{ "cells": [ { "attachments": { "cannon.png": { "image/png": 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mM8BS8pVIjwDbxQ4uSerXp8j2Wb4E2C9BXkmSJEk1MAw4mfyXsl0PrBU5uyRpYCeR7TP9OWDrBHklSZIkVdhEillU+3RgROTskqTBDQHOI9tn+4PA5PiRJUmSJFXRxsCd5CuQlgLHxQ4uSWrLaOAvZPucvxZ/UCBJkiR1vN2Ap8lXIs0G3hw7uCQpk9WB+8j2ef/jBHklSZIkVcTRwCLylUh3A5vHDi5JymUaMIdsn/v/niCvJEmSpIS6gOPJvx7SJcD4uNElSQXZA1hI+5/9y4ADEuSVJEmSlMCqwG/IVyAtB75GWLhVklRf7yXbcWAesFWCvJIkSZIimgLcSL4SaSHhxEOS1Az/TbbjwUOE9ZYkSZIkNdA2wCPkK5GeIVwKIUlqji7g12Q7LvweGBo/siRJkqQy7Q88R74S6TZgg8i5JUlxjCb7jNUTEuSVJEmSVJJjCQuj5imRLsdFtSWp6aYAM8m2bt67EuSVJEmSVKBhwCnkK5BWAKd1P5ckqfl2BF6g/WPFi8AOCfJKkiRJKsAk4CryFUhLgU/GDi5JSu5wwiyjdo8bDwOT48eVJEmSlMdmwL3kK5GeBfaNHVySVBlfJ9vx4wqcxSpJkiTVxpuA2eQrkR4EtoodXJJUKUOAC8l2HPlWgrySJEmS2vQBYDH5SqTr8bIESVIwHrib9o8ly4FDE+SVJEmS1IIu4HjyFUgrgF8Tbv8sSVKPzQiXO7d7TJkPTEuQV5IkSdIARgA/JV+BtBw4gVBISZLU176EGzC0e3y5DVglQV5JkiRJ/RgLXEa+EmkhcGTs4JKk2vky2Y4zP08RVpIkSdIrrQPcSr4SaRawe+zgkqRa6gLOJtvx5oMJ8kqSJEnq9hpgBvlKpH8CU2MHlyTV2hjC5WrtHnMWADskyCtJkiR1vP2A58hXIl1MuCxOkqR2bUq2xbcfACYkyCtJkiR1rKOBxeQrkU4DhsUOLklqlAMJN2po9xh0Ed7YQZIkSSpdF3A8+QqkJcDHI+eWJDXXN8l2PPpcirCSJElSpxgBTCdfiTQPeEvs4JKkRhsG/IlsP9jYM0FeSZIkqfHGApeSr0R6HNgudnBJUkdYk3CcaffY9CQwJUFeSZIkqbGmALeSr0S6DVg/dnBJUkd5I2GWUbvHqKtxzT5JkiSpEK8BHiVfiXQlMD52cElSR/oi2Y5VJ6QIK0mSJDXJm8l2W+Xe4yzC2kqSJMXQBZxP+8er5cAhCfJKkiRJjXAUsJh8JdJJeGtlSVJ8E4EHaP+4NRfYOEFeSZIkqba6gK+Qr0BaDLw/dnBJknrZEVhI+8ewm4GRCfJKkiRJtTMM+BH5SqT5wFtjB5ckqR/HkO1Y9t0UYSVJkqQ6GQf8gXwl0mPAtrGDS5I0gJ+Sbb2kt6UIK0mSJNXBWsAt5CuRbgfWjx1ckqRBjAZupf3j2tPAlAR5JUmSpErbCLiPfCXSlcCE2MElSWrRpsA82j++XQ0MjR9XkiRJqqYdgafIVyKdBYyIHVySpDa9k2zHuc+nCCtJkiRVzd5k++ls73ES4S5vkiTVwUm0f6xbAuySIqwkSZJUFUcCi8leIC0BPhg9tSRJ+YwA/kb7x70HgfEJ8kqSJEnJHQssI3uJNB/vZCNJqq+NyTYj9+wUYSVJkqRUuoDjyXcp2+PA9pFzS5JUtKzrJR2dIqwkSZIU2zDgDPKVSHcAU2MHlySpJGfR/rHweWCLFGElSZKkWMYAl5KvRLoGmBA7uCRJJRoL3Ev7x8RbgJEJ8kqSJEmlmwRcT74S6bfA6NjBJUmKYAdgEe0fG7+bIqwkSZJUpg2Au8lXIv2YcFmcJElN9VnaPz4uBw5KEVaSJEkqw9bADPKVSCdETy1JUnxdwEW0f5x8GpiSIK8kSZJUqD2BZ8leIC0FjomeWpKkdNYg3Jm03WPm1cDQ+HElSZKkYhwKLCR7ibQAOCR6akmS0nsLsIz2j52fTxFWkiRJyuv9wBKyl0hzgT2ip5YkqTq+SfvHzyXATinCSpIkSVkdR771kB4Hto2eWpKkahkO/IX2j6N34h1OJUmSVANDgdPIVyLdBUyNHVySpIraBHiO9o+nJ6UIK0mSJLVqBPBr8pVIfwMmxw4uSVLFvZP2j6nLgf1ThJUkSZIGswpwKflKpN8DY2MHlySpJqbT/rF1JjApRVhJkiRpZSYA15GvRJpOWAdCkiT1bwxwN+0fY89NEVaSJEnqz9rAbeQrkf4f0BU7uCRJNbQTsJj2j7XvThFWkiRJ6m1D4D6yF0jLgf8TPbUkSfX2Zdo/5s4F1k8RVpIkqWrGAfsAewKjEmfpJFsR1l3IWiItwp+OSpKUxTDgL7R/7L0CZwBLkqQONgT4FOEnbD3fIM0GDk0ZqkPsDDxD9hJpPrBf9NSSJDXHRsBztH8MPjZFWEmSpNQ2Aq6h/2+QlhCKDpVjP+AFspdITwHbR08tSVLzHEP7x+EXgS1ThJUkSUqhi/BN03wG/ibpp6kCNtwhwEKyl0iPAJtHTy1JUnNdRPvH41uAESnCSpIkxbQucDmtfYP0j0QZm+wYYBnZS6S7gPWip5YkqdnWAJ6k/ePy11OElSRJiuVwwvpHrX5z9FiamI11HNkLpBXATcDk6KklSeoMb6f9Y/Mywo1KJEmSGmUN4Dza/+ZoYYqwDdQFfIN8JdLVhDvrSZKk8pxJ+8foB4GxKcJKkiSV4TBgFtkLjFXjR26UocDp5CuRLgRGxw4uSVIHGgPcR/vH6tNThJUkSSrSBOA08hUYK3A9njxGAueQb///FBgWO7gkSR1sN2Ap7R+zD04RVpIkqQj7ATPJXyKtALaNnL0pxgBXkm/ff5twWZwkSYrrRNo/bs8k/CBPkiSpNsYRZiEtp5gSaQWwd9QtaIYJwPXk2+8nRE8tSZJ6jAT+TvvH758kyCpJkpTJ7sD9FFcg9YzDY25EA6wB3Er2/b0c+FT01JIkqa8tgQW0fyw/JEVYSZKkVo0mzF5ZRvEl0grgmHibUntrA7eRfV8vAt4VPbUkSVqZz9L+8fxxYFKKsJIkSYN5PXAP5RRIPeOL0bam3jYg34ywF4D9Y4eWJEkDGgJcRfvH9ekpwkqSJK3MKMIspCx3FGl3fDvSNtXZlsBjZN/Hc4Bdo6eWJEmtmArMo/3j+0EpwkqSJPW1DfnW4Gl3nBlns2pre+Bpsu/fJ/HOeJIkVd2HaP8Y/wRe4iZJkhIaBhxHWEcnVom0ArgwxsbV1M7AbLLv24eATaOnliRJ7eoCLqX9Y/3PUoSVJEnaCriRuAVSz7guwvbV0T7A82Tfr7cRFueWJEn1sB7wLO0f8w9OEVaSJHWmIcCxwELSlEgrgLtK38r6OYBstwPuGTcDq0dPLUmS8voA7R/3nwbWSBFWkiR1lo2Aa0hXIPWMp8re0Jp5F7CY7PvzWmB89NSSJKkov6P94/8vkiSVJEkdoQv4MDCf9CXSCmBJdyaFhTaXkX1fXgWMiZ5akiQVaQrhjqvtfh9wWIqwkiSp2aYCV5K+POo7nEEDHwOWk30fXgiMip5akiSV4Wja/15gFl7iJkmSCnQ42X66FWNsVOJ218GXybf/fkq4654kSWqOS2j/e4JfJUkqSZIaZU3gAtKXRQONHUvb+uo7gXz77lTCoumSJKlZ1sFL3CRJUmSHA8+QvigabOxb1g6osC7gO+Tbb9/H9aUkSWqy99H+9wezgMkpwkqSpPqaDJxL+oKo1fHucnZDZXUBJ5Fvn50QPbUkSUrhPNr/PuEnEfMNBT4D/BJnQ0mSVEldwERgLcLaQtsQLg17M/BW4BjgKdKXQ+2Mjxe6h6qtC/gh2ffVcuDT0VNLkqRU1gZm0/73DPtFynccr/w+5Q3tPoELPUqSOt1owt2zRhMKn1Et/Fk7Xz+B5l3OtFrqAJEMBc4Ajsr4+GWEovCMogJJkqTKewI4lnBzjXacBmwNzC880csmAJ/v9d9dhALr2naexCJJklRlWUqedv9M7ZuUOkAEQ4EzgfdmfPwy4P3A9MISSZKkuvgZcAjwjjYesz7wdeCTpSQKPkMok3rbst0nadpPSCVJ8ZQ1g2c0YcbLiHibojb9jOwFSx2MIKwb0M43f70tBN4JXFRYIkmSVDdrAbfT3kzu5cAewPUl5FkDuB8Y2+fP7wG2aOeJnJEkSc1U5gyeMcDweJuiCmrypW0jgXOAAzM+/nng7cBVhSWSJEl19CRhncSz2njMEMIl8dsCiwrO8w1eXSIBbEz4/qfl13NGkiTF1eosnawlz1j8IYHKdwPw+tQhSlBEiXQgcHVRgSRJUu1dSPvfW3wd+I8CM+wJ/JGVd0DbALe1+mQWSZL0siKKnIH+bDzhpwxS3d0PbJo6RMFWAS4g3E0vi2eB/YG/FpZIkiQ1wfqES9z6mw20MkuB1wG3FPD6o7qfZ9oAX3MEcHarT+hPrSXVRdklTxPvrCWVpWmXtq1K+GnhXhkfP5dwx5O/FZZIkiQ1xaPAl4Dvt/GYYcCPgZ2AJTlf/5sMXCJBmwtue9IkqQjeWUvqLMsJC1IvSx2kAOOBS4FdMj7+aWAf4J+FJZIkSU0zBLgG2L3Nxx1HWNsoq7cD5zN493MO4UYhLbFIkpqvzJJnEmFNEUmdZ3VgduoQOU0ALiNMHc/iKcKlcLcXlkiSJDXV5sDfae+H5IuA7YC7MrzeRsCNhHO2wdwOvKbVJ7ZIktIqcwbPqnj7dEnl2Ry4N3WIHCYCvwd2zPj4J4G9gTsLSyRJkpruS8DX2nzMNcCbgBVtPGYccD2wdYtfv5hw/ri0lS+2SJJWrsySxztrSaq7XajvwtJrAFfQxk/e+niUUCLdX1giSZLUCYYR7n67fZuP+yjwPy1+7XDgEsKl9+3YArinlS/0RFZ1VPaiy+OAodG2RpLqqa4Lbk8BriR8s5TFg4RFuR8pLJEkSeoUS4EPE34Y104fcyJwMTBzkK8bCpxJ+yUShAW3LZKUhLdPl6TOUMciaT3gKmCTjI+/lzATabBv4iRJklbmZuA7wOfaeMw4woykAwb4mqHAdOA9GXNtSViYe1AWSWrFUGBT4LWEywDWB9Yl/FR3LKHkcRaPJHWWVhZurJKphJlIG2d8/N2EEunxwhJJkqRO9WXgINqbIf024GDgt/383WjgZ8A7cmTastUvtEjSyryWcCeavYE3AGPSxpEkVUydZiRtSCiRNsz4+DsJx8QnCkskSZI62SLgGOCPtLd29Sndj5nX689WI8wkekPOTNNyPl4dahrwVcLU/RUOh8PhcAwwfkg9bAE8RvbtvJl6lWaSJKk+/of2vzf5fq/Hbw08kOE5+hsv4jIyatEQwk9ZLwKWk/7ExOFwOBz1GL+k+jYnX4l0E/W7hE+SJNXHOMLdYNv5/mQZ4e65HyGUP0V+f9fSEgBe2ta5hgCHAl8DNkucRZJUP1WfpTONsLD2Whkffz3wVuC5whJJkiS90nPAx4EL2njMEOBSwo2oijaNMMNp0ADqPPsDtwFnY4kkScqmykXS5sAVZC+RriUcKy2RJElS2S4EftPmY8ookaDFBbctkjrL+sB5wO9oY0V2SZL6UdVLvjYnzESakvHxVxNmIs0vKpAkSdIgPg48mzoEFknq43DgH8AhqYNIkhqhijOS8pZIlxJKpOcLSyRJkjS4J4EvpQ5Bi3dua+c2c6qn8cCPgHemDiJJapyRwOLUIbptRrgdbtYS6RLgMGBhYYkkSZJaNwT4E7BbwgzzCR3CioG+yBlJzbYp8GcskSRJ5ZiYOkC3vCXSuYQZu5ZIkiQple2BexikxCnZWGC9wb7Iu7Y111sIi2mXtQiXJEmrAU+lDgH8mOwl0i+AfwWWFhdHkiRpUKsDewBvBA4ANkya5mXTgEcH+gKLpGZ6O/ArYFTqIJKkRqvKOknvJqyNtEmbj/s1lkiSJCmbEcAuhCWDZnePZ3j5sv8uQlk0uXusQyhptgC26v61issNbQlcPtAXWCQ1z78C/wsMTR1EktR4Vblz2wzCT/OuIlzm1oqfE46Zy0rKJEmSmmsEcB2wU+ogJRj0zm2ukdQsBwNnYIkkSYqjKjOSAB6ZF28RAAAgAElEQVQjTA+/vYWvPRs4CkskSZKUze40s0SCFu7cZpHUHPsQpug7y0ySFEtVZiT1eArYG7htgK85GzgSL2eTJEnZPQYsTx2iJM5I6hCbEb4xHpE6iCSpo1RpRlKPpwll0j/7+TtLJEmSVIR7gE/SzNnNE4G1B/oCi6T6GwucD0xIHUSS1HGqNiOpxyzCmkk39fozSyRJklSkHxJudDU/dZASDHh5m0VS/f0vLUw9kySpBFWckdRjLuGy779hiSRJkspxCbAb8EjqIAUbsGNwPZ16Owo4PHUISVLHquqMpB7PEsqkF2jm1HNJkpTebcAuwAU0ZwFuZyQ11FTg+6lDSJI6WpVnJPV4DkskSZJUricId4/9ZeogBRlwRpJFUn19j7A+kiRJqVR9RpIkSVIsCwmX0n8ldZACDDgjqStWChVqX+Cy1CEkSR1vAbBK6hCSJEkVczTwP9T7zuqTgWf6+wtnJNXPUOC7qUNIkgSM7h6SJEl62ZnAXoQ7ydbVSmclWSTVz78wyDQzSZIiqsM6SZIkSbFdD+wK3JM6SEYrXSfJIqlehgFfTh1CkqReXCdJkiSpf/cTyqSrE+fIwhlJDfEOYKPUISRJ6sUZSZIkSSs3h7DO8Vmpg7TJIqkhPpE6gCRJfTgjSZIkaWCLgaOATwHL00Zp2UovbRsWM4UGNBzYGXgdsDkwBVgVWEJYoOsFYPdk6SRJ6p8zkiRJklpzEvAYYXZS1e98uy4wHpjX9y8sktLbDfgg4bK1cYmzSJLULmckSZIkte5cYAbwW2CtxFkGMw34a98/9NK2dHYDrgWuI0xxs0SSJNWRM5IkSZLacwOwI3Br6iCD6PfyNouk+MYApxNKJC9VkyTVnTOSJEmS2vcYsAdwceogA+h3wW2LpLg2A24kXMrWlTiLJElFcEaSJElSNs8DBwPfTx1kJSySEtuecBnbFqmDSJJUIGckSZIkZbcMOBb4CLA0cZa+vLQtoU2BS4HJqYNIklQwZyRJkiTl9yPgAPq5S1pCUwl3k38Fi6TyjQcuA9ZIHUSSpBI4I0mSJKkYlwNvAB5JHaTbEPq5qsoiqXynARulDiFJUkkskiRJkopzG7ALYX3lKnjV5W0WSeXaFzgidQhJkko0AhibOoQkSVKDPEG4o9svUwehnwW3LZLKMwT4XuoQkiRF4DpJkiRJxVoIHAl8JXEOi6SIDsE7tEmSOoOXt0mSJBVvBXA88H5gcaIMXtoW0UdSB5AkKRJnJEmSJJXnTGAvYFaC194YGNX7DyySyrEW4U2WJKkTOCNJkiSpXNcDuwJ3R37docBmvf/AIqkcexN2tiRJncAZSZIkSeW7H9gNuDry675inSSLpHLsljqAJEkRWSRJkiTFMYdwh/izIr6mRVIEr1rVXJKkBvPSNkmSpHgWA0cBnwKWR3i9Vyy4bZFUjvVTB5AkKSJnJEmSJMV3EvBO4MWSX8ciKYJxqQNIkhSRM5IkSZLS+A3hZl9PlvgamwHDe/7DIqkc7ldJUidxRpIkSVI6NwA7AreW9PzDgU16/sPCoxwvpA4gSVJEzkiSJElK6zFgD+Dikp7/pbWgLZLKUeaUMkmSqsYZSZIkSek9DxwMfL+E535pnSSLpHLcmzqAJEkRTcTvKSRJkqpgGXAs8BFgaYHP+9KMpGEFPqlediNwZOoQkqTKmws8DswEngBmdP+6APgwsEu6aG0ZAkwA5qQOIkmSJAB+BDwC/BoYX8DzvTQjqauAJ9OrvQb4Z+oQkqRklhAuc55BKIoe6x69y6IZhMJoIHsB/wG8qbSkxdkUuD91CEmSJL3C1oR1k6bmfJ6FwBhgmUVSee4CtkgdQpJUuIWEcuiJ7l8f7PX7nl8fIUwrLsquwBeAt1HdHwK9nnDHEEmSJFXLWsCFwE45n2dT4H4vbSvPmcCJqUNIklo20CyiR3v93WCziMrwZ+BAYAfCDKW3U71CyTu3SZIkVdOThDu6/Rh4d47nmQbcX7VvQptkHOEn0hNSB5EkJZlFVKatgOMI3whU5YdC7wV+ljqEJEmSVqoL+K/ukcXngROr8s1nEz0HfAP479RBJKnBlhCKoJn0P4uo5+9SzCIq0x3A+4CvES55OxIYnjSRM5IkSZKqbgVwPPAwcBowos3HT4PqTYtvmhHA3+l1mzxJUst67mg2gzAdt6cY6imLHgeeIhwQO92GwOeAo4GRiTJ8lew/3ZIkSVJcuwHnA5PbeMyNwM4WSeV7DWHx0dGpg0hSRSwBnuGVl5X1veRsJjAvVcAaWxP4d+ATwCqRX/vk7teVJElSPWxMuKNbqzcKex4YZ5EUx3uBs3AGmKTm6z2LqPet7p1FFNcawKeBfwPGRnrNXwLvifRakiRJKsZqwG+APVv8+g0sNuI5FvgulkmS6mkx4fKy3msRzeSVZVET1yKqu0nAJ7vHxJJf63Jgv5JfQ5IkScUbQVgz6agWvnZ/S424jia8OakXRJWk3ubSfzHU+8+cRVRv44CPES57a+c6+HbcBOxU0nNLkiSpfMcC3wGGDPA1n7FIiu91wK+ADRLnkNR8ziJSX6sCHwY+C0wp+LkfJFxnL0mSpPo6FJjOytfbPMMiKY1Vgf8ktH2jEmeRVE9zCOWQs4iUxUjgA4Q7vU0t6DnnARMKei5JkiSlszNwAbBWP3/3F4uktKYQLjN4H2FhVEnqPYuoZ3FqZxGpLMOBfwG+AGya87lWEK6vX5o3lCRJkpKbClxEuBN9b3MskqphGLAXsDfwesKt93oXS4uB2cA/gL8Qfur7vcgZJeW3sllEPaXRE4QSSYptKHAE8EVgqxzPsybwdCGJJEmSlNo4wtI8+/f6s6cskqprKOFNWwrM7+fvfwL8a8xAkgY0F7iTUBQ5i0h1NQQ4GPgSsH2Gx08D7i40kSRJklIaCnyDsDTPEsJ6m6qp8YQT0xUOh6MSYy7esUrN8mbgz7T3/8EWSZJKkiSpbBMJ6z2r5t5B+pNnh8Px8phNtlkcUpXtDfyRwf/9z8MbSEiSJEmVdxbpT54dDsfLYw6wI1Lz7Ab8jpX/2/9cumiSJEmSWjUK+CvpT54dDsfLYy6wA1Iz7Qj8BlhE+Pf+DOEOpJIkSeoALrbdDGsDfwPWTR1E0kueBnYH7ksdRCrJGGA1woLyyxNnkSRJUiQWSc2xHXAtLn4lVckMwuVAM1IHkSRJkqQiDEkdQIW5FTgMby8uVcl6wMXAhNRBJEmSJKkIFknNchlwAPBC6iCSXrINcAEwInUQSZIkScrLIql5rgL2A55LHUTSS/YAfpQ6hCRJkiTlNTR1AJXiUUKhdAAwNnEWScG2wDzCXRYlSZIkqZZcbLvZJgO/AN6cOogkAJYBbwcuSR1EkiRJkrLw0rZmmwXsD3wTWJE4i6QwC/RnwCapg0iSJElSFs5I6hwHAacA66QOospaSLgscgah8HhjC4+5C3gA2IBwh7LxJWVrmluAXYFFqYNIkiRJkrQyY4BvAUsIM5QcnTkWA7cCpwPHAK8D1uSVDm7xuU7u87hxwGuAI4HvANcQFn5Pvc1VHD9AkiRJkqQaeA3wJ9KfSDvijGWEBZ7/C9gFGMXgshZJ/RkCTAM+Tlgb6IUK7JOqjENb2H+SJEmSJFXCm4Hfk/5k2lH8WAD8CngPsDrtK7JI6msUsC/wfeCpjNvXlDGXcFmgJEmSJEm1sR3wS7zkrQnjz8BHgAnkU2aR1Ntwwvpd5xHWC0q9/1KMK3G9OkmSJElSDa1BKCH+gKVSncYLhNk9W7z6Lc0sVpHU2+rAZ4GZLb52k8bHCth/kiRJkiQlszrwQeCnwN3ActKfbDteOZ4BvkK2S9cGk6JI6jECeD/hjnCp93Gs8TywURE7T5IkSZKkKhgP7AX8hPQn3Z0+ZgOfBlYd6A3LKWWR1GMIcAhwZ4tZ6j6u7t5mSZIkSZIaoQu4nPQn3J06FgOnAZMHe6MKUIUiqccw4MN0xsLcHyxon0mSJEmSlNwnSH+i3anjImDzwd+iwlSpSOoxAfg2oVBL/X6UNWYBk4raYZIkSZIkpbIxMJ/0J9qdNuYSZuPEVsUiqcfWwM0t5qvjOLW4XSVJkiRJUnxDgGtJf4LdaeMSYEoL708ZqlwkQbjc7ThgUQsZ6zaWAa8rbldJkiRJkhTX50l/ct1JYx7wLy29M+WpepHUY0fCXQVTv2dFj78S1iSTJEmSJKlWtgQWkP7EulPGvcBWLb0z5apLkQQwFjiX9O9d0eOwIneSJEmSJBXBW01rIMOA6cCo1EE6xCXAzsAdqYPUzHzgcMLMuWWJsxTp68Dw1CEkSZIkqTeLJA3kv4AdUofoEKcABwLPpg5SUyuAE4EjUgcp0GbA0alDSJIkSVJvFklame0JixkrjkOBaalD1NwqwEdThyjY8YTtkiRJkqRKsEhSf0YDP8fLamJaE/gDYRaK2rcKcCGwd+ogBVsb+EjqEJIkSZLUwyJJ/flvYIvUITrQFOBPhAXO1brRwAU0r0Tq8RlgROoQkiRJkgQWSXq13YBPpg7RwdYErsIyqVWjCTOR3pw6SInWAf4ldQhJkiRJAoskvdKqwE/w30Vqlkmt6YQSqccXgaGpQ0iSJEmShYF6+w6wSeoQAkKZ9Htg09RBKqqTSiSAjYF3pA4hSZIkSRZJ6rE/8KHUIRrumTa/fh3gj1gm9ZW1RHoReKH4ONF4yakkSZKk5CySBDAB+BHQlTpIg00HtgbubPNx6xAW4J5WeKJ6ylMiHQS8D1hRdKhIdge2Sx1CkiRJkqSfE06uHeWMWwgFCIRL1u7I8BxPELdMOrjFXCdHzDQa+EOLuXqPF3nlHd2+neE5qjJOybH/JEmSJEnKrdXCwJFtPAWs22ef16FMqlqRlKdE6jt7aShweYbnqsKYD4zLtgslSZIkScpnTeBp0p8cN3UsA964kn0/Bbg3w3POJM6C6FUqkkYTFh5vd1/1nYnU2xrAYxmeswrjmDb3nyRJkiRJhTiX9CfFTR7fHGT/V3lmUlWKpJHAxS1m6T36m4nU1z7A8gzPnXr8udWdJ0mSJElSUf6V9CfETR538/K6SANZk7AAd7vPX3aZVIUiqcwSqcf/Znj+KowYs9IkSZIkSQLCncDmkP5kuKljGeEOW61ai+qVSamLpBglEoT1hh7J8Dqpx5fa2EZJkiRJkjLrItt6M47Wx2CXtPVnHbKtmTSDcmanpCyS8qyJ1E6J1GPfDK+VetyRYTslSZIkSWrbR0l/Etzk8QQwtuV345WqVCalKpJGk+2OallLpB6/zfCaqcd2ObZXkiRJkqRBbUi4fXjqE+Amj/e3/G70L+tlbkWXSSmKpFiXs/VnY2BRhtdOOY7Puc2SJEmSJK3UEOAa0p/8Nnn8HRja6hsygCqUSbGLpJQlUo/vZXj9lOOmgrZbkiRJkqRX+SzpT3ybPvZq+d0Y3LrAfRkyzCDMrskrZpE0iuyXs+1TwOv3mATMzpAj1VgOrF3g9kuSJEmSBIQ7ey0g/Ylvk8dVLb8brUs5MylWkZR1JtJC4G05X7s//5khS8rxgRL2gSRJkiSpgw0nXAKT+oS36WO/Vt+QNmWdmfQo2WYmbQYcBVzS4uvcAXwK2BkY1uZrjQIuy7BtRc9E6m0S9VpH7LxydoMkSZIkqVP9F+lPdps+/g50tfqGZFB2mbQt8I3ur8+zH54DphNKtcFKpSqWSD2+kyFXqvEsxazLJUmSJEkSOwCLSX+y2/TxnlbfkByKLpOGAIcAN2Z4zlbGTODfgVX7ee08JdJbWt1hOaxHve7gtm05u0GSJEmS1ElGAbeT/iS36eNR2r+kK6uiyqR9ifdvYxbh0reeWTNVL5F6TM+QMdX4ZEn7QJIkSZLUQb5J+hPcThhfa/UNKci6wP0Zcj4K7Ar8IsNjixg3A7sDl2Z47ALilkgAb8qQM9U4p6R9IEmSJEnqELsCS0l/gtsJY/MW35MiZZ2ZVMdR1t3ZBtMFPJghb4rxJOWu0SVJkiRJarBVyTZjxdH+uL7F96QM69H893kB4TK8VL66klxVHBuVtA8kSZIkSQ13CulPajtlfKjF96QsTZ6ZtBA4oLhdlckmwHLS74tWxjtK2geSJEmSpAbbh/qc+NZ9LAEmtva2lKqJM5NSz0Tqray72hU9vlLWDpAkSZKk3oakDqDCjAfOwLVSYrkBmJs6BDADeCOhTGqCRcDhwOWpg3S7NHWAFr02dQBJkiRJncEiqTl+AKyfOkQHqVLBMJNwl7EHUgfJaTFwGHBx6iC9VOl9Hsi2qQNIkiRJkurj7aS/tKbTxg4tvTNxrUcok1LvmyxjAbBf8bskt6HAM6TfP4ON5YRZiZIkSZJUKmck1d/qwGmpQ3SYp4FbU4fox+PAvNQhMloB3Js6RD+WAX9IHaIFXcDGqUNIkiRJaj6LpPo7BVgzdYgOcw1hBkjVfArYLnWIjEYT/i1X0TWpA7Roo9QBJEmSJDWfRVK9vYewMLHiuiV1gH5MAY5PHSKnfanmbexvTh2gRRZJkiRJkkpnkVRfUwgLbCu+m1IH6MdngTGpQxTgy1TvzoP/JCwEXnUbpg4gSZIkqfkskuqpCzgdmJQ6SAdaQfVmJK0GfCh1iIK8Fnhb6hB9LALuSB2iBc5IkiRJklQ6i6R6+hDw1tQhOtTDwJzUIfo4hmbMRurx6dQB+lGHy9vWTR1AkiRJUvNZJNXPhsC3UofoYHemDtCPI1MHKNiewHqpQ/RxV+oALVg9dQBJkiRJzWeRVC9DgDOBsamDdLBHUwfoY3tgWuoQBRsCHJE6RB9Ve9/7sxp+pkuSJEkqmScd9XIsYbaG0pmZOkAfB6UOUJKDUwfo45HUAVowFJiQOoQkSZKkZrNIqo8tgK+nDqHKFQpvSB2gJDsCo1KH6KUOM5LAy9skSZIklcwiqR6GAWcBo1MHETNSB+hlGLBz6hAlGQnslDpEL08DC1OHaMFqqQNIkiRJarZhqQOoJZ+nuYVB3ZwKLEgdotsImnW3tr6mA7NTh+hlaOoALajSLC5JkiRJDdSVOoAGtS1wA6E0kKSB7A9cljqEJEmSpOby0rZqG0m4pM0SSVIrRqYOIEmSJKnZLJKq7SvANqlDSKoNiyRJkiRJpbJIqq5dgM+mDiGpViySJEmSJJXKIqmaVgF+Qj0W95VUHX6mS5IkSSqVJx3VdCKwWeoQkmpnUeoAkiRJkprNIql69gI+ljqEpFqySJIkSZJUKoukahkH/BjoSh1EUi0tTh1AkiRJUrNZJFXL94CpqUNIqi1nJEmSJEkq1bDUAfSSA4CjU4fQoPYBbk4dotsqwMM09//jdwG/Tx2il0eAsalDDMIiSZIkSZI6wGrAE8CKho+lwJUVyJFnHLaS9zCVm0i/T8oYywn/X1TFBNLvk1bGlmXtAEmSJEkCL22rilOAtVKHiOBC4K+pQ+S0fuoAfVyfOkBJ7gBmpw7RS9Xe95Wp0j6TJEmS1EAWSekdAbwzdYhITgaeSh0ip/VSB+jj8tQBSlK17apDkbQCmJM6hCRJkqRms0hKa23gh6lDRHIH8Ecskor2e+Dp1CFK8IvUAfqYmjpAC+YBS1KHkCRJktRsFklp/YhqrQNTph8QZkzUvUjaNHWAPpYC56QOUbB7gFtSh+hjk9QBWuBsJEmSJEmls0hK5wOEO7V1gmeBn3X//smUQQqwJTA6dYg+fkhYnLopqjhLb4fUAVowM3UASZIkSc1nkZTGusC3UoeI6Azghe7f131G0jBgm9Qh+riLsJB5EzwN/G/qEH0MAbZNHaIFD6UOIEmSJKn5LJLi6wLOItxOvBMsB07t9d/PAosTZSlKFWenfJ1w6WDdfQd4MXWIPjYDxqYO0YKHUweQJEmS1HwWSfF9AtgrdYiILgYe7PXfK6j/4tBVLJJuAs5MHSKn+4CTUofox46pA7TIGUmSJEmS1DCbES7xWtFBY59+9sONFciVZ9zVzzZVwWqEki71/sk69i5+lxTiZNLvm1bGnmXtAEmSJEnq4YykeIYCPwFWSZwjpruAK/r587qvk7QFsEHqEP14DrgzdYiM5gL3pg6xEvulDtCi+1IHkCRJktR8FknxfA7YJXWIyH5AmCnRV92LJKheuTAcOJv6zkqZCFxL9Qq6zYCNU4dowTPA46lDSJIkSWo+i6Q4tgS+nDpEZPOBn6/k7yySijUc+DVwcOogOU0FrqZaZdL+qQO06B+pA0iSJEnqDBZJ5RsGTAdGpQ4S2RmES63604Qi6c3AyNQheLlEOiR1kIJUrUyqS5F0W+oAkiRJkqRi/F/SL8IbeywDNhlgn7yrAhmLGAcMsI0xDAfOI/1+KGPcB6xb3K7KZCKwkPT7opXxgZL2gSRJkiQpop2BJaQ/yYw9Lhlkv7ypAhmLGOcMsp1lGg78ZiW5mjJSl0kfXUmuKo7tStoHkiRJkqRIRgG3k/4EM8XYd5B9s2UFMhYxFgGrD7KtZWjyTKS+4yHSXeb21xbyVWHMJ1xCK0mSJEmqse+Q/gQzxbgH6Bpk36xWgZxFjY8Nsq1FyzoTaTFwPPBwhscWMV4Avvr/27v7ILvq+o7j791sEkjQmBHkIUilQUEKxVEqtRYID+ogWgliFWjBjjBTsVAsozD2YdD+AfhUROg0WGWUgoVQHQqaRFqgNlAtwRZlGEgoiXmCEDHJ5oHdTXbpH7+75mbdh3vPPfd8z7n3/Zr5zA2Zu+d87+/cZeb3ze/8DrA2w89GrEw6JkOdUflBm8ZAkiRJklSQU0n7BEVPMCNyeQPj00NqbETXmkf+u4HPm5dWmkijT3SbDXyBYsf/fvauKppPNZpJ12WoMSrXtmcIJEmSJElFmE2a9EZPLiPSD7y6wXFaX4J688o7G/zMrZgGfDtDbfVNpHq/AXwF2JXhmI1mOXD6BOdeneF4qynmNrdZwOYM9UXljPYMgyRJkiSpCIuIn1hG5etNjNOKEtSbV+5t4nNnMR24J0NdQ8DCKY59CHAV8JMMxx8v64AvAsdPcd75tfc2e/yVwLwpjt2qKzLUFZVB4ID2DIMkSZIkqd3OAkaIn1xG5Yomxup7Jag3r4yQNhBvh3Y2kcY6GrgMuAPY0OB5tpOu5WdIK7N6mzhfGZtJ04nbRypLHmzLKEiSJEmS2m4unXW7Vpbc0MR4faME9eaZ25r47I0qsok01jkNnuvmFs9zFOVqJl2UoZbIfLoNYyBJkiRJKsA/ET+pjM5G4DUNjleVNjNuJEOkFTZ5aaWJdG4O5y+qkQTlaSb1AU9lqCMyv53j55ckSZIkFeSDxE8oy5LlwJENjNmVJag179zTwOduxHRgcYbz59VEgmIbSVCOZtJlGc4fmfWkJyBKkiRJkirkYOBF4ieVZcoe4HHgW6S9c84jrZzYr27czi9Bne3IKbSmj/gmEhTfSILYZtIcqvd7vKjFzyxJkiRJCvBd4ieUVckw8BywFLivBPW0IytobsPpemVpIkFMIwlaayYd1sJ5P5/hnNE5s4XPK0mSJEkKULWNeU0x+ROaV6YmEsQ1kiA1k7JsXP8M2ZpJRwEDGc4XmU2k74wkSZIkqSLmAb8kfkJpypctwOE0bhpwR4bz7AE+0sR5mhHZSILibnPrBR7OcJ7o3NLEZ5QkSZIkBesBlhA/mTTlzf00poxNJIhvJEH2lUnNNJM+meH4ZcipDX4+SZIkSVIJfJz4iaQpfy5mcn3A3RmOO0R6UmA7laGRBPBG2neb25uAnRmOHZ21ZN+HS5IkSZJUsPnADuInk6b82QK8nvH1AXdlOGYRTSQoTyMJsjeTnmbiZlIf8EiGY5Yh1zY3fJIkSZKkKDOAR4mfSJrq5EfATPZV9iYSlKuRBPk3k76Y4VhlyDBwRIbxkyRJkiQVrAf4R+InkqZ6uZW9WmkinUdxytZIgvyaSR8GRjIcpwxZ0sL4SZIkSZIKMgObSKa1XEJ1mkhQzkYStNZMOhQ4Dtie4efLkqJWpEmSJEnSuPrG+bv9SE9Lmk16MhTAVtIkZhDYVfu7ftJtFp3uLaQVJb8TXYgq7WbgD4F3Nflze4ALgHtyr6iaVgGnAQ8z9Wba9Y4GHiJtUn1A/mUVYi1wb3QRkiRJkrpbfSPpUOBzwPmkJlKjdpM2n4b0L/17SA2m/trf7SStqHiF1JACeBkYqP15S+21vkm1jXTryVDt5+uPvaf2Z2rn3V1777ba3+2qHasV+5Emqx8jrcyY1uLxpJlkayKdj02ksUabSQ/RfDOpym5kb3NfkiRJkkKMNpKOB5aRmknNmg7Mrf157mRvLFh942qA1LyCyVdXzSJNTN9MaiZJUVyJNLmVZGsmVdVW0u21kiRJkhSqD5hDul0iSxOpzHooV2NLatRoE2lxdCEl103NpFvZuxJTkiRJksL0ApcBR0YXIgmwidSs0WbSxuhC2mgQuCm6CEmSJEmC1Ej6UHQRkoB0e+XF2ERq1kpgAbAhuI52+Rqd+9kkSZIkVUwv8KboIiT9aiXSndGFVNQq4Aw6b2XSy8B10UVIkiRJ0qhe0hPPJMX6PHB3dBEV9wxwYXQROfsHOq85JkmSJKnCeoEXoouQxKeBq6OLqLh30lkrunYCN0QXIUmSJEn1eoF10UVIog+4HvgmsH9wLVX0Z6Snt3XS0ye/DGyKLkKSJEmS6vUCa6OLUNd4CVgCfA44BzgBOBiYAfRkTKdtTH0RsByYH11IRRwAfAv4KjA9uJY8bcDVSJIkSZJKqA8bSWqfEeARUrNnCfBsG85xFfBeYHYbjh3lrcATpFvd/h54Jbac0loAfAM4MriOdriGdGubJEmSJJXOJaSJqjF55THgcuAwinFNAZ8pKv8OvCG3kWrcOQ3Wd3NAbbOAm0iNyujr0478iLTaTpIkSZJK6d3ET5xM9TMMfAc4meLNAJ5ust4qpR/4c4q9dausjaSzgFUN1lbFDAMn5TZakiRJktQGxxA/eTLVzRDp9qvoPeHfgvMAAAhGSURBVH26oSH6NPD+vAZsCmVrJP0WsLTBmqqcm/IaMEmSJElql1nET55M9TIC3AUcRXn8C/HjUkQeAN6S05hNpCyNpNeRGpW7G6ynyvk58Kp8hk2SJEmS2msz8ZMoU508DLyd8jkU+AXx41NERoD7gN/PZeR+XXQj6cjasXc1WEcn5OxcRk6SJEmSCvA48ZMoU/78gvR4+jI7j/hxKjrLSbe89eYwfqOiGkknAHfQHSuQ6vPtPAZPkiRJkoryXeInUqbcuZt0m1EV3E78eEVkHXA98MbWh7DQRtIcUoPyATr3SWyTZT3w2pZHUZIkSZIK9BXiJ1OmnNkAvJdqeQ2wlvixi8oI8EPgEuDgjGPY7kbSbOAPSA3KgQbP1YkZBk7POIaSJEmSVLi+2uu60CpUVj8ALgZeiC6kSVuBj5JWuOR5u1dV9AAn1wLwFGk/pX8D/oN021iE3wTOJN2GdyawX1AdZfIF4MHoIiRJkiSpUTaSNJ4B4FPALaRVE1X0IHAj8BfRhZTAsbVcDWwj7YlWn2fbcM7XAW8DTqx7ndeG81TZ48DfRBchSZIkSc3oqb2+A3g0shCVxkrShtU/iy4kB9NJq3BOiS6k5PqBNaTHz/+cdFvgYcCVDfzsMuD7wBF1eQPZb6nrFltIzbXnoguRJEmSpGaMNpLmkTZ8VXdbAlxAujWsUxwMrAAOjy5Eqhkh3d73/ehCJEmSJKlZo/vHPA8MRRaiUK8ANwDvo7OaSACbSCusBqMLkWo+i00kSZIkSR3gOeKfYGSKzw7gg3S+S4kfa2Pupzs3gJckSZLUIabV/XkhaW8TdY9NwHtI+wh1up+QbuF8W3Qh6lo/Ja36G4guRJIkSZKyqv+X8bVhVSjCs6THwz8WXUiBPgEsjS5CXel50r5I/dGFSJIkSVIrbCR1px8CJwGrogsp2G7gQ3RX80zxdgBn4/9jJUmSJHWA+kbSurAqVKR/Jd3O9svoQoKMTuq7rYmmGLuBDwP/E12IJEmSJOXBFUnd5Z9JTzDr9j1aNpOaac9HF6KONgJ8FJ/QJkmSJKmDuCKpeywCLiStkBCsJjWTtkQXoo70CnAZcGd0IZIkSZLULq8m/tHYpj35O6AHjecdwFbir5HprHwSSZIkSeoCW4ifgJl8cws2kaZyIvAS8dfKdEauQZIkSZK6xBPET8JMfrmNfW9f1MSOJe2ZFH3NTHUzAlyJJEmSJHWwsU0GN9zuHIuBS0iTW03tKeA0YGN0IaqkYeBS4MboQiRJkiSpnWwkdaZ7gAtIk1s17mngdGB9dCGqlCHSRvZfjy5EkiRJktptbCPJJ7dV31Lgj4A90YVU1DPAScCK6EJUCduBDwB3RRciSZIkSUVwRVJneQBYCAxGF1JxG4EFwL3BdajcNgAnk5q3kiRJktQVbCR1jv8irYwYiC6kQ+wEzgW+HF2ISmkF6Wl/T0QXIkmSJEmRjiD+yUem+awEDhzneioffwrsJv46m3LkdmAWkiRJkiT6SHvrRE/UTON5EZg/3sVUrk4Hnif+epu4DAGXI0mSJEnax1riJ2ymsewCfm/8y6g2OAhYQvx1N8VnE3AakiRJktTlxu6RBO6TVBXDwPnAo9GFdJHNwNnAX5PGX91hGXAC8FB0IZIkSZJURncS/6//ZupcMdEFVCFOAdYT/z0w7csAcDXjN9wlSZIkSTXXEz+BM5PnSxNePRXpIGAx8d8Hk3+eJK1CkiRJkiRN4RPET+LMxFkGTJvw6inCQmAj8d8N03p2A9cB+yNJkiRJasj7iZ/MmfGzGjhw4kunQHOARcAI8d8Tky3/C5w49sJKkiRJkiZ3AvETOvPr2Q4cN8l1UzmcAfwf8d8X03h2AFfhSj9JkiRJymQu8RM7s29GgHMnu2gqlVnAX5Gaf9HfHTP579XtwLzxL6MkSZIkqVH9xE/yzN58dvLLpZI6BLgV2EP8d8jsmx8DvzvxpZMkSZIkNeNJ4id6JuUOoGfyy6WSOw5YQvx3ycAq4EL8nZIkSZKkXDnpLUe+A8yY4lqpOt4NPEL896obswb4GNA31UWSJEmSJDVvEfETv27OCHAjbv7bqU4FlhL/PeuGrAE+jg1ZSZIkSWqrzxA/AezWrAHeN+UVUid4K7AYGCb+e9dpWQF8BFcgSZIkSVIhziJ+IthtWQt8Cti/geujznI0cDOwhfjvYZUzDNwPnNbc8EuSJEmSWjUTeIH4iWEnZ5C0auKrwLtw5YRSE/Ei4D+J/35WKWuBa4Ejmh5xSZIkSVJTJnty0UXAN4sqpIQGgV21DAL9pBUPW2qv/eO8ZzvpUe/17xkCdo55z1bgxeI+iirozcClwB8DBwbXUkYvA98DbgOWkX7fJEmSJEltNtUjsP8S+NsG3leUAdIEciepQdNPatxsrb1uZ29zp/49ow2gse8Zr0k0+h6pDPqABcC5wAeAw0KriTVIahrdBdyHv6eSJEmSVLhGGkQnkxpKC0i3vI31MqnBswPYDWwjNWO21f57B3sbQPXvGSY1gMa+Z7QBVP8emzsS9AInAQtJjaX5seUUYjOpebSEtAJpW2w5kiRJktTdmllpNBM4iLRCor5JJCnGMcCpwCm113mx5eRiAHgMeABYCjwOjIRWJEmSJEn6lbLcsiapdfNJTaUFwNuBoyj/Ju4vAD8GlgOPkjagHwqtSJIkSZI0IRtJUueaCRwLHA8cV/d6eEAtLwGrgSeBnwE/rcVN5yVJkiSpQmwkSd1nf1Iz6RDg9XWvhwKvBeaS9mOaQ1rR9CpgOnAA6Taz0X2KRvdH20lqFL1E2tNo9HU1sKaW/nZ/KEmSJElS+/0/0sOZsjr67U4AAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Learning from cannon trajectories: Statistical example\n", "\n", "*Note: this example is the same as the deterministic case until you get to the inference section below. If you ran through that example you can safely skip to that part of the notebook.*\n", "\n", "One day for no particular reason you take your cannon and go to the park to shoot off some cannonballs. You can control the launch angle, $\\theta_0$ and the launch velocity, $v_0$ of each shot. On top of that, the wind is blowing and your shots will be affected by wind resistance. But, your cannon is very unsteady and wobbles constantly, randomly varying the initial velocity and angle of each shot. Plus because the wind is randomly blowing, wind resistance varies each time you shoot a new cannonball.\n", "\n", "Your friend is standing (well downrange!) and can measure the trajectory of each shot -- it's vertical and horizontal distance traveled at each point in time. Because of the random variation affecting the cannon each time you fire, each trajectory will be slightly different. \n", "\n", "*Can your friend infer the statistical distributions of the launch angle, velocity, and the wind resistance by observing enough shots?*\n", "\n", "![cannon.png](attachment:cannon.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First grab the packages we need\n", "\n", "We'll also set a default tensor type." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/tranh/miniconda3/envs/graintrace_env/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "# Setup what we need\n", "import sys\n", "sys.path.append('../..')\n", "\n", "import matplotlib.pyplot as plt\n", "import tqdm\n", "import numpy as np\n", "import scipy.stats as ss\n", "\n", "import torch\n", "torch.manual_seed(62)\n", "torch.set_default_dtype(torch.float64)\n", "\n", "from pyzag import ode, nonlinear, stochastic\n", "\n", "import pyro\n", "from pyro.infer import SVI, Trace_ELBO, Predictive" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the model\n", "Our model can be defined as a system of ordinary differential equations of the form\n", "$$ \\dot{v} = h - c v$$\n", "and\n", "$$ \\dot{z} = v $$\n", "\n", "where $v$ is a vector of two components containing the x and y velocity of the cannonball, $z$ is a vector giving the position of the ball, $h$ is a vector defining graviational acceleration, and $c$ is a constant related to the wind resistance experienced by the ball in flight. We can expand this vector description into explicit equations for the $x$ and $y$ components of the velocity:\n", "$$ \\begin{bmatrix}\n", "\\dot{v}_x\\\\ \n", "\\dot{v}_y\n", "\\end{bmatrix}\n", "=\n", "\\begin{bmatrix}\n", "0 \\\\ \n", "-g\n", "\\end{bmatrix}\n", "-\n", "c\n", "\\begin{bmatrix}\n", "v_x \\\\ \n", "v_y\n", "\\end{bmatrix} $$\n", "where $g$ is now the regular scalar gravitational acceleration.\n", "\n", "We can trivially do this for the position as well:\n", "$$ \\begin{bmatrix}\n", "\\dot{z}_x\\\\ \n", "\\dot{z}_y\n", "\\end{bmatrix}\n", "=\n", "\\begin{bmatrix}\n", "v_x \\\\ \n", "v_y\n", "\\end{bmatrix} $$\n", "\n", "In addition, we need initial conditions for the velocities, which we can define as:\n", "$$ \\begin{bmatrix}\n", "v_x \\\\ \n", "v_y\n", "\\end{bmatrix} =\n", " \\begin{bmatrix}\n", "v_0 \\cos \\theta_0 \\\\ \n", "v_0 \\sin \\theta_0\n", "\\end{bmatrix} $$\n", "where $\\theta_0$ is the cannon launch angle and $v_0$ is the magnitude of the scalar launch velocity. We will let the position of the cannon be zero, i.e. $z(0) = 0$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rate form\n", "In pyzag we can split the definition of the model into a couple of parts. The first is just the mathematical definition of the ODE. We need to define this as the full system of four ODEs, two equations each for the velocity and the position. We'll call this full system of equations $\\dot{s}$ where $s$ is a vector given by\n", "$$ s =\n", "\\begin{bmatrix}\n", "v_x \\\\ \n", "v_y \\\\\n", "z_x \\\\\n", "z_y \n", "\\end{bmatrix} $$\n", "\n", "In addition to implementing the rate form of the equations we defined above, we also need to define the Jacobian, given by\n", "$$\n", "J = \\frac{d \\dot{s}}{d s}\n", "$$\n", "and return this value, along with the actual equations, as part of the `forward` operator. The reason we need the Jacobian is explained in the next cell." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Define the rate form of the model\n", "class CannonRateForm(torch.nn.Module):\n", " \"\"\"ODE equations defining the canon trajectories\"\"\"\n", "\n", " def __init__(self, c, g, theta0, v0):\n", " super().__init__()\n", " self.c = torch.nn.Parameter(c)\n", " self.h = torch.tensor([0, -g])\n", " self.theta0 = torch.nn.Parameter(theta0)\n", " self.v0 = torch.nn.Parameter(v0)\n", "\n", " def forward(self, t, s):\n", " \"\"\"Rate form and Jacobian of the model\n", "\n", " Args:\n", " t (torch.tensor): time (not actually used in this example!)\n", " s (torch.tensor): concatenated velocity and position vectors\n", "\n", " Returns:\n", " s_dot (torch.tensor): the state rate, i.e. the rate of change of velocity and position\n", " J (torch.tensor): the derivative of the state rate with respect to the state, i.e. the velocity and position.\n", " \"\"\"\n", " v = s[..., :2]\n", " # Define the rate form\n", " v_dot = self.h - self.c * v\n", " s_dot = torch.cat([v_dot, v], dim=-1)\n", " # Define the Jacobian\n", " I = torch.eye(2, device=s.device).expand(v.shape + (2,))\n", " zero = torch.zeros_like(I)\n", " Jvv = -self.c.unsqueeze(-1) * I\n", " Jzv = I\n", "\n", " J = torch.cat(\n", " [torch.cat([Jvv, zero], dim=-1), torch.cat([Jzv, zero], dim=-1)], dim=-2\n", " )\n", "\n", " return s_dot, J\n", "\n", " def y0(self, tshape):\n", " \"\"\"Define the model initial conditions\"\"\"\n", " z = torch.zeros_like(self.theta0)\n", " y0 = (\n", " self.v0\n", " * torch.cat([torch.cos(self.theta0), torch.sin(self.theta0), z, z], dim=-1)\n", " ).expand(tshape + (4,))\n", " return y0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will be changing these values a lot below, but let's define the model with some reasonable values for the parameters $c$, $\\theta_0$, and $v_0$ and give a value for the gravitational acceleration:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "c = torch.tensor([1.0])\n", "g = torch.tensor([1.0])\n", "theta0 = torch.tensor([torch.pi / 4])\n", "v0 = torch.tensor([1.0])\n", "rate_model = CannonRateForm(c, g, theta0, v0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discrete equation\n", "Next we need to apply a numerical time integration scheme to this ODE so that we end up with a discrete (generally) nonlinear system of equations. We'll use the Backward Euler scheme here, which will transform the ODE into an implicit system of algebraic equations we need to solve to find the next set of velocities and positions as we march through the trajectory in time. Specifically, the Backward Euler scheme will give us the equations:\n", "$$\n", "0 = s_{n+1} - s_n - \\dot{s}_{n+1} \\Delta t_{n+1}\n", "$$\n", "where $n+1$ means the next time step, $n$ means the previous time step, $\\dot{s}_{n+1}$ means we have to evaluate the change in velocity using the velocities for the *next* step, making this an implicit equation, and $\\Delta t_{n+1}$ is the change in time from step $n$ to $n+1$. \n", "\n", "This equation has the form of a nonlinear recursive equation, as it is a residual equation relating the previous and next state of the canonball.\n", "\n", "We can solve this implicit equation, for the general, nonlinear case, with Newton's method provided we know the derivative of $\\dot{s}$ with respect to the state $s_{n+1}$. This is the Jacobian we make you provide!\n", "\n", "Luckily you don't need to do anything here as pyzag comes with predefined models for applying numerical time integration." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "discrete_model = ode.BackwardEulerODE(rate_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solving the model\n", "Finally we need to define an object that will actually numerically solve our discrete equations. The inputs to this function will be the times at which we want solutions, the output will be the actual cannonball trajectories. This is often on you, the user, to define because you might want to do some postprocessing before you pass back the series of results. In our example the only postprocessing we'll do is to return only the cannonball trajectories and not the velocity.\n", "\n", "To solve the discrete equations we'll use the `RecursiveNonlinearEquationSolver` class provided in the `pyzag.nonlinear` module. This object solves for the discrete trajectories in a way that allows us to vectorize some of the time integration cost by looking to integrate `nchunk` time steps at once. Additionally, this object takes other numerical hyperparameters related to how to numerically solve for the trajectories. The default values of these parameters are fine for this examp " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class Trajectory(torch.nn.Module):\n", " def __init__(self, discrete_equations, nchunk = 1):\n", " super().__init__()\n", "\n", " self.discrete_equations = discrete_equations\n", " self.solver = nonlinear.RecursiveNonlinearEquationSolver(self.discrete_equations, step_generator = nonlinear.StepGenerator(nchunk))\n", "\n", " def forward(self, t):\n", " n = len(t)\n", "\n", " full_trajectory = nonlinear.solve_adjoint(\n", " self.solver, self.discrete_equations.ode.y0(t.shape[1:-1]), n, t\n", " )\n", "\n", " return full_trajectory[...,2:]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "nchunk = 25 # Best value will depend on your system\n", "model = Trajectory(discrete_model, nchunk = nchunk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating trajectories\n", "Alright, let's simulate some trajectories. Right now things are boring and all we can do is run a single trajectory. But let's see what that looks like.\n", "\n", "We have a couple more parameters to define, the time to consider and the number of time steps." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "stop_time = 1.0\n", "ntime = 100" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The unsqueeze here are for two reasons:\n", "# 1) We've decided that even scalar inputs need to have a shape of (1,)\n", "# 2) Our batch shape is (1,)\n", "# So the shape of times should be (ntime,1,1)\n", "times = torch.linspace(0, stop_time, ntime).unsqueeze(-1).unsqueeze(-1)\n", "# Run the model\n", "with torch.no_grad():\n", " first_result = model(times)\n", "plt.plot(first_result[:, 0, 0].detach(), first_result[:, 0, 1].detach())\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulating more trajectories\n", "\n", "Okay, now let's generate some \"data\" to use in training the model. We'll define a normal distribution for the launch angles, launch velocity, and constant \"c\" defining the wind resistance. We can change the shape of the model parameters and the input times to quickly sample a whole bunch of trajectories, after first sample the parameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Number of samples we want to generate\n", "nsamples = 150\n", "\n", "# Normal distribution parameters\n", "c_loc = 1.0\n", "c_scale = c_loc / 20.0\n", "theta0_loc = torch.pi / 4\n", "theta0_scale = theta0_loc / 20.0\n", "v0_loc = 1.0\n", "v0_scale = v0_loc / 20.0\n", "\n", "# Actually sample the parameters\n", "model.discrete_equations.ode.c.data = torch.normal(c_loc, c_scale, (nsamples,1))\n", "model.discrete_equations.ode.theta0.data = torch.normal(theta0_loc, theta0_scale, (nsamples,1))\n", "model.discrete_equations.ode.v0.data = torch.normal(v0_loc, v0_scale, (nsamples,1))\n", "\n", "# We need times consistent with the batch size\n", "times = torch.linspace(0, stop_time, ntime).unsqueeze(-1).unsqueeze(-1).expand((ntime, nsamples, 1))\n", "\n", "# Go ahead and sample\n", "with torch.no_grad():\n", " data_results = model(times)\n", "\n", "# This time we'll add some noise to the observations\n", "noise = 0.001\n", "data_results = torch.normal(data_results, noise)\n", "\n", "plt.plot(data_results[..., 0], data_results[..., 1])\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inference\n", "\n", "Now let's try to infer the distribution of the initial shot angle and velocity and the wind resistance just from the observed trajectorijes. To do this we will use a Bayesian inference process called Stochastic Variational Inference and a hierachical statistical model.\n", "\n", "The first thing to do is define the statistical model. A hierarchical model means that the actual values of our parameters $v_0$, $\\theta_0$, and $c$ will be selected randomly for each trajectory we observed (and we're simulating to compare to these observations). But these values are not independently random, instead they are in turn sampled from higher level statistical distributions that provide values common to all the trajectories.\n", "\n", "To make this a bit more clear, consider the values of $v_0$ used in simulating the trajectories for a single step in the inference process. To determine what these values will be in a hierarchical model we first sample from a statistical distribution (here a normal distribution) one time to determine a mean value. We sample from a separate distribution (here a half normal distribution) one time to determine a standard deviation. We then sample from a (here normal) distribution with the previously sampled mean and standard deviation a number of times, with independent samples, to determine the initial velocity for each trajectory we are trying to simulate.\n", "\n", "pyzag has wrapper objects that will take a deterministic torch model and automatically convert it to a hierarchical statistical model. This class converts the model using mapping objects specifying how to convert each determininistic torch parameter to a distribution. In this case we use a standard object targeting a normal distribution for the final, trajectory-specific distributions. This inputs here is just the coefficient of variation to use to define the scale of the distributions -- the object takes the prior for the mean from the intitial value of the torch parameter.\n", "\n", "We also need to provide a prior for the level of white noise in the data.\n", "\n", "Again we need to reset the parameter values to be scalars. By default these values will also determine the mean of the priors for the statistical model so we'll generate them randomly." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Reset parameter values\n", "v0_prior = torch.rand((1,)) * 2.0\n", "theta0_prior = torch.rand((1,)) * torch.pi / 2.0\n", "c_prior = torch.rand((1,)) * 2.0\n", "\n", "model.discrete_equations.ode.c.data = c_prior.detach().clone()\n", "model.discrete_equations.ode.theta0.data = theta0_prior.detach().clone()\n", "model.discrete_equations.ode.v0.data = v0_prior.detach().clone()\n", "\n", "cov_prior = 0.1\n", "mapper = stochastic.MapNormal(cov_prior)\n", "noise_prior = torch.tensor(0.01)\n", "hsmodel = stochastic.HierarchicalStatisticalModel(model, mapper, noise_prior)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Guide\n", "\n", "We also need to provide a guide -- an analytic, parameterized statistical distribution that will end up representing the true posterior distribution of the statistical model. Luckily pyro provides built in methods for automatically creating guides. Here we will use the `AutoDelta` distribution that will provides a maximum a posteriori (MAP) estimation for the location and scale of each parameter distribution" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "guide = pyro.infer.autoguide.guides.AutoDelta(hsmodel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with the deterministic case we need to provide some training hyperparameters and setup the model and the optimizer" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lr = 5.0e-3\n", "niter = 500\n", "num_samples = 1\n", "\n", "optimizer = pyro.optim.ClippedAdam({\"lr\": lr})\n", "loss = Trace_ELBO(num_particles=num_samples)\n", "svi = SVI(hsmodel, guide, optimizer, loss = loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can run the training loop" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loss: -1.56e+05: : 100%|██████████|500/500\n" ] }, { "data": { "image/png": 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1vR4dpMH04T1wW3QAHBVyCRMSERG1DUuYHegKJexix89W4dNf8vGffadR12gEAARonDB1WBjuiQ+BxtlR4oREREStYwmzA12thDUrr27Al7tOIW3HKZRVXThvzEWpwMTBwXjwuh4I6eYicUIiIqLLYwmzA121hDWrbzLgu+wifPJLPvK0lQAAuQxI7u+P6cN7IC7US+KEREREl2IJswNdvYQ1E0Lgl2Nl+HhbPrYePWt6fWCIB6Zf3xOjo/whl/MkfiIisg4sYXaAJexSR0sq8cm2fHybfQYNTRfOGxve2xtv3h0DX7WTxOmIiIhYwuwCS9jlna2sx+c7T+HDn4+jrtEIL1clXp0wALdE+kkdjYiIujhLv7957T/ZJB93Febc0gdrH78e/QLUKK9uwMOf7cWzaw6i9vcZ+YmIiKwZSxjZtHBfd6yZNQwPD+8BAPj3zgKMee8X5BbpWnknERGRtFjCyOapHBT4R0okPn8oHr7uKhwrrcL4pTvw8bYTMBp5tJ2IiKwTSxjZjeG9fZA++wYk9fNDg8GIf647jCnLd6NUXyd1NCIiokuwhJFd8XJV4qPJcfjnuCg4Ocqx7bcy3PrONmw8VCJ1NCIiIjMsYWR3ZDIZ/jI0FGsfvx6RPGmfiIisFEsY2a1wX3d8y5P2iYjISrGEkV3jSftERGStWMKoS+BJ+0REZG1YwqjLaD5p/+XxPGmfiIikxxJGXYpMJsP9CTxpn4iIpMcSRl3S5U7aP1SklzgZERF1FSxh1GW1dNL+uKXbedI+ERF1CpstYYsXL4ZMJsPs2bNNr9XV1WHWrFno1q0b3NzcMGHCBJSUmJ/vU1BQgJSUFLi4uMDX1xfz5s1DU1OT2ZgtW7Zg0KBBUKlUCA8PR1pa2iXbX7p0KcLCwuDk5ISEhATs3r3bbLklWcg68KR9IiKSgk2WsD179uBf//oXBgwYYPb6k08+ie+//x6rV6/G1q1bUVRUhDvvvNO03GAwICUlBQ0NDdixYwdWrFiBtLQ0PP/886Yx+fn5SElJwYgRI5CdnY3Zs2dj+vTp+OGHH0xjVq1ahTlz5mDhwoXYt28fYmJikJycjNLSUouzkHXhSftERNTphI2prKwUvXv3Fhs3bhQ33nijeOKJJ4QQQlRUVAhHR0exevVq09jDhw8LACIzM1MIIcT69euFXC4XWq3WNOaDDz4QarVa1NfXCyGEePrpp0X//v3Ntjlp0iSRnJxseh4fHy9mzZplem4wGERgYKBITU21OIsldDqdACB0Op3F76Fr91uJXox++2cROn+tCJ2/Vvzj2wOipr5J6lhERGQjLP3+trk9YbNmzUJKSgqSkpLMXs/KykJjY6PZ6xEREQgJCUFmZiYAIDMzE9HR0fDz8zONSU5Ohl6vR25urmnMn9ednJxsWkdDQwOysrLMxsjlciQlJZnGWJKlJfX19dDr9WYP6nw8aZ+IiDqDTZWwlStXYt++fUhNTb1kmVarhVKphIeHh9nrfn5+0Gq1pjEXF7Dm5c3LrjRGr9ejtrYWZWVlMBgMLY65eB2tZWlJamoqNBqN6REcHHzZsdSxeNI+ERF1NJspYYWFhXjiiSfwxRdfwMnJSeo4HWLBggXQ6XSmR2FhodSRurzmk/ZvieRJ+0RE1L5spoRlZWWhtLQUgwYNgoODAxwcHLB161a8++67cHBwgJ+fHxoaGlBRUWH2vpKSEvj7+wMA/P39L7lCsfl5a2PUajWcnZ3h7e0NhULR4piL19FalpaoVCqo1WqzB0nPy1WJDx8wP2l/7NLtOFZaJXU0IiKyYTZTwkaOHImDBw8iOzvb9Bg8eDDuv/9+098dHR2RkZFhes+RI0dQUFCAxMREAEBiYiIOHjxodhXjxo0boVarERkZaRpz8TqaxzSvQ6lUIi4uzmyM0WhERkaGaUxcXFyrWci2/DHT/nCE+7qhWFeHSf/KRM4ZndTRiIjIVnXShQId4uKrI4UQYsaMGSIkJERs2rRJ7N27VyQmJorExETT8qamJhEVFSVGjRolsrOzRXp6uvDx8RELFiwwjTlx4oRwcXER8+bNE4cPHxZLly4VCoVCpKenm8asXLlSqFQqkZaWJg4dOiQeeeQR4eHhYXbVZWtZLMGrI63Tuap6cfu720To/LUiamG62JN/TupIRERkRSz9/rarElZbWyseffRR4enpKVxcXMT48eNFcXGx2XtOnjwpRo8eLZydnYW3t7eYO3euaGxsNBuzefNmERsbK5RKpejZs6dYvnz5JdtesmSJCAkJEUqlUsTHx4udO3eaLbckS2tYwqyXvrZB3L1shwidv1ZEPLtBbD1SKnUkIiKyEpZ+f8uEELzUy0rp9XpoNBrodDqeH2aFahsMmPlFFrYcOQulQo53743FrVEBUsciIiKJWfr9bTPnhBFZG2elAh8+MBgp0QFoMBjx6Bf78E3WaaljERGRjWAJI7oGSgc53r13ICYNDoZRAE+t3o+07flSxyIiIhvAEkZ0jRRyGRZPiMb06y/MsL/o+0NYkvEbeKSfiIiuhCWMqB3IZDL8I6UfnkzqAwB4c+NRvLL+MIsYERFdFksYUTuRyWR4Iqk3nr/9wpxzH23Lx9+/PQgDb3NEREQtYAkjamcPXt8Dr901AHIZ8NXuQjyx8lc0NBmljkVERFaGJYyoA0wcHIz37hsER4UMaw8U46+f70Vdo0HqWEREZEVYwog6yG3RAfho8mA4Ocqx+chZTPl0NyrrGqWORUREVoIljKgD3dTXF58/lAB3lQN25Zfj/o934Xx1g9SxiIjICrCEEXWwIWFe+OqRofByVeLAaR0m/isTJfo6qWMREZHEWMKIOkFUkAZf/3Uo/NVO+K20Cnct24GCczVSxyIiIgmxhBF1knBfd6yekYjQbi4oLK/F3f/agd9KKqWORUREEmEJI+pEwV4uWP3XRPT1c0eJvh4T/5WJA6crpI5FREQSYAkj6mS+aies+utQxAR74HxNI+77aBd2nTgndSwiIupkLGFEEvBwUeKL6QkY2tMLVfVNmPzpbmw9elbqWERE1IlYwogk4qZyQNq0eIyM8EV9kxEzPs9CdmGF1LGIiKiTsIQRScjJUYFlD8Thxj4+qG004MG0PThZVi11LCIi6gQsYUQSc1TI8f79gxAVpEZ5dQOmLN+Nc1X1UsciIqIOxhJGZAVcVQ74dOoQdPd0xqlzNXhwxV7UNDRJHYuIiDoQSxiRlfB1d8KKB+Ph4eKI/YUVePzLX9FkMEodi4iIOghLGJEV6eXjhk+mDIbKQY6MvFI8979cCCGkjkVERB2AJYzIysSFeuGdewZCJgO+2l2ApZuPSR2JiIg6AEsYkRW6NcofL9zRHwDwxo9H8U3WaYkTERFRe2MJI7JSkxPDMOPGXgCAZ/5zAD9zMlciIrvCEkZkxZ5O7otxsYFoMgrM/HcWcs7opI5ERETthCWMyIrJ5TK8dlcMhvXqhuoGA6al7UFheY3UsYiIqB2whBFZOaWDHMseiEOEvzvOVtZj6vLdqKhpkDoWERFdI5YwIhugdnJE2rR4BGiccPxsNaav2Iu6RoPUsYiI6BqwhBHZCH/Nhclc3Z0csPfUecxemQ2DkXOIERHZKpYwIhvSx88dH00eDKVCjvRcLV5ae4iTuRIR2SiWMCIbM7RnN7w5MQYAkLbjJD7adkLiREREdDVYwohs0JiYQDyb0g8A8Mr6PHy3v0jiRERE1FYsYUQ26qHre2DadWEAgKe+3o/M4+ekDURERG3CEkZko2QyGZ5LicRt0f5oMBgx499ZnEOMiMiGsIQR2TC5XIa3JsYiNtgDutpGzPh3FqeuICKyESxhRDbOyVGB9+8fBC9XJXKL9HhuTQ6vmCQisgEsYUR2INDDGUvuHQi5DFiddRor9xRKHYmIiFrBEkZkJ64L98ZTyX0BAAv/l4sDpyukDURERFdkMyXsgw8+wIABA6BWq6FWq5GYmIgNGzaYltfV1WHWrFno1q0b3NzcMGHCBJSUlJito6CgACkpKXBxcYGvry/mzZuHpqYmszFbtmzBoEGDoFKpEB4ejrS0tEuyLF26FGFhYXByckJCQgJ2795tttySLEQdYeaNvXBLpB8aDEbM/Pc+nK/mPSaJiKyVzZSw7t27Y/HixcjKysLevXtx8803Y+zYscjNzQUAPPnkk/j++++xevVqbN26FUVFRbjzzjtN7zcYDEhJSUFDQwN27NiBFStWIC0tDc8//7xpTH5+PlJSUjBixAhkZ2dj9uzZmD59On744QfTmFWrVmHOnDlYuHAh9u3bh5iYGCQnJ6O0tNQ0prUsRB1FJpPhzYkxCOvmgjMVtXhiFW9tRERktYQN8/T0FB9//LGoqKgQjo6OYvXq1aZlhw8fFgBEZmamEEKI9evXC7lcLrRarWnMBx98INRqtaivrxdCCPH000+L/v37m21j0qRJIjk52fQ8Pj5ezJo1y/TcYDCIwMBAkZqaKoQQFmWxlE6nEwCETqdr0/uIDhXpRN9n14vQ+WvFmz/kSR2HiKhLsfT722b2hF3MYDBg5cqVqK6uRmJiIrKystDY2IikpCTTmIiICISEhCAzMxMAkJmZiejoaPj5+ZnGJCcnQ6/Xm/amZWZmmq2jeUzzOhoaGpCVlWU2Ri6XIykpyTTGkiyXU19fD71eb/Yguhr9AtRIvTMaAPDupmPYlMfD4URE1samStjBgwfh5uYGlUqFGTNm4Ntvv0VkZCS0Wi2USiU8PDzMxvv5+UGr1QIAtFqtWQFrXt687Epj9Ho9amtrUVZWBoPB0OKYi9fRWpbLSU1NhUajMT2Cg4Nb/6UQXcb4gd0xOTEUADB7ZTYKznEiVyIia2JTJaxv377Izs7Grl27MHPmTEyZMgWHDh2SOla7WbBgAXQ6nelRWMhpBujaPJsSiYEhHtDXNXEiVyIiK2NTJUypVCI8PBxxcXFITU1FTEwM3nnnHfj7+6OhoQEVFRVm40tKSuDv7w8A8Pf3v+QKxebnrY1Rq9VwdnaGt7c3FApFi2MuXkdrWS5HpVKZrv5sfhBdC6WDHO/fPwjdXJU4VKzHs5zIlYjIathUCfszo9GI+vp6xMXFwdHRERkZGaZlR44cQUFBARITEwEAiYmJOHjwoNlVjBs3boRarUZkZKRpzMXraB7TvA6lUom4uDizMUajERkZGaYxlmQh6kwBmj8mcv0m6zS+2s09rEREVqFzrhO4ds8884zYunWryM/PFwcOHBDPPPOMkMlk4scffxRCCDFjxgwREhIiNm3aJPbu3SsSExNFYmKi6f1NTU0iKipKjBo1SmRnZ4v09HTh4+MjFixYYBpz4sQJ4eLiIubNmycOHz4sli5dKhQKhUhPTzeNWblypVCpVCItLU0cOnRIPPLII8LDw8PsqsvWsliKV0dSe3p/8zEROn+t6P339SK74LzUcYiI7Jal3982U8IefPBBERoaKpRKpfDx8REjR440FTAhhKitrRWPPvqo8PT0FC4uLmL8+PGiuLjYbB0nT54Uo0ePFs7OzsLb21vMnTtXNDY2mo3ZvHmziI2NFUqlUvTs2VMsX778kixLliwRISEhQqlUivj4eLFz506z5ZZksQRLGLUno9EoHl6xR4TOXyuGpWaIc1X1UkciIrJLln5/y4TgCSLWSq/XQ6PRQKfT8fwwahf6ukaMfW878suqMby3N9KmxUMhl0kdi4jIrlj6/W3T54QRUduonRyx7C9xcHZUYNtvZXj7p6NSRyIi6rJYwoi6mL7+7lg84cJErks2HcO2385KnIiIqGtiCSPqgsbGBuH+hBAAwNyv9/NG30REEmAJI+qink2JRC8fV5RW1uOZ/x7g/GFERJ2MJYyoi3JWKvDOPQPhqJDhh9wSrNrD+cOIiDoTSxhRFxYVpMG85L4AgBe+P4QTZ6skTkRE1HWwhBF1cdOv74lhvbqhttGA2auy0WgwSh2JiKhLYAkj6uLkchnenBgDjbMjDpzWcdoKIqJOwhJGRAjQOGPxnRemrXh/y3HsOnFO4kRERPaPJYyIAACjowMwcXB3CAE8uSobutpGqSMREdk1ljAiMlk4pj/CurmgSFeHZ9fkcNoKIqIOxBJGRCauKgf836RYKOQyfL+/CGuyz0gdiYjIbrGEEZGZgSGemD2yNwDguTW5KCyvkTgREZF9Ygkjoks8OiIcQ8I8UVXfhNmrstHEaSuIiNodSxgRXUIhl+GtibFwVzkg69R5vL/luNSRiIjsDksYEbUo2MsF/xwfBQB4J+M37Cs4L3EiIiL7whJGRJc1NjYIY2MDYTAKzF6Zjar6JqkjERHZDZYwIrqiF8dGIcjDGQXlNUhdf1jqOEREdoMljIiuSOPsiDfujgEAfLGrANuPlUmciIjIPrCEEVGrEnt1w+TEUADA098c4GFJIqJ2wBJGRBaZf2sEuns640xFLRZv4GFJIqJrxRJGRBZxVTngtQkDAAD/3lmAHTwsSUR0TVjCiMhiw8K98ZehIQCAeTwsSUR0TVjCiKhNFozuZzos+eqGPKnjEBHZLJYwImqTiw9Lfr7zFHYc52FJIqKrwRJGRG02LNwb9ydcOCz59DcHUM3DkkREbcYSRkRXZcFt/RDk4YzT52vxajoPSxIRtRVLGBFdFTeVA16768Jhyc8yTyHz+DmJExER2RaWMCK6ateFe+O+5sOS/9mPmgYeliQishRLGBFdkwWjIxDk4YzCcl4tSUTUFixhRHRN3J0csXhCNABgReYp7DzBw5JERJZgCSOiaza8tw/ujf/jasnaBoPEiYiIrB9LGBG1i7/fFoFAjRMKymvw9k9HpY5DRGT12lzCmpqa8Prrr2PQoEFwc3ODm5sbBg0ahDfeeAONjY0dkZGIbIC7kyNeGhcFAPj4l3zknNFJnIiIyLq1qYTV1tbipptuwjPPPAMfHx9Mnz4d06dPh4+PD+bPn4+RI0eirq6uo7ISkZUb2c8PKQMCYDAKPPPfA2gyGKWORERktRzaMnjx4sUoLCzEr7/+igEDBpgt279/P+644w4sXrwYixYtas+MRGRDFo6JxLajZ5FzRo+0HScxfXhPqSMREVmlNu0JW7lyJd56661LChgAxMTE4I033sCXX37ZbuGIyPb4ujvhHyn9AABv/ngUheU1EiciIrJObSphp06dQnx8/GWXDx06FAUFBdcciohs28TBwUjo4YXaRgP+sSYHQgipIxERWZ02lTC1Wo3S0tLLLtdqtXB3d7/mUC1JTU3FkCFD4O7uDl9fX4wbNw5HjhwxG1NXV4dZs2ahW7ducHNzw4QJE1BSUmI2pqCgACkpKXBxcYGvry/mzZuHpibzWb63bNmCQYMGQaVSITw8HGlpaZfkWbp0KcLCwuDk5ISEhATs3r27zVmI7JVMJkPqndFQOsjx89Gz+F92kdSRiIisTptK2IgRI/DKK69cdvnixYsxYsSIaw7Vkq1bt2LWrFnYuXMnNm7ciMbGRowaNQrV1dWmMU8++SS+//57rF69Glu3bkVRURHuvPNO03KDwYCUlBQ0NDRgx44dWLFiBdLS0vD888+bxuTn5yMlJQUjRoxAdnY2Zs+ejenTp+OHH34wjVm1ahXmzJmDhQsXYt++fYiJiUFycrJZQW0tC5G96+njhr/dHA4AeHHtIZRXN0iciIjIyog2yM3NFW5ubiIhIUGsWrVK7N+/X2RnZ4uvvvpKxMfHCzc3N5GTk9OWVV610tJSAUBs3bpVCCFERUWFcHR0FKtXrzaNOXz4sAAgMjMzhRBCrF+/XsjlcqHVak1jPvjgA6FWq0V9fb0QQoinn35a9O/f32xbkyZNEsnJyabn8fHxYtasWabnBoNBBAYGitTUVIuzWEKn0wkAQqfTWfweImtS32gQo97aKkLnrxVPrvpV6jhERJ3C0u/vNu0Ji4yMxMaNG1FZWYl77rkHAwcOxKBBg3DfffehsrISP/74I/r3798BVfFSOt2FOYi8vLwAAFlZWWhsbERSUpJpTEREBEJCQpCZmQkAyMzMRHR0NPz8/ExjkpOTodfrkZubaxpz8TqaxzSvo6GhAVlZWWZj5HI5kpKSTGMsydKS+vp66PV6sweRLVM6yLF4QjRkMuC/+87gl9/KpI5ERGQ12jxZ69ChQ5Gbm4t9+/bhq6++wldffYV9+/bh0KFDSExM7IiMlzAajZg9ezauu+46REVdmBxSq9VCqVTCw8PDbKyfnx+0Wq1pzMUFrHl587IrjdHr9aitrUVZWRkMBkOLYy5eR2tZWpKamgqNRmN6BAcHW/DbILJuA0M8MSUxDADw928P8pZGRES/u+rbFsXGxmLixImYOHEiIiMjUVVV1Z65rmjWrFnIycnBypUrO22bnWHBggXQ6XSmR2FhodSRiNrFU8l9EdB8S6MM3tKIiAi4ihK2fPlyPP744/jiiy8AAH//+9/h7u4OjUaDW265BefOnWv3kBd77LHHsHbtWmzevBndu3c3ve7v74+GhgZUVFSYjS8pKYG/v79pzJ+vUGx+3toYtVoNZ2dneHt7Q6FQtDjm4nW0lqUlKpUKarXa7EFkD9xUDnhp7O+3NNrGWxoREQFtLGEvv/wyZs2ahby8PPztb3/DzJkzsXz5crz44otYvHgx8vLy8Oyzz3ZIUCEEHnvsMXz77bfYtGkTevToYbY8Li4Ojo6OyMjIML125MgRFBQUmA6TJiYm4uDBg2ZXMW7cuBFqtRqRkZGmMRevo3lM8zqUSiXi4uLMxhiNRmRkZJjGWJKFqKtJivRDSvSFWxr9Y00ODEbOHUZEXVxbzvYPDw8XX375pRBCiD179gi5XC6++eYb0/L169eLkJCQtl9GYIGZM2cKjUYjtmzZIoqLi02Pmpoa05gZM2aIkJAQsWnTJrF3716RmJgoEhMTTcubmppEVFSUGDVqlMjOzhbp6enCx8dHLFiwwDTmxIkTwsXFRcybN08cPnxYLF26VCgUCpGenm4as3LlSqFSqURaWpo4dOiQeOSRR4SHh4fZVZetZbEEr44ke1OiqxVRz6eL0PlrxeeZJ6WOQ0TUISz9/m5TCVMqlaKgoMDseV5enun56dOnhaOjYxujWgZAi4/ly5ebxtTW1opHH31UeHp6ChcXFzF+/HhRXFxstp6TJ0+K0aNHC2dnZ+Ht7S3mzp0rGhsbzcZs3rxZxMbGCqVSKXr27Gm2jWZLliwRISEhQqlUivj4eLFz506z5ZZkaQ1LGNmj5b+cEKHz14rohemiVF8ndRwionZn6fe3TAjL7ycil8uh1Wrh6+sLAHB3d8f+/fvRs+eFG/SWlJQgMDAQBgOvfmoPer0eGo0GOp2O54eR3TAYBcYt3Y6DZ3QYPzAI/zcpVupIRETtytLvb4e2rvjQoUOmaRaEEMjLyzNdGVlWxjmAiOjKFHIZXh4fhbFLt+PbX8/g7sHdMayXt9SxiIg6XZv3hMlkshZvxtv8ukwm456wdsI9YWTPnluTg893nkIvH1dseOIGKB2uesYcIiKr0iF7wvLz8685GBERcGHusA05Whw/W42Ptp3ArBHhUkciIupUbSphoaGhV1xeUVGB9evXtzqOiEjj7IhnU/ph9qpsvJvxG+6ICUSwl4vUsYiIOk277v8/deoUHnjggfZcJRHZsbGxgRjWqxvqm4xY+F1ui6c6EBHZK56EQUSSkclkeHFsFBwVMmzKK8UPuSWtv4mIyE6whBGRpMJ93fDXG3oBAF74PhfV9U0SJyIi6hwsYUQkucduDkewlzOKdXV4+yfe4JuIuoY2nZj/7rvvXnH5mTNnrikMEXVNTo4KvHhHFKal7cGn20/izkHd0S+A07IQkX1r0zxhf75p9uVwKov2wXnCqKuZ+e8sbMjRIi7UE6v/mgi5XCZ1JCKiNuM8YURkc54fE4mfj55F1qnzWJ1ViElDQqSORETUYdp0Tthtt90GnU5ner548WJUVFSYnp87dw6RkZHtFo6IupYAjTOevKUPACB1Qx7KqxskTkRE1HHaVMLS09NRX19vev7KK6+gvLzc9LypqQlHjhxpv3RE1OVMHRaGCH93VNQ0YvGGw1LHISLqMNd0dSQnViSi9uagkOPl8VEAgK/3nsaek+WtvIOIyDZxigoisjpxoV64Z0gwAODZb3PQaDBKnIiIqP21qYTJZDLIZLJLXiMiam/zb42Al6sSR0oq8ekvvCiIiOxPm66OFEJg6tSpUKlUAIC6ujrMmDEDrq6uAGB2vhgR0bXwdFXimdERePqbA3j7p99we0wggjycpY5FRNRu2jRP2LRp0ywat3z58qsORH/gPGHU1RmNAvd8uBO7T5ZjVKQfPpw8WOpIREStsvT7u00ljDoXSxgRcLSkEre9sw1NRoFPpgzGyH5+UkciIroiS7+/eWI+EVm1Pn7ueGj4hbt1PP+/XNQ2GCRORETUPljCiMjqPTGyN4I8nHGmohbvbf5N6jhERO2CJYyIrJ6L0gELx1y4G8eHP5/AsdIqiRMREV07ljAisgm3RPphZIQvGg0Cz63J4WTRRGTzWMKIyCbIZDIsuqM/VA5yZJ44h+/2F0kdiYjomrCEEZHNCPZyweM3hwMAXlp7GPq6RokTERFdPZYwIrIpD9/QEz19XFFWVY+3fjwqdRwioqvGEkZENkXloMBLYy/c4PuzzJPIOaOTOBER0dVhCSMim3NduDfuiAmEUQD/WJMDg5En6ROR7WEJIyKb9GxKP7ipHLC/sAIr9xRIHYeIqM1YwojIJvmqnTB3VB8AwGvpR1BWVS9xIiKitmEJIyKb9cDQUPQPVENX24jFG/KkjkNE1CYsYURksxwUcvxzXBRkMuCbrNPYnV8udSQiIouxhBGRTRsY4ol7hoQAAJ5dcxCNBqPEiYiILMMSRkQ27+nkvvByVeJoSRWWb8+XOg4RkUVYwojI5nm6KvHM6AgAwNs//YaiilqJExERtY4ljIjswl2DumNImCdqGgx4ae0hqeMQEbWKJYyI7IJcLsNL46KgkMuwIUeLzUdKpY5ERHRFLGFEZDci/NV48LowAMDC/+WirtEgbSAioiuwqRL2888/Y8yYMQgMDIRMJsOaNWvMlgsh8PzzzyMgIADOzs5ISkrCb7/9ZjamvLwc999/P9RqNTw8PPDQQw+hqqrKbMyBAwcwfPhwODk5ITg4GK+99tolWVavXo2IiAg4OTkhOjoa69evb3MWImp/TyT1gb/aCQXlNXh/y3Gp4xARXZZNlbDq6mrExMRg6dKlLS5/7bXX8O6772LZsmXYtWsXXF1dkZycjLq6OtOY+++/H7m5udi4cSPWrl2Ln3/+GY888ohpuV6vx6hRoxAaGoqsrCy8/vrrWLRoET788EPTmB07duDee+/FQw89hF9//RXjxo3DuHHjkJOT06YsRNT+3FQOeH5MJABg2ZbjyC+rljgREdFlCBsFQHz77bem50ajUfj7+4vXX3/d9FpFRYVQqVTiq6++EkIIcejQIQFA7NmzxzRmw4YNQiaTiTNnzgghhHj//feFp6enqK+vN42ZP3++6Nu3r+n5xIkTRUpKilmehIQE8de//tXiLJbQ6XQCgNDpdBa/h4gu/G9w8ie7ROj8teIvH+8URqNR6khE1IVY+v1tU3vCriQ/Px9arRZJSUmm1zQaDRISEpCZmQkAyMzMhIeHBwYPHmwak5SUBLlcjl27dpnG3HDDDVAqlaYxycnJOHLkCM6fP28ac/F2msc0b8eSLC2pr6+HXq83exBR28lkMrxwR38oHeTY9lsZ1h0sljoSEdEl7KaEabVaAICfn5/Z635+fqZlWq0Wvr6+ZssdHBzg5eVlNqaldVy8jcuNuXh5a1lakpqaCo1GY3oEBwe38lMT0eWEebvi0Zt6AQBe/P4QKusaJU5ERGTObkqYPViwYAF0Op3pUVhYKHUkIps248ZeCOvmgtLKerz9Ey+MISLrYjclzN/fHwBQUlJi9npJSYlpmb+/P0pLzecOampqQnl5udmYltZx8TYuN+bi5a1laYlKpYJarTZ7ENHVc3JU4MWxUQCAtB0ncaiIh/iJyHrYTQnr0aMH/P39kZGRYXpNr9dj165dSExMBAAkJiaioqICWVlZpjGbNm2C0WhEQkKCaczPP/+MxsY/Dl1s3LgRffv2haenp2nMxdtpHtO8HUuyEFHnuKGPD1KiA2AwCjz3vxwYjULqSEREAGyshFVVVSE7OxvZ2dkALpwAn52djYKCAshkMsyePRv//Oc/8d133+HgwYOYPHkyAgMDMW7cOABAv379cOutt+Lhhx/G7t27sX37djz22GO45557EBgYCAC47777oFQq8dBDDyE3NxerVq3CO++8gzlz5phyPPHEE0hPT8ebb76JvLw8LFq0CHv37sVjjz0GABZlIaLO89ztkXBVKpB16jxWZ/EwPxFZiU66WrNdbN68WQC45DFlyhQhxIXL0p977jnh5+cnVCqVGDlypDhy5IjZOs6dOyfuvfde4ebmJtRqtZg2bZqorKw0G7N//35x/fXXC5VKJYKCgsTixYsvyfL111+LPn36CKVSKfr37y/WrVtnttySLK3hFBVE7eejn4+L0PlrRcwLP4hzVfWtv4GI6CpZ+v0tE0Jw37yV0uv10Gg00Ol0PD+M6Bo1GowYs+QX5GkrMXFwd7x2V4zUkYjITln6/W1ThyOJiK6Wo0KOl8dfOEn/672nsfPEOYkTEVFXxxJGRF1GXKgX7k8IAQD8/duDvME3EUmKJYyIupSnb42Aj7sKJ85W8wbfRCQpljAi6lI0zo544Y7+AIAPthzDbyWVEicioq6KJYyIupzRUf4YGeGLRoPA3789yLnDiEgSLGFE1OXIZDK8OC4KLkoF9pw8j5V7OHcYEXU+ljAi6pKCPJzx1Ki+AIDUDYdRqq+TOBERdTUsYUTUZU0ZFoYB3TWorGvCou9zpY5DRF0MSxgRdVkKuQypd0ZDIZdh/UEt0nOKpY5ERF0ISxgRdWn9AzWYcWNPAMBz/8uFrqZR4kRE1FWwhBFRl/f4zb3Ry8cVZyvr8c91h6SOQ0RdBEsYEXV5To4KvHbXAMhkwOqs0/j56FmpIxFRF8ASRkSEC7c0mpIYBgBY8N+DqK5vkjYQEdk9ljAiot/NS+6L7p7OOFNRi9d/OCJ1HCKycyxhRES/c1U5IPXOaADAisyT2HOyXOJERGTPWMKIiC4yvLcPJg7uDiGAp1bvR00DD0sSUcdgCSMi+pNnb49EoMYJp87V4NUNeVLHISI7xRJGRPQnaidHvHrXAADAisxT2HGsTOJERGSPWMKIiFowvLcP7k8IAQDM++YAKus4iSsRtS+WMCKiy/j7bf0Q7HXhaslX1vOwJBG1L5YwIqLLcFU54PW7YgAAX+0uwFZO4kpE7YgljIjoCob27IZp14UBAJ7+Zj/OVzdIG4iI7AZLGBFRK55OjkAvH1eU6Oux4L8HIYSQOhIR2QGWMCKiVjgrFXjnnoFwVMiQnqvF6qzTUkciIjvAEkZEZIGoIA3m3NIXAPDCd7k4da5a4kREZOtYwoiILPTIDT0R38ML1Q0GPLkqG00Go9SRiMiGsYQREVlIIZfh/ybFwt3JAfsKKvDe5mNSRyIiG8YSRkTUBkEezvjnuCgAwLsZv2HXiXMSJyIiW8USRkTURmNjg3DnoCAYBfDEymyUc9oKIroKLGFERFfhpbFR6OnjCq2+Dk+t3g+jkdNWEFHbsIQREV0FV5UDlt43CEoHOTblleKTX/KljkRENoYljIjoKvULUOP52yMBAK+m5yG7sELaQERkU1jCiIiuwf0JIbgt2h9NRoFZX+zjbY2IyGIsYURE10AmkyH1zgEI7eaCMxW1eGJVNgw8P4yILMASRkR0jTTOjlj2lzg4Ocrx89GzeOeno1JHIiIbwBJGRNQO+gWokXpnNADg3U3H8NOhEokTEZG1YwkjImon4wd2x5TEUADAk19n42QZ7y9JRJfHEtbBli5dirCwMDg5OSEhIQG7d++WOhIRdaB/pEQiLtQTlXVNmP7ZXlTWNUodiYisFEtYB1q1ahXmzJmDhQsXYt++fYiJiUFycjJKS0uljkZEHUTpIMcH9w+Cv9oJx0qr8LevfuWJ+kTUIpawDvTWW2/h4YcfxrRp0xAZGYlly5bBxcUFn376qdTRiKgD+aqd8NHkwXBylGPzkbNYvOGw1JGIyAqxhHWQhoYGZGVlISkpyfSaXC5HUlISMjMzW3xPfX099Hq92YOIbFN0dw3euDsGAPDRtnx8vbdQ4kREZG1YwjpIWVkZDAYD/Pz8zF738/ODVqtt8T2pqanQaDSmR3BwcGdEJaIOcvuAQDwxsjcA4B/fHsSOY2USJyIia8ISZkUWLFgAnU5nehQW8r+ciWzdEyN7I2VAABoNAn/9PAt5Wu7hJqILWMI6iLe3NxQKBUpKzOcKKikpgb+/f4vvUalUUKvVZg8ism1yuQxv3h2D+DAvVNY3Yeqne1Csq5U6FhFZAZawDqJUKhEXF4eMjAzTa0ajERkZGUhMTJQwGRF1NidHBT6cHIdwXzdo9XWYtnwP9Jy6gqjLYwnrQHPmzMFHH32EFStW4PDhw5g5cyaqq6sxbdo0qaMRUSfzcFEibdoQ+LirkKetxENpe1DbYJA6FhFJiCWsA02aNAlvvPEGnn/+ecTGxiI7Oxvp6emXnKxPRF1Dd08XpE0bAncnB+w5eR4z/p2Fhiaj1LGISCIyIQRnEbRSer0eGo0GOp2O54cR2ZGsU+X4y8e7UdtowG3R/nj3noFwUPC/iYnshaXf3/xfPRFRJ4sL9cKHk+OgVMix/qAWT39zgLPqE3VBLGFERBIY3tsHS+4bCIVchv/+egZzv85Gk4GHJom6EpYwIiKJJPf3x3v3DoSDXIY12UV48uv9LGJEXQhLGBGRhEZHB+C9+wbBQS7D9/uL8PhXv6K+iVdNEnUFLGFERBK7Ncof798/CI4KGTbkaDF9xV5U1zdJHYuIOhhLGBGRFRjV3x+fTh0CF6UC234rw30f78L56gapYxFRB2IJIyKyEsN7++DLh4fCw8UR+wsrMOGDHThZVi11LCLqICxhRERWJDbYA9/MSESQhzNOlFVj3PvbsTu/XOpYRNQBWMKIiKxMuK87vp01DDHdNaioacRfPt6Fr/cWSh2LiNoZSxgRkRXydXfCykcSMTrKHw0GI57+5gCeXXOQtzkisiMsYUREVspZqcDS+wZhzi19IJMB/95ZgEkfZuJMRa3U0YioHbCEERFZMblchr+N7I1PpwyB2skBvxZUYPTbP2PDwWKpoxHRNWIJIyKyASMifLH28eGICfaAvq4JM7/Yh2f+cwCVdY1SRyOiq8QSRkRkI0K6ueCbGYmYeVMvyGTAyj2FSP6/n/Hz0bNSRyOiq8ASRkRkQxwVcsy/NQJfPTwUIV4uKNLVYfKnu/HkqmyUVtZJHY+I2oAljIjIBg3t2Q3ps4dj6rAwyGTAt7+ewcg3tuKTX/J570kiGyETQgipQ1DL9Ho9NBoNdDod1Gq11HGIyErtL6zAs2tycPCMDgAQ5OGMJ5J6486BQXBQ8L+1iTqbpd/fLGFWjCWMiCxlMAqs2lOIdzKOokRfDwDo5eOKuaP6YnSUP2QymcQJiboOljA7wBJGRG1V12jAZ5kn8f6W46iouXDlZLivGx68rgfGDwyCs1IhcUIi+8cSZgdYwojoaunrGvHJtnx88ks+quqbAAAeLo64Lz4EDySGIkDjLHFCIvvFEmYHWMKI6FpV1jXi672nkbYjH4XlF2bal8uA4b19cPfg7kjq5wcnR+4dI2pPLGF2gCWMiNqLwSiw8VAJPt2ej9355abXNc6OuH1AAG6LDkBCDy+eyE/UDljC7ABLGBF1hPyyavwn6zT+s+80inV/zC3m6eKIWyL9kNzfH0N7doOrykHClES2iyXMDrCEEVFHMhgFMo+fw9oDRfghV4vzNX/cAslRIcOgEE/c0McH14d7IypIA4WcV1gSWYIlzA6whBFRZ2kyGLE7vxwbcrTYfKQUp8/Xmi33cHHE4FAvxIV6Ii7UEwO6a3guGdFlsITZAZYwIpKCEAKnztVg27EybDt6FpnHz6Hy9yssmznIZegfpEFMdw2iAjWICtKgt58bHHlOGRFLmD1gCSMia9BkMOLAGR32nTqPrFPnsffUeZytrL9knFIhR0SAO/oHahAVpEZUoAZ9/d25x4y6HJYwO8ASRkTWSAiB0+drsa/gPHLO6JBzRo+cIh0q65ouGesgl6G3nzv6B6oRGaBGv4ALf2pcHCVITtQ5WMLsAEsYEdkKIQQKy2uRU6TDwTM65JzRIbdIj/LqhhbHB2qc0O/3Unbh4Y6wbq6Q8+R/sgMsYXaAJYyIbJkQAsW6ugt7y4r0OFx84fHnk/6buSgV6OvvfqGU+bujj9+Fh6erspOTE10bljA7wBJGRPZIX9eIvOJKUyk7XKxHnrYS9U3GFsd7u6nQx88Nffzc0fv3P/v4uvOQJlktljA7wBJGRF1Fk8GIk+eqcej3cnZEW4mjJZWX3WsGAL7uKvNi5ueG3n7uUDuxnJG0WMLsAEsYEXV11fVNOFZahaMllfjt9z+PaitRdNFM/3/mr3ZCH3939PH9Y+9ZuK8b3FnOqJOwhNkBljAiopZV1jXit9Iq/FZSiaMlv5e0kipo9ZcvZ95uKoR1c0GYt+tFf7oitJsLCxq1K5YwO8ASRkTUNrraRhwrNS9mR0sqUdrCvGYX83ZTIrSbK7p7OiPIwxmBHn/8GejhxJJGbcISZgdYwoiI2oe+rhGnympw8lw1TpZV4+S5C38/da4aZVUtT6NxMXcnB7NSFqAxL2l+aifeLYBMWMLsAEsYEVHH09c1ouD3UlZUUYuiijqcqaj9/e+1Zjc2vxy5DPBTO/1eypzR3dMZPbxd0dPbFT28XeHlqoRMxjnQugqWMDvAEkZEJL2ahiZTMSv+vZidqai7UNJ0tSiuqEODoeXpNZqpnRzQw8fNVMp6+7ohIkCNEC8XKDhBrd2xuxL28ssvY926dcjOzoZSqURFRcUlYwoKCjBz5kxs3rwZbm5umDJlClJTU+Hg4GAas2XLFsyZMwe5ubkIDg7Gs88+i6lTp5qtZ+nSpXj99deh1WoRExODJUuWID4+3rS8rq4Oc+fOxcqVK1FfX4/k5GS8//778PPza1OW1rCEERFZP6NRoKy6HkW/F7Mz52tReL4G+WXVOHG2GkW6Wlzum9bZUYE+/u6I8HNHRIA7IvzViAxUQ+PMc9BsmaXf35Y3Aok1NDTg7rvvRmJiIj755JNLlhsMBqSkpMDf3x87duxAcXExJk+eDEdHR7zyyisAgPz8fKSkpGDGjBn44osvkJGRgenTpyMgIADJyckAgFWrVmHOnDlYtmwZEhIS8PbbbyM5ORlHjhyBr68vAODJJ5/EunXrsHr1amg0Gjz22GO48847sX37douzEBGRfZDLZfB1d4KvuxNigz0uWV7XaMCpczXIL6vCid+L2dGSC/Og1TYasL+wAvsLK8ze08vHFTHBHogN9kBMdw/0C1BD6cBzzuyNzewJa5aWlobZs2dfsidsw4YNuP3221FUVGTaI7Vs2TLMnz8fZ8+ehVKpxPz587Fu3Trk5OSY3nfPPfegoqIC6enpAICEhAQMGTIE7733HgDAaDQiODgYjz/+OJ555hnodDr4+Pjgyy+/xF133QUAyMvLQ79+/ZCZmYmhQ4dalMUS3BNGRGS/DEaBU+eqkaetRF6xHoe1lZe9rZNSIUdkoBpDwjwxtGc3DA7z4t4yK2Z3e8Jak5mZiejoaLNDgsnJyZg5cyZyc3MxcOBAZGZmIikpyex9ycnJmD17NoALe9uysrKwYMEC03K5XI6kpCRkZmYCALKystDY2Gi2noiICISEhJhKmCVZWlJfX4/6+j8uo9br9Vf/CyEiIqumkMvQ08cNPX3ccFt0gOn18uoG7C+sQPbvj/2nK1BR02h6/tG2fMhlQGSgGkN7dENCz25I6OnFOwXYILspYVqt1qz0ADA912q1Vxyj1+tRW1uL8+fPw2AwtDgmLy/PtA6lUgkPD49LxrS2nYuztCQ1NRUvvPCCJT8uERHZKS9XJUZE+GJExIVTYIQQKCivwb6C89h1ohy78suRX1aNnDN65JzR4+Nf8uEgl2FQqCdG9PXFTX19EOHvzqsxbYCkJeyZZ57Bq6++esUxhw8fRkRERCclktaCBQswZ84c03O9Xo/g4GAJExERkdRkMhlCu7kitJsrxg/sDgDQ6uqwK/8cdp4oR+bxMpw8V4Pd+eXYnV+OV9Pz4K92wk19fXBzhC9u6OMDJ0eFxD8FtUTSEjZ37txLrkz8s549e1q0Ln9/f+zevdvstZKSEtOy5j+bX7t4jFqthrOzMxQKBRQKRYtjLl5HQ0MDKioqzPaG/XlMa1laolKpoFKpLPp5iYio6/LXOGFsbBDGxgYBAArO1WDL0VJszitF5olz0OrrsHJPIVbuKYSLUoEREb4YHeWPEX194aqym4NgNk/SfwkfHx/4+Pi0y7oSExPx8ssvo7S01HQV48aNG6FWqxEZGWkas379erP3bdy4EYmJiQAApVKJuLg4ZGRkYNy4cQAunJifkZGBxx57DAAQFxcHR0dHZGRkYMKECQCAI0eOoKCgwLQeS7IQERG1l5BuLpicGIbJiWGoazRg54lz2HLkLH7M1aJIV4d1B4qx7kAxVA5y3NDHBynRARjV3w8uShYyKdnM1ZEFBQUoLy/Hd999h9dffx3btm0DAISHh8PNzQ0GgwGxsbEIDAzEa6+9Bq1WiwceeADTp083m6IiKioKs2bNwoMPPohNmzbhb3/7G9atW2c2RcWUKVPwr3/9C/Hx8Xj77bfx9ddfIy8vz3Re18yZM7F+/XqkpaVBrVbj8ccfBwDs2LEDACzKYgleHUlERNdCCIH9p3VIz9EiPacYJ8/VmJa5KBVI7u+PsbGBuD7cGw687VK7sfj7W9iIKVOmCACXPDZv3mwac/LkSTF69Gjh7OwsvL29xdy5c0VjY6PZejZv3ixiY2OFUqkUPXv2FMuXL79kW0uWLBEhISFCqVSK+Ph4sXPnTrPltbW14tFHHxWenp7CxcVFjB8/XhQXF5uNsSRLa3Q6nQAgdDpdm95HRET0Z0ajURwq0ok3f8gTN762SYTOX2t6xL30o1j0XY7YX3heGI1GqaPaPEu/v21mT1hXxD1hRETUEYQQyC6swJpfz+D7A8Uor/7jJuY9vV0xbmAQxsUGIaSbi4QpbZfd3baoK2IJIyKijtZoMGLbb2ex5tci/HhIi7rGP+6DOSjEA+MHBiFlQCC8XC2baJxYwuwCSxgREXWmqvompOdo8b/sM9h+rAzG3xuCg1yGG/v4YOzAINzSzw/OSk55cSUsYXaAJYyIiKRSqq/Dd/uLsCb7DHLO/HEHF1elAslR/hg/MAjDenlDIeeksH/GEmYHWMKIiMgaHCutxJpfLxSyi+9t6eOuwu0DAnBrf38MDvNiIfsdS5gdYAkjIiJrIoRA1qnzWJN9BmsPFKOiptG0zMtViZsjfDEq0g/De/t06UOWLGF2gCWMiIisVUOTET8fPYv1OcXIOFwKXe0fhczJUY7hvX0wKtIPI/v5dbmT+lnC7ABLGBER2YImgxG7T5Zj46ES/JhbgjMVfxyylMuAwaFeuCXSD7dE+iHM21XCpJ2DJcwOsIQREZGtEULgULEeP+aW4MdDJThcrDdb3tvXzVTIYrp7QG6H55GxhNkBljAiIrJ1heU1+OlwCTYeKsGu/HIYjH/UDl93FUb288OoSD8k9uoGJ0f7OI+MJcwOsIQREZE90dU0YvORUmw8VIItR0pR3WAwLXNVKnBjXx/cFh2AkRG2PRcZS5gdYAkjIiJ7Vd9kQObxc9h4qAQ/HS5Bib7etMxFqcAtkX4YMyAQN/TxgdLBtm4uzhJmB1jCiIioKzAaBQ6e0SE9V4u1B4pQWP7Hif1qJweMjgrAHbGBGNqzm03MRcYSZgdYwoiIqKtpvrn4d/uLsO5AMUor/9hD5u12YXLYMTEBGBTiCZnMOgsZS5gdYAkjIqKuzGAU2JV/Dt/vL8aGHPPJYYM8nDEmJhBjYgIQGaC2qkLGEmYHWMKIiIguaGgyYvuxMny3vwg/5mrNTurv4+eGCYO6Y/zAIPiqnSRMeQFLmB1gCSMiIrpUXaMBm/JK8f3+ImTklaKhyQjgwsSww3v7YEJcd4yK9JNsyguWMDvAEkZERHRlutpGrDtQjP/sO42sU+dNr7s7OeD2AQGYMKg74kI79/wxljA7wBJGRERkufyyavx332n8d98Zs1snhXZzwZ0Du+POQUEI9nLp8BwsYXaAJYyIiKjtjEaBnfnn8J+sM9iQU4yai84fS+jhhbviuuO26AC4qhw6ZPssYXaAJYyIiOjaVNc34YdcLf6z7zR2HD+H5tbjolTgrrjumJ3UB16uynbdJkuYHWAJIyIiaj9nKmrx7b7T+M++M8gvq4bKQY4t825CgMa5Xbdj6fd3x+yHIyIiIrIyQR7OeOzm3pg1IhyZx8/h5Lmadi9gbcESRkRERF2KTCbDsHBvDAuXNodt3RGTiIiIyE6whBERERFJgCWMiIiISAIsYUREREQSYAkjIiIikgBLGBEREZEEWMKIiIiIJMASRkRERCQBljAiIiIiCbCEEREREUmAJYyIiIhIAixhRERERBJgCSMiIiKSgIPUAejyhBAAAL1eL3ESIiIislTz93bz9/jlsIRZscrKSgBAcHCwxEmIiIiorSorK6HRaC67XCZaq2kkGaPRiKKiIri7u0Mmk5ktGzJkCPbs2XPZ915puV6vR3BwMAoLC6FWq9s1c2dr7fdgS9u91nVezfvb8h5Lx1oy7nJj7OmzCUjz+eRn89rG8bNpW9u01s+mEAKVlZUIDAyEXH75M7+4J8yKyeVydO/evcVlCoXiiv9H0NpyAFCr1Tb/fyaW/Jy2st1rXefVvL8t77F0rCXjWhtjD59NQJrPJz+b1zaOn03b2qY1fzavtAesGU/Mt1GzZs26puX2QqqfsyO2e63rvJr3t+U9lo61ZBw/n7a1TX427Q8/m1f//vb8OXg4sgvS6/XQaDTQ6XR28V90ZD/42SRrxc8mdQTuCeuCVCoVFi5cCJVKJXUUIjP8bJK14meTOgL3hBERERFJgHvCiIiIiCTAEkZEREQkAZYwIiIiIgmwhBERERFJgCWMiIiISAIsYWRm7dq16Nu3L3r37o2PP/5Y6jhEZsaPHw9PT0/cddddUkchMiksLMRNN92EyMhIDBgwAKtXr5Y6EtkITlFBJk1NTYiMjMTmzZuh0WgQFxeHHTt2oFu3blJHIwIAbNmyBZWVlVixYgW++eYbqeMQAQCKi4tRUlKC2NhYaLVaxMXF4ejRo3B1dZU6Glk57gkjk927d6N///4ICgqCm5sbRo8ejR9//FHqWEQmN910E9zd3aWOQWQmICAAsbGxAAB/f394e3ujvLxc2lBkE1jC7MjPP/+MMWPGIDAwEDKZDGvWrLlkzNKlSxEWFgYnJyckJCRg9+7dpmVFRUUICgoyPQ8KCsKZM2c6Izp1Adf6+STqKO352czKyoLBYEBwcHAHpyZ7wBJmR6qrqxETE4OlS5e2uHzVqlWYM2cOFi5ciH379iEmJgbJyckoLS3t5KTUFfHzSdaqvT6b5eXlmDx5Mj788MPOiE32QJBdAiC+/fZbs9fi4+PFrFmzTM8NBoMIDAwUqampQgghtm/fLsaNG2da/sQTT4gvvviiU/JS13I1n89mmzdvFhMmTOiMmNQFXe1ns66uTgwfPlx89tlnnRWV7AD3hHURDQ0NyMrKQlJSkuk1uVyOpKQkZGZmAgDi4+ORk5ODM2fOoKqqChs2bEBycrJUkakLseTzSSQFSz6bQghMnToVN998Mx544AGpopINYgnrIsrKymAwGODn52f2up+fH7RaLQDAwcEBb775JkaMGIHY2FjMnTuXV0ZSp7Dk8wkASUlJuPvuu7F+/Xp0796dBY06nCWfze3bt2PVqlVYs2YNYmNjERsbi4MHD0oRl2yMg9QByLrccccduOOOO6SOQdSin376SeoIRJe4/vrrYTQapY5BNoh7wroIb29vKBQKlJSUmL1eUlICf39/iVIRXcDPJ1krfjapI7GEdRFKpRJxcXHIyMgwvWY0GpGRkYHExEQJkxHx80nWi59N6kg8HGlHqqqqcOzYMdPz/Px8ZGdnw8vLCyEhIZgzZw6mTJmCwYMHIz4+Hm+//Taqq6sxbdo0CVNTV8HPJ1krfjZJMlJfnkntZ/PmzQLAJY8pU6aYxixZskSEhIQIpVIp4uPjxc6dO6ULTF0KP59krfjZJKnw3pFEREREEuA5YUREREQSYAkjIiIikgBLGBEREZEEWMKIiIiIJMASRkRERCQBljAiIiIiCbCEEREREUmAJYyIiIhIAixhRERWKiwsDG+//bbUMYiog7CEEREBmDp1KsaNGwcAuOmmmzB79uxO23ZaWho8PDwueX3Pnj145JFHOi0HEXUu3sCbiKiDNDQ0QKlUXvX7fXx82jENEVkb7gkjIrrI1KlTsXXrVrzzzjuQyWSQyWQ4efIkACAnJwejR4+Gm5sb/Pz88MADD6CsrMz03ptuugmPPfYYZs+eDW9vbyQnJwMA3nrrLURHR8PV1RXBwcF49NFHUVVVBQDYsmULpk2bBp1OZ9reokWLAFx6OLKgoABjx46Fm5sb1Go1Jk6ciJKSEtPyRYsWITY2Fp9//jnCwsKg0Whwzz33oLKysmN/aUR0VVjCiIgu8s477yAxMREPP/wwiouLUVxcjODgYFRUVODmm2/GwIEDsXfvXqSnp6OkpAQTJ040e/+KFSugVCqxfft2LFu2DAAgl8vx7rvvIjc3FytWrMCmTZvw9NNPAwCGDRuGt99+G2q12rS9p5566pJcRqMRY8eORXl5ObZu3YqNGzfixIkTmDRpktm448ePY82aNVi7di3Wrl2LrVu3YvHixR302yKia8HDkUREF9FoNFAqlXBxcYG/v7/p9ffeew8DBw7EK6+8Ynrt008/RXBwMI4ePYo+ffoAAHr37o3XXnvNbJ0Xn18WFhaGf/7zn5gxYwbef/99KJVKaDQayGQys+39WUZGBg4ePIj8/HwEBwcDAD777DP0798fe/bswZAhQwBcKGtpaWlwd3cHADzwwAPIyMjAyy+/fG2/GCJqd9wTRkRkgf3792Pz5s1wc3MzPSIiIgBc2PvULC4u7pL3/vTTTxg5ciSCgoLg7u6OBx54AOfOnUNNTY3F2z98+DCCg4NNBQwAIiMj4eHhgcOHD5teCwsLMxUwAAgICEBpaWmbflYi6hzcE0ZEZIGqqiqMGTMGr7766iXLAgICTH93dXU1W3by5EncfvvtmDlzJl5++WV4eXnhl19+wUMPPYSGhga4uLi0a05HR0ez5zKZDEajsV23QUTtgyWMiOhPlEolDAaD2WuDBg3Cf/7zH4SFhcHBwfL/68zKyoLRaMSbb74JufzCwYevv/661e39Wb9+/VBYWIjCwkLT3rBDhw6hoqICkZGRFuchIuvBw5FERH8SFhaGXbt24eTJkygrK4PRaMSsWbNQXl6Oe++9F3v27MHx48fxww8/YNq0aVcsUOHh4WhsbMSSJUtw4sQJfP7556YT9i/eXlVVFTIyMlBWVtbiYcqkpCRER0fj/vvvx759+7B7925MnjwZN954IwYPHtzuvwMi6ngsYUREf/LUU09BoVAgMjISPj4+KCgoQGBgILZv3w6DwYBRo0YhOjoas2fPhoeHh2kPV0tiYmLw1ltv4dVXX0VUVBS++OILpKammo0ZNmwYZsyYgUmTJsHHx+eSE/uBC4cV//e//8HT0xM33HADkpKS0LNnT6xatardf34i6hwyIYSQOgQRERFRV8M9YUREREQSYAkjIiIikgBLGBEREZEEWMKIiIiIJMASRkRERCQBljAiIiIiCbCEEREREUmAJYyIiIhIAixhRERERBJgCSMiIiKSAEsYERERkQRYwoiIiIgk8P8wWBoHWUZ4OAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titer = tqdm.tqdm(\n", " range(niter),\n", " bar_format=\"{desc}: {percentage:3.0f}%|{bar}|{n_fmt}/{total_fmt}{postfix}\",\n", ")\n", "titer.set_description(\"Loss:\")\n", "loss_history = []\n", "for i in titer:\n", " closs = svi.step(times, results = data_results)\n", " loss_history.append(closs)\n", " titer.set_description(\"Loss: %3.2e\" % closs)\n", "\n", "plt.semilogx(loss_history, label=\"Training\")\n", "plt.xlabel(\"Iteration\")\n", "plt.ylabel(\"ELBO\")\n", "plt.legend(loc=\"best\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's see how well we did\n", "\n", "By comparing the upper-level normal distributions (i.e. the distribution of the parameters overall) to the values we infered." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parameters = {\n", " \"v0\": (\n", " (\n", " \"AutoDelta.discrete_equations.ode.v0_loc\",\n", " \"AutoDelta.discrete_equations.ode.v0_scale\",\n", " ),\n", " (v0_prior, v0_prior * cov_prior),\n", " (v0_loc, v0_scale),\n", " ),\n", " \"theta0\": (\n", " (\n", " \"AutoDelta.discrete_equations.ode.theta0_loc\",\n", " \"AutoDelta.discrete_equations.ode.theta0_scale\",\n", " ),\n", " (theta0_prior, theta0_prior * cov_prior),\n", " (theta0_loc, theta0_scale),\n", " ),\n", " \"c\": (\n", " (\n", " \"AutoDelta.discrete_equations.ode.c_loc\",\n", " \"AutoDelta.discrete_equations.ode.c_scale\",\n", " ),\n", " (c_prior, c_prior * cov_prior),\n", " (c_loc, c_scale),\n", " ),\n", "}\n", "\n", "rng = np.linspace(0,2.0,100)\n", "\n", "for name, ((train_loc, train_scale), (prior_loc, prior_scale), (act_loc, act_scale)) in parameters.items():\n", " train_loc = pyro.param(train_loc).data\n", " train_scale = pyro.param(train_scale).data\n", "\n", " plt.fill_between(rng, ss.norm.pdf(rng, train_loc, train_scale), label = \"Trained\", alpha = 0.5)\n", " plt.fill_between(rng, ss.norm.pdf(rng, prior_loc, prior_scale), label = \"Prior\", alpha = 0.5)\n", " plt.plot(rng, ss.norm.pdf(rng, act_loc, act_scale), label = \"Actual posterior\", color = 'k', lw = 2)\n", "\n", " plt.legend(loc='best')\n", " plt.title(name)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also see how well we captured the observed trajectories by plotting a prediction interval (calculated by sampling the final, trained statistical model) versus the collection of trajectories." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predict = Predictive(hsmodel, guide = guide, return_sites=(\"obs\",), num_samples=5)\n", "with torch.no_grad():\n", " samples = predict(times)[\"obs\"]\n", "\n", "pred = 0.05\n", "samples = samples.transpose(0,1).reshape((ntime,-1,2))\n", "k_lb = int(samples.shape[1]*pred)\n", "k_ub = int(samples.shape[1]*(1-pred))\n", "\n", "x_lb, _ = torch.kthvalue(samples[...,0], k_lb, dim = 1)\n", "x_ub, _ = torch.kthvalue(samples[...,0], k_ub, dim = 1)\n", "\n", "plt.figure()\n", "plt.plot(times[...,0], data_results[..., 0], 'k-', lw = 0.1)\n", "plt.fill_between(times[:, 0, 0], x_lb, x_ub, alpha=0.4)\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"x\")\n", "plt.title(\"X\")\n", "plt.show()\n", "\n", "y_lb, _ = torch.kthvalue(samples[..., 1], k_lb, dim=1)\n", "y_ub, _ = torch.kthvalue(samples[..., 1], k_ub, dim=1)\n", "\n", "plt.figure()\n", "plt.plot(times[..., 0], data_results[..., 1], \"k-\", lw=0.1)\n", "plt.fill_between(times[:, 0, 0], y_lb, y_ub, alpha=0.4)\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Y\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "graintrace_env", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }