnPfJrLy0tjYyMDOND\nCDBKlCjBwoULSUlJoWvXrtbntVx5pd4y+u47nZ9gU2HGS2EMgtWkpkLbtvrXwDvvmBBTG5k0aRI1\natTwyK890wshcLnxxhsZM2YMy5cv90woaosW8NJL8O67MGqU9fLdwCWDoJSKUUrtVkrtVUr9K6ZP\nKRWulHrb+fwXSqlq2Z57ynl8t1KqRbbjB5VS3yqltiulkq14MbYjotPVv/sO5s+HK66wW6OgpmTJ\nkixcuJDff/+d+Ph4S3/tmV4IgU2/fv249957GTRoENu3b7d+ggEDoHNnnaS6dKn18gtJvgZBKeUA\nJgEtgTpAB6VUnRzDEoCTInIlMA4Y4zy3DtAeqAvEAJOd8rJoIiI3iEgDt1+JL5CUpPcIhw+HmBi7\ntTGg69+/+OKLLFu2jEmTJlkm1xiEwEYpxaxZsyhbtizt27f/a0Vo4QQwbZreVu7UCbxch+tSuLJC\nuAXYKyL7ReQisBBolWNMK2CO8/67QDOllHIeXygiF0TkALDXKS/w+OAD3eOgRQtTmsLHeOyxx2jZ\nsiWDBg3ic4tq1Jt+yoFPuXLlmD9/Pnv27KFbt27W904oWhQWL9YlLlq10pWQbcYVg1AZyB7QfcR5\nLNcxIpIOnALK5nOuAGuUUl8ppfy7ofD69dCuHVx/vY4zNg1TfIqQkBDmzJlDdHQ09913Hz/88IPb\nMo0PITho0qQJo0ePZuHChTz55JPWT1C5so5I/OknnbPkwTBpV3DlyqVyOZZzM/ZSY/I69z8ichN6\nK6qPUuqOXCdXqodSKlkplWx53XIr+PxzeOABqFkTVq2CyEi7NTLkQrly5Vi9ejWhoaG0aNGCo0eP\nuiXPbBkFD08++SR9+vThlVdeYezYsdZPcOutMHUqrF2rdxlsjDxyxSAcAapkexwN5Pw2/TVGKRUK\nRAIn8jpXRLL+/g4s5hJbSSKSJCINRKRBuXLlXFDXi2zfDi1bQoUKsG4dREXZrZEhD2rWrMmHH37I\niRMniImJcasInjEIwYNSivHjx9OuXTsGDhzIggULrJ+ka1fdh3naNO1wtskouGIQvgRqKaWqK6XC\n0E7iZTnGLANinffbAetFh3QsA9o7o5CqA7WArUqp4kqpkgBKqeJAc+A791+OF/nhB2jeXHdH+ugj\nqFjRbo0MLlC/fn3ef+ybTcoAAAqmSURBVP99du3aRevWrTlfyBaHxocQXDgcDubNm8edd95JbGws\n69ats36SUaN0AczXXtNVDmwwCvkaBKdPoC+wGtgFLBKRnUqpEUqpB5zD3gDKKqX2AgOAwc5zdwKL\ngO+BVUAfEckAygOblVI7gK3AChFZZe1L8yAHDsBdd+lIgY8+MuGlfsbdd9/N7Nmz2bBhA507dyYj\nI6PAMswKIfiIiIhgyZIlXHPNNbRp04avv/7a2gmU0omsvXrBiy+CDW1hERG/udWvX19s59AhkerV\nRcqUEdmxw25tDG7wyiuvCCB9+/aVzMzMAp37+uuvCyApKSke0s7gqxw5ckSqVq0q5cuXl3379lk/\nQUaGSFycCIiMGWOJSCBZXLjGmnCYgrBxIzRooMvYrloF111nt0YGNxg4cCADBgxg4sSJPPvsswVK\nXDMrhOClcuXKrFq1irS0NFq0aGF9D4WQEJgxQ0cdPfkkvP66tfLzmtprM/kzIjBpEjRrBmXKwBdf\nwC2BmU4RbLz88svExcUxYsQIevXq5XJ11CyDULRoUU+qZ/BRateuzYoVK0hJSaFRo0bWZzM7HLqH\nQps22q+QlGSt/EtgDEJ+nD8P3brpcLCYGNi6Fa65xm6tDBYREhLCzJkzefrpp0lKSqJ169acOXMm\n3/OyKp3q/EtDMNKoUSM2b96Mw+HgjjvuYO3atdZOUKSILoR37736+nPokLXyc8EYhLz4+We4806Y\nOfPvmiMmzyDgUEoxatQopk6dysqVK2ncuDG//fZbnueY5jgGgHr16rFlyxaqV6/OPffcw+zZs62d\nICxMF8Fbu9YrwSvGIFyKzZuhfn34/nudSThihMlADnB69uzJ0qVL2bVrF7feeiu7d+++5FjTC8GQ\nReXKldm0aRONGzema9euPP/889aWzY6I0D9MvYC5wuXk9Gl47DH9DyhZUvsL2rSxWyuDl7jvvvv4\n5JNPOHPmDLfddhuffvppruOMQTBkp1SpUqxYsYIuXbowbNgwevToQVpamt1qFRhjELKzfDnUrau9\n+r16QXIy1MlZ2NUQ6Nx88818/vnnlC1blmbNmjF27Nh/FTZLTU01SWmGfxAWFsbs2bN55plnmDFj\nBs2aNWP//v12q1UgjEEAOHpUF6d74AHtI/j0Ux1VZPwFQUvNmjX57LPPaN68OQMHDqRJkyb/+HIb\nH4IhN5RSPP/888ybN48dO3Zw3XXXkZSUZH3nNQ8R3AYhI0MXlapdW5evHj0avvpKF5syBD1RUVEs\nXbqUWbNmsX379n98uc2WkSEvOnXqxLfffkujRo3o2bMn99xzDz///LPdauVLcBqEjAxYsADq1YPe\nvXWTiu++08WlwsLs1s7gQyiliIuL49tvv6Vhw4b07NmTli1b8uuvvxqDYMiTqlWrsmbNGiZMmMCG\nDRuoV68e8+fP9+nVQnAZhIwM3dqyXj145BGd/LFokQ7puvJKu7Uz+DBVq1Zl7dq1TJw4kY0bN3L4\n8GHjQzDkS0hICH379mXHjh3Url2bTp060bZtW/bu3Wu3arkSHAYhPR3efFM7jDt1gtBQeOcd+OYb\neOghXVTKYMiHkJAQ+vTpw44dO2jVqhUxpk2qwUVq1arFpk2beOGFF1i1ahXXXHMN3bt3t77shZso\nX16+5KRBgwaSnJxcsJMyMnT9oe3bde2hYcN0GKnJKTAYDDbw66+/8sILLzB16lQAunfvztNPP02l\nSpU8NqdS6itxoXd94F8VHQ6Ii9PJZV9/DW3bGmNgMBhso0KFCowfP569e/cSFxfHtGnTqFmzJoMG\nDXK7k5+7BP4KwWAwGHyY/fv3M2LECObNmwdATEwMXbt25f777yc8PNySOcwKwWAwGPyAGjVqMHv2\nbHbv3s3gwYPZsWMHDz30EJUrV6Zfv37WV1LNA7NCMBgMBh8iIyODtWvXMmvWLJYsWcLFixe54YYb\nWLlyJRUqVCiUTFdXCKGFkm4wGAwGj+BwOIiJiSEmJoYTJ07w1ltvsX79esqXL+/xuc0KwWAwGAIc\nS30ISqkYpdRupdRepdTgXJ4PV0q97Xz+C6VUtWzPPeU8vlsp1cJVmQaDwWDwLvkaBKWUA5gEtATq\nAB2UUjlLgCYAJ0XkSmAcMMZ5bh2gPVAXiAEmK6UcLso0GAwGgxdxZYVwC7BXRPaLyEVgIdAqx5hW\nwBzn/XeBZkr3FmwFLBSRCyJyANjrlOeKTIPBYDB4EVcMQmXgp2yPjziP5TpGRNKBU0DZPM51RSYA\nSqkeSqlkpVRySkqKC+oaDAaDoTC4YhByK/ST0xN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial = 399\n", "game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.5), (0.5, 0.5)], alpha = 0.5, input_type = 0)\n", "game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", "Poss = []\n", "hs = []\n", "for i in range(1):\n", " Pos,h, dh, a, s, reward = trajectory(game, pos0 = (5, 2), epsilon=1)\n", " Poss.extend(Pos[:-1])\n", " hs.extend(h)\n", " placefield = [placefield_target(pos).data.numpy() for pos in Poss]\n", " predict = [(torch.from_numpy(h).matmul(game.net.h2p1) + game.net.bp1).data.numpy() for h in hs]\n", "beta = 1e-2\n", "for i in range(30):\n", " plt.figure()\n", " prob = np.exp(-beta * placefield[4 * i + 1].ravel())/np.sum(np.exp(-beta * placefield[4 * i + 1].ravel()))\n", " plt.plot(prob, 'k')\n", " prob_p = np.exp(-beta * predict[4 * i + 1].ravel())/np.sum(np.exp(-beta * predict[4 * i + 1].ravel()))\n", " plt.plot(prob_p, 'r')\n", " print ('entropy', -np.sum(prob * np.log(prob_p + 1e-5)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trends of weights change " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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/6KTd4SgbaPJX7/D935xkeCLAnevKCK3iqZLRpqoiJqeDPPFam92hKBto8lfn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\n6WKvadPfYzTa9gTQCUxZ/2/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zCCf0K4HWoNttgXUh26iqFxgAZg+k/h3ggKpOLK5Uk6weO9COT+HSlflOl2Lm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\nMSaJWOgbY0wSsdA3xpgkYqFvjDFJ5P8Dhz1OmrjtiXgAAAAASUVORK5CYII=\n", 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jfmyMWWeMWVdUVBTq01SU7azv4rLKXJx2nfSlplddkMGBxl6GR31Wl6LGCeW3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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p1'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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SVS1T1XbgaWBxjzKLgcec7eeAy0VEVLVFVd/FlxhMCCqtaebEyQ7mW/+BGSYi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\noN9y/SUEEQkH9gFXApX47rG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MCWNHxxEf42WddSwPGSsI5nNWbq/B6xEunWI3JDKhw+sRzs1NYV2lHSEMFSsI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\neVQUMV4v0VFCtNdDtNdDjNd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U1uk0Ft4wYkKw+gQeBDYBx4BnjTFHROS7InKLVewJIEFECoGvAu8OTRWRM8BP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\nYDVZqQvQ6zQyvUae0es0svG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QnxKNQ8TucJQaVYVpvbVgXUXtwmlCCEC1LV00dfSQr+sfqCCQFhtOVJiLompN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\nx91Wb6MFQOOpqnQgsRY8+jZ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P7UygtKM6IhIKJAC+3uESpx1vbZY7XVNtXVQV3hpQ1adVdZaqzkpJsVlNe9P2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\nQ1w+KY3YCBuHYExP3HPROMq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p2'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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QRK+i0kTLNtb75yckJzi5YXEOO/SCrJoFTfQqKu0500GeJzFmb5Sayq3L8qnrGOBMe7/d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\nt7o8Qsqu84wQgUzbMVGnQUR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XA1c4j7tHKqSqj6vqKlVdlZOTM2awJnhbj7aQkxL/UR+tMeGqKNu/+t6H1m00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\nyxN/fBGfWTWLf3/zEHd87wP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hQrDaBB4DNgGHgFeMMWUi8gMRuc0qthZIEpFy4JvAR11TRaQa+DfgiyJSN6KH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\nImusR1jKovfkbHpPzqb35Gz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sAlZWYiRBgo4jnACdZeRnHnm/kNK6NpZ++yxiwvXeyCpwhYXYSB8Vzj5NCB7T\nhOBHKo628eeP9nNGRhxFVc0UVTVbHZJSlspJiuK93ZVUNbUzOirU6nC8nnYZ+QmnMby+tZywEDsL\nJidbHY5SXiEnKQqAD/fVWByJb9CE4Cc2H6ynrL6Ny6ck63oDpdySY0KJdNhZs6/a6lB8giYEP9Dd\n42Tl3irS4sKYlhZjdThKeY0gEXKSIvmosFqnn3rAo4QgIgtEpEBEikTkrn5ed4jIS+7X14tIRq/X\n7nYfLxCRS3sdLxGRHSKyVUTyh6IygWpjSR1H27q4ODdJZxUp1UdOUhRHW7vYWnrU6lC83qAJQURs\nwGPAl4Bc4Ksiktun2G1AvTEmC3gYeNB9bi6wCJgMLAAed1/vmAuMMdONMXmnXJMA1dntZHVBNZkJ\nEWQlRlodjlJeJ2u0a/rpmoIqq0Pxep60EGYDRcaY/caYTuBFYGGfMguBZ92PXwYuEtdX1YXAi8aY\nDmPMAaDIfT01RNbtr6Wpo5uLJ2nrQKn+hIfYmTE2jtU6jjAoTxJCKlDa63mZ+1i/ZYwx3UADED/I\nuQZ4V0Q2icjtJx666u5x8klRDVmjI8lIiLA6HKW81vk5iWwva6CmucPqULyaJwmhv6+dfUdnBipz\nvHPnGmNm4uqK+p6InNvvf1zkdhHJF5H86mrN8L1tK2ugqaObedm6V5FSx3P+xNEAfKithOPyJCGU\nAem9nqcBFQOVERE7EAPUHe9cY8yx31XAawzQlWSMecoYk2eMyUtMTPQg3MBgjOGTohrGRIfq2IFS\ng5icEk1CZAirCzQhHI8nCWEjkC0imSISgmuQeFmfMsuAxe7H1wErjTHGfXyRexZSJpANbBCRCBGJ\nAhCRCOASYOepVydwfFxUw5HGduZmJejYgVKDCAoSzs1J1Omngxg0IbjHBO4AVgB7gKXGmF0i8nMR\nucpd7GkgXkSKgB8Dd7nP3QUsBXYD7wDfM8b0AEnAxyKyDdgAvGWMeWdoq+bf/vLRASIddl13oJSH\nzstJpL61i+1lOv10IOL6Iu8b8vLyTH6+Llkoqmpm/kNrmD8piQtPG211OEr5hNaObn65fA8XnDaa\n+ZOSgC/ectZficgmT6b360plH/Tc+oME24TZmXoDcaU8Fe6wkxYXprufHocmBB/T1tnDK5vKWHB6\nMpEO3axWqRORMyaK8vo2Wjq6rQ7FK2lC8DH/2lZBY3s3XwuQpq5SQ2liUhQGKNSt4fulCcHH/GP9\nQXKSIrW7SKmTkBIbRniITbuNBqAJwYdsLzvK9rIGbpozTqeaKnUSXLufRlFY2YTThybUjBRNCD7k\nH+sOEhZs48sz++4copTyVPa3ilyAAAAL+ElEQVToSFo6e6g42mZ1KF5HRyV9xNMfHeC1LeVMT4/l\nzW2HrQ5HKZ+VnRSFgHYb9UNbCD5iS2k9XT2GOZnxVoeilE+LdNhJjQtjX6UOLPelCcEHGGNYf6CO\n9LgwUmLDrA5HKZ+XkxRFaV2r7n7ahyYEH7Bufx3VTR3aOlBqiOQmR2OAlXv0pjm9aULwAf9Y7xpM\nnqL7Fik1JJJjQokNC+bd3ZVWh+JVNCF4uSMN7azYeYRZ4+IItumfS6mhICJMSo7mo8JqWjt11fIx\n+gnj5f6+rgSnMZw5XruLlBpKk5Kj6eh28lFhjdWheA1NCF6svauH59cfYv6kJEZFhFgdjlJ+JTMh\nguhQO+9pt9FnNCF4sTe2llPf2sXX52ZYHYpSfscWJFx42mg+2FNJd4/T6nC8giYEL2WM4ZlPSjht\nTBRnaXeRUsPi4twx1Ld2sbGk3upQvIImBC/1aXEte480cevcDN23SKlhcsFpiYSH2Hhja7nVoXgF\nTQhe6rFVRSRGOVg4XfctUmq4hIfYWTB5DG/tOEx7V4/V4VhOE4IX2nSwnk+La7l93nhCg21Wh6OU\nX/vyzFSa2rtZuVcXqWlC8EKPrSoiLjw4YO73qpSVzp6QQFK0g1c3a7eRJgQvs7O8gZV7q7jtnEwi\n9BaZSg07W5CwcHoqqwuqqGvptDocS2lC8DJ/+KCQKIedm8/KsDoUpQLG1dNT6XYa3txeYXUoltKE\n4EU2HKjj3d2VfOvc8cSEBVsdjlIBIzclmknJ0Ty//hAmgO+kpgnBSzidhl++tZukaAffmjfe6nCU\nCji3np3B3iNNfFpca3UoltGE4CX+tb2CbWUN/OSSiYSF6MwipUbaVdNTSIgM4c8f7bc6FMtoQvAC\n7V09/OadAnKTo7lmZprV4SgVkEKDbdxyVgarC6opDNDba+o0Fi/w8Pv7KD/axm+vn4otSHh+/SGr\nQ1IqIH3tzHE8vrqIpz8+wAPXTrU6nBGnCcFCz68/RFl9K0+t2U/euDhKalopqdFkoJRVRkWEcO3M\nNP65qYw7L8omNcBuWatdRhbqdjp5dXM5kaF2vnR6stXhKKWA754/AQEeeHuv1aGMOE0IFlq1t4oj\nje0snJaqA8lKeYm0uHC+fd4E/rWtgg0H6qwOZ0RpQrDImn3VrC6oZubYWHJToq0ORynVy3fPm0BK\nTCj3LdtFjzNw1iVoQrDA4YY2fvTSVkZHO7hqmu5mqpS3CQuxcfdlk9h9uJEla0usDmfE6KDyCGvr\n7OE/nttMR1cPi8+aQIhdc7JSVjnejD5jDBOTorj/zT3MGBvH9PTYEYzMGvppNIK6e5zc+cJmtpYe\n5Xc3TCMxymF1SEqpAYgI1+elERVm53vPbaY+ADa+04QwQowx/Oy1nby/p4r/uWoyC3RWkVJeLzzE\nzo2zx1Ld1MGdL2zx+5voaEIYAd09Tn762g5eyi/ljguyuEV3MlXKZ6TFhfOra6bwSXEN31qST1un\n/yYFHUMYZu1dPXz/hS28u7uS83MSSY4J1ZXISvmY62a5tpT5z5e3sfiZDfz55jxiwv1vR2JtIQyj\n/dXN3PDkWt7bU8kVU5O5ZPIYRMTqsJRSJ+G6WWk8smgGmw/Ws+CRD1nrh7uiakIYBj1Ow3PrD3L5\nHz7mYG0rT3xtFmdPSLA6LKXUKbpyWgqv/sfZhAbbuPEv6/h/b+ykuqnD6rCGjHhyMwgRWQA8AtiA\nvxhjHujzugNYAswCaoGvGGNK3K/dDdwG9ADfN8as8OSa/cnLyzP5+fkeV26kGWN4d3clv3u3gH2V\nzczNiud3109njHYTKeVXOrp7KK5u5oUNpYTYglh8dgZfnZ3OuPgIq0Prl4hsMsbkDVZu0DEEEbEB\njwEXA2XARhFZZozZ3avYbUC9MSZLRBYBDwJfEZFcYBEwGUgB3heRHPc5g13TJ/Q4DQVHmli+4zBv\nbCuntK6N8YkRPHrjDC47PZmgIO0iUsrfOOw27r96Ct+Ym8nD7xfy5IfFPLGmmDMy4rgkdwxnTYgn\nNzna597/ngwqzwaKjDH7AUTkRWAh0PvDeyFwn/vxy8Cj4uosXwi8aIzpAA6ISJH7enhwzRFhjMFp\nwGkMTmMwnz12/e7qdtLU3k1jexeNba7flY3tHKxtpbi6ma2HjtLU0U2QwNysBH5yyUQun5KM3aa9\ncUr5s2Ot/rPGxzNpTBRbS49SUtvCL5fvASAixEZ2UhQ5SZGMiQ4lMcpBQqSDhCgHoyJCCA224bAH\nuX9sBNvE8jFGTxJCKlDa63kZMGegMsaYbhFpAOLdx9f1OffYXg2DXXPIXPXoxxRWNvf5wHd96J+s\niBAbGQkRTEqJZtyocLJGRxIVGkxLRw9L88uGLnillNeLDQ/h/ImjuXHOWI40tPNpcQ3byxooONLE\nqoJqapo78ORWzSIgQJAIQe4nQQKCsOXeiwkNHt5NMD1JCP2lrL5VG6jMQMf7+/rc7/8uEbkduN39\ntFlEaoGa/kMdWcPYnEnAS+o4jLSO/iMQ6ulRHW8axgDC7j+l08d5UsiThFAGpPd6ngZUDFCmTETs\nQAxQN8i5g10TAGPMU8BTx56LSL4ngyO+TOvoHwKhjhAY9QyEOoJn0043AtkikikiIbgGiZf1KbMM\nWOx+fB2w0rimLy0DFomIQ0QygWxgg4fXVEopNYIGbSG4xwTuAFbgmiL6V2PMLhH5OZBvjFkGPA38\n3T1oXIfrAx53uaW4ele6ge8ZY3oA+rvm0FdPKaWUpzxah+BNROR2dzeS39I6+odAqCMERj0DoY7g\ngwlBKaXU8NDJ8koppQAfSggicqeIFIjILhH5Ta/jd4tIkfu1S62McaiIyE9ExIhIgvu5iMgf3PXc\nLiIzrY7xZInIb0Vkr7ser4lIbK/X/OZvKSIL3PUoEpG7rI5nKIhIuoisEpE97vfhD9zHR4nIeyJS\n6P4dZ3Wsp0pEbCKyRUTedD/PFJH17jq+5J4M43d8IiGIyAW4VjJPNcZMBv7Xfbz31hgLgMfdW234\nLBFJx7WlR+/Nj76Ea4ZWNq41GX+yILSh8h5wujFmKrAPuBv862/Za7uXLwG5wFfd9fN13cD/McZM\nAs4Evueu113AB8aYbOAD93Nf9wNgT6/nDwIPu+tYj2u7Hr/jEwkB+C7wgHsLDIwxVe7jn22NYYw5\nAPTeGsNXPQz8J59fqLcQWGJc1gGxIuKTt1wzxrxrjOl2P12Haw0K+Nff8rPtXowxncCxrVl8mjHm\nsDFms/txE64PzFRcdXvWXexZ4GprIhwaIpIGXA78xf1cgAtxbcsDflDHgfhKQsgB5rmbbGtE5Az3\n8f621Uj9wtk+QkSuAsqNMdv6vORX9ezlG8Db7sf+VEd/qku/RCQDmAGsB5KMMYfBlTSA0dZFNiR+\nj+tLmdP9PB442uuLjN/9PY/xmjumicj7wJh+XvoZrjjjcDVTzwCWish4PNtWw6sMUs+fApf0d1o/\nx7y2nserozHmDXeZn+Hqgnj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wizcc5JaZ2bYTcS/w6dMRkbnAH4BQ4M+q+kCb45HAM8BUoAr4sqrud47dDdwO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\nwC3ANhHZ4nyrnzkznH4jIlP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pK9pfQ1NrBxfm26gz03dS46K59pxM3v3OpfzTeWNYtuEgl/5sBfc8v8mWBnGJ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\n/gQjLUkYE7Jm5SZzUX4aT6w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XcNGoJBuuwpy1/pFhfHFCGoeq63h722G3wzGt+NLKKA0oafG6FJjaXhlVbRKR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\ngdc28/AXz+/V1bmWEFxysOo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hxvhml4zMoFFWc4rnNhzguhkpZCZGux3OgDlzaaitR5XwkzX5vLK9jBvPTyMmItTd4ExQ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\nhyUEY4wxgCUEY4wxDksIxhhjAPj/iJtLzb3ZFngAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['h2p3'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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zKM9NpywvnfK8DEpy0jRMVACFfsQ2HWjnf/zkTa6YVcgXbpwX7XIkgaWnJDN3\nWg5zQ6OCIDg8tKmzj8bOXho7+jja2cur+9oYCk0pkZxklOakUZ6XTk//IAvLc7mgPJcCfVtNOAr9\nCGw73MGnvruRirwMvvnxSwnoYJrEmLSUZGqKs6gpzjqzbmjYaek6xdHO4JtAU2cfe4518ZVDO8+0\nKctN54LyHBZW5LKoIo9FFblUF2RqkrkpTKF/FtuPdHLnwxsoyErh3+++XFMtSNxITjLKctMpy02H\nEVdyu3HRNHY2nQj9nGRn0wle3tN6ZqK5nLQAF5Tnht4IcllQlsvMkqwJGT46ODzMyb5BTvQOcOL0\n794BOvsGONE7SN/AEEPuDA87w+4Me3C/fvDaQfIyUqgsyKCqIIOqgkwq8zOYVZLFtNz0ca9zKlHo\nv4s1bzbx509soyAzhUc/cwXleRnRLknkvBVnp3H13BKunltyZl3fwBB7jnVR29hJbeMJahs7eXzj\n4bdMMFeak8bM4qwzwVqYlXrmpyAzleQkwx0c52hnH0Pu9PQP0nNqiJ7+Qbr7h+g6dTrgg6HefWoQ\nD6svkBSa7iI9EJy8LslIsuAEd0lmDLlTnJ3K8Z4BXtnTyrGTffiIBynNSePiqjwuqszn4uo8Flfl\nqxtrBIX+KPoHh/k/z+7hm8/Xs2R6Pt/+3cso1acHmcLSU5K5qCqPi6ryzqwbGnb2t3ZT39zF/tZu\n9rUEf/+y9hht3f3n9DyZqcnkpqeQmxGgIi+D3IwU8jJSzqzLS08hIzX5rKOPRg7Z7B8cpqmzl8Pt\nvexpPsmbDZ28caSTZ3c1n3kzmD8th+UzC8/8JPK3AYV+mC2HjvOl/3iTumMnufWyKr7y4Qt1xq0k\npOQkY05pNnNKs9923+DQMMd7BmjvDs402tkzwOnLEJjBK3taSTIjMzU5+JMWICMleUJGEKUGkkIX\nvcl6y8mSXacG2X6kk80Hj7N+fzs/3tLA918LXjhnRlEmy2uCbwCXzyyiujAjYYa5KvRDahs7+Zfn\n97JmexNluek8dOdS3rdwWrTLEolJgeQkSnLSKMlJA3Ledn9Hz8DkFxUmOy3AFbOKuGJWEZ+9LvhG\ntaPpBBv2t7N+fzvP7DzGjzY3AMED2stnFrJsZiGXzyxkTkn2lD2YHVHom9lK4J+BZOAhd/9a2P1p\nwPeAy4A24GPufiB035eATwNDwJ+4+9pxq/48dZ0a5Bfbj/LU1gbW1beRkxbgj66ZzR9fN0dznohM\nMYHkJC6uyufiqnw+c/UshoedPc1dbDjQzob97by2r43V2xqB4Elvy2p+0x00vyxnylwT4azJZmbJ\nwAPA+4EGYKOZrXb3HSOafRrd/SUxAAAGxElEQVQ47u5zzOx24OvAx8xsIXA7sAioAH5lZvPcfYgo\naO/uZ2fTCbYcPM66va1sOdhB/9Aw0wsz+cKN8/jklbrcoUiiSEoy5pflML8sh09eMQP34CU01+8P\nvgls2N/OL3ccA4JdXTOKMplXmsO8adnMLs2mujA4YqgkOy2uvhVE8nF2OVDv7vsAzOwxYBUwMvRX\nAX8Tuv0k8E0LdpCtAh5z91PAfjOrDz3er8en/N/oGxhiw/52jvf009k7wPHuATp6+2nr6qfheA+H\nj/fScvLUmfYLy3O566oZrLywnEun5ydMf56IjM7Mzhwb+OjSagCOdvax8UA7dUdPsvvYSeqOneSX\nO44y4jLKpCQbZXnBobH5makUZqaSn5VCQWYqOekB0gLJpKckkRZIJi2QRHpK8HdKchKOB0c8hUY9\nZYROvJtIkYR+JXB4xHIDcPk7tXH3QTPrBIpC618L27bynKt9F92nBrnz4Q1vWZedFqAgK4Wq/Eyu\nm1/C3NIcLigPjj3WEC4ROZuyvHQ+dEkFH7rkN+v6BoY40NYdukpacBqMxo5ejnb2caith22HO+jo\nGaB/aHjMz7e4Op+ffPY947gHbxdJ6I/2ETh8aO07tYlkW8zsHuCe0GKXmbUBrRHUFk+K0T7Fuqm2\nPzDKPn0iSoWMo+JPTNHX6SBg957zY8yIpFEkod8AVI9YrgIa36FNg5kFgDygPcJtcfcHgQdPL5vZ\nJndfGt4unmmfYt9U2x/QPsWLydynSCaR2QjMNbOZZpZK8MDs6rA2q4G7QrdvBZ5zdw+tv93M0sxs\nJjAX2ICIiETFWT/ph/ro7wXWEhyy+bC715rZfcAmd18NfAf4fuhAbTvBNwZC7Z4geNB3EPhstEbu\niIhIhOP03X0NsCZs3ZdH3O4DbnuHbf8O+Lsx1vXg2ZvEHe1T7Jtq+wPap3gxaftk7m87rioiIlOU\nJoYXEUkgUQ19M0s3sw1mts3Mas3sb0PrZ5rZejPbY2aPhw4gxxUzSzazrWb2dGg5rvfJzA6Y2Ztm\n9rqZbQqtKzSzZ0L79IyZFUS7zrEws3wze9LMdpnZTjO7Mp73yczmh16f0z8nzOzzcb5PfxrKhu1m\n9sNQZsT739LnQvtTa2afD62btNco2p/0TwHXu/slwGJgpZldQXAah/vdfS5wnOA0D/Hmc8DOEctT\nYZ+uc/fFI4aWfRF4NrRPz4aW48k/A79w9wXAJQRfr7jdJ3evC70+iwnOg9UDPEWc7pOZVQJ/Aix1\n9wsJDiQ5Pc1LXP4tmdmFwN0EZya4BPigmc1lMl8jd4+JHyAT2ELwbN9WIBBafyWwNtr1jXFfqkIv\n3PXA0wRPUov3fToAFIetqwPKQ7fLgbpo1zmG/ckF9hM6rjUV9ilsP24E1sXzPvGbM/0LCQ46eRr4\nQDz/LREc8PLQiOW/Av5iMl+jaH/SP90N8jrQDDwD7AU63H0w1GTCpm6YQN8g+EKePg+7iPjfJwd+\naWabQ2dQA0xz9yaA0O/SqFU3drOAFuC7oW64h8wsi/jep5FuB34Yuh2X++TuR4B/BA4BTUAnsJn4\n/lvaDqwwsyIzywR+i+AJrJP2GkU99N19yINfR6sIfuW5YLRmk1vVuTOzDwLN7r555OpRmsbNPoW8\nx90vBW4CPmtmK6Jd0HkKAJcC33L3JUA3cdLtcTahPu6bgR9Fu5bzEerXXgXMJDhLbxbB/3/h4uZv\nyd13Euyeegb4BbCN4DlMkybqoX+au3cALwBXAPmh6RzgHaZuiGHvAW42swPAYwS7eL5BfO8T7t4Y\n+t1MsJ94OXDMzMoBQr+bo1fhmDUADe6+PrT8JME3gXjep9NuAra4+7HQcrzu0/uA/e7e4u4DwI+B\nq4j/v6XvuPul7r6C4Mmse5jE1yjao3dKzCw/dDuD4Iu8E3ie4HQOEJze4T+jU+HYufuX3L3K3WsI\nfsV+zt0/QRzvk5llmVnO6dsE+4u389bpN+Jqn9z9KHDYzOaHVt1A8MzxuN2nEe7gN107EL/7dAi4\nwswyzcz4zWsUt39LAGZWGvo9HfgIwddq0l6jqJ6cZWYXA48QPCqfBDzh7veZ2SyCn5ILga3A73pw\nTv64YmbXAl9w9w/G8z6Fan8qtBgAHnX3vzOzIuAJYDrBP9Db3L09SmWOmZktBh4CUoF9wO8R+n9I\n/O5TJsGDn7PcvTO0Lm5fp9Aw7o8R7ALZCnyGYB9+XP4tAZjZywSP8w0Af+buz07ma6QzckVEEkjM\n9OmLiMjEU+iLiCQQhb6ISAJR6IuIJBCFvohIAlHoi4gkEIW+iEgCUeiLiCSQ/w/CPYgFn8GaGwAA\nAABJRU5ErkJggg==\n", 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PnGtjQEZynPdDYPjDIDWB/LQEMpLitIMi5yj0A7SlqpFvbTzIRxbN4NMrtNyC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\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0, 400, 40):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " plt.figure()\n", " sns.distplot(game.net.state_dict()['bp3'].data.numpy().ravel())" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(array([], dtype=int64),)\n", "(array([], dtype=int64),)\n", "(array([ 10, 45, 59, 68, 169, 188, 208, 211, 279, 323, 373, 388, 396,\n", " 439, 474, 505]),)\n", "(array([], dtype=int64),)\n", "(array([ 0, 3, 4, 10, 14, 21, 32, 34, 49, 59, 82, 98, 107,\n", " 117, 158, 164, 172, 174, 181, 182, 208, 209, 220, 223, 231, 235,\n", " 238, 270, 278, 279, 285, 299, 302, 306, 313, 318, 322, 324, 341,\n", " 343, 344, 354, 366, 371, 374, 413, 418, 434, 450, 452, 453, 456, 459]),)\n", "(array([103]),)\n", "(array([208, 277]),)\n", "(array([104, 160, 165, 186, 188, 277, 333, 366, 421, 428, 485]),)\n" ] }, { "data": { "image/png": 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wUJozC0jO2M1umwLAsoJXabA2k+bNYVbzgvCddmT3urbGBtrSs9hzwTQubjrK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Nr8qjdX6UxVkCgy0X64Rv4gJ8dR8qjHFWXn7Q5RNFVl6+pm++ZFA68//vT6p/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mBfPoIhGGYS8wTQgxBThDcPL/p/CDhBAzgCzgDdVYFtAlpfQIIcYBpcB/JOCe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\nxOa8EE/TO2itvzV0qZgmOyVyBvJR9Y1MsjyF3dJmBI+V9cA1IS9iuMf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ijITO6cOJljboyYXSsb0+KmVUdqhn6Gj1U0gVivhdWGk1BrcQDDML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\ntoxbWrz8AsIiOFbgopYsdq9vwd5RG0wbvmvhlLgqwKmSiE7VL1//mNE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N4wH4ledzdEvKVXa3ZOZXns8Ffz+ys4FVP9zK7+5/m1U/3MqRnQ0RImUWV2Tx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1sjangPkXzO8+EEwbXhilCgvdLjG17nhus+D47ZcxMsU/6xcV3TDoqNJbV0Yi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BESEdBVrRJDJGkdTX12sWrwEq4xDtwy78Uigd1Tkh5Lpqqc/B32fGlAn7b7iD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5j+o+ZD/SRTqyfTweT8IdQ+KTjGmxa4KzWR78Bl30uoYCYUnFur2RXUOf6sKK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for trial in np.arange(0,160,20):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " Pos,hs, dh, a, s, reward = trajectory(game, pos0 = (4, 2), epsilon=1, limit_set = 8)\n", " plt.figure()\n", " for i in range(512):\n", " plt.scatter(np.std(hs[:, i]), np.mean(hs[:, i]))\n", " print (np.where(np.std(hs, axis = 0)<0.1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectre & Low rank analysis " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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O1dWSQQLp89BOZqmI2RAHgBcBuAPAnQAuGfn/qwDcB+CW7vodTrnViYMD6cDXSvPVSrWM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\nU6oGchMaxxLLqVhSEw1SypV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LPsOTex3OhYUrZjStcaq+gUdIFNvnxj5PmsFFKPtOk5Sxvr55dqgVAAa8i1M8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\ni8H27cc3Fcwpt+S6mFBwvu/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9l9oTTXOjcHRI/Xj7BjCVshoySJp5Bin/da0ffklwXztiyIlD+No8R+BKrj/V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\nQggxQeEghBBi4v8DL55nyxi49OcAAAAASUVORK5CYII=\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dWs = []\n", "for iters, trial in enumerate(np.arange(0, 301, 100)):\n", " game = ValueMaxGame(grid_size = (15, 15), holes = 0, random_seed = 4 , set_reward = [(0.5, 0.25), (0.5, 0.75)], alpha = 0.5, input_type = 0)\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " game.net.h2o = nn.Parameter(torch.randn(512, 4) * 1 * np.sqrt(2.0/(512+4)))\n", " if iters == 0:\n", " W0 = game.net.h2h \n", " W = game.net.h2h \n", " dWs.append(W - W0)\n", " Weff = game.net.h2h + game.net.h2o.matmul(game.net.a2h)\n", " plt.figure()\n", " plt.scatter (W.eig()[0][:,0].data.numpy(), W.eig()[0][:,1].data.numpy(), label = trial, color = 'r')\n", "# plt.figure()\n", "# plt.scatter (Weff.eig()[0][:,0].data.numpy(), Weff.eig()[0][:,1].data.numpy(), label = trial, color = 'b')\n", " \n", "# plt.legend()\n", "# plt.xlim(-2, 2)\n", "# plt.ylim(-3, 3)\n", "\n", " plt.xlabel('eigen real')\n", " plt.ylabel('eigen img')\n", " plt.savefig('eigen{}'.format(trial))\n", "# print (Weff)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 0.39087936 -0.0077583306 -0.023033777\n", "100 -0.35095876 -0.0049547525 -0.023033777\n", "100 -0.36860266 0.06619975 -0.023033777\n", "100 0.41238436 0.031995893 -0.023033777\n", "200 -0.1817752 -0.08043407 0.03723478\n", "200 0.32433614 -0.0031942604 0.03723478\n", "200 0.22594944 0.044715352 0.03723478\n", "200 -0.27185404 0.016290054 0.03723478\n", "300 -0.03550171 0.022606151 0.036227085\n", "300 0.18898071 0.07466147 0.036227085\n", "300 0.094034076 0.04272938 0.036227085\n", "300 -0.1287412 0.0033626016 0.036227085\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trial = np.arange(0, 301, 100)\n", "for dW, trial in zip(dWs[1:], trial[1:]):\n", " dW = dW.data.numpy()\n", " dW_shuffle = np.random.permutation(dW.ravel()).reshape(512, 512)\n", " u, s, vh = np.linalg.svd(dW)\n", " u_shuffle, s_shuffle, vh_shuffle = np.linalg.svd(dW_shuffle)\n", "\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)))\n", " for i in range(4):\n", " wah0 = game.net.state_dict()['a2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[2])/(np.linalg.norm(vh[2]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[2])/(np.linalg.norm(u[2]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[2], vh[2])/(np.linalg.norm(u[2]) * np.linalg.norm(vh[2]))\n", " print (trial, theta1, theta2, theta3)\n", " if trial == 300:\n", " ax = subplot(1, 1, 1)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " plt.plot(s[:100],'r.')\n", " plt.plot(s_shuffle[:100],'r--')\n", " plt.xticks(size = 15)\n", " plt.yticks([0, 2, 4, 6, 8], size = 15)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([,\n", " ,\n", " ,\n", " ],\n", " )" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ax = subplot(1, 1, 1)\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['right'].set_visible(False)\n", "for r in np.arange(100):\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(300)))\n", " theta = 0\n", " for i in range(4):\n", " wah0 = game.net.state_dict()['a2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[r])/(np.linalg.norm(vh[r]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[r])/(np.linalg.norm(u[r]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[0], vh[r])/(np.linalg.norm(u[r]) * np.linalg.norm(vh[0]))\n", " theta += np.abs(theta1)\n", " ax = subplot(1, 1, 1)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " plt.scatter(r, theta/4, color = 'r')\n", "# print (trial, theta1, theta2, theta3)\n", "plt.xticks(size = 15)\n", "plt.yticks([0, 0.1, 0.2, 0.3], size = 15)\n", "# plt.title('wah pre1')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([,\n", " ,\n", " ,\n", " ],\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ax = subplot(1, 1, 1)\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['right'].set_visible(False)\n", "for r in np.arange(100):\n", " game.net.load_state_dict(torch.load('weights_cpu/rnn_1515tanh512_checkpoint{}'.format(300)))\n", " theta = np.zeros(9)\n", " for i in range(9):\n", " wah0 = game.net.state_dict()['i2h'].data.numpy()[i] \n", " theta1 = np.dot(wah0, vh[r])/(np.linalg.norm(vh[r]) * np.linalg.norm(wah0))\n", " theta2 = np.dot(wah0, u[r])/(np.linalg.norm(u[r]) * np.linalg.norm(wah0))\n", " theta3 = np.dot(u[0], vh[r])/(np.linalg.norm(u[r]) * np.linalg.norm(vh[0]))\n", " theta [i] = np.abs(theta1)\n", " ax = subplot(1, 1, 1)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " plt.scatter(r, np.mean(theta), color = 'r')\n", "# print (trial, theta1, theta2, theta3)\n", "plt.xticks(size = 15)\n", "plt.yticks([0, 0.1, 0.2, 0.3], size = 15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If look carefully, the slow timescale here is a very long transient, it will not return to baseline in a very long run of game, that is different from gru, which maintains a baseline. If the system is a true integrator, it should not loose the baseline, because there is no concept of return in this case. \n", "\n", "The very slow timescale could make the system harder to reset, except I use a strong input. So reset upon input and remember is always contradictory. If I design a task also need to pay attention to fast timescale , this will fail more throughly " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Timescale, Spatial Information & Performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**There is change associate with the pretraining, but if coupling all factors and use short stimlus pulses, there is no big effect**\n", "\n", "**charaterize the system by timescale in this case, and input - output correlation with random action, use these two parameters to predict learning** \n", "\n", "**Another approach is the random readout compare, the specific readout is related to one network, if we look at things statistically, something related to Whh will truly reveal. The distribution also permits us to give continouse number as probability of bi-stability**\n", "\n", "**Characterize the limit cycle by period and shape/complexity/dimension of wave**" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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P6lfxwypduoi88kr95zmTlekrpcurXfSM4uUvtNsZq1arSFqaSLduIn/rtUF+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\nBP+qKt2aE1VfQs5Vq+Ccc8BiYXXGaqw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3eAR7cPrb02THZ+PcoAY+IhkqnPgl8cTNj6PFxBaFikJUlH7q/vVXWLdOD8u0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\njRvvjQAAAABJRU5ErkJggg==\n", 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OEJ8Tz+hOoxt8LkVpTVTwb0Xin49H02tEv17DePtqHMw4KJcjHDaVnhnIpp68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\nb6P/CoqiKGelgn81PvkEvL3B6LmPW/6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(268, 271):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(4):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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jLNomPZ18kmfPklN6z56SKpd+fnQTeOkloFs39atxKpq3KDHbl4Vz4Ntvga++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\nAcDWlnID9EXbtlSNdMmSYtWjiWMTPOf5HNZcXVN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27CnzQng4JCVBTuWJvEtkrs/Emm6tsX9/Rl4Gdy++mwHBA3hk8COnt683s0wy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\n9etLA7yzM7RrB+HhMGyYycLaqpXpHeD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(240, 242):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(4):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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4DmgHHAKullLmVjHuFeBiVBvKxcB9spbJ63MH4LA5WGVeReyDsXSY0cGta738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\nEur/AcNecut7E/wKAAAAAElFTkSuQmCC\n", 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6nHyYUgtTSasz4biPJoCROf9WD/L1LWYL/llZ4rQ//7z6rairUYQQ0I9nfqx+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\nDnWWGupssWiyNdAWahs+uASQQgadJEF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(300, 302):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(4):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(300, 302):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, e = 1, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(1):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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Vwc47B1NTGowZY9vOqdoQyVmzvv7aunW2kfWRR9rM1vnzbcKS97Pnj0SG+zvv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\nLwdK6nxeDKyIqZY4rBSRHgC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(300, 302):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " pca = PCA(weight)\n", " pca.pca(T_duration = 5, shuffle = True)\n", " pca.game.gain = 0.1\n", " context = pca.game.placefield((9, 6))\n", " pca.Dynamics(Actions = [0], legend = True, T_total =50, T_stim =20, e = 1, T_duration = 3, \\\n", " readout_random = False, open_loop = True, context = context)\n", " # long dynamics for different stimulus\n", " colors = ['b', 'g', 'r', 'm', 'c']\n", " plt.figure()\n", " for i in range(1):\n", " for j in range(1):\n", " c = colors[i]\n", " plt.plot(pca.PCs[i, j], color = c) " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00359258777337 0.111252153752 0.19845988994\n", "[ 0.20793619 0.14652154 0.11355265 0.0986721 0.08997102 0.08340002\n", " 0.07902051 0.07094319]\n", "0.00528027953828 0.114984945027 0.249586715543\n", "[ 0.27966282 0.17961043 0.1275874 0.09754212 0.07494862 0.06061726\n", " 0.05284483 0.04706607]\n" ] } ], "source": [ "for i in range(240, 242):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00493505710333 0.152222948441 0.202392665923\n", "[ 0.26879487 0.22103227 0.17590467 0.15035506 0.12497558 0.10606365\n", " 0.09189658 0.0787609 ]\n", "0.00390331959992 0.141510585976 0.201703635868\n", "[ 0.28059016 0.23068032 0.17510214 0.13389911 0.10428355 0.08201929\n", " 0.06904923 0.05646089]\n" ] } ], "source": [ "for i in range(270, 272):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00401941463355 0.143619246206 0.241519813308\n", "[ 0.28156884 0.23252155 0.17156794 0.13090115 0.10672754 0.0881687\n", " 0.07412084 0.06337742]\n", "0.0045640745585 0.209057559742 0.24842383187\n", "[ 0.33300248 0.29455858 0.25045958 0.2088597 0.17731414 0.15464258\n", " 0.13579732 0.1178261 ]\n" ] } ], "source": [ "for i in range(300, 302):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00423414300718 0.175707821548 0.200672547185\n", "[ 0.31543965 0.28271846 0.22428782 0.17213538 0.13264326 0.10799478\n", " 0.09109669 0.07934652]\n" ] } ], "source": [ "for i in range(350, 351):\n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(i)\n", " Info_A, Info_I, Info_P = Memory(weight, k_action = 1, k_stim = 1, k_internal = 1, epsilon = 1, context_gain =1)\n", " print (Info_I)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decoding" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2331635712\n", "0 4.184245361398758\n", "clear session data 49 2335182848\n", "1 4.168443244043336\n", "decode train finish 4.176344302721047\n" ] } ], "source": [ "for trial in [0]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec0, prec_matrix0 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix0)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'accuracy')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WjL6IwuodbHlkfqrL6TIFukiIVVb628edcIIfxPjoo3DttdCjR6or65pJ8+6k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\nJEMo0EVEMoQCXUQkQ/x/OUqfdlij5iYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(1 - prec_matrix0.ravel()/15., color = 'b')\n", "sns.distplot(1 - prec_matrix3.ravel()/15, color = 'r')\n", "plt.xlabel('accuracy')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for trial in [100]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1.2583233754344303" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix - prec_matrix0)\n", "plt.colorbar()\n", "np.mean(prec_matrix - prec_matrix0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2377691136\n", "0 3.11454423924\n", "clear session data 49 2377641984\n", "1 3.37589635441\n", "decode train finish 3.24522029683\n" ] } ], "source": [ "# Not distinguish the context, then train decoder, ** the middle increase of decoding error reflects appearence of context separation**\n", "\n", "for trial in [200]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for trial in [300]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec3, prec_matrix3 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ " np.save('Dist{}'.format(trial), prec_matrix3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.061106467439978662" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8/qtpS3snn0mLr05a+8VPZV8mfWBZ2lLXRU+nlcke35H9fQKI8bQfpd1nrkhq30n8SV30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\nzBrMCcCswZwAzBrMCcCswZwAzBrs/wH6ovsklw9COAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix3 - prec_matrix)\n", "plt.colorbar()\n", "np.mean(prec_matrix3 - prec_matrix)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2377641984\n", "0 2.63301043751\n", "clear session data 49 2377641984\n", "1 3.67791863292\n", "decode train finish 3.15546453522\n" ] } ], "source": [ "for trial in [359]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec, prec_matrix = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clear session data 49 2335428608\n", "0 2.9514679194484486\n", "clear session data 49 2335428608\n", "1 3.23368225181158\n", "decode train finish 3.0925750856300143\n" ] } ], "source": [ "for trial in [399]: \n", " size = 15\n", " Pretest = PretrainTest(holes = 0, weight_write = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial), inputs_type=(0, 0)) \n", " weight = 'weights_cpu/rnn_1515tanh512_checkpoint{}'.format(trial)\n", " Prec4, prec_matrix4 = Pretest.decode(weight = weight, size_range = [size], size_test = [size], epsilon = 1)\n", " np.save('Dist{}'.format(trial), prec_matrix4)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.079249917670852973" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.matshow(prec_matrix4 - prec_matrix)\n", "plt.colorbar()\n", "np.mean(prec_matrix4 - prec_matrix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**If increasing gain of action, then directions will be strongly represented, good for obstacles tasks**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary\n", "\n", "**0 The strategy is directly reflecting the internal dynamics**\n", "\n", "**1 The ability to model the external world lies in richness of internal dynamics, for example the distribution of timescales forms during the pretraining**\n", "\n", "**2 To characterize the rich internal timescales , there are 5 features, 1, the ratio limit cycle/fix point 2, the mean of relaxation time to fix point 3, the variance of relaxation timescale to fix point 4, the distribution of timescales of limit cycles 5, The multi-stablity from stimulus**\n", "\n", "**3 The performance are : extrapolation performance(small, large), intrapolation performance(small , middle , large), learning speed, learning stability, Try to to connect the 5 features of dynamics to the performance metrix**\n", "\n", "**4, Until now ratio limit cycle/fix point during the close loop form seems to indicates best the performance but with noise.** \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**what is the relation between close loop and open loop analysis?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "longer time, there is no pheonmean associate with multi-stability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here with action feedback, dynamics shift to a totally different regime which is around hopf bifurcation, but it is not hugely shaped by the stimulus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this graph of PC, we will see that the representation states of trajectory (3,5) and (14,5) are actually qutie close to each other , reflecting symmetry in real space, it is in spirit of predictive decoding, using least number of interal states to play well. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "**Internal dynamics rather than decoding performance influences more the performance in uncertain enviroments**\n", "\n", "**Consider to think in global loops rather than separated system, thus the coupled dynamical system. This system, which has its genome on its internal weights, will have quite different different pheno-types from the global loops, richness of internal dynamics turns into extenable phenotypes which supports behaviours across scales. The different types of attractors, fix point, limit cycle becomes substrate of strategy in different size rooms. Thus generalization can be done until certain size, which offers complicate behaviour with a \"simple mind\"**\n", "\n", "**The triangle between decoding, dynamics and navigation should be like: 1, dynamics coded by internal weight is most fundamental, it gives rise to different representations(phenotypes). 2, The relation between decoding and navigation are reciprocal. not random behaviour gives better enviromental prediction(complement the free energy principle) 2, we should distinguish internal dynamics and global dynamics**" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "759px", "left": "0px", "right": "1228px", "top": "67px", "width": "212px" }, "toc_section_display": "block", "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }