diff --git a/notebooks/load_CNN_chk.ipynb b/notebooks/load_CNN_chk.ipynb index bd49caf..ce62f88 100644 --- a/notebooks/load_CNN_chk.ipynb +++ b/notebooks/load_CNN_chk.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 62, "id": "855fbca4-4074-456e-ad71-0397003136f3", "metadata": {}, "outputs": [], @@ -19,6 +19,7 @@ "from models.models import model_setup_DER\n", "from data.data import DataPreparation\n", "import torch\n", + "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, @@ -281,7 +282,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -315,7 +316,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -358,20 +359,20 @@ "DER\n", "loading this chk ../DeepUQResources/checkpoints/DER_linear_homoskedastic_predictive_2D_noise_low_loss_DER_COEFF_0.01_epoch_99.pt\n", "example params [3.25831261 1.41486239 0.53044872]\n", - "example outputs 45.09639312727249\n", - "model outputs after normalization 0.006769998748647545\n", + "example outputs 44.362711868999085\n", + "model outputs after normalization 0.006630372152428848\n", "noise is high, sigma is 5\n", "DER\n", "loading this chk ../DeepUQResources/checkpoints/DER_linear_homoskedastic_predictive_2D_noise_medium_loss_DER_COEFF_0.01_epoch_99.pt\n", "example params [3.25831261 1.41486239 0.53044872]\n", - "example outputs 49.915244562306405\n", - "model outputs after normalization 0.009010362856669616\n", + "example outputs 45.44252829411772\n", + "model outputs after normalization 0.008159890976442721\n", "noise is high, sigma is 10\n", "DER\n", "loading this chk ../DeepUQResources/checkpoints/DER_linear_homoskedastic_predictive_2D_noise_high_loss_DER_COEFF_0.01_epoch_99.pt\n", "example params [3.25831261 1.41486239 0.53044872]\n", - "example outputs 38.1802055806185\n", - "model outputs after normalization 0.010041624834284151\n", + "example outputs 34.35350223653558\n", + "model outputs after normalization 0.009319519672749204\n", "noise is high, sigma is 0.17677669529663687\n", "DER\n", "loading this chk ../DeepUQResources/checkpoints/DER_linear_homoskedastic_feature_2D_noise_low_loss_DER_COEFF_0.01_epoch_99.pt\n", @@ -394,7 +395,7 @@ }, { "data": { - "image/png": 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sbW3l7JCVaJqG0WgkKyuL5ORkOnbsKItlCiGaJMlNDZvkMyEaDymcLmM0GjGbzbRq1QpHR0drh9PkOTg4YGNjw+nTpzEajdjb21s7JCGEqHOSmxo+yWdCNA5WPeWxbds27r33Xvz8/FAUhXXr1l13ny1bthASEoKdnR0dOnRg5cqVNR6XnAmqP+TvQghR1yQ3idogf39CNHxW/S0uKCggMDCQhQsX3tD45ORk7r77bm699VYSExN56qmnmDJlCj///HMtRyqEEKKpkNwkhBCiKladqjd8+HCGDx9+w+MXLVpE27Zt+c9//gNA165d2bFjB++++y7Dhg2rrTCFEEJQdq9GU7i3RnKTEEI0HHWZmxrUdeOoqCiGDh1aYduwYcOIioq66j4lJSXk5+dX+BFCCFE9xcXFfPbZZ+zbt8/aodQ7kpuEEMI60tPTWbx4MefPn6+T12tQhVN6ejre3t4Vtnl7e5Ofn09RUVGV+7z11lu4ublZflq1alUXoTY5N3NPgBCiYcjLy2PFihUkJyfz3//+l5KSEmuHVK9Ibqq/Fi5cSJs2bbC3tyciIoI9e/Zcd58byWcmk4l58+bRtm1bHBwcaN++Pa+99hqaptXCuxBCVOXEiROsWLGCjIwMfvnllzp5zQZVON2MF154gby8PMvP2bNnrR1So1TdewKEEA1Deno6kZGRZGZm4uzszKOPPoqdnZ21w2rwJDfVvjVr1jB37lxefvll4uPjCQwMZNiwYWRmZl5zvxvJZ//+97/5+OOP+fDDDzl06BD//ve/+b//+z8++OCDmn4bQogqJCQksHr1aoxGI23atGHkyJF18roNqh25j48PGRkZFbZlZGTg6uqKg4NDlfvY2dk1qSQfHR3Niy++SGJiIjk5ORWey8vLw9XVtVZet7r3BAgh6r+UlBQ+/fRTjEYjnp6ejBs3Djc3N2uHVe9Ibro2a+Wl+fPnM3XqVCZOnAiU3Yu2YcMGli9fzvPPP3/V/W4kn+3atYv77ruPu+++G4A2bdrwxRdf3NAVLSHEn5OQkMD69esB6NmzJyNGjMBgqJuSpkFdcerbty+bNm2qsO1///sfffv2tVJE9UtSUhK33HILwcHBbN++nY0bN+Lh4cGQIUNYs2bNDSWnN998E2dn52v+nDlzpg7ejRDC2jw9PWnRogVt2rRh0qRJUjRdheSmq7NWXjIajcTFxVW490yn0zF06NBr3nt2o/r168emTZs4evSo5X3u2LFDTiAKUQc6deqEh4cHAwcO5C9/+UudFU1g5StOly5d4vjx45bHycnJJCYm4uHhQevWrXnhhRcsZzwBZsyYwYcffshf//pXJk2axObNm1m7di0bNmyw1luoV5544gnuv/9+3nnnHQC6devG2LFjiYuLY/To0Td0jBkzZlx3rJ+f35+OVQhRP5Xfo6EoCra2towbNw47Ozv0er2VI6s7kptqjrXyUnZ2NiaTqcp7zw4fPlyNd1C1559/nvz8fLp06YJer8dkMvHGG28wbty4P31sIURlqqpaCiQnJyemTZtmlav2Vi2cYmNjufXWWy2P586dC8CECRNYuXIlaWlpFc4itW3blg0bNvD000/z3nvv0bJlS5YtW1Yv271qZpW8/e9RnLkbe68I3Ho8iaKrvT/ujIwMduzYwdatWytsd3JyqlaLRg8PDzw8PGo6PCFEA2AymVi/fj0eHh4MHjwYAEdHRytHVfcaa26SvFRz1q5dy+eff87q1avp3r27Zf0uPz8/JkyYYO3whGhU8vLyWL16NX369CE4OBjAalOdrVo43XLLLdfsQFPVyuu33HILCQkJtRhVzcjb/x65e98GNIrTtwHg3uuZWnu9uLg4zGYzgYGBlbaHhYUB0L9/f+bPn09ERASTJ0+mR48ePP300xXGv/nmm7z55pvXfK2DBw/SunXrmn0DQgirKi4uZs2aNZw6dQqdTkfPnj3r3ZfVutJYc1NTykstWrRAr9dXee+Zj4/Pn3lbADz33HM8//zzPPTQQ0DZfRanT5/mrbfeksJJiBqUnp7O6tWruXjxIlu3bqVHjx7Y2NhYLZ4G1RyiISnO3A2UJ17t98e1x2w2A2XdgFxcXADYu3cv27Zt4/XXXwdg3rx5/Otf/2LgwIHodLpKyQlkqp4QTVFeXh6ff/45WVlZ2NraMmrUqCZbNDVmTSkv2draEhoayqZNmyzdtsxmM5s2bWL27Nl/9q1RWFiITlfxNnG9Xm95z0KIP+/48eN89dVXFRoUWbNoAimcao29V8TvZ/Q0QMHeK6JWXy8iIgIHBweee+45XnzxRU6cOMGsWbOYNWsWffr0AeDOO+/kxRdfZMOGDWzcuLHK49zslIjr3RMghLAOVVVZErmS2PhEFB8PbEO7EuLfmonBfTHodKSlpbF69WouXbqEi4sLDz/8cI2ckRf1T1PLS3PnzmXChAmEhYURHh7OggULKCgosHTZA/jwww/57rvvKjT3uJF8du+99/LGG2/QunVrunfvTkJCAvPnz2fSpEnVjlMIUVl8fDw//vgjmqbRpk0bxowZg729vbXDksKptrj1eBKgwlzy2uTp6cnatWt55pln6NWrF61bt2b27NmWufkAMTEx5OTkEBAQUOMV+/XuCRBCWMeSyJUsXLTMMvXMJvUssb27AnCrm7flbJ6XlxcPP/ywdM5rxJpaXhozZgxZWVm89NJLpKenExQUxMaNGys0jMjOzubEiRMV9ruRfPbBBx8wb948Zs6cSWZmJn5+fkyfPp2XXnqpRt+DEE3R5s2b2b59OwC9evVixIgR9aZBkaI1sWWu8/PzcXNzq3LtiOLiYpKTk2nbtm29qGprUkpKCnfddRfr1q3jgQce4NNPP6VHjx7WDuu6GvPfiRB1YfKMOURF/7G2jK6lF/YjBhLhH8AUv06sX7+etm3bMnr06Dr5HbvWZ3BT1hRzU0PNSzersf49ClHTtm7dypYtWxg0aBC33HJLtZrJ3Izq5CW54tQEFBUVMWrUKD744APatm3LCy+8wGuvvcaaNWusHZoQopaFBgcSvTvGcsVJ79sCBQjyaUlwcDAODg507Nix3pzNE02D5CUhxNUMGjSINm3aEBAQYO1QKpHCqQlwcHBg165dlsejRo1i1KhRVoxICFFXpk1+DMByj5OHTwva9+jJxOCyxVm7dOlixehEUyV5SQhRLjc3l99++427774bW1tbFEWpl0UTSOEkhBCNmsFgYOb0KRXajdsdOYW+7y3WDk0IIUQTd3mDIr1ez4gRI6wd0jVJ4SSEEI3AtbrnFVy8WKHd+KBBg2p9zrgQQghxLUePHObrr9ZQaoLmrjoGDRxg7ZCuSwonIYRoBK7WPa80L5+ihIPSblwIIUS9ERcXx4YNP6JpUJCfgSFzG+ope2j2nLVDuyYpnIQQohGIS0ji8iapprRsPItNZOyMQWfWpN24EEIIq9M0jU2bNrFz504Akk+fJTZhP5rmiI3T//hrcP0unHTXHyKEEKK+Cw0OrDD9zuDbgm4XS9GZNdq1a8djEx5FO72M9F9Hk7v3P2hm1YrRCiGEaIoKCgpITEwEICc7lT3x+zBrGhoKB1Lqf5t+ueIkhBANSPm9THEJSQQH9cImpDN7s9LoFdyJx6dPJj4hyXKPU3v3FgQUqAy74w4uHlhA7t63AY3i9G0AuPd6xrpvRgghRKNzeZ4KDQ5k2uTHMBjKSg5nZ2cefvhhMjMz2R61m/9tT7TsFzbgbitFfOOkcBJCiAbk8nuZoqL3oLg6YegcwO7QzkwL6c8/7hhCu3btKu1XnLkbKJ/Kp/3+WAghhKhZl+ep6N0xmFSVu+68nfbt2wPg5+eHn58fu4352PTuhiktG71vC2xDu1o58uuTqXpCCNGAXHkvk5ZfQGnMQYg/xuntUaxatYpjx45V2s/eKwIon8qn/P5YCCGEqFmX5yl3N1eyMtL48ssvSUlJqTBub1YaNr27Yj9iIDa9u7I3K80a4VaLFE5CCNGAXHkvE4Cjgz2DPTyxvVSEjV4jN/HNSvcxufV4Evdez2HvMxj3Xs/h1uPJug5dCCFEE1Cep3x9vLhtYAR6vQ6zWsiLzz7G/FcnUWosBiDIp+Vlp/PKHtd3MlVPCCEakGmTHwPgs6+/JS/rPM3cXRnYNwwHe3uc7BVua7EGj5Jscvf+F/jjPiZFZ5B7moQQQtSay9cTvG1wf5q7u6AoCjqtiK9+3I6qquw5dACzNpNnX17OxOC+ACSmnyPIp6XlcX0mhZMQQjQgBoOBmdOnMGnieJ5543U8NDDo9Xh6enJHwA4MF7J/Hyn3MQkhhKg75fc29ezWiQC/svuZgoOD+XDFh6jqHzMgfk48y7OAQadjamh/K0V7c2SqnqgR//znP1EUpcJPly5drB2WEI1Wbk4O3noDBr0ef7dLPBBRSPOWwch9TEL8YeHChbRp0wZ7e3siIiLYs2fPNcebTCbmzZtH27ZtcXBwoH379rz22msV10i7gTFCNEVxCUkEtPKja6eyoin3YgH33nsvOn//CuP0/vV/St7VyBUnUWO6d+/Or7/+anlc3npSCFHzvL296R6gp+j8fvo230LRIQ3bns/g3us5ijN3Y+8VIfcxiSZtzZo1zJ07l0WLFhEREcGCBQsYNmwYR44cwcvLq8p9/v3vf/Pxxx/zySef0L17d2JjY5k4cSJubm488cQTNzxGiKYoJKgnH0fvwc/Hi5S0DG7teom8ffMZ+cijfFzymaV73shHJ1g71Jsm32wbmejoaF588UUSExPJycmp8FxeXh6urq619toGgwEfH59aO74QTZ2qqpjNZmwMOvL2v0eI/WfgeYHyXhElWTH4DF1r3SCFuIK18tL8+fOZOnUqEydOBGDRokVs2LCB5cuX8/zzz1e5z65du7jvvvu4++6y9WTatGnDF198UeFK1Y2MEaIpycvLw9nZmTEReeTtzeVAyi4GtirmgR555O7dx6iez6KfMaVB3ct0NTJVrxFJSkrilltuITg4mO3bt7Nx40Y8PDwYMmQIa9asuaHk9Oabb+Ls7HzNnzNnzlS577Fjx/Dz86Ndu3aMGzfuquOEEFenqiofLlrKnQ8/yl3PPMXiPdtQzWaKiopYtWoVX331FRf2li1mq5T+UTTJ1DxRH1krLxmNRuLi4hg6dKhlm06nY+jQoURFRV31tfr168emTZs4evSoJf4dO3YwfPjwao0RorFRVZWPFi9j8ow5fLR4meWepZSUFJYsWcKPP/5IaXYMD/fL5Y1RGTzcLw+9DkCjNGsPU0P7s/DuMUwN7Y9B13DLD7niVEtUs5kVCVEVquva/ofyxBNPcP/99/POO+8A0K1bN8aOHUtcXByjR4++oWPMmDHjumP9/PwqbYuIiGDlypV07tyZtLQ0XnnlFQYOHMj+/ftxcXGp/psRoolaErmSjxYtK3twED7Kz8NcYsS89wjZ2dnY2tqS5nwQJ/64n0KxdcetyzSZmieuqSnlpezsbEwmE97e3hW2e3t7c/jw4ase5/nnnyc/P58uXbqg1+sxmUy88cYbjBs3rlpjhGhsrlzUFuC2wQP45ptvUFWV9PR0dGHhkLENkwbfqhEcMvnTVZ/KJM9wK0dfc6RwqiUrEqJYErcTDdiTchqgVjuHZGRksGPHDrZu3Vphu5OTU6U1X67Fw8MDDw+Par/+5WfaevXqRUREBAEBAaxdu5bJkydX+3hCNFVxCUkVHrvkFZK2LRq9asLFxYVx48Zhl7GK3L3/AzRAwa3LNGk1Lq6rqeWlm7F27Vo+//xzVq9eTffu3UlMTOSpp57Cz8+PCRMm3PAYIRqbyxe11TSNI0eOkJVetqBthw4dePDBB9HpFRZlaPycXkS6agco7DO3wa00gmlWjL0mNdxrZfVcYvo5y/lg7ffHtSkuLg6z2UxgYGCl7WFhYQD079+f3bvL2hNPnjyZd999t9Jx/sxUvcu5u7vTqVMnjh8/XgPvToimIzT4j99hX29Pbu3aBb1aduZ8ypQpeHt7y2K24qY0pbzUokUL9Ho9GRkZFbZnZGRc817c5557jueff56HHnqInj178uijj/L000/z1ltvVWuMEI3N5YuvB/XogoebMwAhISGMHTsWOzs7VibF8Ok5jXTVnvIOrxqQlJFqpahrnlxxqiVBPi3Zk3L69/PBtb8astlsBqCgoMAyNW7v3r1s27aN119/HYB58+bxr3/9i4EDB6LT6Xj66acrHedmp+pd6dKlS5w4cYJHH320um9FiCZt6sRHKEzfRcLpEjq27oiiKLRr147Ro0djZ2cHyGK24uY0pbxka2tLaGgomzZtYuTIkZZ4Nm3axOzZs696nMLCQnRXTF/U6/WW93KjY4RobMoXX08+eQJnR3sAbrvtNgYMGGApqC4/OVOuLj5r6pIUTrWkrldDjoiIwMHBgeeee44XX3yREydOMGvWLGbNmkWfPn0AuPPOO3nxxRfZsGEDGzdurPI4Nzsl4tlnn+Xee+8lICCA1NRUXn75ZfR6PWPHjv1T70uIpqbg8EIebP8Tt7ZszsaUtnRq7cD9Dz+MXq+3dmiigWtqeWnu3LlMmDCBsLAwwsPDWbBgAQUFBZYuewAffvgh3333HZs2bQLg3nvv5Y033qB169Z0796dhIQE5s+fz6RJkyz73MgYIRqb8sXXT5w4wZo1a7j33nvp2bNnhTGXn5wB8Hdx455OPRp0F70rSeFUS+p6NWRPT0/Wrl3LM888Q69evWjdujWzZ89m7ty5ljExMTHk5OQQEBCAjY1Njb7+uXPnGDt2LOfPn8fT05MBAwYQHR2Np6dnjb6OEA2dqqosiVxJbHwiio8HtqFdCfFvbblRvzhzN6DR3C6be1uuxdM/SIomUSOaWl4aM2YMWVlZvPTSS6SnpxMUFMTGjRsrNIzIzs7mxIkTlscffPAB8+bNY+bMmWRmZuLn58f06dN56aWXqjVGiMbEbDajYCZv/3s4Ze7msdvD8e3etdK4qk7ONOQOelVRtCa21HV+fj5ubm5Vrh1RXFxMcnIybdu2xd7e3koR1o6UlBTuuusu1q1bxwMPPMCnn35Kjx49rB3WdTXmvxPRNH20eJmlMxGATe9u2PbuypSe4TifTCHEPwWHc/Mpb/zg3uu5RjUt71qfwU1ZU8xNDTUv3azG+vcoGrdz587x/fffc1dQIUryf2iMuak6ealxlYGiSkVFRYwaNYoPPviAtm3b8sILL/Daa69ZOywhmqTY+EQuP1+lpmZhr5o5ty2K48eP87+99rj2eFYaP4hGTfKSEPXD1dZnAjh06BCffPIJ2dnZ7EhIg8vay5TNjmh6ZKpeE+Dg4MCuXbssj0eNGsWoUaOsGJEQTZNqNnMuL6fCNg9HRwacL8FgBldXV8aMGYPHFWvPCNHYSF4Son64cn0ms9mMTqfj6JEjNPu9c17Hjh25tXMKq/b25ZDJr9GtzVQdUjgJIUQtK7+vaf3WraSkpFu2+/p40a9rFwxm8HAsYsLkp2X6mhBCiDpz5fpMP2zYSItmrnTq0BYAewcnHnroIZbF72RtqYYGjW5tpuqQwkkIIWrZ5Wf0yrVv05qQoO7oFAWdfT6jb/OVokkIIUSdCg0OJHp3DJqmodfpaBfgj49XCwCS9h+mWfMW6HQ6kjJSK6wD15jWZqoOKZyEEKKWXX5GD0BxdcK3jT86RcHgVszUwT54Bj5lvQCFEEI0SeXrM8UlJGFWVQx6HSaTid1xezmbksasIbcCdb8OXH0lhZMQQtQw1WwmMnYH6774hgv7j1FSUFjh+Va9Auh+my89808Q3LMT7j2fQtHJx7EQQoi6Vb4+E8CEcSPYvjcHV2dnsnMu4ONWypiIPKDu14GrryRTCyFEDVuREMVHS1dQGnPQss3Wxob2Xdpj73SOV8N/Qp//EwB5+xQURWk0bV2FEEI0HGfPnuXUqVMMHDiQrv7FxBwoJTvnAgC3dS9APR8D1P06cPWVFE5CCFEDVFVl0bIV/LhtGzlu9phSsyzPOTk6MKhfb1xdnMl18UKv23/Znk23rasQQgjrOXjwIN9++y0mkwldyifYhHTC5sIlTGnn0fs2xyY0B3uvCGuHWa9I4SSEEDVgSeRKPlq0zPJY5+cJgIe7GwP7hmFvb0ehquLjdOaKPRVJTEIIIWpdeYfXuIQkunZqT8HFsml4LR1P4WX8hQPG+7Dp3Q2b38fvMMDcbnOsF3A9JIWTEEL8CeWJ6LPP11TYrinQbnBvgt08MOj1XDIW0jzgOA95nsO13bMAlGTFYO8VIYvcCiGEqHXlJ/gCe3a1FE3dfc4T4vhfdIpGV30Ke80BlLV/gLQSWJkUI1P0LiOFkxBC/AmLlq2ocKWpXKeO7Qhq1hwAP4cz3NL2Z2x0pdi5DKZZ4HN1HaYQQogmLj4hib7hwbT08wEgO+0Y/fsWUpJZ1vX1fsMetun6k1byxz6J6eesEWq9JYWTEELchPJ7mpZ8sqrCdoODPe37hxLk4gZAF6/z9Hb+LzrFhEzLE0IIYS3du3YkP/cCJpOJ6NgkaKnw6TkwOI3mkNGVwObu3O0ZQWRCdJNvO341OmsHIBqHbdu2ce+99+Ln54eiKKxbt67KcQsXLqRNmzbY29sTERHBnj176jZQIWpI+ZQHtai4wvaW/YJZMd6fAV6bCPLYTbjzGhx9+mDvMxj3Xs/JtDwh6siN5qXLtWnTBkVRKv3MmjXrhp4Xoj57eGAxmXnH2XnkIKmopKaorI5yZ/UFPxKL3Pj0nIai6JgW2p8I/wCmhfZvsm3Hr0auOIkaUVBQQGBgIJMmTeL++++vcsyaNWuYO3cuixYtIiIiggULFjBs2DCOHDmCl5dXHUcsxM1TVZXvf/ipwjZbZwcce3ZgSG+VvMNLaO+S+8eTigGfoWvrNkghmrgbyUtXiomJwWQyWR7v37+f22+/nVGjRt3Q80LUB6qqsmjpctZv2IiLkwMRXR0Y1zePL7Md2dOlB8aLhzEfOQuAOSULULDp3RUN2JuRwsK7x1g1/vpMrjg1MtHR0QwZMoTmzZtXOiOWn59fa687fPhwXn/9df7yl79cdcz8+fOZOnUqEydOpFu3bixatAhHR0eWL19ea3EJURuWRK7k7LkUy2MnRweG3tKfwf4tGVa0Ac2Ye9lomZ4nmrb6nJeu5OnpiY+Pj+Xnxx9/pH379gwePPiGnheiPlgSuZKPFkeiaCa6d25Pap4rK9cf4ECRExoKprTsCuPLH8vUvOuTwqkRSUpK4pZbbiE4OJjt27ezceNGPDw8GDJkCGvWrMHV1fW6x3jzzTdxdna+5s+ZM1e2U74+o9FIXFwcQ4cOtWzT6XQMHTqUqKioah9PiLqiqiofLV7GxGmzuOOhhwm5bySLvvjS8ryHuxtDb+2Pi40tBsyomp3lOcXWXabniSatPuel6zEajaxatYpJkyahKEq1nxfCWuISkujcsS39wkPQ6/UUFBZx8JwdXfUpKGjofVtUGB8eGixT826QTNWrJZf3yg8NDmTa5McwGGr3j/uJJ57g/vvv55133gGgW7dujB07lri4OEaPHn1Dx5gxY8Z1x/r5+VU7tuzsbEwmE97e3hW2e3t7c/jw4WofT4i6siRyJQsXLUPTtErP+fl40bd3MAaDnjyDgo/vCdxtL/z+rIJbl2m493qmbgMW4iokL1XPunXryM3N5bHHHrup54WwBrPZTKd2rSn+vTg6ejyZxH2HCOrjwf2GPdh7D+Cgzx0Y/VqhpecQFhJUJ58FjYXV/5QWLlzI22+/TXp6OoGBgXzwwQeEh4dfdfyCBQv4+OOPOXPmDC1atODBBx/krbfewt7evg6jvr7Lv2xF744BYOb0KbX2ehkZGezYsYOtW7dW2O7k5FStM2EeHh54eHjUdHhCNFix8YlVFk0du3UkuFMHFEWhyK4EH8/DTArpg0EXQnHmblmfqYFrjLlJ8lL1REZGMnz48KsWZdd7XojaVn4yJDY+EbPZjF6vo0ObVhhLitE0jcRjJzh6JgWdXwv2ndV4NfFOFr0xCwd7Rxhh7egbJqtO1StvFvDyyy8THx9PYGAgw4YNIzMzs8rxq1ev5vnnn+fll1/m0KFDREZGsmbNGv7+97/XceTXF5eQZPmypWkacQlJtft6cXGYzWYCAwMrbQ8LCwOgf//+7N69G4DJkyfz7rvvVjpObU2JaNGiBXq9noyMjArbMzIy8PHxqfbxhKhN5dPzJk2fzaHMtErPt2vTipDOHVEUhY4uB5ne9lum9e5P815zce/1DD5D1+Le6xkUndXPTYmb0Fhzk+SlG3f69Gl+/fVXpkypurC83vNC1IXykyHRu2PYExOHudSIsaQYNBN2nsmkDO6BTZcAzKnZqCnnidl0kNlv/cvaYTdoVs3qlzcLAFi0aBEbNmxg+fLlPP/885XG79q1i/79+/Pwww8DZW1Bx44da/nQrU9CgwOJ3h2DpmkoikJocOD1d/oTzGYzUNZFyMXFBYC9e/eybds2Xn/9dQDmzZvHv/71LwYOHIhOp+Ppp5+udJzamhJha2tLaGgomzZtYuTIkZaYN23axOzZs6t9PCFq00dLIlm05LKmJbYGMKqWh2n5F8BQRKDLXgKbxdOs63MyJa8Raay5SfLSjVuxYgVeXl7cfffdN/W8EHXh8pMhAPsOHsHdzYX89Dj+3v4wBjWXVWmlFfY5vP9QXYfZqFitcCpvFvDCCy9Ytl2vWUC/fv1YtWoVe/bsITw8nJMnT/LTTz/x6KOPXvV1SkpKKCn5Ywnk2uzgc7lpkx8DqDCXvDZFRETg4ODAc889x4svvsiJEyeYNWsWs2bNok+fPgDceeedvPjii2zYsIGNGzdWeZybnRJx6dIljh8/bnmcnJxMYmIiHh4etG7dGoC5c+cyYcIEwsLCCA8PZ8GCBRQUFFi+nAhRX3zx3fcVNygKer0Ok6nsi+ADXc4yutUhbOxdcOsizR8ak8acmyQvVc5LH374Id999x2bNm2yjDObzaxYsYIJEyZUed/H9Z4Xoq6EBgeSmJhEUXEJoFFYVMzPm3dg52rLjO198e/tj1fLDFLOnbfs06VHV+sF3AhY7Tf+ZpoFPPzww2RnZzNgwAA0TUNVVWbMmHHN6RBvvfUWr7zySo3GfiMMBkOtzh2/kqenJ2vXruWZZ56hV69etG7dmtmzZzN37lzLmJiYGHJycggICMDGxqZGXz82NpZbb73V8rj8dSdMmMDKlSsBGDNmDFlZWbz00kukp6cTFBTExo0bK/0bEMIaLr9xvuDipQrPObm5Mjg8mDOpZ+llv5sxffLQ65DmD41QY85Nkpcq56Xs7GxOnDhRYb9ff/2VM2fOMGnSpCqPe73nhagrfcJDyUg7R+LJo1zMOcvFPJWCi2ZK8o2k7EklU3PHEBpKgKMf+adT6dKjKwtf/Ie1w27QFK2qu57rQGpqKv7+/uzatYu+ff9offjXv/6VrVu3VjnFYcuWLTz00EO8/vrrREREcPz4cZ588kmmTp3KvHnzqnydqs7qtWrViry8vEptUIuLi0lOTqZt27b16obempCSksJdd93FunXreOCBB/j000/p0aOHtcO6rsb8dyLqlw8/XsJHiyMrbfdo5saggRHY6Q042xYyflhzTDmxluYPch9T9eTn5+Pm5lblZ3B9ILmp7jTUvHSzGuvfo6h7mqaxc+dOy5XScw56EtxtMK7fjnouyzJO19IL+xEDifAPkEVtr6E6eclqGf9mmgXMmzePRx991HIzZs+ePSkoKGDatGm8+OKL6HSVe13Y2dlhZ2dXaXtTUlRUxKhRo/jggw9o27YtL7zwAq+99hpr1qyxdmhCWJVmVslMnM+zK3cTvyu14pN6Hf5d2tO3Q3v0Oh0etlncPyQAz5DnrBOsqBOSm+qG5CUhru5qSweUGot5/62ZpOQYcPPwB+CEk56DLjaAguLrCZcVTnrfFrKobQ2zWuF0M80CCgsLKyUgvV4PUGW7YFHGwcGBXbt2WR6PGjWKUaNGWTEiIeqHvP3vMXfJzyREX6r0XIfWrQjpWNZu3N8plRG3dcQz6Km6D1LUKclNdUPykhBXd7WlA95/axZH0x3w8/FC0zROnDlKQuZF9L4tMIR2xhDaGQAlIwffDm0IuKUPof6tZVHbGmTVOSbXaxYwfvx4/P39eeuttwC49957mT9/PsHBwZbpEPPmzePee++1JCkhhLgRqqqyZNXP7E0oqvRcr+6d6dqpPQB6p2zuH9oRj6Bn6zpEYSWSm4QQ1nTl0gGx8Yks/HgJKXlu+Pm4oZpMRMckkpJWdmXcfC4T0LDp3Q3b3l2ZFtqfqaH9rfgOGi+rFk7XaxZw5syZCmfx/vGPf6AoCv/4xz9ISUnB09OTe++9lzfeeMNab0EI0UAtiVzJJ7/kUdX1gJISIwCZ+cm8cl93mvV6qk5jE9YluUkIYU1XLh1gzD/FR4v3ENSzG3b29uyIiuP8hdwK+3hmpdDZ/06CfFrJFaZaZLXmENZyrRvA5MbN+kf+TkRtmTxjDlHRe/7YYGeDX7A/g5VEDqfa0TXAkceG+9By+DqrxdgY1ffmENYiuanxk79HcaMuv8epm28BcXGxJJ5xQAHs7e0pKimBK76+97nvDpa/8pp1Am7gGkRzCCGEsAZVVVm0bAUHL2tB7OTkSNCA3tj27clUp1JKLhzArlkHvG5dbcVIhRBCNEXlSwfs3buXPZs/JcPsDpSgAUXFxej8PDGnXtY9z88Tu9Bu1gq3SZHCqQpN7CJcvSZ/F6KmLVq6vELbcQ9/bwaGBmGv12ObchqfWd9aMTohrk4+Dxs2+fsTV3NlF72pkyYQFRXFb7/9BrjgZOMNnAHKiiTbe/phSjiGKS3b0hgixL+1Vd9DUyGF02XKF98rLCzEwcHBytEIKPu7AGp8YUTRNFTV0nX9ho2W5/18vegbGoRBr0exKeTBNmetGK0QVZPc1DhIPhNXc3kXvd17YsnPPU9JcTEAx9NTOZ58xjJWu1SIotNh27srob6t0Ot0BPm0lPua6ogUTpfR6/W4u7uTmZkJgKOjI4qiWDmqpknTNAoLC8nMzMTd3V06U4mb8vHSSD5evByAqOg9/HBkP/klZV30OrQLIKRXNxRFIdfOxEy/z/Fs9bQ1wxWiSpKbGjbJZ+J6yrvoGQx6+vUOpqS4GA3Y72rDsXMlFcZq+QU47D/FhImPMjG4L4Yq1okTtUcKpyuUL3BYnqCEdbm7u1910Ukhrmf9rz9WeHz2yHH0AV4EenvRpWM7AE5eyqdnFxXPrk/j1uNJa4QpxHVJbmr4JJ+JqwkNDiQxaS8D+4TSzN0Nk9lMXHN7Muz1GEK7YDpyGnN+oWW8U06BtBu3EimcrqAoCr6+vnh5eVFaWmrtcJo0GxsbOTMnbkrZ6uqPk37ufMUnNHAM6ULb9LIFb0/lpdK15wWeGvWlnLUT9ZrkpoZN8pm4lqkTHyH3xHqK7BwxGos5cOE06b49UQBFp+DQpRUFe45Yxut9m1sv2CZOCqer0Ov18iEnRAOkqioTJzxI/KFMoOJ0Jk0B1aDDzf8Evc1nmdD+OPbe/aVoEg2G5CYhGp+CwwsxXzrC1jgjRUXFFBQWoTuVDzoFvW8LWg8M54ymtzSDuG/M/dYOucmSwkkI0agsiVxJ/KEsLi+anJ0ccXF2Qudvwx02UYx2SwE1H7tm/aXluBBCiDqnmVWif3oHu5LDeOkPsuWsF9nnL1ieL283bj6XiadfK0bMmEJi+jlpBGFlUjgJIRqVuISkCo+bN3NnQL8wbGwMjOyRTLtOgbj1eBJFJx9/Qggh6p6maWxc+3/sOVKKSfXH5kISBT5t4eypqndIz5F7muoJ+eYghGhUQoMDiYreA4C/rzd9w4PR63QYHezodOdHODs7WzlCIYQQTZGqqixetoJTJ0/g7FS2tMDRk2fZe8AWQ5g9Nr27YUrLBrNmueKkKAphIUFWjFpcTgonIUSDpaoqCxcv4Yuf11Ok6rDXm3nojnuYOX0yR48dw8PVCUVRKHZ14oXpM3F2dLR2yEIIIZqoj5cs4+D+/fh4e2LWNOITD3DiVNkaTeb0HOxHDMQG8HNy4Y6LBhIS91rWIBT1gxROQogGa0nkShYv/cTyuBRYGvkZj40bRXO3sitLoaGh3HXXXeikAYQQQggryc/PJ+1cMj7enqiqyq6YRNLS/1heQO/bAii7O/feLr1kal49JYWTEKJBKjYa+ezrbyttb9PKn6LCAgCGDBlC//79ZbFQIYQQdUZVVRYtXc4PGzaiASPuvpN2AS2xs3OkqLiY7VFxXMjNs4zX+XkScEs4rdw9pPlDPSeFkxCiQZr5xmvkZZ2vtP3U2RQGDejD3XcNp2fPnlaITAghRFO2JHIlHy2OtDz+aHEks2ZMob37Wb48fJFLTgZsHD1QFT0GP09sQjvLVaYGQgonIUSDoJlVMhLe4dnl2zlxRqUgr8TynKOjA8VmE06eTjx85whmTZ+GwSAfb0IIIepeeXdXrxbNycwuO8EXn7gXBnci3UHDJlgBNGx+XzYjzLeVXGVqIOSbhRCiQchMms/Ij+PJj82usL15M3cG9A2llELefuNdmZYnhBDCKlRVZUnkSs6dS6F7l4706NqRQ0dPsPfAEUKDA/mq+BKlMUmWhWwNoZ1RdDr0Op0sxN5ASOEkhKj3VFVl3Md7yI89W2G7v683fXsHodfraeVmT0lJCfb29laKUgghRFNUXFzMjDlzSdq7n1KjkbDgnrQNaAmAk53GY/d1ZerER/jh+b9RGnMQKFvYFsC2d1eCfFpaLXZRPVI4CSHqLc2skrf/PZas+pnUPXkVnuvYvg3BPbuiKAptffSMmTAXOymahBBC1LHps58mJjYeG4OBgf164+PVArPZzIHTJ4gYfJH7DbspOLwQnwITpy/bzynnEhND+8s0vQZErgsKIeqtnH0LWBq3nW8PmS3bFCCoZ1dCenVDURTyjPk8MvXv2NnLGk1CCCHq3t59B3BwsOe2QX3x8WpBaanK9ug4jtnYsKa0H6+VPEhBxm56hwRZppMrisIjdwxjamh/mabXgMgVJyFEvVRUeIlR/9hAemYpiq2NZXtYcE/atWkFwOHcDCLffFvWaBJCCFHnytuOq6Wl3DlkIM7OThQVFbMtOo6Cjv4YQjsDCvvNrfi2NIDHf1/INi4hSRa2baCkcBJC1BtmtZjM3x7mfPpBHlrghslUtl0rKQVnBxRjKadTUmnV0pccbxORf/s/HO2drBu0EEKIJunytuN7Dx6lW+cObI+KoaRbG+x6dwHKmxUpHNZaYTAYmDl9itXiFX+eFE5CiHojbfPDrDpn5rMVPphNRZbtiqKglaq4TbmLL9sl4db/7zg4OFgxUiGEEE1d/O9txwHOpqRxLjUdXBxpHe6L3k4h/Y9VMwjyaWWFCEVNk8JJCFEvqKrKc98VkHTGBu3iH0VTcw93IkID2XXyJB11adh7RUjRJIQQwipUVeXjJZEkJSXRwsMNB3t7ioqLAdA0DZvOAfjaGlny6LOsSIgiMf0cQT4tpQFEIyGFkxDCqlSzmeXxO/l25XLOROVWeM7fz5s+YUEY9HrCwnvwjzAn3Ho8aZ1AhRBCNHmLl60gPi6WNq3LWoj7+XpxIiUNxd4WfafWGEI7YfBohUGnY2pofytHK2qaFE5CCKtakRDFktidFO09XWF7p/ZtCPq93bjeBf4183kcpd24EEIIKyi70rSMY0cO0aZ1S8xmM7GJ+0k+fQ7F1ansR1EAhfSCS9YOV9SSm2pFtX37dh555BH69u1LSkoKAJ999hk7duyo0eCEEI1fYvo5SuOOoOUXAGW30gb37Erw7+3GDVzkhSdekKJJXJfkJiFEbflo8VKSTxynuYdHWbvxqFiST58DQMsvwHwuk9KYg5TGHra0HBeNT7ULp2+++YZhw4bh4OBAQkICJSVld77l5eXx5ptv1niAQojGR1VVPly0lDsffpSk//6GKTULAL1OR7+IEDp1aAvAyeQT/PXvb6E32FozXNEASG4SQtSWjPRzZKWdwc3VhcKiIjZviyI9M7vKsaajZ7irY/c6jlDUlWoXTq+//jqLFi1i6dKl2Nj8sbZK//79iY+Pr9HghBCNi2ZWyU54m0dH38ZHi5Zx5uBRcnYkgPb784CNjQ0mk4moPQmE9xlQ4XNGiKuR3CSEqC0Xdj9BYamJ3Lx8ft0SRW7+xauOdbGzZ3JIvzqMTtSlat/jdOTIEQYNGlRpu5ubG7m5uTURkxCikcrb/x5Lli4j6aR7he1mNFoP6IZfqRPFRhOZOfmMGHGPLA4obpjkJiFEbZnzE5xPisakmihV1WuOfeT+kRhkUfZGq9qFk4+PD8ePH6dNmzYVtu/YsYN27drVVFxCiEZGNZuJPHyGr8+0BS5Ytjf3cMfX35++gx14etR71gtQNGiSm4QQNUXTNDZt+hVdXizd3BLIOFeEWnzZoky2BnQtmqEp0KpjO+7q1J2kvfsJDQ6UE36NXLULp6lTp/Lkk0+yfPlyFEUhNTWVqKgonn32WebNm1cbMQohGoHl8Tv5PNuLkry9lm0t/XzoExaIXq8nwsHOitGJhk5ykxCiJqiqyvfff8/+/fvRNI03DhRhzi+qMEbXwh3P0bfzUI9QJof0kytMTUi1C6fnn38es9nMkCFDKCwsZNCgQdjZ2fHss88yZ86c2ohRCNEAaWaV3H3vkn/8K77YDt+f9KDkQgnaxUIAOnVoS1CPLiiKgmLMIHToO1aOWDRkkpuEEH9WwcVcPl/2Bmn5zmiamT3x+0g7k1lpnJ2NDf8bP0cKpiZI0TRNu5kdjUYjx48f59KlS3Tr1g1nZ+eajq1W5Ofn4+bmRl5eHq6urtYOR4hG60LS2+Ts/Q8v7exOQvQfa1ooQFCvbnRq3wYAfWkqz/79bewd5fexKajtz2DJTUKIG6WqKouWLmf9ho3Y29oQ2iMA9E6UmkzsStpH+unUKvfre98wIl95tY6jFbWlOp+/N70Arq2tLd26dbvZ3YUQjVzGka95+MtAilPzLNv0eh19woJo6ecDQHJGJisWLpI1L0SNkdwkhLhRSyJX8tHiSJq5uxHSNwz0dhQWFbFtVyx5V3TOc2vbEp1OR5ceXVn44j+sFLGwtmoXTrfeeus1v+Rs3rz5TwUkhGi4NLNK3v73uJQezdiV7pSk5lZ4vkVzD/x9vTGZTBw9m8yyhYulaBI1QnKTEKK64hKSAGjezA0Hezty8/LZtiuWouJiAHSujrh5tqBz9y4E+bQsawDh11qm6DVh1S6cgoKCKjwuLS0lMTGR/fv3M2HChJqKSwjRAJ3fO5+lsTv4ZrdrpaIJICMzm7ikA/h6GPgi8jMU3U1f9BaiAslNQojrUVWVJZEriUtIIjQ4kF49uxEVvYfjyWcwmc2cTUlHvazduF/PAH5ZuJKPFi9j4aJlaJpG9O4YAGZOn2KttyGsqNrfWt59990qt//zn//k0qVLVT4nhGj8So3FPLl4Ewn7jXAxw7K9uYc7RUXFFBaVncE7kXyG4XdOlaJJ1CjJTUKIa1FVlckz5hATW7Ygdk52FhkXMsDWAEaV5NPnygba2oACuubu3DN2HFB2Zaq8JYCmaZYrVaLpqbFrjY888gjLly+vqcMJIRqYd998nISoXPi9ax6UtRu/dUAEg/r1xsZgwN7JkZkzpsg6F6LOSG4SQqiqypTHnyAmNh6dTkff3kEE9exKUNeeYLxiQVtjKZSUYk7NYuN3GwAIDQ60TAVWFIXQ4MC6fguinqixU75RUVHY29vX1OGEEA3MN1tOVHjcuUNbgnp2BeBSQSFmTWP6+HEyvUHUKclNQoglkSvZExOHrY0NA/qE4tnCA5PZTPLpswAork4ork5oeZcsS2YAmFKzASwn+8qn+MnJv6ar2oXT/fffX+GxpmmkpaURGxsriwwK0QSUN4AoztyNvVcETt3msDIphkKzAShBAYJ7daPj7+3GU7IyUDWFx6dNkmQjao3kJiHE1cQlJOHk6MCgfr1xdXHGaCxl5+54MrPPA2DoHIBN764Ur9tWoXDycXIpe95gkJN+AriJwsnNza3CY51OR+fOnXn11Ve54447aiwwIUT9lLf/PXL3vg1oFKRu44lP9hN/JBucHdAXFFVoN+7k4srCv/8dGxsb6wYtGj3JTUKIq+nZvTNezVywt7ejoLCIbTEJXLI3oPh7YvDzxBDaGQDtisacer3eCtGK+qzahdOKFStqIw4hRD1VfoWpKCMaBROF5w/ylTGCbaZuXIhJJnfPQcvY8P69aenliaZpjPzLXwgKlHngom5IbhJCVMVsNqMz5mBvb0dxYS4H8s5hHj0IO/SocUcwpWVDHBhCO2Pw86Q0JQsou5cpLCTIusGLekfaWgkhrunyK0wAXxT14ctoN0z7t0NJaYWx+1NTad+6GRPGTqV169ZWiFYIIYQoU2os5oN/zWTfwWO0bduRtLaOZOjCAAU15iClMYcAMJ/LxN/VjfumTqQ09AgJiXvlXiZRpRsqnJo1a3bDi1Tm5OT8qYCEEPVLceZuQMOkKaw1RrBmtzumuMOW5+3t7CguKQGgs3cejw9zpYUUTaIOSG4SQlSl/B7HL5f9g8hv96OhsPvwARRXJwydCzCEdsaUdr7CPr4FJqaHD4LwQVaKWjQEN1Q4LViwoJbDEELUV4YWYXx1toTfjF04F5OOGnfE8lxLPx8iwgKJid/Lbd0KmTT2dpr3etqK0YqmRHKTEE1b+YK2sfGJmM3mshMpmoZnczecHOw4c/QcGn+cXNHyCyiNOYh65DSKs6Nlu7QYFzfqhgqn2lx1feHChbz99tukp6cTGBjIBx98QHh4+FXH5+bm8uKLL/Ltt9+Sk5NDQEAACxYs4K677qq1GIVoylanwJrSfhj3HES97ErT5e3Ge3bvwl///S9rhSiaKMlNQjRtSyJXsnDRMsvitLa2NgzsE4qTgz0ms5n0Akcgr9J+Wn4BWn4B7m1b0tXbT6bliRv2p+5xKi4uxmg0Vtjm6up6w/uvWbOGuXPnsmjRIiIiIliwYAHDhg3jyJEjeHl5VRpvNBq5/fbb8fLy4uuvv8bf35/Tp0/j7u7+Z96GEOIqNLNKYno6xj05lqLpynbjp1LSWLhgvvWCFOIKkpuEaBriEpIsRZOTkyOD+/XGxdkJo7GUHbvjyMr+fYqunU2le3IBXB0ciVz0QV2GLBq4ahdOBQUF/O1vf2Pt2rWcP3++0vMmk+mGjzV//nymTp3KxIkTAVi0aBEbNmxg+fLlPP/885XGL1++nJycHHbt2mVpb9ymTZvqvgUhxA0oVY18+O0zHIrKRI09BYBer6Nv72D8fb3RNI3kjEwWffAeDnZ21g1WNHmSm4RoekKDA4neHYOHuxsD+oZib2dHQUEh26Jiyb94yTJOaeGOwc8T9chptPwCy/Z7Bsn9TKJ6dNXd4a9//SubN2/m448/xs7OjmXLlvHKK6/g5+fHp59+esPHMRqNxMXFMXTo0D+C0ekYOnQoUVFRVe6zfv16+vbty6xZs/D29qZHjx68+eab10yIJSUl5OfnV/gRQlydajazJHY7f/n0LVbl+JG3LwUo+/28dUAf/H29MZlMHD6WTOQH70vRJOoFyU1CND1TJz7ChJG9uHVgBPZ2duRcyOPXrbsqFE0Ajq18sOndFfuH78Cmdzdad+vE7MenMmPKRCtFLhqqal9x+uGHH/j000+55ZZbmDhxIgMHDqRDhw4EBATw+eefM27cuBs6TnZ2NiaTCW9v7wrbvb29OXz4cJX7nDx5ks2bNzNu3Dh++uknjh8/zsyZMyktLeXll1+ucp+33nqLV155pXpvUogmbEVCFEtid1Iadwr1yGnL9Aaz2Uxm9nmcnRw5dPwUX3waicEgKxqI+kFykxBNi2ZWydzyMAf9/NDty8Wm1ETUngTU8hMWLk7o3JzQ+7Yg9K4hhPq3JjH9HEG9BzIxuC8GXbWvHQhR/cIpJyeHdu3aAWVzxstbvA4YMIDHH3+8ZqO7gtlsxsvLiyVLlqDX6wkNDSUlJYW33377qsnphRdeYO7cuZbH+fn5tGrVqlbjFKKhKiy+xOcJWyiNO05pzMFKz+89cIRLwLrVn0jRJOoVyU1CNA2qqrJ42Qp2b1/PubxcMswl6C4VYb5YaLnfCUDn4oD9iIEoQKh/a6aG9rde0KLRqPY3n3bt2pGcnEzr1q3p0qULa9euJTw8nB9++KFaN8K2aNECvV5PRkZGhe0ZGRn4+PhUuY+vry82Njbo9XrLtq5du5Keno7RaMTW1rbSPnZ2dtjJVCIhrqugMJfhny4gL+4UpXuPA9DK34d2Aa3YHh2H2WymZZf2fL1imRRNot6R3CRE41HeZjwuIcnS8a487yxaGklSYiK2Tv6kH8gEsqlqUqymKPi7uHFPpx5MDO5bp/GLxqva1yknTpxIUlISAM8//zwLFy7E3t6ep59+mueee+6Gj2Nra0toaCibNm2ybDObzWzatIm+fav+B96/f3+OHz+O2Wy2bDt69Ci+vr5VJiYhxLVpZpULSW9z8qtwbnvwQbIXbyxbSb2klM4d2tIvPAQfb09Cg3oy+/Gp/LTqU+zld03UQ5KbhGg8ytuMR0XvYeGiZSyJXIlmVkmNeYdzyYdo6eeDn48Xzdyv3i3T4OdJS1d3pob2l2l5osZU+7Tx00//sbjl0KFDOXz4MHFxcXTo0IFevXpV61hz585lwoQJhIWFER4ezoIFCygoKLB0Mho/fjz+/v689dZbADz++ON8+OGHPPnkk8yZM4djx47x5ptv8sQTT1T3bQghgKy97/Jc7GkSvm2BmlrWiezKduMXNTNLF30oXwBFvSa5SYjG4/I245qmse6Hn4iP+plWrQJwcGpGidHIzug4LuRW0VRFr8MmpAuG0M4E+bSs48hFY1ftwuns2bMV5mEHBAQQEBBwUy8+ZswYsrKyeOmll0hPTycoKIiNGzdabso9c+YMusvOErRq1Yqff/6Zp59+ml69euHv78+TTz7J3/72t5t6fSGaKs2skrf/PZ6LPUdC9EVL0aTX6+nbO8jSbjzHbGL+P1+Rs3Wi3pPcJETjUd5mvLx4KioswMsvDAy2GNUiNsftI//8hSr3NQR3xqZ3V8J8W8kUPVHjFO3yO+lugF6vZ8CAATzyyCM8+OCDNGvWrLZiqxX5+fm4ubmRl5dXrQURhWgMygumSyfXUHLxDA9uvZ2S2KMA2NnZMrBPGM093FFNJvYeOMI3az6X+5lEjaqtz2DJTUI0Hpff41Rw8SKd2rdGr9dzPieXHfGJGF2cMKdmWcbbubvSq2NHDH4tsA3tSoh/a+mcJ25YdT5/q/0vKjY2lvDwcF599VV8fX0ZOXIkX3/9NSUlJTcdsBCibuTsW8DSuO28lB3GayUPYjyaYnnO1sYGZ2dHSkqMbNmxm9uHDpGiSTQYkpuEaDwMBgMzp09h2Ufv0ss/D4CUtAx+27Gb4ouFmFOzUFwcLeNLcvOJCAsh8pVX+XjEWLmvSdSaal9xKqdpGlu2bGH16tV88803mM1m7r//fpYvX17TMdYoOasnmqpS1cjkT17goMkLzayhxh2mNP4ImP64ob25hzvN3Jtx57ChFboYCVFTavszWHKTEA1fqWpk0S/vkZiRTlF0AqeP6MjNvUiFL6x2NpZ1BgH69gknctEHdR6raPiq8/l704XT5eLj45k8eTJ79+695krp9YEkJ9HUaGaV83vn80xcKgdMvmhmjZL1OzCnZtHK3xej0UhGVtk9Tr1Dg4lc/KEUTKLW1OVnsOQmIRqGy6fmhQT1JM+Ywa96A3l6heLVv6DlF1TaR+fnWWG63uzHpzJz+pS6DFs0EtX5/L3pb0fnzp1j9erVrF69mv3799O3b18WLlx4s4cTQtSS83vnMzfmDAe1VoBCaewhzKlZdOnYjsAeXTCWlrI1Oo6HHryfGVMmStEkGjTJTUI0POXtx21tbHCyM9Dcw50wfSm/nE6usmhSDHoe/8dcNnyzHnPaee4ZNIhpkx+r+8BFk1Ptb0iLFy9m9erV7Ny5ky5dujBu3Di+//77m+5eJISoPUXGYsbH5JNe6kvx+i2QnoOiKIQGdqdDu7Lf2eTT5xj74P3MmjHVusEK8SdIbhKi4Si/whQbn4jZbObwkaM4OzkyqG8Yzs5OlKgqCc0dUaOzq9zf3s+TWf1uY1a/2+o4ctHUVbtwev311xk7dizvv/8+gYGBtRGTEKKGzPn2fTJMTpR88QtcLKzUbjxx3yHSs87z6YqJ1g5ViD9FcpMQDUf5Fabyu0VaNG/GgD6h2NnaculSAdvzznMpLh1zRk7FHfU6dN7N8Rt1hxWiFuImCqczZ86gKEptxCKEqGHH8ksoWR+NdrEQeztbBvbtjUczN1STiejYRFJSM5g5fbJMzxMNnuQmIRqOyxe4bennQ5+wwN/bjV9ge1QcJSa1QuMi7Gyw6dURQ2hnFJ2Oe7rKyRFhHdXu1SiJSYiGwy7pBObUsqkOnTq0xaOZG8UlJWzZsZuU1AzCe4cyY+okK0cpxJ8nuUmIhiM0ONDyO9s2oCV6vZ5zqen8tmM3JUZjxaIJAAWP/kG0dGvG1JB+TA7pV/dBC8GfaA4hhKhfVLOZyPhd/HTsAPklxbjY2pF/JMPy/P6DR7G1teHw0ZNcKigkNCSIZR+/L1ebhBBC1KmJEx5mZ9K3JO4rIComkQ5tW3Pk2Emu1ua5ZdtW/PLYk3UaoxBVkW9MQjQSy+N3sjQ+yvL4orEEZ0d7LgIaYNY0YhP209Lfj8fGj5N1moQQQtS5kuJC3v/kJY4EDkI5vQP1YhaHj52scqzOYMCvQwDfLl9Wx1EKUTX51iREI1CsqqxOisKsqhh/3Ik5I4cundoTGBrEMXd34vceBKB3WAiRiz6QgkkIIUSdu3TpEp9FvktxrgutzxzncFZu5UF6Hc3atGTcHcPkBJ+od+RfoxANmGZWOZMwnwdiVErjjlK69ziKUSW0VzdLu3EHZxv69gknNDhQkpAQQog6oaoqi5YuZ/2P/yUvPx8newMRocHYOzhQUmIkK/ksGEsr7+jowGN/f4qpof3rPmghruOGvkEFBwff8I238fHxfyogIcSNy9v/HqN3F1G4+je4VIRBr6dvn1D8fLzQNI2EvQdxcyji089/sHaoQtQ4yU1C1F9LIlfy0eJIADybN6NPeFm78YuXCti2K4ZLBYVV7ufYrS0Tg/vWZahC3LAbKpxGjhxp+f/i4mI++ugjunXrRt++Zf+wo6OjOXDgADNnzqyVIIUQFWlmlZx9C1gSt5uLK9PAWFq53XhMIilpGcyaMdna4QpRKyQ3CVF/xSUkAdDK35eI0F7o9Xqycy6wIyqurHNeFQxhXZk8aTwGXbWbPgtRJ26ocHr55Zct/z9lyhSeeOIJXnvttUpjzp49W7PRCSGqlLf/PZbH7+Dzr0vBWIqiKNwyIAI3VxeKS0rYERVHqWpixtSJTJ8i7cZF4yS5SYj6SVVV1NJSnBwd6BMWiE6n42xKOrtjEzGZzWBnA6qpQttxnasTcx6fKlebRL1W7ZsdvvrqK2JjYyttf+SRRwgLC2P58uU1EpgQomqq2cyKI2fYUBqM+fz/ANA0jb0HjxDYvQvbomJxd3Nj+0/rrBuoEHVIcpMQ9cfHi5cQExcPKMQnHcTFxYmkfYcs7cZbhnWgEDtydiZa9gm/pb/c1yTqvWoXTg4ODuzcuZOOHTtW2L5z507s7e1rLDAhRGWq2cysDV8Sk+WF8ccobMxQfmttalomaelZaJrGhEfGWjVOIeqa5CYhrE9VVRYvXc7qL9YAZfcfnjh1BgDF1QmdqxN63+aMfHQCk0L6M+uN1zm8/xBdenRl4Yv/sGLkQtyYahdOTz31FI8//jjx8fGEh4cDsHv3bpYvX868efNqPEAhBJSqRhb+NJ+vftxLXupFtLxLdPbxoVOvnvy6LYrCwiKg7MpTeFgIM6bK9DzRtEhuEsL6Pl4SyfFjR+jXJ5xNW6Mwlv7RNc/QOQCb3l0BOHA+E3tbWyJfedVaoQpxU6pdOD3//PO0a9eO9957j1WrVgHQtWtXVqxYwejRo2s8QCGasmJV5an/fsXe9LMU7DlMacwJFEUhJLA7Hdq2BqCVnw+nzqYSEhwoLcdFkyW5SQjrysrKIjMtBQ93N4pLSnB0tMeYV1Y4Kb4tMIR2sowN8mlprTCF+FMUTdO06w9rPPLz83FzcyMvLw9XV1drhyNElVSzmRUJUazeF8tFYzGgUPT9NvTpOfQND67QbvzYydOE9w5l5dKPrB22ENcln8FVkz8X0VCpqsqHHy3mwvlMdDodFy9dYuuuWAp+bzeuuDhiO2YIeltbXO3sGdsjlInBfaVznqg3qvP5e1P/anNzc1m2bBl///vfycnJAcrWyEhJSbmZwwkhrrAiIYolcTu5aCwBFDSzGfviUm4d2Ac/Hy9U1cTu+ATSM1IJDwth0QfzrR2yEFYnuUmIuqOazSyN28nEF/9Ozu9FU/b5HHYcPUiB+scUPe1iIaU/RQMwtkcoU0P7S9EkGqxqz+fZu3cvQ4cOxc3NjVOnTjFlyhQ8PDz49ttvOXPmDJ9++mltxClEkxKfehoN0Mxm1Lgj2J3J4JbQIJycHCkuKWF7VCydOnbkv+u/t3aoQtQLkpuEqFsrEqL4aftWghydADibksbu2CQ0vxaVxpozzuPr6CytxkWDV+2Sf+7cuTz22GMcO3asQqeiu+66i23bttVocEI0NcWqyvQfviA27SygURp7mNKYgxRn51JiLOXipQJ+3RpFzoU8wkKDrR2uEPWG5CYhao+qqny0eBmTZ8zho8XLKDUWE3NsBxl2egrUUg4fO8muPQmYzGb0vi3QNXeveACTmdsvGuRKk2jwqn3FKSYmhsWLF1fa7u/vT3p6eo0EJURTVKoaeWDVAjKMGuVtXE1Hy9q4qiYT26NiMGsaRmMp4WEhTJv8mPWCFaKekdwkRO1ZErmShYuWoWka0btj+Pbr1Xi1gwJTK/6XmUupqmLw90Dx88YQ2hl9cEeKP/kJSv6YspeUtM+K70CImlHt0t/Ozo78/PxK248ePYqnp2eNBCVEU6KZVc4nvcO0z16wFE3m0lLa7DlGFx8fy7jiEiOKomP241NZtugD6ZwnxGUkNwlRe+ISktA0DXt7O26/pR+2Du4k7i6gNPYwJWfSMadmg683oGD6KQrHg2eIuOMWFKXsJKCiKIQGB1r3TQhRA6pdOI0YMYJXX32V0t978yuKwpkzZ/jb3/7GAw88UOMBCtHYpSfN5/7dBewr9UIza6gxh+gRf4qerVrSq3tnmrn/0eFl8mOPMHP6FCmahLiC5CYhaoeqqphMJtxcnBk6uB/N3N3o2bUT+ium3ZmOnKY05iDGM+lc2JlIqF9rZs2YQt8+4cyaMUVmSYhGodrfvv7zn//w4IMP4uXlRVFREYMHDyY9PZ2+ffvyxhtv1EaMQjRapaqRMbElFGIPKJhjDhJh61yh3fiF3Hz0ej2PT5skiUeIq5DcJETNUVWVJZEriUtIQi01cvrMWW4b3BdbGxvyL15i264YTGZzhX20y6blaZpGQtI+Ihd9UNehC1Grql04ubm58b///Y+dO3eSlJTEpUuXCAkJYejQobURnxCNUnkb10/jd1AYewJT2nmc/L0Z4NqcZu5uqKqJqNgEUtMyAQgNCWLm9ClWjlqI+ktykxA15/J7mtq08mdwv97odDoys3PYGR2HsbS00j4GBztU4x9XfGVqnmiMql04ffrpp4wZM4b+/fvTv39/y3aj0ciXX37J+PHjazRAIRqjhbu38Nm+GEpjj1IacwhXF2cGdW+Bk6ODpd14zoU8AMJ7h8o6TUJch+QmIWpObHwCmqbRrXMHenbrBMDps6nsid+L+YorTeWmjBmNQa8nLiGJ0OBAmSEhGiVF0zStOjvo9XrS0tLw8vKqsP38+fN4eXlhMplqNMCaJquzC2tSzWYi43exJHY7atxRSvceg5JS2ga0JDykl2UKREFhEQB+vj78+l9Zq0k0HrX1GSy5SYg/T1VVPloSydJPP8NUXEr3Lh3p0bUjh46eYO+BI5XGKzodLs5OPDzmQbn/VjRY1fn8rfa/cE3TLF1SLnfu3Dnc3NyqezghmozcwkvcuWohKlAaewQ19pDlueTT51CAc2kZGH+f6uDv58t3a1dZJ1ghGhjJTUL8eUsiV7JoyXLL4wOHj5F1PofMrPOWbYqLI4qbM3rfFvS79w4+HjHWGqEKYRU3XDgFBwejKAqKojBkyJAKZxVMJhPJycnceeedtRKkEA2d0VjI8FXvU2pWUOOOosYfpkPbAM6kpFoKpZOnz1nGu7q68L+f1lkpWiEaDslNQtw8VVVZtHQ56zdsRAH0eoXeIT2JTzqAyVQ2Je/yogkAVyfsRwxEAUL8W9d5zEJY0w0XTiNHjgQgMTGRYcOG4ezsbHnO1taWNm3aSMtXIa7ig+/+RiktMcYcxBx/hLDA7rRv25qAVn5s3h7NlTNmHx7zoJUiFaJhkdwkxM1bErmSjxZHAuDm6sKgfmE4OjigaRqxCfur3Mfg54mrnT1je4QyMbhvXYYrhNXdcOH08ssvA9CmTRseeugh7Ozsai0oIRoTzayyOd8Fs2pC2XucgX1C8fXxwqxpnD6XWqloCu8dKh30hLhBkpuEuHlxCUkAeHu2oH9EMDY2NuTlX+Tg4eOVxiquThg6B2AT2pmxPUKZGtq/0hghGrtq3+PUrVs3EhMTiYiIqLB99+7d6PV6wsLCaiw4IRoy1Wxmacx2Vq1cSd6ZTGxzC7ltQMQf7cZjEkhNz6ywT1hoMMs+fl9usBWimiQ3CVF9IUE9SU9NJSy4Bzqdjoys8+zcHUdpqVpxoIsT7aePopW7B0E+LeVKk2iydNcfUtGsWbM4e/Zspe0pKSnMmjWrRoISoqErVY1MX/M2i5at4ELUQVzyixn6e9FUXFLCbzuiKxVN4b1DWb74QymahLgJkpuEqB5jSRHnz0QTHtoLnU7H6bMpbNsVU7loAmy6BHBvl14svHsMU0P7Y9BV++ujEI1Ctb+hHTx4kJCQkErbg4ODOXjwYI0EJURDpZrNrEiIYv3+naSVgCmt7Kba8NBAnBwdqmw3HhDQ2rLmhRRNQtwcyU1CVM+7b82hCB/sgQOHj7P/0NEqx+lcnZg2eYJcZRKCmyic7OzsyMjIoF27dhW2p6WlyZc+0eRFxu9iafyu3x8pKN4ecC6TqJgEAnt0ISZhn6WLHsCP363B3t7eOsEK0YhIbhLi+lSzmeVx29lz6GfiY8/hWHAGd1eXCl1drxTWuQuz+txSd0EKUY9V+1rrHXfcwQsvvEBeXp5lW25uLn//+9+5/fbbazQ4IRoK1WxmSex2PkkoK5rMpaXY/RKDKb5swcBLBYXs3B1foWgKDQmSokmIGiK5SYhrU1WVx195mS/+s4joL/dSnFtMzoW8axZNADqZlieERbVPw73zzjsMGjSIgIAAgoODgbI2sN7e3nz22Wc1HqAQ9d0lo5F7Vn/MJWMxoKBoGj0PptGmeze25xeSnpltGasoCi4uLnTp3JFFH8y3XtBCNDKSm4SomqqqLIlcyf9+3Uyn9gH079iB37ZHc+FS0XX3VRSFsJCg2g9SiAai2oWTv78/e/fu5fPPPycpKQkHBwcmTpzI2LFjsbGxqY0Yhai3ilWV2z99n1KzCVDQqSbCzubh7eWJWdNwdHSoML53WAgrl35knWCFaMQkNwlRtSWRK/n623X06x2MjY2BvPyLlJQYr7tfy5b+jLz3LqZNfqz2gxSigbipid9OTk5MmzatpmMRosF54qc1lJpNaGYNQ8Ix+rq408zFBVVViYpJtHTO0+v1hIYEyVUmIWqR5CYhKjt8+DAD+4T+3m48m52746vsnFfO38+Xv9x3jzQsEqIKN/QbsX79eoYPH46NjQ3r16+/5tgRI0bUSGBC1GdGYyHvfvM34vL8KI09gtPJNAb2DsbJ0YHi4hK2R8WSk5uHXqcQGhLMog/flfuZhKhhkpuEqEw1m4mM3cG61V/TPDeXjm3bA3DqTAox8XsxX7Ho+pXuu/cuWYRdiKu4ocJp5MiRpKen4+XlxciRI686TlEUTCZTTcUmRL31/rd/ZfXmS5Qe/gUnk8Zttw7A1tamQrtxRVF4fPoUSUBC1BLJTUKUKb+PKS4hCc3TjT1xCbQ22NExNBCAA4ePcSAlFX1oZ3QamI6dxdXOjrEj7+PHn37mXEqq5VgJSfus9TaEqPduqHAym81V/r8QTU2RsZg5375P7KaLlMYcBqAAOJeajrOzEzuj4zCWlqLX63l82iSZGy5ELZLcJESZRUuX89HiyArbTisK/r7epKZnknz6HIq/J7bh3cuejOhOiH8AT9w9BoPBwMJFy9A0DUVRCA0OtMI7EKJhqBc9JhcuXEibNm2wt7cnIiKCPXv23NB+X375JYqiXPNMoxA1oVhVmfHDF9yy8n0S8zXU1PMVWrTGJu5n6849GEvL2o37+Hgzc/oUmR8uRAMleUk0JD9s2AiAvb0diqIAoGkaO3fHk/x7u3Hlshl6ChDk0xKAaZMfY9aMKfTtE86sGVPkhJ8Q13BD3+ref//9Gz7gE088Ua0A1qxZw9y5c1m0aBEREREsWLCAYcOGceTIEby8vK6636lTp3j22WcZOHBgtV5PiOpSzWYeXLOUtIt5qHFHMKdlE+rrh12r1uzcHY+maZafcvfdM9yKEQvRNNRWbpK8JBoaTdNwd3NlUN8wUjMyiU3YX3mQAmG+rdDpdAT7tGRicF8ADAaDTCkX4gYpmnaduwSBtm3bVniclZVFYWEh7u7uQNkig46Ojnh5eXHy5MlqBRAREUHv3r358MMPgbLpFq1atWLOnDk8//zzVe5jMpkYNGgQkyZNYvv27eTm5rJu3bober38/Hzc3NzIy8vD1dW1WrGKpkc1m5mxfhWJmWkY9xyCxGP0Cw/G17us3fiW7bvJOp9jGa/X65k6abxcbRLiKmryM7i2clNd5yWQ3CSqTzWbWZEQRWL6WbJ+3UInZ09sDAZy8y6yeVsUpWrFznkOrX2IW/+9laIVov6qzufvDU3VS05Otvy88cYbBAUFcejQIXJycsjJyeHQoUOEhITw2muvVStQo9FIXFwcQ4cO/SMgnY6hQ4cSFRV11f1effVVvLy8mDx58nVfo6SkhPz8/Ao/QtwI1Wxm5g+rSUhPwbjnEDYHkrltYB98vT1RVZUd0XEViiaAx6dN4olZM6RoEqIO1EZuqou8BJKbxJ+3IiGKJXE7STt2kq7uvtgYDKTn5rF5e3SlogmguZOLFaIUonGp9re7efPm8fXXX9O5c2fLts6dO/Puu+/y4IMPMm7cuBs+VnZ2NiaTCW9v7wrbvb29OXz4cJX77Nixg8jISBITE2/oNd566y1eeeWVG45JiHIrEqKIz0gpazd+9ByDBvXF0dGBot/bjV/IzQPAzs4WzxYtGHHPcJkbLoSV1FRuqou8BJKbxM1TVZVFS5cTuWYtnVr5061DOwDO2OuIvZhD6e/32l5pxODBdRmmEI1StQuntLQ01CrOZJhMJjIyMmokqKu5ePEijz76KEuXLqVFixY3tM8LL7zA3LlzLY/z8/Np1apVbYUoGoHzhYXc+8XHGE1lC9t6pGTTf1AfbG0qthsHCO8dyrKP35crTEJYmbVy083kJZDcJKrn8nbjJpOJPTFxhAX1oH3b1gDsP3SUQ/l5mC8WVLm/q6sLM6ZMrMuQhWiUqv1tb8iQIUyfPp1ly5YREhICQFxcHI8//niFqQ03okWLFuj1+kpJLSMjAx8fn0rjT5w4walTp7j33nst28pb0BoMBo4cOUL79u0r7GNnZ4ednV214hJN1yWjkWGrPkQzm1DjjlJ6+BT2eht0ikJm9nl2RsdbOue19PeTokmIeqKmclNd5CWQ3CSqZ0nkSkvL8HLn0jIIaO1PXOJ+Tp1JKduor/oOjEfGjpZcJUQNqHY78uXLl+Pj40NYWJjlgz88PBxvb2+WLVtWrWPZ2toSGhrKpk2bLNvMZjObNm2ib9++lcZ36dKFffv2kZiYaPkZMWIEt956K4mJiXK2TvwpqtnM3Z8vBLSyoinmIFws5EJuHr9t383WnTGWoglg5Ii7JREJUU/UVG6SvCTqo7iEJK7s5ZWekcWGn3/7o2gCMFVcz6ylvx+zH5/KjKmT6iJMIRq9an/r8/T05KeffuLo0aOW+d5dunShU6dONxXA3LlzmTBhAmFhYYSHh7NgwQIKCgqYOLHskvL48ePx9/fnrbfewt7enh49elTYv7x70pXbhaiOnPxs7lq9iMLYY5iOniWkbRuS3d3I+f0+pvL/AiiKIovbClHP1GRukrwkrO3yqXnBgT0pLTXSzN2N8JBe7Nwdx6WSYlDNFJcYK+3b0t+PVq1aEhocyLTJj8kJPiFq0E3/NrVp0wZN02jfvv2f+qUcM2YMWVlZvPTSS6SnpxMUFMTGjRstN+aeOXOmwkKjQtQk1WxmUcw2ViZFUxp3HBKPMyg8GB9vT/x8vfnpf1swXXEGb/qUx5j9+DQrRSyEuJaayE2Sl4S1XT41Lyp6D74+Xtw2MAKDwUCv7l3YtSf+qvuOHHG3rMskRC25oXWcLldYWMicOXP45JNPADh69Cjt2rVjzpw5+Pv7X3WNi/pC1soQ5VSzmcd/+IKEjN+nOfwUxcB27XB3c0VVVXbFJJKWnllhn95hIUQu+kDO4Alxk2rrM1hyk2hMJs+YQ1T0HgDat21NSGB3dIpCWkYWu/YkVNkIBUBnb0vijt8kRwlRDTW+jtPlXnjhBZKSktiyZQv29vaW7UOHDmXNmjXVj1YIK1kas4X4tDMY9xzE5rttDOnSGXc3V4qKS9i8fXeFokmv1zP78alSNAlRT0luEo2Fqqqov99P26t7Z8KCeqBTFE6eOsv2qNirFk0Azi4ukqOEqEXV/u1at24da9asoU+fPiiKYtnevXt3Tpw4UaPBCVFbNLPKD3s3URqbQvPTmfSLCLG0G9+6K4bC39uNl5s6abxMfRCiHpPcJBqLj5ZEEpeQRN/eQbRu6QfAvoNHOXjkeIVxfr4+pKVnVGga8fBf7qvTWIVoaqpdOGVlZeHl5VVpe0FBQYVkJUR9VFh8idlr3+JksS2FOKMeOU37rp2xtbEhM/s8O6LjKC3942yeq4sLjzw8WjoSCVHPSW4SjcXqb9ehKODo6IDZbCYmfh+nzqZUHKQo/Prf7ys0kShvBiGEqD3VLpzCwsLYsGEDc+bMAbAkpGXLllXZqlWI+kI1m3lg1XyyzK6AglkthYuF7I7bS17+JQ4dPWFZfwXkfiYhGhLJTaIxKCy8yMX8fDSTmR1Rcbi6OJN1PqfSOPeIso6NBoNBZkMIUYeq/Y3wzTffZPjw4Rw8eBBVVXnvvfc4ePAgu3btYuvWrbURoxB/WpGxmAdXLyC9WKF07c+0btaMU+dSATCZTBw4fKzC+NCQICmahGhAJDeJhqr8qtG+/QcoLM5BM5bNeigxGqssmnR+LXh04qN1HaYQgptoDjFgwACSkpJQVZWePXvyyy+/4OXlRVRUFKGhobURoxA3TTWb+WjPVm5ZuYAMo4L5660M7NGNiJBedOvQrtJ4vV7PjKkTWbFkoRRNQjQgkptEQ3OpuJg7n3qCwP638O2672nh7kK7lu1o6edz1X1cA/yZ88+/MbX3wDqMVAhRrlrfDEtLS5k+fTrz5s1j6dKltRWTEDVmSex2lidGAzrsSk0MDAnE3c2VUlXlwmWL2gK4uDiz9X8bKnTkEkLUf5KbREOjqiq3jx1HXvI5OrQLIKRXNxRFIS09k/TMrKvu193Xn+nhg+owUiHE5ap1xcnGxoZvvvmmtmIRosZoZpWzcf/H8sQozKoJu5/3MOBs/u/txov5bVs0aRllyUmv1xPeO1SKJiEaKMlNoqFQVZWPFi9j+H0Pkpd8jsAeXQgN7I6iKJw4dYbt0XGoqqnKfRVFITQ4sI4jFkJcrtpT9UaOHMm6detqIRQhaoZqNrPgp/n8Jc6MZtZw/zmWW7t2wdHBnrz8i/y6ZRcX8vIt4x+fNomVSz+SokmIBkxyk6jvVLOZqa/8kw8/Xkp6Wgb9woPp0rFsyvjeA0eITdhfobV4Of/O7egT0ZtZM6ZI1zwhrKzaN3F07NiRV199lZ07dxIaGoqTk1OF55944okaC06I6iosvsSDn/+HTJM9oEOfcIT+vXpgMOjJyDrPzt1/tBtXFIXHp02SRCREIyC5SdR3S3dvZfdPmwDw8mpBK39fTGYze+L2cub3ZkUA6HTone3xdW3GiLvvZMbUSXLPrRD1hKJVdXrjGtq2bXv1gykKJ0+e/NNB1ab8/Hzc3NzIy8vD1dXV2uGIGlRkLObOT97mkslAaewR1COn4WIhbVu3xMuzOTEJ+yq0G2/p78cvG76zYsRCND219RksuUnUZ6qqEj50OMW5f8x26NyhLTm5eWRlV+ycp/PzpP+0sSweOa6uwxSiSarO52+1T2EkJyffdGBC1KbZ3yygQLNFjT2Ezf5k1OJiAJLPnCP5zLlK40fcM7yuQxRC1BLJTaK+Kpui9zKOKGBnS3GJEYAjxy/7N2trA8ZSAMypWagJR2CkFYIVQlzTn7r2W36xSlZlF9aUm5/J2DXvk2lyQos7Qj87F5wHRvDr1ihKjMYKY3uHhaDX6wkLCZIpekI0UpKbhLWVr80Ul5CE2cuNcydPc+vAPuRfvMTm7dGYTH80gND5eaIoYEr5o5uell55/SYhhPVVuzkEQGRkJD169MDe3h57e3t69OjBsmXLajo2Ia6pVDXy7o//x+1fLifT5IRu4x4Gu3jg49UCO3s7XF0q3uPg4uLMJ8s+ZvniD5k5fYrMGReikZHcJOqDYqORux4Zz4cfLyUqeg85+4/Sv2MHDAY9xSUlXF7OK65O2I0YQFhosKXQVxSFsJAgq8QuhLi2an9zfOmll5g/fz5z5syhb9++AERFRfH0009z5swZXn311RoPUoiqvLfhP3yZoUMzg/2v8Qzo0hlHBweKiovZviu2Quc8Gxsbfv7hWytGK4SoTZKbRH0x643XOXf4BAoQ2LMrnTuU3X93/ORp4vcerNA5z617Byb2HsijPXuz3D+AuIQkQoMDZUaEEPVUtZtDeHp68v777zN27NgK27/44gvmzJlDdnZ2jQZY0+QG3IZPNZtZtGcLK/fuwWRUcf9pD/1DemFjY0Ne/kW27YqhsKjYMt7Pz5eN67+WK0xC1AO19RksuUlY0+VT8+IPH0bNv0REWBCt/H0ASNp/mMPHKjcomTFtEk/MnF7X4QohLlOrzSFKS0sJCwurtD00NBRVVat7OCGqbVnsNlbujQF0NN+USP/eweh0ukrtxqFscdsfv/1SiiYhGjnJTcKalkSuZOGiZZarSeGhvWjl74PJZGJ33F7OpqRVuV/S3v11GaYQ4k+q9j1Ojz76KB9//HGl7UuWLGHcOGmdKWpPsaoy/YcvWJa4G82sURy9n+yUdAoKizh1JoVtu2IqFE0AUyeNl4VthWgCJDcJa4pLSKowBe/AoWPk5V9ky849Vy2aAEKDA+siPCFEDbmp0/CRkZH88ssv9OnTB4Ddu3dz5swZxo8fz9y5cy3j5s+fXzNRiiYvvzCfO1YtREUHGhhjDmGOP4IR2FRF9zxXVxfGj3tI5okL0YRIbhK17fIpeaHBgUya8AjLVnzKgQOHsLO1teSigsIift60naruhVAUBT8/X+67Z7jkKCEamGoXTvv37yckJASAEydOANCiRQtatGjB/v1/XHKWNrCiJqhmM0titrIiaTcm1Yz5v1H0DQjg3PkCTvw+5sqiyd/Plx++/VKuNAnRhEhuEnXh8il50btjiN4TS2xcAi39fAi/pS/RMYmkpmcCVFk0QVmOksXXhWiYql04/fbbb7URhxCVqGYzM9Z/TmJmKpoZlG+2cWtgT9zdXPBwc+NsSjrG0tIK+4T3DmXZx+/LPU1CNDGSm0RdiI1PtEzJ0zSN2MS9dGrfhqCeXVEUhYBWfpbC6aqkeBeiwZJvl6JeUs1mHl+/isTMNEzGUhzW7WBg7xAcHewpKi5m267YSkVTaEiQFE1CCCFqjdlstvy/AgR170yn9m0AOHbyNAlJByrtoxj0aOofC96OuPvO2g5TCFFL5BumqJc+3r2Z+PQUSmOP0OJsNv369MbGxlCp3bher8fJyZGHxzwoi9oKIYSoVTpdWU8tvV5Hn7AgWvqVtRtP3HeII8eTq9xn6sTx2BoMskaTEI2AfMsU9UqxqvLET2uISz1D8fc7aGNrT1if0N/bjWezc3e8pXOeoigk7N4mxZIQQog6ERrUg5jYOG4d0IfmHu6/txtP4mxKepXjw3uHMltO6gnRaFS7HbkQtUU1mxm1ZilxqWcoWrcNLS0bOztbdDpdWbvxnRXbjYeGBEkyEkIIUSc0s8otzSIxO9qTcyGXEqPx93bjVRdNLVv6y/RxIRoZ+W0W9UKpamT6mvmc2XKY0kOn4VIhAIePniT/4iVS0yrebGtra8uShQusEKkQQoimoLz1eGx8IpqXO4czzpB3yBkuFZGw9yCHj520TBu/kqIojLz3LimahGhk5DdaWN0lo5G7Pn2XvN2HIfEYIV07sffgEdTfb6a9smjy9/Plu7WrpN24EEKIWnN56/GWfj70bO3PzktFaJqGBlUWTQZ7O8ICexEWEiT3MgnRCEnhJKwqvzCfoas+woyC7fmLDBzUFzdXF+zs7IiKSagwVq/XE7X1F5ydna0UrRBCiKaguLiYT1d9iaZpdO7QlqCeXQFo36Y1x5NPX3W/KePH8cTM6XUVphCijsk9TsJqCosvMWzVB5QaS7H7bgdDOnXCzdWFoqJiDh09XmGsj4+3FE1CCCFqlaqqfLR4Gbfcfg8XL14kpFc3S9F09MQpTlylaHJt4cHMGVOYOW1yXYYrhKhjcsVJWEVh8SXu/HQ+pdjR7H+76RcaVGW7cRcXZ7b+b4NMyxNCCFGriouLuef+h0hNTUOv19O/Tyj+vt5omkbivkMcPXGqyv16h4UQuegDuZ9JiCZAfstFnbuYn86dqz8mb89J2lwoJjSoZ5XtxgG6d+sqRZMQQohaN2POXFJT07Czs2VQ3zA8mpW1G4+OTeJcatWd83x9faRoEqIJkd90UWdUs5kPdm7ks33xFK/eiqG4lB5DB/3ebvwcMfH7MGtahX3CQoKsE6wQQogmobx7Xlx8IgD2dna4ODtRUmJke3Qs53Nyr7rvffcMl6JJiCZEfttFndDMKu/++B++OKdSvOK/UKqiAtujYvH18eLgkYr3NOn1eqZPeUy6EgkhhKgV5QXTd9//SEpqmmV7Xv5FtkfHUVRUzKWCwmseI2nfgdoOUwhRj0jhJGqd0VjIW6tn8oOxK9p/d+Pp5kpWdg4AF/LyuZCXX2G8n58v69aukkYQQgghatTlazOdPXvOUjC18velqKiY7JwLAJYcdS2KohAaHFir8Qoh6hcpnEStKinOZ8onfycpRsP21BZuDeyOk5MjW7bv5vyF3ApjQ0OCWLFkoUx7EEIIUSsuX5upXJeO7Qjs0YUSo5FfNu+oelFbRYHL9nFzdeXRcWNkVoQQTYy0Ixe1plhVuXf5v4j7bD/Ox1IZGhaEm6sLRmMpJrOpwtiw0GApmoQQQtSquIQkS9GkKAqhgd0J7NEFgFNnUiiqqmiiLEcpimLZ79FxY5g5fYrkLCGaGPmNFzVONZuZ/9t3fHnkMMUrt+HTzJ1+vYOxsTGQm3eRbVExFZKTs5MTyxd/KAlICCFErVHNZvBuBoBBr6dveDB+Pl5omkbC3oMcO1nFGk16PTOnTmTKY4+y/JNVxCUkERocKFeahGii5JuqqHEfR/3Kp6u+w5xwjHYBLQkN6oFOpyM9M5tdu+MpVf9oN25ra8vmn9dL0SSEEKJWRcbvIsHbHofm7gzo2R2PZm6oqono2ERS0jKq3Mffx5vZM6YCMHP6lLoMVwhRD8m3VVFjilWVWes+I+rdlVBQjK+3J71DegGQfPocsQkV2433Dgth8YfvyjpNQgghapylzXhCEsGBPflyfxwle48S1LYNHs3cKC4pYXtULDkX8q56jPvuGV6HEQsh6jspnESNKCouZMhTM8mNPw7GUgDSM7I4l5pObt5FDhw+VmF8aEgQnyz72BqhCiGEaAIubwQRFb3Hsj1p/2FsbAwcOHycgirajevsbAkPCiQsJEim5AkhKpDCSfxppaqR4bPGkxt3FhsbAyZFwaxpaMCu3fFoV4wvv9IkhBBC1JbY+ERLI4gWzZuRfb6s1bjZbGZP3N6r7ufi6sLyxR/WSYxCiIZFCifxp6hmM9O/epfM+HM4OtgzqF9vLuTmsfv3pHR50eTj4836r1fL+kxCCCFq3OVT80KDAzG3cAWga6f29OremYNHjrPv4NHrHmfsX+6r7VCFEA2UFE7ipuUX5jNk0VsUfPYbzVxdGNgvDAd7e2xsDNjb21FcXAKAk5MTv/28XgomIYQQtUJVVaY8/gR7YuIAiIreg6IohAX3oH2b1gDodNdegcXV1YXx4x6S6XlCiKuSwknclILCXG5b/i6Fn27G19uTvuHB2BgM5Obls21XrKVoenzaRB6fJmtdCCGEqD1LIldaiiYAg0FPv/AQfL09MWsaCUkHOZ5cRbvxy3Tr2kU65wkhrkm+zYpqK8xPZcSn71IYuZ12bVoRGti9ynbj0yZPYM7MGVaOVgghRGOmms2s37rV8tje3o5BfcNo5l7WbjwqJoHU9MzrHicsJKgWoxRCNAbXvm5dRxYuXEibNm2wt7cnIiKCPXv2XHXs0qVLGThwIM2aNaNZs2YMHTr0muNFzUrLTqPP038jbdk2unZsR+/gnuh0OpJPn2P7rhhL0eTi4szsx6dZOVohhLg5kpcajsjYHZzLzQFApyjcNrAPzdzdKC4u4bft0TdUNIX3DpUpekKI67J64bRmzRrmzp3Lyy+/THx8PIGBgQwbNozMzKo/6LZs2cLYsWP57bffiIqKolWrVtxxxx2kpKTUceRNz4WcMwyZOxc1ruzm2vM5uZjMZvYfOsae+L2WNZr8/XzZ9N/vZXqeEKJBkrzUsHy/5lvMqdkAmDWN/YeOkX/xEr9u3UVO7tXXaALw9/dj9uNTWfbx+5KzhBDXpWiadmW36DoVERFB7969+fDDstafZrOZVq1aMWfOHJ5//vnr7m8ymWjWrBkffvgh48ePv+74/Px83NzcyMvLw9XV9U/H3xRoZpUTu99gdIKe4iU/VHjOydGBgsIiy+PpUybw5OyZdR2iEKKBaAifwXWdl6Bh/LnUN5eMRh76KpLk1RvQZ+SgqibLczqdDrPZfN1j9O0TTuSiD2ozTCFEPVedz1+rXnEyGo3ExcUxdOhQyzadTsfQoUOJioq6oWMUFhZSWlqKh4dHlc+XlJSQn59f4UdUz8noN7hv0WF0q37ltkF9cHFxsjxXXjTp9TpmPz6VWTNkep4QouGqi7wEkpv+DNVsZmncToYsn0/yqh/p6uzGnUMGYW9vZxlztaJJr9db/l9RFEKDA2s9XiFE42HV69LZ2dmYTCa8vb0rbPf29ubw4cM3dIy//e1v+Pn5VUhyl3vrrbd45ZVX/nSsTZFZLebghjGM+diIe7HKwMF9cbC3p3dQTzZvj64wdvumjbi7u1kpUiGEqBl1kZdActOfsSIhisVxOyn5YSdhPr60a9MKgJZ+Phw/ee3OeVMnjcdgMFjWepL7moQQ1dGgJ/T+61//4ssvv2TLli3Y29tXOeaFF15g7ty5lsf5+fm0atWqrkJssC4WF3J/5KukrMzG16MZfQeGWdqNR8UkVhg7Y+pEKZqEEIIby0sguenPiDl1ktL12+kfEGBpNx6feIATp85cdR83V1ceHTeGaZMfk3uZhBA3zaqfHi1atECv15ORkVFhe0ZGBj4+Ptfc95133uFf//oXv/76K7169brqODs7O+zs7K76vKgsKzeT2z/9COPy32jfphUhQT3QKUqlduO2tjZMmTieGVMnWTliIYSoGXWRl0ByU3WpqsqipctZ/+NGzufmcFtEKO5urqiqyq6YRNKu0znv0XFjZI0mIcSfZtV7nGxtbQkNDWXTpk2WbWazmU2bNtG3b9+r7vd///d/vPbaa2zcuJGwsLC6CLXJOJ9zjiHL38e4/L/07NaZsOCe6BSF5NPn2HZZu/HAXj2I3vYrsx+fJmfvhBCNhuSl+qXYaGTiP14ksM8gPlocSV5eLkMH9MHdzZWi4hI2b9991aJJr9fj7+/HzOmTZUqeEKJGWP0b79y5c5kwYQJhYWGEh4ezYMECCgoKmDhxIgDjx4/H39+ft956C4B///vfvPTSS6xevZo2bdqQnp4OgLOzM87OzlZ7H41BSlY6dzw6FS09B52i0KK5OwD7Dx3lwOHjlnF7dmySP2shRKMlean+ePy1V9n946+Wx8UlJZSqKnn5F9kWFUvhZV1dK+07bZJcZRJC1CirF05jxowhKyuLl156ifT0dIKCgti4caPlxtwzZ86g0/1xYezjjz/GaDTy4IMPVjjOyy+/zD//+c+6DL3RKFZVpn+7kph3VoCx7IqSWdPYGR2Pl2dzzqWmW8aGhQbLFwEhRKMmeal+UFWVPb9srbCttFRl664YVFWltFS96r6yoK0QojZYfR2nuiZrZVSkqip3Pj2b1O0JODo60NLXm6MnTlU5Niw0mCULF1zzhmchhLgW+Qyumvy5/EE1m4mM38VnK1eRsyOB7l06Yiwt5dhVctOVnJ2d2LXlF5lGLoS4IdX5/JVPlSas2GjkzjFjyUw+RzN3Nwb2DcPB3o5SVSX59DnLOBsbA7u3b5KCSQghRK1SVZUpL7/Env9tQ1eqEh7Si7YBLdE0jYzMbPIvXrruMbp26SxFkxCiVsgnSxNVWHyJ2+ZMJz/5HL4+XvTrHYTh93bj6RnZlnEGg4Gdv/0sRZMQQohat2jZCvZs2ISNwUC/fr3x8WqB2WwmLunADRVNUHGRWyGEqElW7aonrCP/Uh4DZk4lP+Y47du0ZkCfUAwGA2kZWWzaFk1RcbFl7IypE+WeJiGEEHXix23bcHCw57ZBffHxakGpqrI9Oo6Tp85edZ/w3qEoigKAoiiEhQTVUbRCiKZGrjg1MReLCxkwZyZqwkl6de9M107tATh56iyxifspv+VNp9MxbfIEublWCCFErVPNZpbs2Up+cSFDB/fD0cGeouJitu+K5UJe/lX3c3FxZtEH81n+ySriEpIIDQ6UvCWEqDVSODURqtnMsrgdLNm9BTXhOM093C1F076DRzl45I924yHBQSz7+D2ZnieEEKJWqarKR0siWbH2a0ouXqJjQCscHezL2o3viqGwqPia+z/68Bjs7e2l7bgQok5I4dREvPr953z9yoeWx+dzcknYexCjsZRTZ1Ms2x97dCx/feYpK0QohBCisVNVlSWRK4lLSKJnr/9v787joqr3/4G/ZmFmQFYzNhl33BUFFEGN8ouXsizv7X6lJJQyl6u26O9WZgstN/HXr7qVaabZVUvD9Kq3crkluYSgKIsrrqCoLIqCDOtwmM/vD2VkAhlBZobl9Xw8eDw8Zz7n+P4Met7znnPO+wzED4cPoujAUePrZzIvwGAQyL6c02C7cWdnJ0yOfIpnl4jIqlg4tXFVkh4LN8Zg46Lf4OBgD2EQxnuYarcdVygUmPF8NGZOe85GkRIRUVu3fOUqLFn2NYQQSNqfDADw7dEV5y9eNhZK585nm91P/359eZaJiKyOzSHauHfWv4v1i36Dm6sLwkJD8EBIYL1tWmc8H405f5vOFq5ERGQxh1LTb99LK5MhKGAw/P0GYORw/7veBxtAEJGt8FNyG1Ul6fF/N76Pzf9vp0m78YqKSigVCkjSzW/2HB07YHLkUzzTREREFlWh1+PEuZv309rZKTEyyB8e999sN37hUo7Z7bU+neHj05kNIIjIZlg4tUF5Vy/hT5Ofh5RbiJ7du8DfbwDkMhly868iMTnNWDQpFHI+XZ2IiCym9j1N2YUFKC4ohIO9Bg+EDIOLsxOqqiQkJqci70pBg/uRyWR4Yvw4Xp5HRDbFT8xtTFHxFfxP1DSIvMIG240rFAr8Hr+dRRMREVlM7XuaAMDNxRmjQwJhr9GgrLwCvycdRNENXYP7YCMIImopeI9TG5JzNQchE6dA5F3HwH69a7UbP4WDaUeNieu5Z6OQdmAvXF1dbBkuERG1cSlph425RwYgKNAP9hoNim7osHNPotmiCbjdCIJf9BGRrfEo1EZcuV6AsEeeBCQDAOBcVja6ar1xLOM0Lly8fe34f7dtgta7s63CJCKidkIyGCA83IzLAkBSchoG9OuNg6lHUCXdud14bWwEQUQtBQunVk6SJHzy+edY9e16KOUK1KSh8ooKbN+5FwaDwTh2787t6NSpo20CJSKidkGSJHyxbAW++e57SBWVcHV2QlHxzTNLN3QlSExObXB7mUyGYYH+UCgUbARBRC0KC6dWrEKS8NjcF5Dzeyo6urpgVHAAUg+fwKWcPAAwKZqee3YyiyYiIrK4L5avxPKvV0Eul2NEoB98vD2xZ18yrl4rbHA7lUqFAP8hxmKJl+YRUUvDo1IrVVpSiNA501GWng1vT3cE32o33se3u7FwAgCVyg7RUZMw52/TbRgtERG1ByUVFVgRtx52dkqMCgqA+/33wWAwwMHeHkDDhZNMJsPKZYutEygRUROwcGqFhEFC5Ev/i7J0HXp174qhfv1rtRu/fQmEl6c74nf8ZMNIiYioLZMkCctWfIMft+6AMBiQd+0a7BUKPPBA8K1241XYdyAV+Vevmd3X4EEDrBAxEVHTsXBqhc7+/j5Op+jgN7Av+vr2AACcO5+NlPTjxu5FAPDnJ8bbKkQiImoHlq9chaVfrTQuu7m6YHRwIOw1apSVl2Nv4iHcKK6/c96wQH/IZDKcOnUGffr4YtniT6wVNhFRk7BwakVuFGThqZefQfYxCcHDhqCLjzcA4MjxU8g4fc44TiGXY+qzUZg57TlbhUpERG1chV6PbzduMi47OzlizOggKJVKFN0oxt7EQyivqLjj9kHDAvhAWyJqVVg4tRJnz2Xg8Sejjctl5RWoNhhwMPWISbtx/6F+WLViKW+qJSIii5AkCctXrsK3GzfhRq1L8Ip1JbicewUqlR0Sk9Mg/bHduEwGtZ0d1Bo1JkX8ld3yiKjV4afrVuDixZMmRRMAHD52EheyLxtbvEIGTI2OwkuzZ7JoIiIii1n29b+wdNnXxmW5XG7s4pqcegRCCJPLxo2EQKVeD31VFZRKJXMVEbU6PGq1cJdzTiP88Wh0dHVBH98eOJBy2JigjEWTXIaUxN9gr3GwYaRERNTW5V0vwtIV3wC4WTAFBQwGIEPSwTQApo/BuBMhBFLSDlsyTCIii2Dh1ALVXAYRvzseGRmZt9qND4VSqYCupATHMs6YjN+x/ScWTUREZHFjJ/wFqDZAZWeHUSMCcH+njqg2GODm6oLCoht33M7Z2QnFt77sk8lkCBjqZ62QiYiaDQunFmjZ8uVYunw1AJi2G8+7gpNnMm8PlAHJ+3bB0YFFExERWVaJXo/q4lJ0cLDHAyHD4OzkCL3+ZrvxhoomAHjm6YmQy+VISTtsfMAtEVFrw8KphdFXlOCHuJUAlGbbjc+c9hyLJiIisjhJkjD2xVnoeKvduEajRmlZOfYmHkSxrqTBbYcPC8DMac/xniYiavV4FGtBLuRcwCPjJkIuVyF4mB+6+HgBqNtuHLj5/ItZ06faIkwiImonKiQJs3/8Hge+joNHtQwho0dAqVSgsOgG9iYdQkVFZb3bBQYMhVKpRKD/EEyfGs2iiYjaBB7JWoj8/Bw8Mm4iAMDBXgNP9043242nHMGFSzkmY5+bEomXX5jFRERERBZTUlKCkIfHQyopAwBU3ecGmQzIzbuCxINpkKTqO247Ynggn9FERG0OP3m3ANeLC/HQI38xLpeUliFhfwogA64WXDeun/TUBMz/+yssmIiIyKIkScJD4eMhlZYZ1xVcK8Rvv+9HYVFx/e3Ga2HXPCJqi/gJ3MauXs1G6BOR6OjiDIVCYSyUrl67XTDJ7BRIiN8ON2cXW4VJRERtWE0314MpabhcXIjLl3IgK6/EMP9BOH32PG7c6oh3vbDhJhAAu+YRUdvFwsmGEg/swvMz5sPbyx3BgUNhMBiwc28idLpS4xilUoHk33+DRqOxYaRERNSWLVvxDZZ+tdK4rFLZYdSo4bj/vo5wv68jtu/cC4OZs0w+Pp2h9enMrnlE1GaxcLIBSZLw+uuvYuuv+9CrR1f4D+4PmUyGnLxrKC+rMBmbnMCiiYiILOvHn7cb/9yhgwNCQ4bBybED9PoqHEw7arZokslkmDB+HO9rIqI2jYWTlVXo9QifGIGr53NM241nZSPlsGm78eioSSyaiIjIYmou0cvJzQUAdHS71W5cbb7deGDAUAwP9Efa4aM8y0RE7QILJyuSJAkP/zUC1y/lIWT4UGg7199u3MHFCdFPR2Dm88/aKlQiImrDagqm//y0DRcvXQYAdPbywIjAIVAqFbheeAO/Jx1CRWX97cZnzZjKZzMRUbvDI56VFJWVIfSv/4uqnAL0690T2s5eqDYYkJxyBNm12o33798XcWtWMhkREZHFLF+5CkuWfW1ylUPP7l2gVCqQk3cFSclpkKrrthtXqeyw+5etcHVlsyIian/46dwKcvKzETY+AtAbAACnzmTCzdUFZzLPm7Qb79Zdy6KJiIiaXc0ZppS0wxjqNwhbftpWp6V4UnIaevXoipNnMu/YbjzAfyiLJiJqt/gJ3cLy8s8j7OEIODl2QIm+FAKAQQgkJqeajOvfryfivl3DoomIiJpd7TNMSfuTAQAKuRxdfLyRlX0JAFAlSSaXjf8R24wTUXvHT+kWdOnyKfzp8Wh09rx53fi589lIP5pRZ5yf30B8u/IrFk1ERGQRKWmHTc4iqVUqjBoRgE73ucFOZYfTZ7Ma3F6tVmPac5PZAIKI2jV+UrcASZLw4cef4Lvv/w3fHl0x9Fa7cSfHDpDJZCbJ65lJE/HqvJdYNBERkUVIkgS9Xm9cduzggAdutRuv1OtRWFhkdh9To59hq3Eiavf4ab2ZVej1CI94ClezLmPIoH7o06s7AOBsVjZSa7cb7+OFA6vXwUnjYMNoiYiorZIkCctWfINv162H7lZL8fs6umL0iECo1SqUlJZhb+JB6EpK62zr2KED+vbtDaVSiUD/ITzTREQEFk7NqrysBCPDH0FVqWTSbvzw8ZM4eTrz9kAZkLw6Do58RhMREVnI8pWrsPSrlcZlH29PBAX6QalQ4HphEfYmHUJlpb7OdiOChuGbr76wZqhERK0CC6dmkpl1Ao/9+eZzl0JHDoeneydUV1cjOfWoSbtxOzsl9u36L4smIiKymAq9HqvXbzAuOzjYI3jYEMjlclzOzUfSwXRU19NuXCaTIdB/iBUjJSJqPVg4NYOzp5Px+MQXbi9nXYCbqzP27U/F1Wu32427d9NiR9x30LBoIiIiC5EkCQ8/FQnd9SLjurKycqQdzYCzkyPSDh9Hfc3GXZydERUZwcvyiIjugIXTPTqash0RU98xafpwOScfV65cQ5UkGcf1CQnEhi8WQymX2ypUIiJq4ySDAU/NewVXMrOhUMihsrNDeUUlAOBs5oUGt42KjGADCCKiBrBwaiJJkvCPhe/ih02/oLOXB/wG9sXuhAMoK68AAJOi6S9PPoZ3Xn+dRRMREVmMZDAgavUSnNibCLVKhdHBgVAqFYjfm4SqKqnebZycnODi7ITHH3uEZ5qIiMxg4dREC2Nj8MOmnfDt2Q1DB/WDTCZD717d6zynacuP/0bvLj42ipKIiNqDoqIbGBn2CIRUDSfHDnggOBCOt9qNOzo4oPBGcZ1tvL29sHPbFusHS0TUSrWIUyBLlixBt27doNFoEBQUhOTk5AbHb9iwAX379oVGo8GgQYOwbds2K0V680zTW2+9irh/78SQQf3gf+sZTWczL+DwsZMmY3fs+IlFExFRK9Sa8lLO9SKEPPQnCKkane5zw/+EBsPRsQNKSssQvyep3qLJyckRW374zmoxEhG1BTYvnNavX4958+YhJiYGqamp8PPzQ3h4OK5cuVLv+MTERDz99NOYOnUq0tLSMGHCBEyYMAHHjh2zeKyVFcWYNOcJbNn6O0KG+xuf0XT42Emk1H5GE4Cftm5BF093i8dERETNqzXlJQAIfyYSEDfbjT84cjjUKhWuXS/Czt2JdZ7R5OToiFkzpt7s7uroaJX4iIjaCpmo/WnfBoKCgjBs2DB88cXNZ0YYDAZotVq88MILmD9/fp3xERERKC0txc8//2xcN2LECAwZMgTLli0z+/cVFxfDxcUFN27cgLOzc6Ni/fi7yVi7oRgju3ZDp/vcbrUbP4LsS7km456JehoL/s/Ljdo3EVF7cC/HYGuxRl6qrKxEZWWlcbm4uBharbZJ70v/oSPQ1ccLIwKHAAAu5eRh/6F0VFcbTMYFBgzFN199AaWSV+kTEdVoTF6y6RknvV6PlJQUhIWFGdfJ5XKEhYUhKSmp3m2SkpJMxgNAeHj4HcdXVlaiuLjY5Kepjlc4QebREQqFHHp9FfbsS65TNE2OehqvvjSnyX8HERHZjjXyEgDExsbCxcXF+KPVapsetBDIv1KA0tIynD6bhcQDqSZFk8peg5nTnmXRRER0j2x6BC0oKEB1dTU8PDxM1nt4eODkyZP1bpOXl1fv+Ly8vHrHx8bG4t13322WeAdodDjs3w97k47B7lAudLrbl0C4ujnjl58289IHIqJWzBp5CQBef/11zJs3z7hcc8apKeztqlFeqccvu/dBr68yrld6OGHaG/Pwt1EPs6srEVEzaPNfPTVncprz1y9QEvcCfho5GNUjB8MBACCwadzj6OLTv1niJSKitk+tVkOtVjfLvv4cDKzbK2oVTQITw3wQ8+EPkMnbfJonIrIamx5RO3XqBIVCgfz8fJP1+fn58PT0rHcbT0/PRo1vzuSk1jgjJno1Ypplb0RE1NJYIy81t1cWxUP+ehh2pkuQyZV44snJmDVzJosmIqJmZtNz9yqVCgEBAYiPjzeuMxgMiI+PR3BwcL3bBAcHm4wHgF9//fWO44mIiO5Wa8xLagcXLPjsIH7bk4r4Xcl4cc4c3stERGQBNj+yzps3D1OmTEFgYCCGDx+OTz/9FKWlpXj22WcBAJMnT0bnzp0RGxsLAHjppZcQGhqKjz/+GI8++iji4uJw6NAhLF++3JbTICKiNoJ5iYiI6mPzwikiIgJXr17F22+/jby8PAwZMgQ7duww3mibnZ0Nea2bWkNCQrBu3Tq8+eabWLBgAXx9fbFlyxYMHDjQVlMgIqI2hHmJiIjqY/PnOFlba3iGCBFRW8VjcP34vhAR2UareY4TERERERFRa8DCiYiIiIiIyAwWTkRERERERGawcCIiIiIiIjKDhRMREREREZEZLJyIiIiIiIjMsPlznKytpvt6cXGxjSMhImp/ao697exJGGYxNxER2UZj8lK7K5x0Oh0AQKvV2jgSIqL2S6fTwcXFxdZhtBjMTUREtnU3eandPQDXYDAgJycHTk5OkMlkjd6+uLgYWq0WFy9ebJcPKeT8OX/Ov/3OH7j390AIAZ1OB29vb8jlvFq8BnPTveH8OX/On/O3Rl5qd2ec5HI5fHx87nk/zs7O7fIfZw3On/Pn/Nvv/IF7ew94pqku5qbmwflz/pw/598Ud5uX+HUfERERERGRGSyciIiIiIiIzGDh1EhqtRoxMTFQq9W2DsUmOH/On/Nvv/MH+B60VO3998L5c/6cP+dvjfm3u+YQREREREREjcUzTkRERERERGawcCIiIiIiIjKDhRMREREREZEZLJyIiIiIiIjMYOFUjyVLlqBbt27QaDQICgpCcnJyg+M3bNiAvn37QqPRYNCgQdi2bZuVIrWMxsx/xYoVGD16NNzc3ODm5oawsDCz71dL19jff424uDjIZDJMmDDBsgFaWGPnX1RUhNmzZ8PLywtqtRq9e/du1f8HGjv/Tz/9FH369IG9vT20Wi3mzp2LiooKK0XbvPbu3Yvx48fD29sbMpkMW7ZsMbvN7t274e/vD7VajV69emHVqlUWj7O9Ym5ibmJuYm5ibrJxbhJkIi4uTqhUKvHNN9+I48ePi2nTpglXV1eRn59f7/h9+/YJhUIhPvzwQ3HixAnx5ptvCjs7O3H06FErR948Gjv/SZMmiSVLloi0tDSRkZEhoqOjhYuLi7h06ZKVI28ejZ1/jaysLNG5c2cxevRo8cQTT1gnWAto7PwrKytFYGCgGDdunEhISBBZWVli9+7dIj093cqRN4/Gzn/t2rVCrVaLtWvXiqysLPHf//5XeHl5iblz51o58uaxbds28cYbb4hNmzYJAGLz5s0Njs/MzBQODg5i3rx54sSJE2Lx4sVCoVCIHTt2WCfgdoS5ibmJuYm5ibnJ9rmJhdMfDB8+XMyePdu4XF1dLby9vUVsbGy94ydOnCgeffRRk3VBQUFixowZFo3TUho7/z+SJEk4OTmJ1atXWypEi2rK/CVJEiEhIeLrr78WU6ZMadXJqbHz//LLL0WPHj2EXq+3VogW1dj5z549W4wZM8Zk3bx588TIkSMtGqc13E1yevXVV8WAAQNM1kVERIjw8HALRtY+MTcxNzE3MTfVYG7a3OAYS+YmXqpXi16vR0pKCsLCwozr5HI5wsLCkJSUVO82SUlJJuMBIDw8/I7jW7KmzP+PysrKUFVVhY4dO1oqTItp6vzfe+89uLu7Y+rUqdYI02KaMv8ff/wRwcHBmD17Njw8PDBw4EAsXLgQ1dXV1gq72TRl/iEhIUhJSTFeMpGZmYlt27Zh3LhxVonZ1trS8a8lY25ibmJuYm5ibrp7ljz+Ke95D21IQUEBqqur4eHhYbLew8MDJ0+erHebvLy8esfn5eVZLE5Lacr8/+i1116Dt7d3nX+wrUFT5p+QkICVK1ciPT3dChFaVlPmn5mZid9++w2RkZHYtm0bzp49i1mzZqGqqgoxMTHWCLvZNGX+kyZNQkFBAUaNGgUhBCRJwsyZM7FgwQJrhGxzdzr+FRcXo7y8HPb29jaKrG1hbmJuYm5ibmJuunuWzE0840TNZtGiRYiLi8PmzZuh0WhsHY7F6XQ6REVFYcWKFejUqZOtw7EJg8EAd3d3LF++HAEBAYiIiMAbb7yBZcuW2To0q9i9ezcWLlyIpUuXIjU1FZs2bcLWrVvx/vvv2zo0IrqFuan9YW5ibrIUnnGqpVOnTlAoFMjPzzdZn5+fD09Pz3q38fT0bNT4lqwp86/x0UcfYdGiRdi5cycGDx5syTAtprHzP3fuHM6fP4/x48cb1xkMBgCAUqnEqVOn0LNnT8sG3Yya8vv38vKCnZ0dFAqFcV2/fv2Ql5cHvV4PlUpl0ZibU1Pm/9ZbbyEqKgrPP/88AGDQoEEoLS3F9OnT8cYbb0Aub9vfTd3p+Ofs7MyzTc2IuYm5ibmJuYm56e5ZMje17XeukVQqFQICAhAfH29cZzAYEB8fj+Dg4Hq3CQ4ONhkPAL/++usdx7dkTZk/AHz44Yd4//33sWPHDgQGBlojVIto7Pz79u2Lo0ePIj093fjz+OOP46GHHkJ6ejq0Wq01w79nTfn9jxw5EmfPnjUmZQA4ffo0vLy8WlViApo2/7KysjoJqCZR37yHtW1rS8e/loy5ibmJuYm5ibnp7ln0+HfP7SXamLi4OKFWq8WqVavEiRMnxPTp04Wrq6vIy8sTQggRFRUl5s+fbxy/b98+oVQqxUcffSQyMjJETExMq2/52pj5L1q0SKhUKrFx40aRm5tr/NHpdLaawj1p7Pz/qLV3Lmrs/LOzs4WTk5OYM2eOOHXqlPj555+Fu7u7+Mc//mGrKdyTxs4/JiZGODk5ie+//15kZmaKX375RfTs2VNMnDjRVlO4JzqdTqSlpYm0tDQBQHzyySciLS1NXLhwQQghxPz580VUVJRxfE3L11deeUVkZGSIJUuWsB25hTA3MTcxNzE3MTfZPjexcKrH4sWLRZcuXYRKpRLDhw8X+/fvN74WGhoqpkyZYjL+hx9+EL179xYqlUoMGDBAbN261coRN6/GzL9r164CQJ2fmJgY6wfeTBr7+6+ttScnIRo//8TERBEUFCTUarXo0aOH+OCDD4QkSVaOuvk0Zv5VVVXinXfeET179hQajUZotVoxa9YsUVhYaP3Am8GuXbvq/f9cM+cpU6aI0NDQOtsMGTJEqFQq0aNHD/Gvf/3L6nG3F8xNzE3MTcxNzE22zU0yIdrBOTsiIiIiIqJ7wHuciIiIiIiIzGDhREREREREZAYLJyIiIiIiIjNYOBEREREREZnBwomIiIiIiMgMFk5ERERERERmsHAiIiIiIiIyg4UTERERERGRGSyciNoZmUyGLVu22DoMIiIiI+Ymag1YOBHdpQcffBAvv/yyrcMgIiIyYm4ish4WTkTNSAgBSZJsHQYREZERcxNR82DhRHQXoqOjsWfPHnz22WeQyWSQyWQ4f/48du/eDZlMhu3btyMgIABqtRoJCQmIjo7GhAkTTPbx8ssv48EHHzQuGwwGxMbGonv37rC3t4efnx82btx4xxgWLFiAoKCgOuv9/Pzw3nvvAQAOHjyIsWPHolOnTnBxcUFoaChSU1PvuM+a+IuKiozr0tPTjfOrkZCQgNGjR8Pe3h5arRYvvvgiSktLG37TiIjIopibmJvIulg4Ed2Fzz77DMHBwZg2bRpyc3ORm5sLrVZrfH3+/PlYtGgRMjIyMHjw4LvaZ2xsLNasWYNly5bh+PHjmDt3Lp555hns2bOn3vGRkZFITk7GuXPnjOuOHz+OI0eOYNKkSQAAnU6HKVOmICEhAfv374evry/GjRsHnU7X5LmfO3cODz/8MJ588kkcOXIE69evR0JCAubMmdPkfRIR0b1jbmJuIutS2joAotbAxcUFKpUKDg4O8PT0rPP6e++9h7Fjx971/iorK7Fw4ULs3LkTwcHBAIAePXogISEBX331FUJDQ+tsM2DAAPj5+WHdunV46623AABr165FUFAQevXqBQAYM2aMyTbLly+Hq6sr9uzZg8cee+yu46stNjYWkZGRxmvofX198fnnnyM0NBRffvklNBpNk/ZLRET3hrmJuYmsi2eciJpBYGBgo8afPXsWZWVlGDt2LBwdHY0/a9asMfnW7o8iIyOxbt06ADevWf/+++8RGRlpfD0/Px/Tpk2Dr68vXFxc4OzsjJKSEmRnZzdtYgAOHz6MVatWmcQZHh4Og8GArKysJu+XiIgsi7mJqHnxjBNRM+jQoYPJslwuhxDCZF1VVZXxzyUlJQCArVu3onPnzibj1Gr1Hf+ep59+Gq+99hpSU1NRXl6OixcvIiIiwvj6lClTcO3aNXz22Wfo2rUr1Go1goODodfr692fXH7zu5PasdaOsybWGTNm4MUXX6yzfZcuXe4YKxER2RZzE1HzYuFEdJdUKhWqq6vvauz999+PY8eOmaxLT0+HnZ0dAKB///5Qq9XIzs6u99KHO/Hx8UFoaCjWrl2L8vJyjB07Fu7u7sbX9+3bh6VLl2LcuHEAgIsXL6KgoKDBOAEgNzcXbm5uxjhr8/f3x4kTJ4yXXBARUcvB3MTcRNbDS/WI7lK3bt1w4MABnD9/HgUFBTAYDHccO2bMGBw6dAhr1qzBmTNnEBMTY5KsnJyc8Pe//x1z587F6tWrce7cOaSmpmLx4sVYvXp1g3FERkYiLi4OGzZsMLkUArh5jfe3336LjIwMHDhwAJGRkbC3t7/jvnr16gWtVot33nkHZ86cwdatW/Hxxx+bjHnttdeQmJiIOXPmID09HWfOnMF//vMf3oBLRNQCMDcxN5EVCSK6K6dOnRIjRowQ9vb2AoDIysoSu3btEgBEYWFhnfFvv/228PDwEC4uLmLu3Llizpw5IjQ01Pi6wWAQn376qejTp4+ws7MT999/vwgPDxd79uxpMI7CwkKhVquFg4OD0Ol0Jq+lpqaKwMBAodFohK+vr9iwYYPo2rWr+Oc//2kcA0Bs3rzZuJyQkCAGDRokNBqNGD16tNiwYYNxfjWSk5PF2LFjhaOjo+jQoYMYPHiw+OCDDxrz9hERkQUwNzE3kfXIhPjDxa5ERERERERkgpfqERERERERmcHCiYiIiIiIyAwWTkRERERERGawcCIiIiIiIjKDhRMREREREZEZLJyIiIiIiIjMYOFERERERERkBgsnIiIiIiIiM1g4ERERERERmcHCiYiIiIiIyAwWTkRERERERGb8f0AF4puKB94/AAAAAElFTkSuQmCC", + "image/png": 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", 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", 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", 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" ] @@ -660,10 +661,922 @@ "plt.savefig('../../../Desktop/residual_DER.png', dpi=1000)" ] }, + { + "cell_type": "markdown", + "id": "baeb122d-98e6-488c-bd6b-06721c27441e", + "metadata": {}, + "source": [ + "## Look into if 10k images is necessary or if we can run with 1k.\n", + "I added a feature to " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "98e1a2c2-2ed3-4e71-882f-a51f065b23e2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9716fe89-145a-4277-8f76-7f0708cafd69", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "663d6fcc-7434-4dd3-871e-f08c05f916f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n", + "noise is medium, sigma is 5\n", + "noise is high, sigma is 10\n", + "noise is low, sigma is 0.17677669529663687\n", + "noise is medium, sigma is 0.8838834764831843\n", + "noise is high, sigma is 1.7677669529663687\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\", \"medium\", \"high\"]\n", + " # noise_list = [\"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss = \"DER\"\n", + " COEFF = 0.01\n", + " epoch = 99\n", + " size_df = 1000\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " try:\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " except FileNotFoundError:\n", + " continue\n", + " # set up the model and then load the checkpoint\n", + " DERmodel, lossFn = model_setup_DER(\n", + " \"DER\", DEVICE, n_hidden=64, data_type=dim)\n", + " # define the model at this epoch\n", + " DERmodel.load_state_dict(chk.get(\"model_state_dict\"))\n", + " # checkpoint['model_state_dict'])\n", + " DERmodel.eval()\n", + " size_df = 10000\n", + " data = DataPreparation()\n", + " \n", + " if dim == \"0D\":\n", + " data.sample_params_from_prior(size_df)\n", + " data.simulate_data(\n", + " data.params,\n", + " sigma,\n", + " \"linear_homoskedastic\",\n", + " inject_type=inject_type,\n", + " seed=41,\n", + " )\n", + " df_array = data.get_dict()\n", + " # Convert non-tensor entries to tensors\n", + " df = {}\n", + " for key, value in df_array.items():\n", + " \n", + " if isinstance(value, TensorDataset):\n", + " # Keep tensors as they are\n", + " df[key] = value\n", + " else:\n", + " # Convert lists to tensors\n", + " df[key] = torch.tensor(value)\n", + " len_df = len(df[\"params\"][:, 0].numpy())\n", + " len_x = np.shape(df[\"output\"])[1]\n", + " ms_array = np.repeat(df[\"params\"][:, 0].numpy(), len_x)\n", + " bs_array = np.repeat(df[\"params\"][:, 1].numpy(), len_x)\n", + " xs_array = np.reshape(df[\"inputs\"].numpy(), (len_df * len_x))\n", + " ys_array = np.reshape(df[\"output\"].numpy(), (len_df * len_x))\n", + " \n", + " inputs = np.array([xs_array, ms_array, bs_array]).T\n", + " elif dim == \"2D\":\n", + " data.sample_params_from_prior(\n", + " size_df,\n", + " low=[1, 1, -1.5],\n", + " high=[10, 10, 1.5],\n", + " n_params=3,\n", + " seed=41)\n", + " model_inputs, model_outputs = data.simulate_data_2d(\n", + " size_df,\n", + " data.params,\n", + " image_size=32,\n", + " inject_type=inject_type,\n", + " sigma=sigma)\n", + " \n", + " x_test = model_inputs\n", + " y_test = model_outputs\n", + " '''\n", + " _, x_test, _, y_test = DataPreparation.train_val_split(\n", + " model_inputs, model_outputs, val_proportion=0.1,\n", + " random_state=41\n", + " )\n", + " '''\n", + " inputs_test, outputs_test = normalize(x_test, y_test, chk.get(\"norm_params\"))\n", + " y_pred = DERmodel(\n", + " torch.Tensor(inputs_test\n", + " )\n", + " ).detach().numpy()\n", + " axes[j].scatter(\n", + " outputs_test,\n", + " (y_pred[:, 0] - outputs_test), # / outputs_test,\n", + " color=color_list[i],\n", + " label=r\"$\\sigma_x = $\" + str(round(sigma,2)),\n", + " s=5,\n", + " )\n", + " axes[j].axhline(y=0, ls='--', color='grey')\n", + " axes[j].set_xlabel('true value')\n", + " if j == 0:\n", + " axes[j].set_ylabel('residual (predicted - true)') #/ true')\n", + " axes[j].set_title(inject_type)\n", + " axes[j].legend() \n", + "plt.suptitle('1k training set')\n", + "#plt.show()\n", + "plt.savefig('../../../Desktop/residual_DER_1k.png', dpi=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "872d1c71-5f92-4b8b-8838-29ebbaf81bad", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n", + "noise is medium, sigma is 5\n", + "noise is high, sigma is 10\n", + "noise is low, sigma is 0.17677669529663687\n", + "noise is medium, sigma is 0.8838834764831843\n", + "noise is high, sigma is 1.7677669529663687\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\", \"medium\", \"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss = \"DER\"\n", + " COEFF = 0.01\n", + " epoch = 99\n", + " size_df = 10000\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " try:\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " except FileNotFoundError:\n", + " continue\n", + " # set up the model and then load the checkpoint\n", + " DERmodel, lossFn = model_setup_DER(\n", + " \"DER\", DEVICE, n_hidden=64, data_type=dim)\n", + " # define the model at this epoch\n", + " DERmodel.load_state_dict(chk.get(\"model_state_dict\"))\n", + " # checkpoint['model_state_dict'])\n", + " DERmodel.eval()\n", + " size_df = 10000\n", + " data = DataPreparation()\n", + " \n", + " if dim == \"0D\":\n", + " data.sample_params_from_prior(size_df)\n", + " data.simulate_data(\n", + " data.params,\n", + " sigma,\n", + " \"linear_homoskedastic\",\n", + " inject_type=inject_type,\n", + " seed=41,\n", + " )\n", + " df_array = data.get_dict()\n", + " # Convert non-tensor entries to tensors\n", + " df = {}\n", + " for key, value in df_array.items():\n", + " \n", + " if isinstance(value, TensorDataset):\n", + " # Keep tensors as they are\n", + " df[key] = value\n", + " else:\n", + " # Convert lists to tensors\n", + " df[key] = torch.tensor(value)\n", + " len_df = len(df[\"params\"][:, 0].numpy())\n", + " len_x = np.shape(df[\"output\"])[1]\n", + " ms_array = np.repeat(df[\"params\"][:, 0].numpy(), len_x)\n", + " bs_array = np.repeat(df[\"params\"][:, 1].numpy(), len_x)\n", + " xs_array = np.reshape(df[\"inputs\"].numpy(), (len_df * len_x))\n", + " ys_array = np.reshape(df[\"output\"].numpy(), (len_df * len_x))\n", + " \n", + " inputs = np.array([xs_array, ms_array, bs_array]).T\n", + " elif dim == \"2D\":\n", + " data.sample_params_from_prior(\n", + " size_df,\n", + " low=[1, 1, -1.5],\n", + " high=[10, 10, 1.5],\n", + " n_params=3,\n", + " seed=41)\n", + " model_inputs, model_outputs = data.simulate_data_2d(\n", + " size_df,\n", + " data.params,\n", + " image_size=32,\n", + " inject_type=inject_type,\n", + " sigma=sigma)\n", + " \n", + " x_test = model_inputs\n", + " y_test = model_outputs\n", + " '''\n", + " _, x_test, _, y_test = DataPreparation.train_val_split(\n", + " model_inputs, model_outputs, val_proportion=0.1,\n", + " random_state=41\n", + " )\n", + " '''\n", + " inputs_test, outputs_test = normalize(x_test, y_test, chk.get(\"norm_params\"))\n", + " y_pred = DERmodel(\n", + " torch.Tensor(inputs_test\n", + " )\n", + " ).detach().numpy()\n", + " axes[j].scatter(\n", + " outputs_test,\n", + " (y_pred[:, 0] - outputs_test), # / outputs_test,\n", + " color=color_list[i],\n", + " label=r\"$\\sigma_x = $\" + str(round(sigma,2)),\n", + " s=5,\n", + " )\n", + " axes[j].axhline(y=0, ls='--', color='grey')\n", + " axes[j].set_xlabel('true value')\n", + " if j == 0:\n", + " axes[j].set_ylabel('residual (predicted - true)') #/ true')\n", + " axes[j].set_title(inject_type)\n", + " axes[j].legend() \n", + "plt.suptitle('10k training set')\n", + "#plt.show()\n", + "plt.savefig('../../../Desktop/residual_DER_10k.png', dpi=1000)" + ] + }, + { + "cell_type": "markdown", + "id": "e69e25de-6135-4e9b-ac60-25579f147791", + "metadata": {}, + "source": [ + "## Also show error bars to put the residuals in context" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "09d860e8-f3b2-4195-84e0-53b9f19a7fd4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n", + "noise is low, sigma is 0.17677669529663687\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\"]#, \"medium\", \"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss = \"DER\"\n", + " COEFF = 0.01\n", + " epoch = 99\n", + " size_df = 10000\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " try:\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " except FileNotFoundError:\n", + " continue\n", + " # set up the model and then load the checkpoint\n", + " DERmodel, lossFn = model_setup_DER(\n", + " \"DER\", DEVICE, n_hidden=64, data_type=dim)\n", + " # define the model at this epoch\n", + " DERmodel.load_state_dict(chk.get(\"model_state_dict\"))\n", + " # checkpoint['model_state_dict'])\n", + " DERmodel.eval()\n", + " size_df = 10000\n", + " data = DataPreparation()\n", + " \n", + " if dim == \"0D\":\n", + " data.sample_params_from_prior(size_df)\n", + " data.simulate_data(\n", + " data.params,\n", + " sigma,\n", + " \"linear_homoskedastic\",\n", + " inject_type=inject_type,\n", + " seed=41,\n", + " )\n", + " df_array = data.get_dict()\n", + " # Convert non-tensor entries to tensors\n", + " df = {}\n", + " for key, value in df_array.items():\n", + " \n", + " if isinstance(value, TensorDataset):\n", + " # Keep tensors as they are\n", + " df[key] = value\n", + " else:\n", + " # Convert lists to tensors\n", + " df[key] = torch.tensor(value)\n", + " len_df = len(df[\"params\"][:, 0].numpy())\n", + " len_x = np.shape(df[\"output\"])[1]\n", + " ms_array = np.repeat(df[\"params\"][:, 0].numpy(), len_x)\n", + " bs_array = np.repeat(df[\"params\"][:, 1].numpy(), len_x)\n", + " xs_array = np.reshape(df[\"inputs\"].numpy(), (len_df * len_x))\n", + " ys_array = np.reshape(df[\"output\"].numpy(), (len_df * len_x))\n", + " \n", + " inputs = np.array([xs_array, ms_array, bs_array]).T\n", + " elif dim == \"2D\":\n", + " data.sample_params_from_prior(\n", + " size_df,\n", + " low=[1, 1, -1.5],\n", + " high=[10, 10, 1.5],\n", + " n_params=3,\n", + " seed=41)\n", + " model_inputs, model_outputs = data.simulate_data_2d(\n", + " size_df,\n", + " data.params,\n", + " image_size=32,\n", + " inject_type=inject_type,\n", + " sigma=sigma)\n", + " \n", + " x_test = model_inputs\n", + " y_test = model_outputs\n", + " '''\n", + " _, x_test, _, y_test = DataPreparation.train_val_split(\n", + " model_inputs, model_outputs, val_proportion=0.1,\n", + " random_state=41\n", + " )\n", + " '''\n", + " inputs_test, outputs_test = normalize(x_test, y_test, chk.get(\"norm_params\"))\n", + " y_pred = DERmodel(\n", + " torch.Tensor(inputs_test\n", + " )\n", + " ).detach().numpy()\n", + " beta = y_pred[:, 3]\n", + " nu = y_pred[:, 1]\n", + " alpha = y_pred[:, 2]\n", + " u_al = np.sqrt(\n", + " beta\n", + " * (1 + nu)\n", + " / (alpha * nu)\n", + " )\n", + " axes[j].errorbar(\n", + " outputs_test,\n", + " (y_pred[:, 0] - outputs_test), # / outputs_test,\n", + " yerr=u_al,\n", + " color=color_list[i],\n", + " )\n", + " axes[j].scatter(\n", + " outputs_test,\n", + " (y_pred[:, 0] - outputs_test), # / outputs_test,\n", + " color=color_list[i],\n", + " edgecolor='black',\n", + " label=r\"$\\sigma_x = $\" + str(round(sigma,2)),\n", + " s=5,\n", + " zorder=100\n", + " )\n", + " axes[j].axhline(y=0, ls='--', color='grey')\n", + " axes[j].set_xlabel('true value')\n", + " if j == 0:\n", + " axes[j].set_ylabel('residual (predicted - true)') #/ true')\n", + " axes[j].set_title(inject_type)\n", + " axes[j].legend() \n", + "plt.suptitle('10k training set')\n", + "plt.show()\n", + "#plt.savefig('../../../Desktop/residual_DER_10k.png', dpi=1000)" + ] + }, + { + "cell_type": "markdown", + "id": "e5abd59d-6ff2-4333-a907-5c4277b03937", + "metadata": {}, + "source": [ + "## Another question I have is whether the test set is somehow misaligned with the training / validation set." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "3a973daf-a870-4b4b-afc5-a45e95a3c3a3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n" + ] + }, + { + "data": { + "image/png": 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b6rXxcyUnJyspKclc93g8ioyMbNBjAgAAALh+1Pq2OqvVqg4dOqhv375KSUlRz549tXjx4hpr+/fvL0n65ptvJElOp1NFRUVeNdXr1c8pXajGbrdf8KqRJNlsNtntdq8FAAAAAC7XFX8JbFVVlcrLy2scy8nJkSSFh4dLklwul/bt26fi4mKzJi0tTXa73bw1z+VyKT093Ws/aWlpXs81AQAAAEB9q9VtdcnJyRoxYoSioqJ0/PhxrVixQhkZGVq/fr0OHTqkFStWaOTIkWrVqpX27t2rGTNmaODAgerRo4ckadiwYYqJidG4ceO0cOFCud1uzZ07V4mJibLZbJKkKVOm6JVXXtHs2bP10EMPadOmTVq1apXWrl1b/7MHAAAAgP+vVuGouLhY48ePV2FhoUJCQtSjRw+tX79eQ4cO1ZEjR7Rx40a9+OKLOnHihCIjIzV69GjNnTvX/Ly/v7/WrFmjqVOnyuVyqVmzZkpISPD6XqTo6GitXbtWM2bM0OLFi9W2bVu9/vrrvMYbAAAAQIOyGIZh+LqJhuDxeBQSEqLS0tJG8fxR1hszfd1Co7Q9arJmDO3o6zYAAABwHbvcbHDFzxwBAAAAwPWAcAQAAAAAIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgKRahqOlS5eqR48estvtstvtcrlc+uyzz8zxU6dOKTExUa1atVJwcLBGjx6toqIir30UFBQoPj5eQUFBCgsL06xZs3TmzBmvmoyMDPXp00c2m00dOnRQampq3WcIAAAAAJehVuGobdu2WrBggbKzs7V7927deeeduuuuu5SbmytJmjFjhj755BO99957yszM1NGjR3XPPfeYn6+srFR8fLwqKiq0bds2vf3220pNTdW8efPMmvz8fMXHx2vw4MHKycnR9OnT9fDDD2v9+vX1NGUAAAAAOJ/FMAzjSnbQsmVLPfvss7r33nvVpk0brVixQvfee68k6csvv1SXLl2UlZWlAQMG6LPPPtMvf/lLHT16VA6HQ5K0bNkyzZkzR99++62sVqvmzJmjtWvXav/+/eYx7r//fpWUlGjdunWX3ZfH41FISIhKS0tlt9uvZIr1IuuNmb5uoVHaHjVZM4Z29HUbAAAAuI5dbjao8zNHlZWVWrlypU6cOCGXy6Xs7GydPn1asbGxZk3nzp0VFRWlrKwsSVJWVpa6d+9uBiNJiouLk8fjMa8+ZWVlee2juqZ6HxdSXl4uj8fjtQAAAADA5ap1ONq3b5+Cg4Nls9k0ZcoUrV69WjExMXK73bJarQoNDfWqdzgccrvdkiS32+0VjKrHq8cuVuPxeHTy5MkL9pWSkqKQkBBziYyMrO3UAAAAANzAah2OOnXqpJycHO3YsUNTp05VQkKCDhw40BC91UpycrJKS0vN5ciRI75uCQAAAMA1JKC2H7BarerQoYMkqW/fvtq1a5cWL16s++67TxUVFSopKfG6elRUVCSn0ylJcjqd2rlzp9f+qt9md3bNuW+4Kyoqkt1uV2Bg4AX7stlsstlstZ0OAAAAAEiqh+85qqqqUnl5ufr27asmTZooPT3dHMvLy1NBQYFcLpckyeVyad++fSouLjZr0tLSZLfbFRMTY9acvY/qmup9AAAAAEBDqNWVo+TkZI0YMUJRUVE6fvy4VqxYoYyMDK1fv14hISGaOHGikpKS1LJlS9ntdj3yyCNyuVwaMGCAJGnYsGGKiYnRuHHjtHDhQrndbs2dO1eJiYnmVZ8pU6bolVde0ezZs/XQQw9p06ZNWrVqldauXVv/swcAAACA/69W4ai4uFjjx49XYWGhQkJC1KNHD61fv15Dhw6VJC1atEh+fn4aPXq0ysvLFRcXp1dffdX8vL+/v9asWaOpU6fK5XKpWbNmSkhI0JNPPmnWREdHa+3atZoxY4YWL16stm3b6vXXX1dcXFw9TRkAAAAAznfF33PUWPE9R9cGvucIAAAADa3Bv+cIAAAAAK4nhCMAAAAAEOEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACTVMhylpKTolltuUfPmzRUWFqa7775beXl5XjWDBg2SxWLxWqZMmeJVU1BQoPj4eAUFBSksLEyzZs3SmTNnvGoyMjLUp08f2Ww2dejQQampqXWbIQAAAABchlqFo8zMTCUmJmr79u1KS0vT6dOnNWzYMJ04ccKrbtKkSSosLDSXhQsXmmOVlZWKj49XRUWFtm3bprffflupqamaN2+eWZOfn6/4+HgNHjxYOTk5mj59uh5++GGtX7/+CqcLAAAAADULqE3xunXrvNZTU1MVFham7OxsDRw40NweFBQkp9NZ4z42bNigAwcOaOPGjXI4HOrVq5eeeuopzZkzR/Pnz5fVatWyZcsUHR2t559/XpLUpUsXbd26VYsWLVJcXFyN+y0vL1d5ebm57vF4ajM1AAAAADe4K3rmqLS0VJLUsmVLr+3Lly9X69at1a1bNyUnJ+vHH380x7KystS9e3c5HA5zW1xcnDwej3Jzc82a2NhYr33GxcUpKyvrgr2kpKQoJCTEXCIjI69kagAAAABuMLW6cnS2qqoqTZ8+Xbfddpu6detmbn/ggQfUrl07RUREaO/evZozZ47y8vL0wQcfSJLcbrdXMJJkrrvd7ovWeDwenTx5UoGBgef1k5ycrKSkJHPd4/EQkAAAAABctjqHo8TERO3fv19bt2712j558mTz5+7duys8PFxDhgzRoUOHdNNNN9W900uw2Wyy2WwNtn8AAAAA17c63VY3bdo0rVmzRps3b1bbtm0vWtu/f39J0jfffCNJcjqdKioq8qqpXq9+TulCNXa7vcarRgAAAABwpWoVjgzD0LRp07R69Wpt2rRJ0dHRl/xMTk6OJCk8PFyS5HK5tG/fPhUXF5s1aWlpstvtiomJMWvS09O99pOWliaXy1WbdgEAAADgstUqHCUmJup///d/tWLFCjVv3lxut1tut1snT56UJB06dEhPPfWUsrOzdfjwYX388ccaP368Bg4cqB49ekiShg0bppiYGI0bN05ffPGF1q9fr7lz5yoxMdG8LW7KlCn6xz/+odmzZ+vLL7/Uq6++qlWrVmnGjBn1PH0AAAAA+EmtwtHSpUtVWlqqQYMGKTw83FzeffddSZLVatXGjRs1bNgwde7cWY8++qhGjx6tTz75xNyHv7+/1qxZI39/f7lcLv3Xf/2Xxo8fryeffNKsiY6O1tq1a5WWlqaePXvq+eef1+uvv37B13gDAAAAwJWq1QsZDMO46HhkZKQyMzMvuZ927drp008/vWjNoEGDtGfPntq0BwAAAAB1dkXfcwQAAAAA1wvCEQAAAACIcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkghHAAAAACCJcAQAAAAAkmoZjlJSUnTLLbeoefPmCgsL09133628vDyvmlOnTikxMVGtWrVScHCwRo8eraKiIq+agoICxcfHKygoSGFhYZo1a5bOnDnjVZORkaE+ffrIZrOpQ4cOSk1NrdsMAQAAAOAy1CocZWZmKjExUdu3b1daWppOnz6tYcOG6cSJE2bNjBkz9Mknn+i9995TZmamjh49qnvuucccr6ysVHx8vCoqKrRt2za9/fbbSk1N1bx588ya/Px8xcfHa/DgwcrJydH06dP18MMPa/369fUwZQAAAAA4n8UwDKOuH/72228VFhamzMxMDRw4UKWlpWrTpo1WrFihe++9V5L05ZdfqkuXLsrKytKAAQP02Wef6Ze//KWOHj0qh8MhSVq2bJnmzJmjb7/9VlarVXPmzNHatWu1f/9+81j333+/SkpKtG7duhp7KS8vV3l5ubnu8XgUGRmp0tJS2e32uk6x3mS9MdPXLTRK26Mma8bQjr5uAwAAANcxj8ejkJCQS2aDK3rmqLS0VJLUsmVLSVJ2drZOnz6t2NhYs6Zz586KiopSVlaWJCkrK0vdu3c3g5EkxcXFyePxKDc316w5ex/VNdX7qElKSopCQkLMJTIy8kqmBgAAAOAGE1DXD1ZVVWn69Om67bbb1K1bN0mS2+2W1WpVaGioV63D4ZDb7TZrzg5G1ePVYxer8Xg8OnnypAIDA8/rJzk5WUlJSeZ69ZUjNG4DCl6TNrfydRuNz+BkX3cAAABww6lzOEpMTNT+/fu1devW+uynzmw2m2w2m6/bAAAAAHCNqtNtddOmTdOaNWu0efNmtW3b1tzudDpVUVGhkpISr/qioiI5nU6z5ty311WvX6rGbrfXeNUIAAAAAK5UrcKRYRiaNm2aVq9erU2bNik6OtprvG/fvmrSpInS09PNbXl5eSooKJDL5ZIkuVwu7du3T8XFxWZNWlqa7Ha7YmJizJqz91FdU70PAAAAAKhvtbqtLjExUStWrNBHH32k5s2bm88IhYSEKDAwUCEhIZo4caKSkpLUsmVL2e12PfLII3K5XBowYIAkadiwYYqJidG4ceO0cOFCud1uzZ07V4mJieZtcVOmTNErr7yi2bNn66GHHtKmTZu0atUqrV27tp6nDwAAAAA/qdWrvC0WS43b33rrLU2YMEHST18C++ijj+qdd95ReXm54uLi9Oqrr5q3zEnSP//5T02dOlUZGRlq1qyZEhIStGDBAgUE/DurZWRkaMaMGTpw4IDatm2rP/zhD+YxLsflvq7vauFV3qgNXnEOAABQfy43G1zR9xw1ZoQjXMsIRwAAAPXnqnzPEQAAAABcLwhHAAAAACDCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIIhwBAAAAgCTCEQAAAABIqkM42rJli0aNGqWIiAhZLBZ9+OGHXuMTJkyQxWLxWoYPH+5Vc+zYMY0dO1Z2u12hoaGaOHGiysrKvGr27t2rO+64Q02bNlVkZKQWLlxY+9kBAAAAwGWqdTg6ceKEevbsqSVLllywZvjw4SosLDSXd955x2t87Nixys3NVVpamtasWaMtW7Zo8uTJ5rjH49GwYcPUrl07ZWdn69lnn9X8+fP12muv1bZdAAAAALgsAbX9wIgRIzRixIiL1thsNjmdzhrHDh48qHXr1mnXrl3q16+fJOnll1/WyJEj9dxzzykiIkLLly9XRUWF3nzzTVmtVnXt2lU5OTl64YUXvELU2crLy1VeXm6uezye2k4NAAAAwA2sQZ45ysjIUFhYmDp16qSpU6fq+++/N8eysrIUGhpqBiNJio2NlZ+fn3bs2GHWDBw4UFar1ayJi4tTXl6efvjhhxqPmZKSopCQEHOJjIxsiKkBAAAAuE7VezgaPny4/vrXvyo9PV1/+tOflJmZqREjRqiyslKS5Ha7FRYW5vWZgIAAtWzZUm6326xxOBxeNdXr1TXnSk5OVmlpqbkcOXKkvqcGAAAA4DpW69vqLuX+++83f+7evbt69Oihm266SRkZGRoyZEh9H85ks9lks9kabP8AAAAArm8N/irvn//852rdurW++eYbSZLT6VRxcbFXzZkzZ3Ts2DHzOSWn06mioiKvmur1Cz3LBAAAAABXosHD0b/+9S99//33Cg8PlyS5XC6VlJQoOzvbrNm0aZOqqqrUv39/s2bLli06ffq0WZOWlqZOnTqpRYsWDd0yAAAAgBtQrcNRWVmZcnJylJOTI0nKz89XTk6OCgoKVFZWplmzZmn79u06fPiw0tPTddddd6lDhw6Ki4uTJHXp0kXDhw/XpEmTtHPnTn3++eeaNm2a7r//fkVEREiSHnjgAVmtVk2cOFG5ubl69913tXjxYiUlJdXfzAEAAADgLLUOR7t371bv3r3Vu3dvSVJSUpJ69+6tefPmyd/fX3v37tWvfvUrdezYURMnTlTfvn31t7/9zet5oOXLl6tz584aMmSIRo4cqdtvv93rO4xCQkK0YcMG5efnq2/fvnr00Uc1b968C77GGwAAAACulMUwDMPXTTQEj8ejkJAQlZaWym63+7odZb0x09ct4BqyPWqyZgzt6Os2AAAArguXmw0a/JkjAAAAALgWEI4AAAAAQIQjAAAAAJBEOAIAAAAASYQjAAAAAJBEOAIAAAAASYQjAAAAAJBEOAIAAAAASYQjAAAAAJAkBfi6AQDnG1DwmrLe8HUXjZNr4nO+bgEAAFynuHIEAAAAACIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASKpDONqyZYtGjRqliIgIWSwWffjhh17jhmFo3rx5Cg8PV2BgoGJjY/X111971Rw7dkxjx46V3W5XaGioJk6cqLKyMq+avXv36o477lDTpk0VGRmphQsX1n52AAAAAHCZah2OTpw4oZ49e2rJkiU1ji9cuFAvvfSSli1bph07dqhZs2aKi4vTqVOnzJqxY8cqNzdXaWlpWrNmjbZs2aLJkyeb4x6PR8OGDVO7du2UnZ2tZ599VvPnz9drr71WhykCAAAAwKUF1PYDI0aM0IgRI2ocMwxDL774oubOnau77rpLkvTXv/5VDodDH374oe6//34dPHhQ69at065du9SvXz9J0ssvv6yRI0fqueeeU0REhJYvX66Kigq9+eabslqt6tq1q3JycvTCCy94haizlZeXq7y83Fz3eDy1nRoAAACAG1i9PnOUn58vt9ut2NhYc1tISIj69++vrKwsSVJWVpZCQ0PNYCRJsbGx8vPz044dO8yagQMHymq1mjVxcXHKy8vTDz/8UOOxU1JSFBISYi6RkZH1OTUAAAAA17l6DUdut1uS5HA4vLY7HA5zzO12KywszGs8ICBALVu29KqpaR9nH+NcycnJKi0tNZcjR45c+YQAAAAA3DBqfVtdY2Wz2WSz2XzdBgAAAIBrVL1eOXI6nZKkoqIir+1FRUXmmNPpVHFxsdf4mTNndOzYMa+amvZx9jEAAAAAoD7VaziKjo6W0+lUenq6uc3j8WjHjh1yuVySJJfLpZKSEmVnZ5s1mzZtUlVVlfr372/WbNmyRadPnzZr0tLS1KlTJ7Vo0aI+WwYAAAAASXUIR2VlZcrJyVFOTo6kn17CkJOTo4KCAlksFk2fPl1PP/20Pv74Y+3bt0/jx49XRESE7r77bklSly5dNHz4cE2aNEk7d+7U559/rmnTpun+++9XRESEJOmBBx6Q1WrVxIkTlZubq3fffVeLFy9WUlJSvU0cAAAAAM5W62eOdu/ercGDB5vr1YElISFBqampmj17tk6cOKHJkyerpKREt99+u9atW6emTZuan1m+fLmmTZumIUOGyM/PT6NHj9ZLL71kjoeEhGjDhg1KTExU37591bp1a82bN++Cr/EGcAPZnOLrDhqnwcm+7gAAgGuexTAMw9dNNASPx6OQkBCVlpbKbrf7uh1lvTHT1y0AuI5tj5qsGUM7+roNAAAapcvNBvX6zBEAAAAAXKsIRwAAAAAgwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkwhEAAAAASCIcAQAAAIAkKcDXDQAA6seitK983UKjNGNoR1+3AAC4RhCOAOA6MKDgNV+30Chtj5rs6xYAANcQbqsDAAAAABGOAAAAAEAS4QgAAAAAJBGOAAAAAEAS4QgAAAAAJDVAOJo/f74sFovX0rlzZ3P81KlTSkxMVKtWrRQcHKzRo0erqKjIax8FBQWKj49XUFCQwsLCNGvWLJ05c6a+WwUAAAAAU4O8yrtr167auHHjvw8S8O/DzJgxQ2vXrtV7772nkJAQTZs2Tffcc48+//xzSVJlZaXi4+PldDq1bds2FRYWavz48WrSpImeeeaZhmgXAAAAABomHAUEBMjpdJ63vbS0VG+88YZWrFihO++8U5L01ltvqUuXLtq+fbsGDBigDRs26MCBA9q4caMcDod69eqlp556SnPmzNH8+fNltVprPGZ5ebnKy8vNdY/H0xBTAwAAAHCdapBw9PXXXysiIkJNmzaVy+VSSkqKoqKilJ2drdOnTys2Ntas7dy5s6KiopSVlaUBAwYoKytL3bt3l8PhMGvi4uI0depU5ebmqnfv3jUeMyUlRU888URDTAcAcI0aUPCatLmVr9tofAYn+7oDAGiU6v2Zo/79+ys1NVXr1q3T0qVLlZ+frzvuuEPHjx+X2+2W1WpVaGio12ccDofcbrckye12ewWj6vHqsQtJTk5WaWmpuRw5cqR+JwYAAADgulbvV45GjBhh/tyjRw/1799f7dq106pVqxQYGFjfhzPZbDbZbLYG2z8AAACA61uD3FZ3ttDQUHXs2FHffPONhg4dqoqKCpWUlHhdPSoqKjKfUXI6ndq5c6fXPqrfZlfTc0wAAFxM1j++93ULjc72M19JkmYM7ejjTgCgcWnw7zkqKyvToUOHFB4err59+6pJkyZKT083x/Py8lRQUCCXyyVJcrlc2rdvn4qLi82atLQ02e12xcTENHS7AAAAAG5Q9X7laObMmRo1apTatWuno0eP6vHHH5e/v7/GjBmjkJAQTZw4UUlJSWrZsqXsdrseeeQRuVwuDRgwQJI0bNgwxcTEaNy4cVq4cKHcbrfmzp2rxMREbpsDAAAA0GDqPRz961//0pgxY/T999+rTZs2uv3227V9+3a1adNGkrRo0SL5+flp9OjRKi8vV1xcnF599VXz8/7+/lqzZo2mTp0ql8ulZs2aKSEhQU8++WR9twoAAAAAJothGIavm2gIHo9HISEhKi0tld1u93U7ynpjpq9bAABAkrQ9arIknjkCcOO43GzQ4M8cAQAAAMC1gHAEAAAAACIcAQAAAICkq/A9RwAAoHFalPaVr1tolHgWC7hxEY4AALjBDCh4zdctNErVL6oAcOPitjoAAAAAEOEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEuEIAAAAACQRjgAAAABAEt9zBAAAIOms73/a3Mq3jTRGg5N93QFwVRCOAAAAzpL1j+993UKjs/3MV5KkGUM7+rgToGFxWx0AAAAAiHAEAAAAAJIIRwAAAAAgiXAEAAAAAJIIRwAAAAAgiXAEAAAAAJJ4lTcAAAAuofo7oLLe8HEjjcz2qMmSeMX59YQrRwAAAAAgwhEAAAAASCIcAQAAAIAknjkCAAAA6qT6WSxtbuXbRhqbwcm+7qDOGnU4WrJkiZ599lm53W717NlTL7/8sm699VZftwUAAACYsv7xva9baFS2n/nK/Plae1lFo72t7t1331VSUpIef/xx/f3vf1fPnj0VFxen4uJiX7cGAAAA4DrUaK8cvfDCC5o0aZIefPBBSdKyZcu0du1avfnmm3rsscfOqy8vL1d5ebm5XlpaKknyeDxXp+FLOHGy/NJFAAAAwDXu1Iky8+fG8m/x6j4Mw7honcW4VIUPVFRUKCgoSO+//77uvvtuc3tCQoJKSkr00UcfnfeZ+fPn64knnriKXQIAAAC4lhw5ckRt27a94HijvHL03XffqbKyUg6Hw2u7w+HQl19+WeNnkpOTlZSUZK5XVVXp2LFjatWqlSwWS4P2ezEej0eRkZE6cuSI7Ha7z/pA48E5gZpwXuBcnBOoCecFzsU5cXkMw9Dx48cVERFx0bpGGY7qwmazyWazeW0LDQ31TTM1sNvtnLDwwjmBmnBe4FycE6gJ5wXOxTlxaSEhIZesaZQvZGjdurX8/f1VVFTktb2oqEhOp9NHXQEAAAC4njXKcGS1WtW3b1+lp6eb26qqqpSeni6Xy+XDzgAAAABcrxrtbXVJSUlKSEhQv379dOutt+rFF1/UiRMnzLfXXStsNpsef/zx8275w42LcwI14bzAuTgnUBPOC5yLc6J+Ncq31VV75ZVXzC+B7dWrl1566SX179/f120BAAAAuA416nAEAAAAAFdLo3zmCAAAAACuNsIRAAAAAIhwBAAAAACSCEcAAAAAIIlw1KCWLFmi9u3bq2nTpurfv7927tzp65ZQT7Zs2aJRo0YpIiJCFotFH374ode4YRiaN2+ewsPDFRgYqNjYWH399ddeNceOHdPYsWNlt9sVGhqqiRMnqqyszKtm7969uuOOO9S0aVNFRkZq4cKFDT011FFKSopuueUWNW/eXGFhYbr77ruVl5fnVXPq1CklJiaqVatWCg4O1ujRo8/7suuCggLFx8crKChIYWFhmjVrls6cOeNVk5GRoT59+shms6lDhw5KTU1t6OmhjpYuXaoePXqY31zvcrn02WefmeOcE1iwYIEsFoumT59ubuO8uPHMnz9fFovFa+ncubM5zjlxFRloECtXrjSsVqvx5ptvGrm5ucakSZOM0NBQo6ioyNetoR58+umnxu9//3vjgw8+MCQZq1ev9hpfsGCBERISYnz44YfGF198YfzqV78yoqOjjZMnT5o1w4cPN3r27Gls377d+Nvf/mZ06NDBGDNmjDleWlpqOBwOY+zYscb+/fuNd955xwgMDDT+/Oc/X61pohbi4uKMt956y9i/f7+Rk5NjjBw50oiKijLKysrMmilTphiRkZFGenq6sXv3bmPAgAHGL37xC3P8zJkzRrdu3YzY2Fhjz549xqeffmq0bt3aSE5ONmv+8Y9/GEFBQUZSUpJx4MAB4+WXXzb8/f2NdevWXdX54vJ8/PHHxtq1a42vvvrKyMvLM/7nf/7HaNKkibF//37DMDgnbnQ7d+402rdvb/To0cP43e9+Z27nvLjxPP7440bXrl2NwsJCc/n222/Ncc6Jq4dw1EBuvfVWIzEx0VyvrKw0IiIijJSUFB92hYZwbjiqqqoynE6n8eyzz5rbSkpKDJvNZrzzzjuGYRjGgQMHDEnGrl27zJrPPvvMsFgsxv/93/8ZhmEYr776qtGiRQujvLzcrJkzZ47RqVOnBp4R6kNxcbEhycjMzDQM46dzoEmTJsZ7771n1hw8eNCQZGRlZRmG8VPo9vPzM9xut1mzdOlSw263m+fB7Nmzja5du3od67777jPi4uIaekqoJy1atDBef/11zokb3PHjx42bb77ZSEtLM/7jP/7DDEecFzemxx9/3OjZs2eNY5wTVxe31TWAiooKZWdnKzY21tzm5+en2NhYZWVl+bAzXA35+flyu91ev/+QkBD179/f/P1nZWUpNDRU/fr1M2tiY2Pl5+enHTt2mDUDBw6U1Wo1a+Li4pSXl6cffvjhKs0GdVVaWipJatmypSQpOztbp0+f9jovOnfurKioKK/zonv37nI4HGZNXFycPB6PcnNzzZqz91Fdw98tjV9lZaVWrlypEydOyOVycU7c4BITExUfH3/e747z4sb19ddfKyIiQj//+c81duxYFRQUSOKcuNoIRw3gu+++U2VlpdcJKkkOh0Nut9tHXeFqqf4dX+z373a7FRYW5jUeEBCgli1betXUtI+zj4HGqaqqStOnT9dtt92mbt26Sfrpd2a1WhUaGupVe+55canf+YVqPB6PTp482RDTwRXat2+fgoODZbPZNGXKFK1evVoxMTGcEzewlStX6u9//7tSUlLOG+O8uDH1799fqampWrdunZYuXar8/HzdcccdOn78OOfEVRbg6wYA4HqTmJio/fv3a+vWrb5uBY1Ap06dlJOTo9LSUr3//vtKSEhQZmamr9uCjxw5ckS/+93vlJaWpqZNm/q6HTQSI0aMMH/u0aOH+vfvr3bt2mnVqlUKDAz0YWc3Hq4cNYDWrVvL39//vLeIFBUVyel0+qgrXC3Vv+OL/f6dTqeKi4u9xs+cOaNjx4551dS0j7OPgcZn2rRpWrNmjTZv3qy2bdua251OpyoqKlRSUuJVf+55canf+YVq7HY7/wNtpKxWqzp06KC+ffsqJSVFPXv21OLFizknblDZ2dkqLi5Wnz59FBAQoICAAGVmZuqll15SQECAHA4H5wUUGhqqjh076ptvvuHviquMcNQArFar+vbtq/T0dHNbVVWV0tPT5XK5fNgZrobo6Gg5nU6v37/H49GOHTvM37/L5VJJSYmys7PNmk2bNqmqqkr9+/c3a7Zs2aLTp0+bNWlpaerUqZNatGhxlWaDy2UYhqZNm6bVq1dr06ZNio6O9hrv27evmjRp4nVe5OXlqaCgwOu82Ldvn1dwTktLk91uV0xMjFlz9j6qa/i75dpRVVWl8vJyzokb1JAhQ7Rv3z7l5OSYS79+/TR27FjzZ84LlJWV6dChQwoPD+fviqvN12+EuF6tXLnSsNlsRmpqqnHgwAFj8uTJRmhoqNdbRHDtOn78uLFnzx5jz549hiTjhRdeMPbs2WP885//NAzjp1d5h4aGGh999JGxd+9e46677qrxVd69e/c2duzYYWzdutW4+eabvV7lXVJSYjgcDmPcuHHG/v37jZUrVxpBQUG8yruRmjp1qhESEmJkZGR4vYr1xx9/NGumTJliREVFGZs2bTJ2795tuFwuw+VymePVr2IdNmyYkZOTY6xbt85o06ZNja9inTVrlnHw4EFjyZIlvIq1EXvssceMzMxMIz8/39i7d6/x2GOPGRaLxdiwYYNhGJwT+MnZb6szDM6LG9Gjjz5qZGRkGPn5+cbnn39uxMbGGq1btzaKi4sNw+CcuJoIRw3o5ZdfNqKiogyr1Wrceuutxvbt233dEurJ5s2bDUnnLQkJCYZh/PQ67z/84Q+Gw+EwbDabMWTIECMvL89rH99//70xZswYIzg42LDb7caDDz5oHD9+3Kvmiy++MG6//XbDZrMZP/vZz4wFCxZcrSmilmo6HyQZb731lllz8uRJ47//+7+NFi1aGEFBQcavf/1ro7Cw0Gs/hw8fNkaMGGEEBgYarVu3Nh599FHj9OnTXjWbN282evXqZVitVuPnP/+51zHQuDz00ENGu3btDKvVarRp08YYMmSIGYwMg3MCPzk3HHFe3Hjuu+8+Izw83LBarcbPfvYz47777jO++eYbc5xz4uqxGIZh+OaaFQAAAAA0HjxzBAAAAAAiHAEAAACAJMIRAAAAAEgiHAEAAACAJMIRAAAAAEgiHAEAAACAJMIRAAAAAEgiHAEAAACAJMIRAAAAAEgiHAEAAACAJMIRAAAAAEiS/h8xcaoVFC0bpQAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "NameError", + "evalue": "name 'STOP' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[79], line 140\u001b[0m\n\u001b[1;32m 138\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend()\n\u001b[1;32m 139\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m--> 140\u001b[0m \u001b[43mSTOP\u001b[49m\n", + "\u001b[0;31mNameError\u001b[0m: name 'STOP' is not defined" + ] + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 4)) \n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\"]#, \"medium\", \"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss = \"DER\"\n", + " COEFF = 0.01\n", + " epoch = 99\n", + " size_df = 10000\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " try:\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " except FileNotFoundError:\n", + " continue\n", + " # set up the model and then load the checkpoint\n", + " DERmodel, lossFn = model_setup_DER(\n", + " \"DER\", DEVICE, n_hidden=64, data_type=dim)\n", + " # define the model at this epoch\n", + " DERmodel.load_state_dict(chk.get(\"model_state_dict\"))\n", + " # checkpoint['model_state_dict'])\n", + " DERmodel.eval()\n", + " size_df = 10000\n", + " data = DataPreparation()\n", + "\n", + " if dim == \"0D\":\n", + " data.sample_params_from_prior(size_df)\n", + " data.simulate_data(\n", + " data.params,\n", + " sigma,\n", + " \"linear_homoskedastic\",\n", + " inject_type=inject_type,\n", + " seed=42,\n", + " )\n", + " df_array = data.get_dict()\n", + " # Convert non-tensor entries to tensors\n", + " df = {}\n", + " for key, value in df_array.items():\n", + " \n", + " if isinstance(value, TensorDataset):\n", + " # Keep tensors as they are\n", + " df[key] = value\n", + " else:\n", + " # Convert lists to tensors\n", + " df[key] = torch.tensor(value)\n", + " len_df = len(df[\"params\"][:, 0].numpy())\n", + " len_x = np.shape(df[\"output\"])[1]\n", + " ms_array = np.repeat(df[\"params\"][:, 0].numpy(), len_x)\n", + " bs_array = np.repeat(df[\"params\"][:, 1].numpy(), len_x)\n", + " xs_array = np.reshape(df[\"inputs\"].numpy(), (len_df * len_x))\n", + " ys_array = np.reshape(df[\"output\"].numpy(), (len_df * len_x))\n", + " \n", + " inputs = np.array([xs_array, ms_array, bs_array]).T\n", + " elif dim == \"2D\":\n", + " data.sample_params_from_prior(\n", + " size_df,\n", + " low=[1, 1, -1.5],\n", + " high=[10, 10, 1.5],\n", + " n_params=3,\n", + " seed=42)\n", + " model_inputs, model_outputs = data.simulate_data_2d(\n", + " size_df,\n", + " data.params,\n", + " image_size=32,\n", + " inject_type=inject_type,\n", + " sigma=sigma)\n", + " \n", + " x_train = model_inputs\n", + " y_train = model_outputs\n", + " \n", + " if dim == \"0D\":\n", + " data.sample_params_from_prior(size_df)\n", + " data.simulate_data(\n", + " data.params,\n", + " sigma,\n", + " \"linear_homoskedastic\",\n", + " inject_type=inject_type,\n", + " seed=41,\n", + " )\n", + " df_array = data.get_dict()\n", + " # Convert non-tensor entries to tensors\n", + " df = {}\n", + " for key, value in df_array.items():\n", + " \n", + " if isinstance(value, TensorDataset):\n", + " # Keep tensors as they are\n", + " df[key] = value\n", + " else:\n", + " # Convert lists to tensors\n", + " df[key] = torch.tensor(value)\n", + " len_df = len(df[\"params\"][:, 0].numpy())\n", + " len_x = np.shape(df[\"output\"])[1]\n", + " ms_array = np.repeat(df[\"params\"][:, 0].numpy(), len_x)\n", + " bs_array = np.repeat(df[\"params\"][:, 1].numpy(), len_x)\n", + " xs_array = np.reshape(df[\"inputs\"].numpy(), (len_df * len_x))\n", + " ys_array = np.reshape(df[\"output\"].numpy(), (len_df * len_x))\n", + " \n", + " inputs = np.array([xs_array, ms_array, bs_array]).T\n", + " elif dim == \"2D\":\n", + " data.sample_params_from_prior(\n", + " size_df,\n", + " low=[1, 1, -1.5],\n", + " high=[10, 10, 1.5],\n", + " n_params=3,\n", + " seed=41)\n", + " model_inputs, model_outputs = data.simulate_data_2d(\n", + " size_df,\n", + " data.params,\n", + " image_size=32,\n", + " inject_type=inject_type,\n", + " sigma=sigma)\n", + " \n", + " x_test = model_inputs\n", + " y_test = model_outputs\n", + "\n", + " plt.clf()\n", + " plt.hist(y_test, label='test', alpha=0.5)\n", + " plt.hist(y_train, label='train', alpha=0.5)\n", + " plt.legend()\n", + " plt.show()\n", + " print(np.shape(x_test))\n", + " plt.clf()\n", + " plt.hist(x_test.flatten(), label='test', alpha=0.5)\n", + " plt.hist(x_train.flatten(), label='train', alpha=0.5)\n", + " plt.legend()\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "bdb575e4-91f6-49f1-ac6a-642827f314f9", + "metadata": {}, + "source": [ + "## I'd also like to plot loss for all of these training runs." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "6bfb49cf-6422-4b66-a3a9-0c7a03a3dc6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n", + "j 0\n", + "noise is medium, sigma is 5\n", + "j 0\n", + "noise is high, sigma is 10\n", + "j 0\n", + "noise is low, sigma is 0.17677669529663687\n", + "j 1\n", + "noise is medium, sigma is 0.8838834764831843\n", + "j 1\n", + "noise is high, sigma is 1.7677669529663687\n", + "j 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(2, 2, figsize=(10, 6))\n", + "axes = axes.flatten()\n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\", \"medium\", \"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss_name = \"DER\"\n", + " COEFF = 0.01\n", + " size_df = 1000\n", + " n_epochs = 100\n", + " mse_loss = []\n", + " loss = []\n", + " train_mse_loss = []\n", + " train_loss = []\n", + " for epoch in range(n_epochs):\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss_name}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " mse_loss.append(chk[\"valid_mse\"])\n", + " loss.append(chk[\"valid_loss\"])\n", + " train_mse_loss.append(chk[\"train_mse\"])\n", + " train_loss.append(chk[\"train_loss\"])\n", + " print('j', j)\n", + " axes[j].plot(\n", + " range(n_epochs),\n", + " train_mse_loss,\n", + " color=color_list[i],\n", + " label=r\"Training MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " #s=5,\n", + " )\n", + " axes[j].plot(\n", + " range(n_epochs),\n", + " mse_loss,\n", + " color=color_list[i],\n", + " label=r\"Validation MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " ls = '--'\n", + " #s=5,\n", + " )\n", + " axes[j+2].plot(\n", + " range(n_epochs),\n", + " train_loss,\n", + " color=color_list[i],\n", + " label=r\"Training NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " #s=5,\n", + " )\n", + " axes[j+2].plot(\n", + " range(n_epochs),\n", + " loss,\n", + " color=color_list[i],\n", + " label=r\"Validation NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " ls = '--'\n", + " #s=5,\n", + " )\n", + " \n", + " \n", + " if j == 0:\n", + " axes[j].set_ylabel('MSE loss') #/ true')\n", + " axes[j+2].set_ylabel('NIG loss')\n", + " axes[j].set_title(inject_type)\n", + " axes[j].legend() \n", + "axes[2].set_xlabel('epoch')\n", + "axes[3].set_xlabel('epoch')\n", + "plt.suptitle('1k training set')\n", + "plt.show()\n", + "#plt.savefig('../../../Desktop/residual_DER_10k.png', dpi=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "5996b3ff-14bf-466d-9900-79b9505f0059", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noise is low, sigma is 1\n", + "j 0\n", + "noise is medium, sigma is 5\n", + "j 0\n", + "noise is high, sigma is 10\n", + "j 0\n", + "noise is low, sigma is 0.17677669529663687\n", + "j 1\n", + "noise is medium, sigma is 0.8838834764831843\n", + "j 1\n", + "noise is high, sigma is 1.7677669529663687\n", + "j 1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inject_type_list = [\"predictive\", \"feature\"]\n", + "fig, axes = plt.subplots(2, 2, figsize=(10, 6))\n", + "axes = axes.flatten()\n", + "for j, inject_type in enumerate(inject_type_list):\n", + " noise_list = [\"low\", \"medium\", \"high\"]\n", + " color_list = [\"#DFA316\", \"#339989\", \"#292F36\"]\n", + " for i, noise in enumerate(noise_list):\n", + " sigma = DataPreparation.get_sigma(\n", + " noise, inject_type=inject_type, data_dimension=dim)\n", + " print(f\"noise is {noise}, sigma is {sigma}\")\n", + " path = \"../DeepUQResources/checkpoints/\"\n", + " model_name = \"DER\"\n", + " prescription = \"linear_homoskedastic\"\n", + " data_dim = \"2D\"\n", + " loss_name = \"DER\"\n", + " COEFF = 0.01\n", + " size_df = 10000\n", + " n_epochs = 100\n", + " mse_loss = []\n", + " loss = []\n", + " train_mse_loss = []\n", + " train_loss = []\n", + " for epoch in range(n_epochs):\n", + " file_name = (\n", + " str(path)\n", + " + f\"{model_name}_{prescription}_{inject_type}_{data_dim}\"\n", + " + f\"_noise_{noise}_loss_{loss_name}_COEFF_{COEFF}_epoch_{epoch}\"\n", + " )\n", + " file_name += f\"_sizedf_{size_df}\"\n", + " file_name += \".pt\"\n", + " chk = torch.load(file_name, map_location=DEVICE)\n", + " mse_loss.append(chk[\"valid_mse\"])\n", + " loss.append(chk[\"valid_loss\"])\n", + " train_mse_loss.append(chk[\"train_mse\"])\n", + " train_loss.append(chk[\"train_loss\"])\n", + " print('j', j)\n", + " axes[j].plot(\n", + " range(n_epochs),\n", + " train_mse_loss,\n", + " color=color_list[i],\n", + " label=r\"Training MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " #s=5,\n", + " )\n", + " axes[j].plot(\n", + " range(n_epochs),\n", + " mse_loss,\n", + " color=color_list[i],\n", + " label=r\"Validation MSE loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " ls = '--'\n", + " #s=5,\n", + " )\n", + " axes[j+2].plot(\n", + " range(n_epochs),\n", + " train_loss,\n", + " color=color_list[i],\n", + " label=r\"Training NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " #s=5,\n", + " )\n", + " axes[j+2].plot(\n", + " range(n_epochs),\n", + " loss,\n", + " color=color_list[i],\n", + " label=r\"Validation NIG loss; $\\sigma_x = $\" + str(round(sigma,2)),\n", + " ls = '--'\n", + " #s=5,\n", + " )\n", + " \n", + " \n", + " if j == 0:\n", + " axes[j].set_ylabel('MSE loss') #/ true')\n", + " axes[j+2].set_ylabel('NIG loss')\n", + " axes[j].set_title(inject_type)\n", + " axes[j].legend() \n", + "axes[2].set_xlabel('epoch')\n", + "axes[3].set_xlabel('epoch')\n", + "plt.suptitle('10k training set')\n", + "plt.show()\n", + "#plt.savefig('../../../Desktop/residual_DER_10k.png', dpi=1000)" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "2e267291-5ec3-41c4-b932-48c5e0ccff38", + "id": "c3330bc4-bd44-441c-beb6-5a621c5cea8d", "metadata": {}, "outputs": [], "source": [] diff --git a/src/scripts/Aleatoric.py b/src/scripts/Aleatoric.py index cb1b3ec..fbbb2aa 100644 --- a/src/scripts/Aleatoric.py +++ b/src/scripts/Aleatoric.py @@ -80,6 +80,13 @@ def parse_args(): default=DefaultsAnalysis["analysis"]["model_names_list"], help="Beginning of name for saved checkpoints and figures", ) + parser.add_argument( + "--inject_type_list", + type=list, + required=False, + default=DefaultsAnalysis["analysis"]["inject_type_list"], + help="Feature and predictive", + ) parser.add_argument( "--n_epochs", type=int, @@ -133,6 +140,7 @@ def parse_args(): "n_models": args.n_models, "n_epochs": args.n_epochs, "data_prescription": args.data_prescription, + "data_dimension": args.data_dimension, "BETA": args.BETA, "COEFF": args.COEFF, "loss_type": args.loss_type, @@ -140,6 +148,7 @@ def parse_args(): "analysis": { "noise_level_list": args.noise_level_list, "model_names_list": args.model_names_list, + "inject_type_list": args.inject_type_list, "plot": args.plot, "savefig": args.savefig, "verbose": args.verbose, @@ -185,9 +194,6 @@ def beta_type(value): "analysis", "inject_type_list", "Analysis" ) dim = config.get_item("model", "data_dimension", "Analysis") - sigma_list = [] - for noise in noise_list: - sigma_list.append(DataPreparation.get_sigma(noise)) root_dir = config.get_item("common", "dir", "Analysis") path_to_chk = root_dir + "checkpoints/" path_to_out = root_dir + "analysis/" @@ -302,13 +308,16 @@ def beta_type(value): alpha=0.25, edgecolor=None, ) + sigma = DataPreparation.get_sigma( + noise, inject_type=typei, data_dimension=dim + ) ax.plot( range(n_epochs), al, color=color_list[i], - label=r"$\sigma = $" + str(sigma_list[i]), + label=r"$\sigma = $" + str(sigma), ) - ax.axhline(y=sigma_list[i], color=color_list[i], ls="--") + ax.axhline(y=sigma, color=color_list[i], ls="--") ax.set_ylabel("Aleatoric Uncertainty") ax.set_xlabel("Epoch") # if model[0:3] == "DER": diff --git a/src/scripts/DeepEnsemble.py b/src/scripts/DeepEnsemble.py index cb3c2ae..5300601 100644 --- a/src/scripts/DeepEnsemble.py +++ b/src/scripts/DeepEnsemble.py @@ -215,6 +215,12 @@ def parse_args(): default=DefaultsDE["model"]["n_hidden"], help="Number of hidden neurons in the hidden layer, default 64", ) + parser.add_argument( + "--save_data_size", + action="store_true", + default=DefaultsDE["model"]["save_data_size"], + help="save chk with the number of examples in the dataset", + ) parser.add_argument( "--verbose", action="store_true", @@ -264,6 +270,7 @@ def parse_args(): "rs_list": args.rs_list, "save_n_hidden": args.save_n_hidden, "n_hidden": args.n_hidden, + "save_data_size": args.save_data_size, "verbose": args.verbose, }, "data": { @@ -309,6 +316,7 @@ def beta_type(value): if __name__ == "__main__": config = parse_args() + verbose = config.get_item("model", "verbose", "DE") size_df = int(config.get_item("data", "size_df", "DE")) noise = config.get_item("data", "noise_level", "DE") norm = config.get_item("data", "normalize", "DE", raise_exception=False) @@ -385,7 +393,7 @@ def beta_type(value): model_inputs = np.array([xs_array, ms_array, bs_array]).T plot_value = config.get_item("model", "plot", "DE") print(f"Value: {plot_value}, Type: {type(plot_value)}") - if plot_value: + if verbose: # briefly plot what some of the data looks like if dim == "0D": print(np.shape(xs_array), np.shape(model_outputs)) @@ -408,7 +416,7 @@ def beta_type(value): model_inputs, model_outputs, norm_params = DataPreparation.normalize( model_inputs, model_outputs, norm ) - if plot_value: + if verbose: if dim == "2D": plt.clf() plt.imshow(model_inputs[0]) @@ -484,5 +492,7 @@ def beta_type(value): rs_list=config.get_item("model", "rs_list", "DE"), save_n_hidden=config.get_item("model", "save_n_hidden", "DE"), n_hidden=config.get_item("model", "n_hidden", "DE"), - verbose=config.get_item("model", "verbose", "DE"), + save_size_df=config.get_item("model", "save_data_size", "DE"), + size_df=size_df, + verbose=verbose, ) diff --git a/src/scripts/DeepEvidentialRegression.py b/src/scripts/DeepEvidentialRegression.py index 2d9b8b3..c971689 100644 --- a/src/scripts/DeepEvidentialRegression.py +++ b/src/scripts/DeepEvidentialRegression.py @@ -204,6 +204,12 @@ def parse_args(): default=DefaultsDER["model"]["n_hidden"], help="Number of hidden neurons in the hidden layer, default 64", ) + parser.add_argument( + "--save_data_size", + action="store_true", + default=DefaultsDER["model"]["save_data_size"], + help="save chk with the number of examples in the dataset", + ) parser.add_argument( "--verbose", action="store_true", @@ -250,6 +256,7 @@ def parse_args(): "rs": args.rs, "save_n_hidden": args.save_n_hidden, "n_hidden": args.n_hidden, + "save_data_size": args.save_data_size, "verbose": args.verbose, }, "data": { @@ -400,7 +407,8 @@ def parse_args(): x_train, x_val, y_train, y_val = DataPreparation.train_val_split( model_inputs, model_outputs, val_proportion=val_prop, random_state=rs ) - trainData = TensorDataset(torch.Tensor(x_train), torch.Tensor(y_train)) + trainData = TensorDataset( + torch.Tensor(x_train), torch.Tensor(y_train)) trainDataLoader = DataLoader( trainData, batch_size=BATCH_SIZE, shuffle=True ) @@ -448,5 +456,7 @@ def parse_args(): rs=config.get_item("model", "rs", "DER"), save_n_hidden=config.get_item("model", "save_n_hidden", "DER"), n_hidden=config.get_item("model", "n_hidden", "DER"), + save_size_df=config.get_item("model", "save_data_size", "DER"), + size_df=size_df, verbose=config.get_item("model", "verbose", "DER"), ) diff --git a/src/scripts/LossFunctions.py b/src/scripts/LossFunctions.py index dd29a9f..83c493f 100644 --- a/src/scripts/LossFunctions.py +++ b/src/scripts/LossFunctions.py @@ -26,6 +26,16 @@ def parse_args(): # path to save the model results parser.add_argument("--dir", default=DefaultsAnalysis["common"]["dir"]) # now args for model + parser.add_argument( + "--data_prescription", + "-dp", + default=DefaultsAnalysis["model"]["data_prescription"], + ) + parser.add_argument( + "--data_dimension", + "-dd", + default=DefaultsAnalysis["model"]["data_dimension"], + ) parser.add_argument( "--n_models", type=int, @@ -69,6 +79,13 @@ def parse_args(): default=DefaultsAnalysis["analysis"]["model_names_list"], help="Beginning of name for saved checkpoints and figures", ) + parser.add_argument( + "--inject_type_list", + type=list, + required=False, + default=DefaultsAnalysis["analysis"]["inject_type_list"], + help="Feature and predictive", + ) parser.add_argument( "--n_epochs", type=int, @@ -121,6 +138,8 @@ def parse_args(): "model": { "n_models": args.n_models, "n_epochs": args.n_epochs, + "data_prescription": args.data_prescription, + "data_dimension": args.data_dimension, "BETA": args.BETA, "COEFF": args.COEFF, "loss_type": args.loss_type, @@ -128,6 +147,7 @@ def parse_args(): "analysis": { "noise_level_list": args.noise_level_list, "model_names_list": args.model_names_list, + "inject_type_list": args.inject_type_list, "plot": args.plot, "savefig": args.savefig, "verbose": args.verbose, @@ -166,10 +186,13 @@ def beta_type(value): color_list = config.get_item("plots", "color_list", "Analysis") BETA = config.get_item("model", "BETA", "Analysis") COEFF = config.get_item("model", "COEFF", "Analysis") + n_models = config.get_item("model", "n_models", "Analysis") loss_type = config.get_item("model", "loss_type", "Analysis") - sigma_list = [] - for noise in noise_list: - sigma_list.append(DataPreparation.get_sigma(noise)) + prescription = config.get_item("model", "data_prescription", "Analysis") + inject_type_list = config.get_item( + "analysis", "inject_type_list", "Analysis" + ) + dim = config.get_item("model", "data_dimension", "Analysis") root_dir = config.get_item("common", "dir", "Analysis") path_to_chk = root_dir + "checkpoints/" path_to_out = root_dir + "analysis/" @@ -186,30 +209,34 @@ def beta_type(value): print("noise list", noise_list) chk_module = AggregateCheckpoints() mse_loss = { - model_name: {noise: [] for noise in noise_list} - for model_name in model_name_list + typei: {noise: [] for noise in noise_list} + for typei in inject_type_list } loss = { - model_name: {noise: [] for noise in noise_list} - for model_name in model_name_list + typei: {noise: [] for noise in noise_list} + for typei in inject_type_list } mse_loss_train = { - model_name: {noise: [] for noise in noise_list} - for model_name in model_name_list + typei: {noise: [] for noise in noise_list} + for typei in inject_type_list } loss_train = { - model_name: {noise: [] for noise in noise_list} - for model_name in model_name_list + typei: {noise: [] for noise in noise_list} + for typei in inject_type_list } n_epochs = config.get_item("model", "n_epochs", "Analysis") n_models = config.get_item("model", "n_models", "Analysis") - for model in model_name_list: + model = model_name_list[0] + for typei in inject_type_list: for noise in noise_list: # now run the analysis on the resulting checkpoints if model[0:3] == "DER": for epoch in range(n_epochs): chk = chk_module.load_checkpoint( model, + prescription, + typei, + dim, noise, epoch, DEVICE, @@ -219,10 +246,10 @@ def beta_type(value): ) # path=path_to_chk) # things to grab: 'valid_mse' and 'valid_bnll' - mse_loss[model][noise].append(chk["valid_mse"]) - loss[model][noise].append(chk["valid_loss"]) - mse_loss_train[model][noise].append(chk["train_mse"]) - loss_train[model][noise].append(chk["train_loss"]) + mse_loss[typei][noise].append(chk["valid_mse"]) + loss[typei][noise].append(chk["valid_loss"]) + mse_loss_train[typei][noise].append(chk["train_mse"]) + loss_train[typei][noise].append(chk["train_loss"]) elif model[0:2] == "DE": for nmodel in range(n_models): mse_loss_one_model = [] @@ -232,6 +259,9 @@ def beta_type(value): for epoch in range(n_epochs): chk = chk_module.load_checkpoint( model, + prescription, + typei, + dim, noise, epoch, DEVICE, @@ -244,86 +274,89 @@ def beta_type(value): train_mse_loss_one_model.append(chk["train_mse"]) train_loss_one_model.append(chk["train_loss"]) - mse_loss[model][noise].append(mse_loss_one_model) - loss[model][noise].append(loss_one_model) - mse_loss_train[model][noise].append( + mse_loss[typei][noise].append(mse_loss_one_model) + loss[typei][noise].append(loss_one_model) + mse_loss_train[typei][noise].append( train_mse_loss_one_model ) - loss_train[model][noise].append(train_loss_one_model) + loss_train[typei][noise].append(train_loss_one_model) # make a two-paneled plot for the different noise levels # make one panel per model # for the noise levels: plt.clf() fig = plt.figure(figsize=(12, 10)) # try this instead with a fill_between method - for i, model in enumerate(model_name_list): - ax = fig.add_subplot(2, len(model_name_list), i + 1) + for i, typei in enumerate(inject_type_list): + ax = fig.add_subplot(2, len(inject_type_list), i + 1) # Your plotting code for each model here - ax.set_title(model) # Set title for each subplot + ax.set_title(typei) # Set title for each subplot for i, noise in enumerate(noise_list): + sigma = DataPreparation.get_sigma( + noise, inject_type=typei, data_dimension=dim + ) if model[0:3] == "DER": ax.plot( range(n_epochs), - mse_loss_train[model][noise], + mse_loss_train[typei][noise], color=color_list[i], - label=r"Train; $\sigma = $" + str(sigma_list[i]), + label=r"Train; $\sigma = $" + str(sigma), ls="--", ) ax.plot( range(n_epochs), - mse_loss[model][noise], + mse_loss[typei][noise], color=color_list[i], - label=r"Validation; $\sigma = $" + str(sigma_list[i]), + label=r"Validation; $\sigma = $" + str(sigma), ) else: ax.plot( range(n_epochs), - mse_loss_train[model][noise][0], + mse_loss_train[typei][noise][0], color=color_list[i], ls="--", ) ax.plot( range(n_epochs), - mse_loss[model][noise][0], + mse_loss[typei][noise][0], color=color_list[i], ) ax.set_ylabel("MSE Loss") ax.set_xlabel("Epoch") - if model[0:3] == "DER": - ax.set_title("Deep Evidential Regression") - plt.legend() - elif model[0:2] == "DE": - ax.set_title("Deep Ensemble") - ax.set_ylim([0, 250]) + ax.set_title(typei) + plt.legend() + # ax.set_ylim([0, 250]) # now make the other loss plots - for i, model in enumerate(model_name_list): - ax = fig.add_subplot(2, len(model_name_list), i + 3) + for i, typei in enumerate(inject_type_list): + ax = fig.add_subplot(2, len(inject_type_list), i + 3) # Your plotting code for each model here for i, noise in enumerate(noise_list): + sigma = DataPreparation.get_sigma( + noise, inject_type=typei, data_dimension=dim + ) if model[0:3] == "DER": ax.plot( range(n_epochs), - loss_train[model][noise], + loss_train[typei][noise], color=color_list[i], - label=r"Train; $\sigma = $" + str(sigma_list[i]), + label=r"Train; $\sigma = $" + str(sigma), ls="--", ) ax.plot( range(n_epochs), - loss[model][noise], + loss[typei][noise], color=color_list[i], - label=r"Validation; $\sigma = $" + str(sigma_list[i]), + label=r"Validation; $\sigma = $" + str(sigma), ) else: ax.plot( range(n_epochs), - loss_train[model][noise][0], + loss_train[typei][noise][0], color=color_list[i], ls="--", ) ax.plot( range(n_epochs), - loss[model][noise][0], + loss[typei][noise][0], color=color_list[i], ) diff --git a/src/train/train.py b/src/train/train.py index 0ab96e5..329791f 100644 --- a/src/train/train.py +++ b/src/train/train.py @@ -40,6 +40,8 @@ def train_DER( rs=42, save_n_hidden=False, n_hidden=64, + save_size_df: bool = False, + size_df: float = 10000, verbose=True, ): # first determine if you even need to run anything @@ -293,13 +295,12 @@ def train_DER( + "_epoch_" + str(epoch) ) - if set_and_save_rs: filename += "_rs_" + str(rs) - if save_n_hidden: filename += "_n_hidden_" + str(n_hidden) - + if save_size_df: + filename += "_sizedf_" + str(size_df) filename += ".pt" torch.save( { @@ -341,13 +342,12 @@ def train_DER( + "_epoch_" + str(epoch) ) - if set_and_save_rs: filename += "_rs_" + str(rs) - if save_n_hidden: filename += "_n_hidden_" + str(n_hidden) - + if save_size_df: + filename += "_sizedf_" + str(size_df) filename += ".pt" # option to just save final epoch torch.save( @@ -400,6 +400,8 @@ def train_DE( rs_list: list[int] = [42, 42], save_n_hidden: bool = False, n_hidden: float = 64, + save_size_df: bool = False, + size_df: float = 10000, verbose: bool = True, ): @@ -780,6 +782,8 @@ def train_DE( filename += "_rs_" + str(rs) if save_n_hidden: filename += "_n_hidden_" + str(n_hidden) + if save_size_df: + filename += "_sizedf_" + str(size_df) filename += ".pt" torch.save( { @@ -820,6 +824,8 @@ def train_DE( filename += "_rs_" + str(rs) if save_n_hidden: filename += "_n_hidden_" + str(n_hidden) + if save_size_df: + filename += "_sizedf_" + str(size_df) filename += ".pt" torch.save( { diff --git a/src/utils/defaults.py b/src/utils/defaults.py index d471ec3..fd86642 100644 --- a/src/utils/defaults.py +++ b/src/utils/defaults.py @@ -11,7 +11,7 @@ "data_injection": "predictive", "size_df": 1000, "noise_level": "low", - "normalize": False, + "normalize": True, "val_proportion": 0.1, "randomseed": 42, "batchsize": 100, @@ -34,6 +34,7 @@ "rs_list": [41, 42], "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "plots_common": { @@ -60,7 +61,7 @@ "data_injection": "predictive", "size_df": 1000, "noise_level": "low", - "normalize": False, + "normalize": True, "val_proportion": 0.1, "randomseed": 42, "batchsize": 100, @@ -83,6 +84,7 @@ "rs": 42, "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "plots_common": { @@ -114,7 +116,7 @@ }, "analysis": { "noise_level_list": ["low", "medium", "high"], - "model_names_list": ["DE"], + "model_names_list": ["DER"], "inject_type_list": ["feature", "predictive"], # ["DER_wst", "DE_desiderata_2"], # for architecture: ["DER"], #, "DE_desiderata_2"], diff --git a/test/test_Aleatoric.py b/test/test_Aleatoric.py index cabcdde..09e0d71 100644 --- a/test/test_Aleatoric.py +++ b/test/test_Aleatoric.py @@ -31,16 +31,22 @@ def temp_data(): sigma = 10 if noise_level == "vhigh": sigma = 100 - print('params shape', np.shape(data.params)) - data.simulate_data(data.params, - sigma, - "linear_homoskedastic", - inject_type="predictive") + print("params shape", np.shape(data.params)) + data.simulate_data( + data.params, + sigma, + "linear_homoskedastic", + inject_type="predictive", + ) dict = data.get_dict() saver = MyDataLoader() # save the dataframe - filename = ("linear_homoskedastic_predictive_sigma_" + str(sigma) + - "_size_" + str(size_df)) + filename = ( + "linear_homoskedastic_predictive_sigma_" + + str(sigma) + + "_size_" + + str(size_df) + ) saver.save_data_h5(filename, dict, path=data_dir) yield data_dir # provide the temporary directory path to the test function @@ -71,10 +77,12 @@ def temp_directory(): def create_test_config_aleatoric( - temp_directory, n_models, n_epochs, + temp_directory, + n_models, + n_epochs, noise_level_list=["low", "medium", "high"], model_names_list=["DER", "DE"], - inject_type_list=["predictive"] + inject_type_list=["predictive"], ): input_yaml = { "common": {"dir": str(temp_directory)}, @@ -97,11 +105,13 @@ def create_test_config_aleatoric( }, "plots": {"color_list": ["#8EA8C3", "#406E8E", "#23395B"]}, } - print("theoretically dumping here", - str(temp_directory) + "yamls/Aleatoric.yaml") - yaml.dump(input_yaml, - open(str(temp_directory) + "yamls/Aleatoric.yaml", - "w")) + print( + "theoretically dumping here", + str(temp_directory) + "yamls/Aleatoric.yaml", + ) + yaml.dump( + input_yaml, open(str(temp_directory) + "yamls/Aleatoric.yaml", "w") + ) def create_test_config_DE( @@ -126,6 +136,7 @@ def create_test_config_DE( "rs_list": [41, 42], "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "data": { @@ -167,6 +178,7 @@ def create_test_config_DER( "rs": 42, "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "data": { @@ -190,7 +202,9 @@ def create_test_config_DER( class TestAleatoric: def test_aleatoric_from_config( - self, temp_directory, temp_data, + self, + temp_directory, + temp_data, ): # first you'll run both the DE and DER n_epochs = 2 @@ -198,8 +212,9 @@ def test_aleatoric_from_config( # do this three times for the different noise levels noise_level_list = ["low", "medium", "high"] for noise in noise_level_list: - create_test_config_DE(temp_directory + "/", temp_data, n_epochs, - noise_level=noise) + create_test_config_DE( + temp_directory + "/", temp_data, n_epochs, noise_level=noise + ) subprocess_args = [ "python", "src/scripts/DeepEnsemble.py", @@ -208,8 +223,9 @@ def test_aleatoric_from_config( ] # now run the subprocess subprocess.run(subprocess_args, check=True) - create_test_config_DER(temp_directory + "/", temp_data, n_epochs, - noise_level=noise) + create_test_config_DER( + temp_directory + "/", temp_data, n_epochs, noise_level=noise + ) subprocess_args = [ "python", "src/scripts/DeepEvidentialRegression.py", @@ -226,9 +242,7 @@ def test_aleatoric_from_config( files_in_models_folder = os.listdir(models_folder) print("files in checkpoints folder", files_in_models_folder) # now we run the analysis - create_test_config_aleatoric(temp_directory + "/", - n_models, - n_epochs) + create_test_config_aleatoric(temp_directory + "/", n_models, n_epochs) subprocess_args = [ "python", "src/scripts/Aleatoric.py", @@ -249,16 +263,14 @@ def test_aleatoric_from_config( ), "Expected 1 file in the 'analysis' folder" # now change the number of models n_models = 1 - create_test_config_aleatoric(temp_directory + "/", - n_models, - n_epochs) + create_test_config_aleatoric(temp_directory + "/", n_models, n_epochs) subprocess_args = [ "python", "src/scripts/Aleatoric.py", "--config", str(temp_directory) + "/yamls/Aleatoric.yaml", "--n_models", - str(n_models) + str(n_models), ] # now run the subprocess subprocess.run(subprocess_args, check=True) diff --git a/test/test_DeepEnsemble.py b/test/test_DeepEnsemble.py index 65dcb96..c5f0cda 100644 --- a/test/test_DeepEnsemble.py +++ b/test/test_DeepEnsemble.py @@ -31,15 +31,18 @@ def temp_data(): # noise_level, size_df): sigma = 10 if noise_level == "vhigh": sigma = 100 - data.simulate_data(data.params, - sigma, - "linear_homoskedastic", - inject_type="predictive") + data.simulate_data( + data.params, sigma, "linear_homoskedastic", inject_type="predictive" + ) dict = data.get_dict() saver = MyDataLoader() # save the dataframe - filename = ("linear_homoskedastic_predictive_sigma_" + str(sigma) + - "_size_" + str(size_df)) + filename = ( + "linear_homoskedastic_predictive_sigma_" + + str(sigma) + + "_size_" + + str(size_df) + ) saver.save_data_h5(filename, dict, path=data_dir) yield data_dir # provide the temporary directory path to the test function @@ -92,6 +95,7 @@ def create_test_config( "rs_list": [41, 42], "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "data": { @@ -199,6 +203,7 @@ def test_DE_chkpt_saved( assert ( len(files_in_models_folder) == n_models ), f"Expected {n_models} files in the 'checkpoints' folder" + f"What is in there {files_in_models_folder}" # check if the right number of images were saved animations_folder = os.path.join(temp_directory, "images/animations") @@ -284,8 +289,9 @@ def test_DE_no_chkpt_saved( # list all files in the "models" folder files_in_models_folder = os.listdir(models_folder) # assert that the number of files is equal to 10 - assert len(files_in_models_folder) == 0, \ - "Expect 0 files in the 'models' folder" + assert ( + len(files_in_models_folder) == 0 + ), "Expect 0 files in the 'models' folder" def test_DE_run_simple_ensemble( self, temp_directory, temp_data, noise_level="low", size_df=10 diff --git a/test/test_DeepEvidentialRegression.py b/test/test_DeepEvidentialRegression.py index 76c02ea..93c0ef7 100644 --- a/test/test_DeepEvidentialRegression.py +++ b/test/test_DeepEvidentialRegression.py @@ -29,16 +29,18 @@ def temp_data(): # noise_level, size_df): sigma = 10 if noise_level == "vhigh": sigma = 100 - data.simulate_data(data.params, - sigma, - "linear_homoskedastic", - inject_type="predictive") + data.simulate_data( + data.params, sigma, "linear_homoskedastic", inject_type="predictive" + ) dict = data.get_dict() saver = MyDataLoader() # save the dataframe - filename = ("linear_homoskedastic_predictive_sigma_" + - str(sigma) + "_size_" + str(size_df) - ) + filename = ( + "linear_homoskedastic_predictive_sigma_" + + str(sigma) + + "_size_" + + str(size_df) + ) saver.save_data_h5(filename, dict, path=data_dir) yield data_dir # provide the temporary directory path to the test function @@ -90,6 +92,7 @@ def create_test_config( "rs": 42, "save_n_hidden": False, "n_hidden": 64, + "save_data_size": False, "verbose": False, }, "data": {