From f4c4e5e17beb215b84e24291ca7c85acf0e16ebe Mon Sep 17 00:00:00 2001 From: Arnau Quera-Bofarull Date: Mon, 15 May 2023 16:47:06 +0100 Subject: [PATCH] adapted the code to work with normflows --- birds/calibrator.py | 2 +- birds/models/sir.py | 3 +- birds/regularisation.py | 4 +- docs/examples/01-random_walk.ipynb | 112 ++++++++++++++--------------- test/conftest.py | 20 ++++++ test/models/test_sir.py | 12 ++-- test/test_calibrator.py | 34 +++------ test/test_regularisation.py | 15 ++-- 8 files changed, 102 insertions(+), 100 deletions(-) diff --git a/birds/calibrator.py b/birds/calibrator.py index c7bbd04..28dfd3f 100644 --- a/birds/calibrator.py +++ b/birds/calibrator.py @@ -102,7 +102,7 @@ def step(self): ) = compute_forecast_loss_and_jacobian( loss_fn=self.forecast_loss, model=self.model, - parameter_generator=lambda x: self.posterior_estimator.rsample((x,)), + parameter_generator=lambda x: self.posterior_estimator.sample(x)[0], observed_outputs=self.data, n_samples=self.n_samples_per_epoch, diff_mode=self.diff_mode, diff --git a/birds/models/sir.py b/birds/models/sir.py index 5f52249..208aa16 100644 --- a/birds/models/sir.py +++ b/birds/models/sir.py @@ -40,9 +40,10 @@ def forward(self, params): Runs the model forward Arguments: - params (torch.Tensor) : a tensor of shape (3,) containing the fraction of infected, beta, and gamma + params (torch.Tensor) : a tensor of shape (3,) containing the **log10** of the fraction of infected, beta, and gamma """ # Initialize the parameters + params = 10 ** params initial_infected = params[0] beta = params[1] gamma = params[2] diff --git a/birds/regularisation.py b/birds/regularisation.py index cdf3f38..85c99fb 100644 --- a/birds/regularisation.py +++ b/birds/regularisation.py @@ -22,9 +22,7 @@ def compute_regularisation_loss(posterior_estimator, prior, n_samples): tensor(0.5) """ # sample from the posterior - z = posterior_estimator.sample((n_samples,)) - # compute the log probability of the samples under the posterior - log_prob_posterior = posterior_estimator.log_prob(z) + z, log_prob_posterior = posterior_estimator.sample(n_samples) # compute the log probability of the samples under the prior log_prob_prior = prior.log_prob(z) # compute the Monte Carlo estimate of the KL divergence diff --git a/docs/examples/01-random_walk.ipynb b/docs/examples/01-random_walk.ipynb index 0e452d7..8a09305 100644 --- a/docs/examples/01-random_walk.ipynb +++ b/docs/examples/01-random_walk.ipynb @@ -57,23 +57,23 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 101, "id": "5c317d32-4a4e-4798-a727-f38cb7f68f2a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 3, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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qnhhUSFIOagViZhkayv37cBYSr7C9PhER/YpBhSQ3NsQd0wZ4Qy8CizYmoJ7t9YmI6AYGFTIL0VNDobVVIuWqDv8+nCV1OUREZCZMFlRiYmIwYsQI2NnZwcnJqdkx2dnZmDJlCuzs7ODu7o5XX30VDQ08obI7cnNUG9vrv7s7A5eLKyWuiIiIzIHJgkpdXR3uv/9+PPvss81ub2xsxJQpU1BXV4cjR47g888/x2effYbo6GhTlURm7v4hvhjRywW1DXos2ZQIC2+aTEREncBkQeX111/Hyy+/jPDw8Ga379q1CykpKfjyyy8xcOBATJ48GStXrsQHH3yAuro6U5VFZkwQBKyeFQ61QoafM4ux8XSu1CUREZHEJDtHJT4+HuHh4fDw8DC+NnHiROh0OiQnJ7f4vtraWuh0uiYPsh4BrvZ4abyhvf6q7SkoYnt9IqJuTbKgkp+f3ySkADA+z8/Pb/F9sbGx0Gq1xoefn59J66Su9/ToIPTz0qC0qh4rt6VIXQ4REUmoTUElKioKgiDc8pGWlmaqWgEAixcvRllZmfGRk5Nj0uNR11PKZVgTGQ6ZAGw5m4f96YVSl0RERBJRtGXwwoUL8fjjj99yTFBQUKv25enpiePHjzd5raCgwLitJWq1Gmq1ulXHIMs1wM8JT4wMxL8PZ2HZpiTsenkM7NVt+uNKRERWoE1/87u5ucHNza1TDjx8+HDExMSgsLAQ7u7uAIDdu3dDo9EgNDS0U45Blm3BPcH4MSkfuaXVeGd3BpZP5Z8LIqLuxmTnqGRnZ+Ps2bPIzs5GY2Mjzp49i7Nnz6KiogIAMGHCBISGhuLRRx/FuXPnsHPnTixbtgzPP/88fzEhAIC9WoGYWWEAgE9/zsK5nFJpCyIioi5nsqASHR2NQYMGYcWKFaioqMCgQYMwaNAgnDx5EgAgl8uxbds2yOVyDB8+HI888ggee+wxvPHGG6YqiSzQXX3dMWOgob1+VFwi2+sTEXUzgmjhXbV0Oh20Wi3Kysqg0WikLodMoKiiFuPfOYDSqnosmhSCZ+/qJXVJRETUQa39/ua9fsjsuTqosWyK4fyU9/Zk4FIR2+sTEXUXDCpkEWYP9sGo3q5sr09E1M0wqJBFEAQBMbPCYKOU4ciFYnx36orUJRERURdgUCGL0dPFHi+PDwYAxGxPxbVyttcnIrJ2DCpkUeaOCkR/bw3KquvxBtvrExFZPQYVsigKuQxrIiMgE4Ct5/KwP43t9YmIrBmDClmccF8t5o4KBAAs3ZSIitoGiSsiIiJTYVAhi/TyPcHwc7ZFXlkN/rYrXepyiIjIRBhUyCLZqRSImRkOAPjsyCWcZXt9IiKrxKBCFmtMsBtmDfKBKAJRGxPYXp+IyAoxqJBFWzalH3rYKZGWX44NBy9KXQ4REXUyBhWyaC4Oaiyfamivv27veVy8ViFxRURE1JkYVMjizRrkg9F9XFHH9vpERFaHQYUsniAIWD0rHLZKOY5eLMG3J3OkLskoq6gScaevQK9neCIiag8GFbIKfs52WHDPr+31C8trJK4IqKhtwMMfH8WCb89hwyGeP0NE1B4MKmQ1nhgZgHAfLXQ1DXh9q/Tt9d/emY68MkNgend3Bi4XV0pcERGR5WFQIauhkMsQGxkOuUzA9oSr2JtaIFktp7Ov4/P4SwCAIDd71PL8GSKidmFQIasS5qPFUzfa6y/bnCRJe/26Bj0Wb0yEKAKRg33wyZzboFbI8HNmMTaezu3yeoiILBmDClmd+eOD4e9sh6tlNXh7Z9e3199w8ALSC8rhbK/CsimhCHC1x/zxhvNnVm1PQVFFbZfXRERkqRhUyOrYquSImRUGAPg8/hJOZ1/vsmNfuFaBv+/LBABETw2Fs70KAPDU6ED089KgtKoeK7dJf/4MEZGlYFAhqzS6jxsiB//aXr+uoeX2+g2NehzJLELDLVrwi6KIoxeLUVPf2OIYvV7E4rhE1DXoMSbYDTMGehu3KeUyvDk7HDIB2HI2D/vTC29Zf2ZhOXJKqm45hoioO2BQIau1bIrhF42Mggr888CFlsdtTsJD/zqG17Ymtzhm3d7zeGDDUbzw39MtnhD7zckcHM8qga1SjpiZYRAEocn2CF8nPDHyxvkzm5JQ2cL5M0m5ZZi87hCmvn8YhTrpL7MmIpISgwpZLWd7FaJvtNd/f18mLjTTXv/IhSJ8fcLQIO7Lo9k4nlVy05iMgnJ8sN+wnLMntRDbEq7eNKZQV4PVO1IBAAsnBMPP2a7ZmhZOCIaPky1yS6vxt10ZN21vaNQjKi4B9Y0iyqrrbxmeiIi6AwYVsmozBnpjTLAb6hr1WByX2KRDbE19I5bEJQIAnOyUAIDFcQmobfh1eeeX5Zz6RtE45vWtySitqmtynNe2JqO8pgHhPlo8PiKgxXrsVArj+TOfHcnCuZzSJts//fkSknJ1cFQrIJcJ2JGYj90p0l1mTUQkNQYVsmqCICBmZhhslXIczyrBN79pr//3vedxqbgKHho1tr4wCq4Oaly4VokP9v+6TPTVscs4dfk67FVybH5uJHq7O6Coos746wkA7E4pwI7EfMhlAtbMDodCfut/re7q644ZA72hF4FFGxNQf+PcmJySKryz2/Ary9Ip/fDUaMMy0fLNSSivqe+0OSEisiQMKmT1/JztsHCC4fLg1TtSUairQepVHTYcNLS1f316GPyc7fDadMMy0fqfMpFRUI6rZdV480fD5c2vTuyLAFd7xEaGAwC+PXkFRy4UobymHss3JwEwXNnT31vbqpqWTw2Fk50Safnl+PjQRYiiiCWbElFd34hhgc74821+mD/OcJl1vq4GayW4zJqIyBwwqFC38PgIQ3v98poGRG9JRtTGBDToRUzs74FJYZ4AgCnhXhgX4o76RhFRGxOwfHMyKmobMNDPCY8ODwAA3BbgjIeH+QMAlsQlImZ7KvJ1NfB3tsP8ccGtrsfVQY1lUwzBaN2e81i39zwOnS+CSmHorisIAmxVcqyeZQhGXxw1/LJDRNTdMKhQt6CQy7BmtqG9/o/J+Th3pQyOagXemBFmHCMIAlbODIO9So7T2aXYk1oAhUzAm7MjIJf9egXPoskh8NCocam4yngibmxkOGxV8jbVNHuwD0b1dkVtgx7v7TkPAHhpXB8EuTkYx4zq44r7hvhCFA3nz9zqMmsiImvEoELdRn9vLZ4eHWR8HnVvCDw0Nk3GeDvZ4q+TQozPn72rF/p6OjYZo7FRNgk49w3xxcjerm2uRxAErJ4VDhul4V/DEE9HzBsTdNO4pff2g8uNy6zX/9TyZdZERNaIQYW6lfnj++DuEHdEDvbBg7f5NzvmkTt6YuZAb4zv547nx/ZudszE/p6YOyoQdwQ5Y+m9/dpdj7+LHVbNDEc/Lw3evn8AlM2ciNvDXoXoaYZlog/2ZyKzsLzdxyMisjSCaOG3c9XpdNBqtSgrK4NGo5G6HCKTEEURT3x2Aj+lX8NtAT3wzbzhkMmEP34jEZGZau33N39RIbIAgiBg1cww2KnkOHHpOv53IlvqkoiIugSDCpGF8O1hh4UT+gIA1uxIQwHb6xNRN8CgQmRBHh8RgAG+WpTXNmDFFrbXJyLrx6BCZEHkMgGxkRHGy6x3JudLXRIRkUkxqBBZmFBvjfEy5ugtSdC10F5frxfx1OcnMXLNPuSVVndliUREnYZBhcgCvTSuDwJc7FCgq8VbP6Y1O+Z/J7KxJ7UAuaXViN6SBAu/wI+IuikGFSILZKOUY/WN+w59eTQbJy+VNNleoKvBmh2/Bpg9qYXYkchlIiKyPAwqRBZqRC9X/GmoLwDDXZhrGxqN26K3JKG8tgED/Jzwwo2mdSu+T0ZZFe/CTESWhUGFyIItubcfXB1UuHCtEh/uN7TX/zEpHzuTDfcpWhMZjv83rjd6udmjqKIWq3ekSlwxEVHbMKgQWTAnOxVWTOsPAPjwp0ycunwd0VuSAADzxgShn5cGaoUca2ZHAAC+OZmD+AvFktVLRNRWDCpEFm5qhBfuDnFHfaOIBzccRWF5LQJc7PDiuD7GMbcFOOOhYYZ7Gy3ZlIia+saWdkdEZFYYVIgsnCAIWDkzDPYqOeoa9QCA1ZHhsFHKm4yLmhwCd0c1sooq8f6+81KUSkTUZgwqRFbAx8kWi2/cxfnhYf4Y0cv1pjEaGyXemGFYJvrngYtIvarr0hqJiNqDd08msiK5pdXw0tjc8s7K8/5zErtSCjDAzwlxz46AnHdhJiIJ8O7JRN2Qj5PtLUMKALwxIwyOagXO5ZTiP/GXuqYwIqJ2YlAh6mY8tTZYNDkEALB2Zzpy2V6fiMwYgwpRN/TQ7f64LaAHquoasWxTItvrE5HZYlAh6oZkMgGxkeFQyWXYn34NWxOuSl0SEVGzGFSIuqne7o54bmwvAMAbW5NRWlUncUVERDdjUCHqxp69qxf6uDugqKIOMdvZXp+IzA+DClE3plbIEXvjLszfnbqCI5lFEldERNQUgwpRNzc0wBmP3GFor7+Y7fWJyMwwqBAR/jopBJ4aG1wursK6vWyvT0Tmg0GFiJq0199w8CJS8then4jMA4MKEQEAJvT3xOQwTzTqRSyOS0Cjnr1ViEh6DCpEZPT69P5wtFHg3JUyfHbkktTlEBExqBDRr9w1Nlg82XAX5r/tSseV61USV0RE3R2DChE18cBtfrg90NnQXn9zEtvrE5GkGFSIqAmZTMDqWYb2+j+lX8P35/KkLomIujGTBZVLly5h7ty5CAwMhK2tLXr16oUVK1agrq5pm+6EhASMHj0aNjY28PPzw1tvvWWqkoiolXq7O+CFu3sDAN7YmoLrlWyvT0TSMFlQSUtLg16vxz//+U8kJyfj3XffxUcffYQlS5YYx+h0OkyYMAE9e/bEqVOnsHbtWrz22mvYsGGDqcoiolZ65s5eCPZwQHFlHVaxvT4RSUQQu3ABeu3atVi/fj0uXrwIAFi/fj2WLl2K/Px8qFQqAEBUVBQ2b96MtLS0Vu1Tp9NBq9WirKwMGo3GZLUTdUenLl/HfR8dgSgCX84dhlF9XKUuiYisRGu/v7v0HJWysjI4Ozsbn8fHx2PMmDHGkAIAEydORHp6Oq5fv96VpRFRM4b07IHH7ugJAFiyKRHVdWyvT0Rdq8uCSmZmJt5//3385S9/Mb6Wn58PDw+PJuN+eZ6fn9/sfmpra6HT6Zo8iMh0Xp0UAi+tDbJLqvDe3gypyyGibqbNQSUqKgqCINzy8ftlm9zcXEyaNAn3338/nn766Q4VHBsbC61Wa3z4+fl1aH9EdGsOagVWzggDAPzrUBaScsskroiIupM2n6Ny7do1FBcX33JMUFCQcTknLy8Pd911F+644w589tlnkMl+zUaPPfYYdDodNm/ebHxt//79uPvuu1FSUoIePXrctO/a2lrU1tYan+t0Ovj5+fEcFSITe/6r09ieeBXhPlpsem4EFHJ2NyCi9mvtOSqKtu7Yzc0Nbm5urRqbm5uLsWPHYsiQIfj000+bhBQAGD58OJYuXYr6+noolUoAwO7du9G3b99mQwoAqNVqqNXqtpZNRB20YnooDp2/hsRcQ3v9p0YHSV0SEXUDJvtPotzcXNx1113w9/fH22+/jWvXriE/P7/JuScPPfQQVCoV5s6di+TkZHzzzTdYt24dFixYYKqyiKid3B1tsOTeX9rrZyCnhO31icj0TBZUdu/ejczMTOzduxe+vr7w8vIyPn6h1Wqxa9cuZGVlYciQIVi4cCGio6Mxb948U5VFRB3w59v8MCzQGdX1jVjK9vpE1AW6tI+KKbCPClHXunitApPWHUJdgx7v/nkAZg3ylbokIrJAZtlHhYgsX5CbA14a1wcAsHJbKkrYXp+ITIhBhYjabN6YIIR4OqKksg6rtqVIXQ4RWTEGFSJqM6VchtjIcAgCEHcmFwczrkldEhFZKQYVImqXQf49MGd4AABg6eZEVNU1SFsQEVklBhUiardXJvaFt9YGOSXVeG/PeanLISIrxKBCRO3moFZg1axf2utfZHt9Iup0DCpE1CF3h3hgaoQX9CKwaGMCGhr1UpdERFaEQYWIOmzFtP7Q2iqRnKfDvw9nSV0OEVkRBhUi6jA3RzWW3miv/+6eDGQXs70+EXUOBhUi6hT3D/XF8CAX1NTrsWRTItvrE1GnYFAhok4hCAJWR4ZDpZDhcGYR4k7nSl0SEVkBBhUi6jSBrvbG9vqrtqeguKJW4oqIyNIxqBBRp/qlvf71qnqsZHt9IuogBhUi6lRKuQxrZkdAEIDNZ/NwgO31iagDGFSIqNMN9HPC4yMCAABL4then4jaj0GFiEzilQl94eNki9zSaryzK0PqcojIQjGoEJFJ2P+mvf4nP2ch4UqptAURkUViUCEikxnb1x3TB3jfaK+fiHq21yeiNmJQISKTip4WCic7JVKv6vCvQ2yvT0Rtw6BCRCbl6vBre/339mTgUlGlxBURkSVhUCEik7tviC9G9nZBbYMeSzezvT4RtR6DChGZnCAIiJkZDrVChp8zi/F/p65IXRIRWQgGFSLqEgGu9pg/PhgAELMjFUVsr09ErcCgQkRd5qnRgejnpUFpVT3e2Mr2+kT0xxhUiKjLKOUyvDk7HDIB+P5cHvanF0pdEhGZOQYVIupSEb5OeHJkIABg2aYkVNayvT4RtYxBhYi63IIJwfDtYWiv//audKnLISIzxqBCRF3OTqVAzKxwAMBnRy7hbE6ptAURkdliUCEiSdwZ7IaZA70hikDUxoRbttffk1KA175PRgWXiYi6HQYVIpLM8qmh6GGnRFp+OTYcvNjsmJySKvy//53BZ0cu4c0f0rq4QiKSGoMKEUnGxUGNZVNCAQDr9p5H1u/a64uiiCWbElFd3wgA+PLYZZy6XNLldRKRdBhUiEhSkYN9MLqPK+oa9FgS17S9/uazuTh0vggqhQx3BrvdWCZKRG1Do4QVE1FXYlAhIkn90l7fRilD/MVifHfS0F6/pLIOK7elAgBeGtcH7/15IFwdVDhfWIGPfmp+mYiIrA+DChFJzt/FDgvu+bW9/rXyWqzaloKSyjqEeDpi3pgg9LBXIXpafwDAB/szkVlYLmXJRNRFGFSIyCw8OTIQYT4alFXX4/FPjyPuTC4EAYiNDIdSbviralqEF8b2dUNdox6L4xKh1/MuzETWjkGFiMyCQi7DmsgIyGUCkvN0AIA5wwMwyL+HcYwgCFg1Kxx2KjlOXLqO/x7PlqpcIuoiDCpEZDbCfLSYO8rQXt9ba4NXJva9aYyPky1emWB4/c0f0pBfVtOlNRJR12JQISKzsnBCMJZPDcVnT94OB7Wi2TFzRgRggJ8TymsbsOL7pC6ukIi6EoMKEZkVtUKOuaMCEezh2OIYuUzAmshwKGQCdiYX4Mek/C6skIi6EoMKEVmkfl4azBsTBACI3pIEXU29xBURkSkwqBCRxXpxXB8EuNihsLyW7fWJrBSDChFZLBulHKsjDXdh/upYNk5cYnt9ImvDoEJEFm1EL1f8eagfAMNdmNlen8i6MKgQkcVbcm8/uDqoceFaJT7cf0HqcoioEzGoEJHF09op8dp0w12YP/wpE+cL2F6fyFowqBCRVZgS7oVxIe6obxQRxfb6RFaDQYWIrIIgCFg5Mwz2KjlOXb6Or9hen8gqMKgQkdXwdrLFqxPZXp/ImjCoEJFVeXR4AAb6OaGitgHLtyRBFLkERGTJGFSIyKrIZQLWzDa019+d8sft9YsqalFYzl9eiMwVgwoRWZ0QTw2evasXACD6+2SUVTffXr+wvAYT3j2I8X87gCvXq7qyRCJqJQYVIrJKz4/tjSBXe1wrr8WaFtrrv/59Ckoq66CracDyzVwmIjJHDCpEZJVslHLE3miv/7/j2Th2sbjJ9j0pBdieeBVymQCVXIb96dewNeGqFKUS0S0wqBCR1RoW5IIHbze011+8KRE19Yb2+uU19Vi+JQkA8NToQDw/tjcA4I2tySitqpOmWCJqFoMKEVm1qMn94OaoxsVrlfhwfyYA4O2d6bhaVgN/ZzvMHxeMZ+/qhT7uDiiqqEPM9lSJKyai32JQISKrprVV4vXp/QEA6w9cwNfHs/Gfo5cBAKtnhcNWJYdKIcOa2eEQBOC7U1dwJLNIypKJ6DcYVIjI6k0O88T4fh7G9vqiCMwe7ItRfVyNY4b0dMYjw3oCaLpMRETSYlAhIqtnaK/fHw5qBQDAxV6FZVP63TTur5P6wlNjg8vFVXhvz/muLpOImsGgQkTdgpfWFqtmhsHVQYU1syPQw1510xhHGyXemGFYJvr40EUk55V1dZlE9DsMKkTUbcwc5IOTy+7BPaEeLY6Z0N8Tk8M80agXsTguEY28CzORpBhUiIh+5/Xp/eFoo0DClTJ8+nOW1OUQdWsmDSrTp0+Hv78/bGxs4OXlhUcffRR5eXlNxiQkJGD06NGwsbGBn58f3nrrLVOWRET0h9w1Nlg82XAOy992ZSCnhO31iaRi0qAyduxYfPvtt0hPT8fGjRtx4cIF3HfffcbtOp0OEyZMQM+ePXHq1CmsXbsWr732GjZs2GDKsoiI/tADt/nh9gBnVNc3Yhnb6xNJRhC78N++77//HjNnzkRtbS2USiXWr1+PpUuXIj8/HyqV4cS2qKgobN68GWlpzd+b4/d0Oh20Wi3Kysqg0WhMWT4RdTOZhRW4d90h1DXqse6BgZgx0EfqkoisRmu/v7vsHJWSkhJ89dVXGDFiBJRKJQAgPj4eY8aMMYYUAJg4cSLS09Nx/fr1ZvdTW1sLnU7X5EFEZAq93R3w/+42tNd/fWsKrle23F7/rR/TMPHdg8gu5jIRUWcyeVBZtGgR7O3t4eLiguzsbGzZssW4LT8/Hx4eTc++/+V5fn5+s/uLjY2FVqs1Pvz8/ExXPBF1e3+5sxf6ejiipLIOq1por38kswgf/nQB6QXlWLwpgctERJ2ozUElKioKgiDc8vHbZZtXX30VZ86cwa5duyCXy/HYY4916F/ixYsXo6yszPjIyclp976IiP6ISiFD7I32+htPX8Hh803b69fUN2LxpkTj858zi7HxdG5Xl0lktRRtfcPChQvx+OOP33JMUFCQ8Z9dXV3h6uqK4OBg9OvXD35+fjh69CiGDx8OT09PFBQUNHnvL889PT2b3bdarYZarW5r2URE7TbYvwceu6MnPo+/jCWbErFz/hjYquQAgPf2nMfl4ip4amwwe4gPPth/Aau2p+Cuvm5wdeDfVUQd1eag4ubmBjc3t3YdTK/XAzCcZwIAw4cPx9KlS1FfX288b2X37t3o27cvevTo0a5jEBGZwquTQrArpQDZJVV4b08GFt/bD8l5Zfj40EUAwBsz+mNsiDv2pV1D6lUd3tiagr8/OEjiqoksn8nOUTl27Bj+8Y9/4OzZs7h8+TL27duHBx98EL169cLw4cMBAA899BBUKhXmzp2L5ORkfPPNN1i3bh0WLFhgqrKIiNrFQa3AyhlhAIB/Hc5CwpVSY+fayWGemNDfE0q5DG/ODodMAL4/l4f96YUSV01k+UwWVOzs7BAXF4dx48ahb9++mDt3LiIiInDgwAHj0o1Wq8WuXbuQlZWFIUOGYOHChYiOjsa8efNMVRYRUbuND/XAlHAvNOpFPPzxMSRcKYOjjQKvT+9vHBPh64QnRgYCAJZtSkJlbYNU5RJZhS7to2IK7KNCRF2psLwG4/92ALoaQwBZPSscDw3zbzKmsrYBE949iNzSajw5MhDR00KlKJXIrJldHxUiImvg7miDZVMNweOOIGc8cNvNLRLs1QrEzDIsE312JAvnckq7skQiq8KgQkTURn8a6ocdL47Gp4/fDplMaHbMXX3dMWOgN/QisGhjAuob9V1cJZF1YFAhImqHUG+N8RLllkRPDUUPOyXS8suNVwcRUdswqBARmYiLgxrLphiWidbtOY+sokqJKyKyPAwqREQmFDnYB6P7uKK2QY8lcYlsr0/URgwqREQmJAgCYmaGw0YpQ/zFYnx38orUJRFZFAYVIiIT83exw8vjgwEAMTtSca28VuKKiCwHgwoRUReYOyoQ/b01KKuux+tbk6Uuh8hiMKgQEXUBhVyGNZERkAnAtoSr2JdW8MdvIiIGFSKirhLuq8XcUb+2169ge32iP8SgQkTUhV6+Jxi+PWyRV1aDt3emS10OkdljUCEi6kJ2KgVWzwoHAHwefwlnsq9LXBGReWNQISLqYmOC3RA5yAeiCCyOS0RdA9vrE7WEQYWISALLpobC2V6FtPxybDh44ZZjD52/hv3phV1UGZF5YVAhIpKAs70Ky6f2AwD8fV8mLl6raHbc2ZxSPPbJcTzx6QmcuFTSlSUSmQUGFSIiicwc6IMxwW6oa9BjcVwi9Pqm7fXrG/WI2piAX7ruR21MQG1DowSVEkmHQYWISCKG9vphsFXKcSyrBN+ezGmyfcPBi0jLL0cPOyVcHVS4cK0SH+6/9TIRkbVhUCEikpCfsx0W3GNor796RyoKy2sAAFlFlVi39zwAYNmUUKyY1h8A8OFPmThfUC5NsUQSYFAhIpLYEyMDEO6jha6mAa9/nwJRFLHkxtVAo/u4InKwD6ZGeOHuEHfUN4qIamaZiMhaMagQEUlMIZchNjIccpmA7YlXMf+bs4i/WAwbpQwxM8MhCAIEQcDKmWGwV8lx6vJ1fHU8W+qyiboEgwoRkRkI89HiqdGG9vpbzuYBABbcEwx/FzvjGB8nW7w6sS8A4M0f0pBfVtPh457Ovm5cbmpJcl4ZckqqOnwsovZgUCEiMhPzxwXD39kQTMJ8NHhyZOBNYx4dHoCBfk6oqG3A8i1JEMX2LwHtSLyKyA+P4L718aiua/5qolOXSzDt/cOY/o/DuFZe2+5jEbUXgwoRkZmwVcnx4cODMTXCC+seGASF/Oa/ouUyAWtmh0MhE7A7pQA/JuW361hlVfWI3pIMAMguqcJ7ezJuGlPb0IiojYnQi8D1qnq8sS2lXcci6ggGFSIiMxLmo8U/HhqMXm4OLY4J8dTgmTt7AQCiv09GWXV9m48T+0Mqiipq4WKvAgD863AWknLLmoz56KeLOF9YAa2tEjIB2HouD/vT2CGXuhaDChGRBXrh7t4IcrXHtfJarPkhrU3vPXqxGF+fMPRsWf/IEEyJ8EKjXkRUXAIaGg33HcosLMcH+zMBACtnhhmXoZZtTkJlbUMnfhKiW2NQISKyQDZKOVZHGu7C/L/j2Th2sbhV76upb8SSuEQAwIO3++P2QGesmBYKjY0CSbk6fPrzJej1ouFmiY16jO3rhmkRXlgwIRi+PWyRW1qNt3elm+xzEf0egwoRkYW6I8gFD9zmBwBYvCkRNfV/3F7/H/sycbGoEu6OakRNDgEAuDvaYOkUw32H/rY7HW/vSseJS9dhp5Jj1SzD5dF2KgViZhmC0WdHLuFsTqlpPhTR7zCoEBFZsMWT+8HVQY2L1yrx4Y2lmpak5evw0QFDC/7Xp/eH1lZp3PanoX64I8gZNfV6fPiTYcwrE/rCx8nWOObOYDfMHOgNUTTcd6j+xjIRkSkxqBARWTCtnRJvzDC0119/4AIyWmiv36gXEbUxEQ16ERNCPTApzLPJdkEQEBsZAZXC8LUwwM8Jc0YE3LSf5VND0cNOibT8cmw4eLFzPwxRMxhUiIgs3OQwT4zv52For78xodn2+l/EG5ZrHNQKvDEjDIIg3DQm0NUeq2aGYYCfE/52fwTkspvHuDiosXxqKABg3d7zyCqq7PwPRPQbDCpERBbO0F6/PxzUCpzOLsWXxy432Z5XWo21Ow0nwC6aHAJPrU2L+/rTUD9seX4kers7tjhm1iAfjO7jiroGPZbEJXao6RzRH2FQISKyAl5aW/x1kqG9/ls/puNqWTUAQBRFLN+chMq6Rgzt2QMP3+7f4WMJgoCYmeGwUcoQf7EY35280uF9ErWEQYWIyEo8MqwnBvvfaK+/ORmiKGJ74lXsTSuEUi4gNjIcsmaWc9rD38UOC+4JBgDE7Ehle30yGQYVIiIrIZMJWDM7Akq5gD2pBfj6RA5e+97Q9v65u3qjj0fLyznt8eTIQIT5aFBWXY/XtyZ36r6JfsGgQkRkRYI9HPHsjfb6i+MSUVRRi97uDnhubK9OP5ZCLsOaSMNJt9sSrmJfWkGnH4OIQYWIyMo8N7Y3gtzsjc9jI8OhVshNcqwwHy3mjrrRXn9TEipaaK/f0KjHQx8fxcg1+1CgqzFJLWSdGFSIiKyMjVKOtfcNgNZWiWfv6oXbApxNeryXxwfDz9kWeWU1eHtn8+31P/35Eo5cKEZuaTVWbOEyEbUegwoRkRUa0rMHzq2YgEWTQkx+LFuVHKtvtNf/PP4SzmRfb7I9p6QK7+zOMD7/MTkfO5PzTV4XWQcGFSIi6rDRfdwQOdgHomg4N+aX9vqiKGLJpkRU1zfijiBnPHeX4VyZ6C1J0NXUS1kyWQgGFSIi6hTLpoTC2V7VpL3+5rO5OHS+CCqFDLGREXhxXB8EutqjQFeLt35Mk7hisgQMKkRE1Cmc7VWI/k17/VOXS7ByWyoA4KUbAcVG+esy0ZdHs3HyUolk9ZJlYFAhIqJOM2OgN8YEu6GuQY8HNhxFSWUdQjwdMW9MkHHM8F4u+PNQPwBAVFwiahsapSqXLACDChERdRpDe/0w2CrlqG8UIQi40YSu6dfNknv7wdVBjczCCqz/6YJE1ZIlYFAhIqJO5edsh8X3Gq42mjcmCAP9nG4ao7VT4rXphmWiD/dfQGZheVeWSBZEEC38tpc6nQ5arRZlZWXQaDRSl0NERDcU6Grg7qiGIDR/fyFRFPHU5yexN60QQ3v2wLd/Gd5p9yIi89fa72/+okJERCbhobFpMaQAhmWilTPDYK+S4+Tl6/jqeHYXVkeWgkGFiIgk4+1ki1cn9gUAvPlDGvLL2F6fmmJQISIiST06PAAD/ZxQUduA6C1JUpdDZoZBhYiIJCWXCVgzOxwKmYBdKQX4Memq1CWRGWFQISIiyYV4avDMnb+0109GWXXH2uufzr6Ov3xxEpmFFS2OySyswF++OHnTvYnIvDCoEBGRWXjh7t4IcrVHYXkt3uxAe/2K2ga88NVp7EwuwPxvzqDhxn2HfquhUY+Xvj6DnckFeOG/Z1BZ29CR0smEGFSIiMgs2CjlWB1paK//32PZOJ7Vvvb6b+9MR96Nk3KTcnX49OdLN4359+EsJOfpAAC5pdX4266Mm8aQeWBQISIis3FHkAsevN3QXn9xXEKb2+ufyb6Oz+MvAQDuG+ILAHhndwZySqqMYy4XV+Kd3RlNxnx2JAvncko7WD2ZAoMKERGZlajJ/eDmqMaFa5X4YH/r2+vXNeixOC4RoghEDvbB2vsicEeQM6rrG7FkUyJEUYQoiliyKRG1DXqM7O2CtfdFYOZAb+hFYNHGBNQ3s0xE0mJQISIis6K1VeL16f0BAOt/ykRGQeva6284eAFp+eVwtldh2ZRQCIKA2MgIqBQyHDpfhM1nc7HxdC5+ziyGWiFDzMxwCIKA5VND0cNOibT8cmw4eNGUH43agUGFiIjMzuQwT4zv54H6RhFRGxOg19/6bi8Xr1Xg7/syAQDRU0PhbK8CAAS62uOlcX0AAG9sTcGq7SkAgPnjgxHgag8AcHFQY/lUw32H1u09j6yiSpN8JmofBhUiIjI7hvb6/eGgVuB0dim+PHa5xbGiKGJxXCLqGvQYE+yGGQO9m2yfNyYIIZ6OuF5Vj9KqevTz0uCp0YFNxswa5IPRfVxR16DHkjjDMhGZBwYVIiIyS15aW/x1kqG9/ls/puNqWXWz4745kYNjWSWwVcoRMzPspvsLKeUyrJkdAZkAyATgzdnhUMqbfv0JgoDVs8Jho5Qh/mIxvjt5xTQfitqMQYWIiMzWI8N6YrC/ob3+8s3JN/3SUVheg9U7UgEACycEw8/Zrtn9DPRzwpdzh+HLp4Yhwtep2TF+znZYcE8wACBmRyquldd23gehdmNQISIisyWTCVgzOwJKuYA9qQX4ISm/yfbXv0+BrqYB4T5aPD4i4Jb7GtHbFSN6ud5yzJMjAxHmo0FZdT1e35rc0fKpE3RJUKmtrcXAgQMhCALOnj3bZFtCQgJGjx4NGxsb+Pn54a233uqKkoiIyEIEezji2d+2168ytNffk1KA7YlXf71XkLzjX2kKuQxrIiMglwnYlnAV+9IKOrxP6pguCSp//etf4e3tfdPrOp0OEyZMQM+ePXHq1CmsXbsWr732GjZs2NAVZRERkYV4/u7e6OVmj6KKWsT+kIrymnosv3Gn5adHB6G/t7bTjhXmo8VTowwn2y7blIQKtteXlMmDyg8//IBdu3bh7bffvmnbV199hbq6OnzyySfo378/HnjgAbz44ot45513TF0WERFZELVCjjWzIwAAX5/Iwbz/nMLVshr0dLHD/PF9Ov1488cHw9/ZDnllNXh7Z3qn759az6RBpaCgAE8//TS++OIL2NndfIJTfHw8xowZA5VKZXxt4sSJSE9Px/XrvJslERH96rYAZzw0zB8AEH+xGABuXKkj7/Rj2arkiJkVBgD4PP4STnfCHZb3pxUiKbesw/tJvFKGAxnXOrwfS2GyoCKKIh5//HE888wzGDp0aLNj8vPz4eHh0eS1X57n5+c39xbU1tZCp9M1eRARUfcQNTkE7o5qAIb79IzsfeuTYztidB83RA72gSgCizca+rS0167kfDzx2Qn8+Z/xyCtt/jLr1sgursL9/zyCOZ8cx/70wnbvx5K0OahERUVBEIRbPtLS0vD++++jvLwcixcv7tSCY2NjodVqjQ8/P79O3T8REZkvjY0S/5ozFM/e1QsrpoWa/HjLpxi63KYXlGPDwdbfd+i3ymvqEb3FcAVRZV0jlm9OaldDOVEUsXRzImrqDYFp2aYkVHaD82faHFQWLlyI1NTUWz6CgoKwb98+xMfHQ61WQ6FQoHfv3gCAoUOHYs6cOQAAT09PFBQ0PaP6l+eenp7NHn/x4sUoKyszPnJyctr6EYiIyIJF+Dph0aQQONooTX6sHvYqRN9or//3fZm4eK2izft468d05Otq4K21gVIuYG9aIbYnXm3zfjadycWh80VQKWTw1Nggt7TaeBdoayaIJuoTnJ2d3WRZJi8vDxMnTsT//d//YdiwYfD19cX69euxdOlSFBQUQKk0/IFbsmQJ4uLikJaW1qrj6HQ6aLValJWVQaPRmOKjEBFRNyaKIuZ8egIHM65hWKAz/vf0HZDJhD9+I4BTl0tw30fxEEXgq6eG4VhWCf6+9zxcHdTYu+BOaO1aF7aKK2ox/p0DuF5Vj1cn9kWotwZPfHoCMgHY9NxIDPBz6sAnlEZrv79Ndo6Kv78/wsLCjI/gYEO3v169esHX1xcA8NBDD0GlUmHu3LlITk7GN998g3Xr1mHBggWmKouIiKhNBEFAzMww2CrlOJZVgm9Ptu6X/NqGRkRtTIQo/no+zfNjexkvs/6lo25rrNqeiutV9QjxdMS8MUEY29cd0wd4Qy8CUXGJqG9s//kz5k7SzrRarRa7du1CVlYWhgwZgoULFyI6Ohrz5s2TsiwiIqIm/JztsHCC4T+4V+9IRWF5zR++56OfLuJ8YQVcHVRYem8/AE0vs/7mZA7iLxT/4X4OZFzDpjO5EATc6NJr+OqOnhYKJzslUq/q8K9DWe39aGavy4JKQEAARFHEwIEDm7weERGBQ4cOoaamBleuXMGiRYu6qiQiIqJWe3xEACJ8tdDVNOD171NuOTazsBwf7M8EAERP648e9r+24bgtwBkP37jMesmmRNTUN7a4n6q6BizdlGg8/sDfLPG4OqixbIrh/Jn39mTgUlFluz6XueO9foiIiFrht+31tydexe6U5tvr6/UiFscloq5Rj7F93TAtwuumMYsmh8BDo0ZWUSXe33e+xWO+uzsDV65Xw8fJFq9M6HvT9tmDfTCqtytqG/RYsimxXVcTmTsGFSIiolYK9dbg6dFBAIDoLUkor6m/acz/TmTjxKXrsFPJsXJmGATh5hNvNTZKvD7d0FDunwcuIvXqzT3BEq+U4d+HDUs6q2aGwV6tuGmMIAiImRUGG6UMRy4U47tTVzr0+cwRgwoREVEbzB/fBz1d7HC1mfb6BboarNlhuGr1lQl94dvj5q7sv5gU5omJ/T3QoBcRFZeIRv2vv4Y0NOoRFZcAvQhMG+CNsSHuLe6np4s95o83nD8Tsz0V18prO/LxzA6DChERURvYKOVYPSscAPCfo5dx6vKv7fVXbElGeW0DBvg5Yc6IgD/c1xszwuCoVuBcTin+E3/J+Pq/D2chOU8Hra3S2MflVp4aFYhQLw3KquvxxrZbnz9jaRhUiIiI2mhkb1fcN8TX0F4/LgF1DXrsTM7Hj8n5UMgErIkMh7wVvVY8NDZYNDkEALB2ZzpyS6uRXVyFd/cYGrktndIPbjduGXArCrkMb86OgEwAtp7Lw/4062mvz6BCRETUDkvv7QcXexUyCirwt13piN6SBACYNyYI/bxa34D0odv9cVtAD1TdaK9vuBJIjxG9XHD/EN9W7yfcV4snRwYCAJZttp72+gwqRERE7dDDXoXoG/cb+ufBiyjQ1SLAxQ4vjuvTpv3IZAJiI8OhksuwL60QhzOLoFbIsHpWeLMn4t7KggnB8O1hi9zSary9K/2P32ABGFSIiIjaafoAb4zt62Z8vjoyHDZKeZv309vdEc+P7W18Pn98MAJc7du8HzuVAjE3zp/57MglnM0pbfM+zA2DChERUTsZLg8OR7iPFv/v7t4Y0cu13ft69q5eGBfijgmhHnhqdGC793NnsBtmDfKBKAJRGxMsvr2+yW5K2FV4U0IiIqKmfn8Tw9/+WmMuJL8pIREREUnDxUGN5Tcua1639zyyLLi9PoMKERGRFZo1yAej+7iirkGPJXGW216fQYWIiMgKCYKAmJnhsFHKEH+xGN+dtMz2+gwqREREVsrfxQ4L7rnRXn+HZbbXZ1AhIiKyYk+ODESYj6G9/mtbk6Uup80YVIiIiKyYQi7DmsgIyGUCtidcxd7UAqlLahMGFSIiIisX5qPFU6N+ba9fYUHt9RlUiIiIuoH544Ph72yHq2U1eHun5bTXZ1AhIiLqBmxVcsTMCgMAfB5/Caezr0tcUeswqBAREXUTo/u4IXKwob3+4o2JqGsw//b6DCpERETdyLIpoXC2VyG9oBwbDl6Qupw/xKBCRETUjTjbqxB9o73+3/dl4sK1CokrujUGFSIiom5mxkBv3BnsZmyvr9ebb3t9BhUiIqJuRhAErJoZBlulHMeySvDtyRypS2oRgwoREVE35Odsh4UTfm2vX6irkbii5jGoEBERdVOPjwhAhK8W5TUNZtten0GFiIiom/pte/0difnYnWJ+7fUZVIiIiLqxUG8Nnh4dBABYvjkJ5TX1ElfUFIMKERFRNzd/fB/0dLFDvq4Ga82svT6DChERUTdno5Rj9axwAMAXRy/j1GXzaa/PoEJEREQY2dsV9w3xNbTXj0swm/b6DCpEREQEAFh6bz+42KuQUVCBjw6YR3t9BhUiIiICAPSwV2HF9P4AgH/sy0RmofTt9RlUiIiIyGhahBfG9nVDXaN5tNdnUCEiIiIjQRCwalY47FRyHL9Ugq9PSNten0GFiIiImvBxssUrE/oCAGJ/SEWBhO31GVSIiIjoJnNGBGCAnxPKaxrw5o9pktXBoEJEREQ3kcsErIkMx7QB3oiaHCJZHQrJjkxERERmrZ+XBu8/OEjSGviLChEREZktBhUiIiIyWwwqREREZLYYVIiIiMhsMagQERGR2WJQISIiIrPFoEJERERmi0GFiIiIzBaDChEREZktBhUiIiIyWwwqREREZLYYVIiIiMhsMagQERGR2bL4uyeLoggA0Ol0EldCRERErfXL9/Yv3+MtsfigUl5eDgDw8/OTuBIiIiJqq/Lycmi12ha3C+IfRRkzp9frkZeXB0dHRwiC0Kn71ul08PPzQ05ODjQaTafum5riXHcdznXX4Vx3Hc511+msuRZFEeXl5fD29oZM1vKZKBb/i4pMJoOvr69Jj6HRaPgHv4twrrsO57rrcK67Due663TGXN/ql5Rf8GRaIiIiMlsMKkRERGS2GFRuQa1WY8WKFVCr1VKXYvU4112Hc911ONddh3Pddbp6ri3+ZFoiIiKyXvxFhYiIiMwWgwoRERGZLQYVIiIiMlsMKkRERGS2GFRa8MEHHyAgIAA2NjYYNmwYjh8/LnVJFi82Nha33XYbHB0d4e7ujpkzZyI9Pb3JmJqaGjz//PNwcXGBg4MDZs+ejYKCAokqth5r1qyBIAiYP3++8TXOdefJzc3FI488AhcXF9ja2iI8PBwnT540bhdFEdHR0fDy8oKtrS3Gjx+P8+fPS1ixZWpsbMTy5csRGBgIW1tb9OrVCytXrmxyrxjOdfscPHgQ06ZNg7e3NwRBwObNm5tsb828lpSU4OGHH4ZGo4GTkxPmzp2LioqKjhcn0k2+/vprUaVSiZ988omYnJwsPv3006KTk5NYUFAgdWkWbeLEieKnn34qJiUliWfPnhXvvfde0d/fX6yoqDCOeeaZZ0Q/Pz9x79694smTJ8U77rhDHDFihIRVW77jx4+LAQEBYkREhPjSSy8ZX+dcd46SkhKxZ8+e4uOPPy4eO3ZMvHjxorhz504xMzPTOGbNmjWiVqsVN2/eLJ47d06cPn26GBgYKFZXV0tYueWJiYkRXVxcxG3btolZWVnid999Jzo4OIjr1q0zjuFct8+OHTvEpUuXinFxcSIAcdOmTU22t2ZeJ02aJA4YMEA8evSoeOjQIbF3797igw8+2OHaGFSacfvtt4vPP/+88XljY6Po7e0txsbGSliV9SksLBQBiAcOHBBFURRLS0tFpVIpfvfdd8YxqampIgAxPj5eqjItWnl5udinTx9x9+7d4p133mkMKpzrzrNo0SJx1KhRLW7X6/Wip6enuHbtWuNrpaWlolqtFv/3v/91RYlWY8qUKeKTTz7Z5LXIyEjx4YcfFkWRc91Zfh9UWjOvKSkpIgDxxIkTxjE//PCDKAiCmJub26F6uPTzO3V1dTh16hTGjx9vfE0mk2H8+PGIj4+XsDLrU1ZWBgBwdnYGAJw6dQr19fVN5j4kJAT+/v6c+3Z6/vnnMWXKlCZzCnCuO9P333+PoUOH4v7774e7uzsGDRqEjz/+2Lg9KysL+fn5TeZaq9Vi2LBhnOs2GjFiBPbu3YuMjAwAwLlz53D48GFMnjwZAOfaVFozr/Hx8XBycsLQoUONY8aPHw+ZTIZjx4516PgWf1PCzlZUVITGxkZ4eHg0ed3DwwNpaWkSVWV99Ho95s+fj5EjRyIsLAwAkJ+fD5VKBScnpyZjPTw8kJ+fL0GVlu3rr7/G6dOnceLEiZu2ca47z8WLF7F+/XosWLAAS5YswYkTJ/Diiy9CpVJhzpw5xvls7u8UznXbREVFQafTISQkBHK5HI2NjYiJicHDDz8MAJxrE2nNvObn58Pd3b3JdoVCAWdn5w7PPYMKSeL5559HUlISDh8+LHUpViknJwcvvfQSdu/eDRsbG6nLsWp6vR5Dhw7F6tWrAQCDBg1CUlISPvroI8yZM0fi6qzLt99+i6+++gr//e9/0b9/f5w9exbz58+Ht7c359qKcennd1xdXSGXy2+6+qGgoACenp4SVWVdXnjhBWzbtg379++Hr6+v8XVPT0/U1dWhtLS0yXjOfdudOnUKhYWFGDx4MBQKBRQKBQ4cOIC///3vUCgU8PDw4Fx3Ei8vL4SGhjZ5rV+/fsjOzgYA43zy75SOe/XVVxEVFYUHHngA4eHhePTRR/Hyyy8jNjYWAOfaVFozr56enigsLGyyvaGhASUlJR2eewaV31GpVBgyZAj27t1rfE2v12Pv3r0YPny4hJVZPlEU8cILL2DTpk3Yt28fAgMDm2wfMmQIlEplk7lPT09HdnY2576Nxo0bh8TERJw9e9b4GDp0KB5++GHjP3OuO8fIkSNvusw+IyMDPXv2BAAEBgbC09OzyVzrdDocO3aMc91GVVVVkMmafm3J5XLo9XoAnGtTac28Dh8+HKWlpTh16pRxzL59+6DX6zFs2LCOFdChU3Gt1Ndffy2q1Wrxs88+E1NSUsR58+aJTk5OYn5+vtSlWbRnn31W1Gq14k8//SRevXrV+KiqqjKOeeaZZ0R/f39x37594smTJ8Xhw4eLw4cPl7Bq6/Hbq35EkXPdWY4fPy4qFAoxJiZGPH/+vPjVV1+JdnZ24pdffmkcs2bNGtHJyUncsmWLmJCQIM6YMYOXzLbDnDlzRB8fH+PlyXFxcaKrq6v417/+1TiGc90+5eXl4pkzZ8QzZ86IAMR33nlHPHPmjHj58mVRFFs3r5MmTRIHDRokHjt2TDx8+LDYp08fXp5sSu+//77o7+8vqlQq8fbbbxePHj0qdUkWD0Czj08//dQ4prq6WnzuuefEHj16iHZ2duKsWbPEq1evSle0Ffl9UOFcd56tW7eKYWFholqtFkNCQsQNGzY02a7X68Xly5eLHh4eolqtFseNGyemp6dLVK3l0ul04ksvvST6+/uLNjY2YlBQkLh06VKxtrbWOIZz3T779+9v9u/nOXPmiKLYunktLi4WH3zwQdHBwUHUaDTiE088IZaXl3e4NkEUf9PSj4iIiMiM8BwVIiIiMlsMKkRERGS2GFSIiIjIbDGoEBERkdliUCEiIiKzxaBCREREZotBhYiIiMwWgwoRERGZLQYVIiIiMlsMKkRERGS2GFSIiIjIbDGoEBERkdn6/9du52jhiDk8AAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -84,7 +84,6 @@ ], "source": [ "true_data = rw(torch.tensor([0.25])) \n", - "#true_data[0] += torch.normal(torch.zeros(100), 5 * torch.ones(100))\n", "\n", "plt.plot(true_data[0].numpy())" ] @@ -102,12 +101,13 @@ "id": "e25258b3-2a14-4a28-b86d-d41cdc139daa", "metadata": {}, "source": [ - "Here we assume that the posterior distribution has a gaussian form, so we need to implement a parametrized gaussian that contains the `sample`, `rsample`, and `log_prob` methods:" + "Here we assume that the posterior distribution has a gaussian form, so we need to implement a parametrized gaussian that contains the `sample`, and `log_prob` methods.\n", + "Note that the `sample` methods needs to propagate the gradient, so it is equivalent to the `rsample` method in PyTorch distributions." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 102, "id": "e738b031-26d6-45d2-b73e-f4aa287f7766", "metadata": {}, "outputs": [], @@ -122,13 +122,11 @@ " sigma = torch.clip(self.sigma, min=1e-3)\n", " return torch.distributions.Normal(self.mu, sigma).log_prob(x)\n", "\n", - " def rsample(self, x):\n", - " sigma = torch.clip(self.sigma, min=1e-3)\n", - " return torch.distributions.Normal(self.mu, sigma).rsample(x)\n", - "\n", " def sample(self, x):\n", " sigma = torch.clip(self.sigma, min=1e-3)\n", - " return torch.distributions.Normal(self.mu, sigma).sample(x)\n" + " dist = torch.distributions.Normal(self.mu, sigma)\n", + " sample = dist.rsample((x,)) \n", + " return sample, dist.log_prob(sample)\n" ] }, { @@ -141,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 103, "id": "2b6ece1d-8566-495c-b534-50a7c3530ee9", "metadata": {}, "outputs": [ @@ -197,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 104, "id": "9b40b9b2-f8cc-4786-b322-752ce1348dfa", "metadata": {}, "outputs": [], @@ -206,12 +204,12 @@ "prior = torch.distributions.Normal(0, 1)\n", "optimizer = torch.optim.Adam(posterior_estimator.parameters(), 1e-2)\n", "\n", - "calibrator = Calibrator(model = rw, posterior_estimator=posterior_estimator, prior=prior, data=true_data, optimizer=optimizer, w = 1)" + "calibrator = Calibrator(model = rw, posterior_estimator=posterior_estimator, prior=prior, data=true_data, optimizer=optimizer, w = 100.0)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 105, "id": "edac97ea-322e-4454-bf81-3c61a6148c36", "metadata": {}, "outputs": [ @@ -219,13 +217,13 @@ "name": "stderr", "output_type": "stream", "text": [ - " 67%|██████████████████████▊ | 67/100 [00:00<00:00, 221.20it/s, Forecast=29.2, Reg.=6.43, total=35.7, best loss=tensor(19.1274, grad_fn=), epochs since improv.=20]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 212.85it/s, Forecast=57.1, Reg.=294, total=351, best loss=tensor(315.9505, grad_fn=), epochs since improv.=48]\n" ] } ], "source": [ "# we can now train the estimator for a 100 epochs\n", - "losses, best_model = calibrator.run(100, max_epochs_without_improvement=20)" + "losses, best_model = calibrator.run(100, max_epochs_without_improvement=100)" ] }, { @@ -240,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 106, "id": "bb551e4d-aa77-4502-9fd0-fb3c5df4f7c4", "metadata": {}, "outputs": [ @@ -273,33 +271,33 @@ " \n", " \n", " 0\n", - " 744.536499\n", - " 742.608032\n", - " 1.928477\n", + " 956.307312\n", + " 763.736023\n", + " 192.571304\n", " \n", " \n", " 1\n", - " 880.631958\n", - " 878.799988\n", - " 1.831954\n", + " 1006.797485\n", + " 821.616028\n", + " 185.181488\n", " \n", " \n", " 2\n", - " 690.402161\n", - " 688.671997\n", - " 1.730189\n", + " 817.636230\n", + " 642.367981\n", + " 175.268250\n", " \n", " \n", " 3\n", - " 1183.870117\n", - " 1182.095947\n", - " 1.774148\n", + " 1934.545898\n", + " 1766.295898\n", + " 168.249969\n", " \n", " \n", " 4\n", - " 854.379395\n", - " 852.544067\n", - " 1.835337\n", + " 1921.538086\n", + " 1751.343994\n", + " 170.194061\n", " \n", " \n", "\n", @@ -307,14 +305,14 @@ ], "text/plain": [ " total forecast regularisation\n", - "0 744.536499 742.608032 1.928477\n", - "1 880.631958 878.799988 1.831954\n", - "2 690.402161 688.671997 1.730189\n", - "3 1183.870117 1182.095947 1.774148\n", - "4 854.379395 852.544067 1.835337" + "0 956.307312 763.736023 192.571304\n", + "1 1006.797485 821.616028 185.181488\n", + "2 817.636230 642.367981 175.268250\n", + "3 1934.545898 1766.295898 168.249969\n", + "4 1921.538086 1751.343994 170.194061" ] }, - "execution_count": 8, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } @@ -326,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 107, "id": "8e0ad4fc-d832-4dde-bb55-a0970cfae6ec", "metadata": {}, "outputs": [ @@ -336,13 +334,13 @@ "" ] }, - "execution_count": 9, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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clBgM+1qIiIjG4/RQFOYXZ+LpL69DTpoZkiTF7Lq+XS0MWoiIiAQGLVFaPSsv5tcs564WIiKicZKmPJRKfLtauBWXiIhIYNCiQ+xpISIiGo9Biw6JXS3t/SPaSdJERESpjkGLDuXazbBbjACAll5Hgu+GiIhIHxi06JAkSexrISIiGoNBi05pE0TsayEiIgLAoEW3ZnDsmYiIaBQGLTo1I0eZIOKCOSIiIgWDFp1ieYiIiGi0pAla9HZg4lSbkctGXCIiIn9JE7To8cDEqSQyLa19Drg83gTfDRERUeIlTdCSagrSrbCYDPDKQCt3tRARETFo0SuDQUJ5Dk97JiIiEhi06Bj7WoiIiHwYtOhYOXe1EBERaRi06NgMloeIiIg0DFp0rDxXWTDHXS1EREQMWnRN62npYU8LERERgxYdEz0tLT0OeLxygu+GiIgosRi06FhRpg0mgwS3V0ZbH3e1EBFRamPQomNGg4SyHE4QERERAQxadM83QcS+FiIiSm0MWnRuBk97JiIiAsCgRffKc7mrhYiICEiioKW2thZVVVVYvXp1om8lrmawp4WIiAhAEgUtNTU1qKurw/bt2xN9K3ElFswx00JERKkuaYKWVOV//pCXu1qIiCiFmRJ9AzS5kmwbDBLgdHvROTCCoixbzK79t51ncLi1D8sqcrFyZi5KsmN3bSIiolhj0KJzZqMBJVk2NPc6cKZnOGZBS5/Dha//dS+U5E09AKV/ZuXMXO1XVWkWDAYpJp+PiIgoWgxakkB5rh3NvQ40nR3GisrcmFyzoWsIXhmwmQ2YW5iBQy19aOoZRlPPMF7Y2wwA+MzaSnz/uiUx+XxERETRYtCSBGbkpgGnYtuM29itLKs7tzQLz961HgMjbuxt7MHO02fx3vFObKvvxgfHO2P2+YiIiKLFRtwk4GvGjd1W3AY1aKnMU6aTMqwmrJ9XgH+7bD5+euMy9fOx+ZeIiPSDQUsS8K3yj12mZWzQ4q8kSzmo0eWR0d4/ErPPSUREFA0GLUlA7GqJ5Sp/EbRUBAha/A9qbOSZR0REpBMMWpLADL9V/rIcm3LNZJkWwP/4AAYtRESkDwxakkCpuj9l2OXB2SFX1Ndze7xa1mZmfpCgpZubeImISB8YtCQBm9mIokwrgNhkPlp6HXB7ZViMBhRnBt77wuMDiIhIbxi0JAlRIopFX4sYdy7PS5tweZyWaYnhxBIREVE0GLQkiVhmPoL1swC+Bt1GloeIiEgnGLQkCTH23NQTn6BFZFqae4bh4a4WIiLSAQYtSSKW0zynQwhaijJtMBsluL0y2vocUX9OIiKiaDFoSRKip+VUV/RBS2MIQYv/rhY24xIRkR4kTdBSW1uLqqoqrF69OtG3khBLZ2TDbJRwvH0AB5t7o7qWVh6aYNxZ4K4WIiLSk6QJWmpqalBXV4ft27cn+lYSIj/Dio2LSgAAT37YEPF1eodd6FF3vVTkBglacjj2TERE+pE0QQsBnz1vJgDg+T1N6HdEtmROlIYKMixIt05+yLfItIjXEBERJRKDliSydnYe5hdlYMjpwbO7myK6RuMkZw6NJZ7DTAsREekBg5YkIkkSblpbCQB48sPTEZ1DFMq4s8AFc0REpCcMWpLM9SvLkWY24mjbALafOhv260MZdxbEQruWHgfcHm/Yn4uIiCiWGLQkmSybGZ9YVgZAybaEK5RxZ6Eo0+rb1dI/EvbnIiIiiiUGLUlINOS+cqAFnQPhBRPhlIcMBknbxKu3Zly3x4vBEXeib4OIiOKIQUsSWjwjG9UVOXB5ZPxlR2PIr3N7vNqBi8F2tAh6Pe35pt9txfk/eAt9EU5RERFR8mHQkqQ+qzbk/mlrQ8hnA7X0OuD2yrAYDSjOtIX0moo8/S2Yk2UZuxt60Dvswon2gUTfDhERxQmDliR1TXUZstPMOHN2GJuPdoT0GlHiKc9Lg8EghfQaPWZaHC4vnGpj8NkhZ4LvhoiI4oVBS5KymY341MpyAMD/htiQG04/i6DHVf69w76SUNcAgxYiolTBoCWJiZ0tbx9pD6lRVow7z4woaNFPpqVn2BeodA8yaCEiShUMWpLYnMIMrJ+XD1kG/rwt+HlEDWFswxW0XS29+tnV0jvky7QwaCEiSh0MWpLcZ9cq489/2dEIp3vyoCKcHS1CYYYVFqMBHq+Mll5H5DcaQz3+5SEGLUREKYNBS5LbUFWMokwrOgecePVg66TP1XpaQhx3BtRdLTorEfn3tDDTQkSUOhi0JDmz0YB/WV0BAHh215kJn9c77EKPWlapyA09aAH014zbx0wLEVFKYtAyDXxcXev/3vHOUVkIf6I0VJBhQbrVFNb19Tb23DOqp4XHCxARpQoGLdPAvKJMzC/KgMsj463DbQGf0xhBE64gMi2NOsm0jCoPceSZiChlMGiZJq5cUgoAeHl/4L6WSMadBb2NPfs34g46PXC4PAm8GyIiihcGLdPEVUtKAACbjnZgIMBBgpEslhNEeahJJ0HL2BIYm3GJiFIDg5ZpYkFxJmYXpMPp9uKtw+3jHo+mPFShZlpaeofh0sGuFgYtRESpiUHLNCFJEq5crGRbXj3QMu7xaDIthZlWWE0GeGWgVQe7WnrHnDfECSIiotSQNEFLbW0tqqqqsHr16kTfim5dpfa1vH24A0NOX4nI7fFqpZ1wdrQIkuTb1RLKcQFTTWRaCjOtADhBRESUKpImaKmpqUFdXR22b9+e6FvRrUVlWajIS8Owy4NNR3wnP7f0OuD2yrCYDCjOtEV0bb2MPXu9sha0zClIB8BDE4mIUkXSBC0UnCRJuGqxOkV0wDdFpJ05lJsGg0GK6Np6WTA34HTDKyv/PadQCVrODjFoISJKBQxappkr1L6Wtw61aaPA0fSzCHoZexaHJVpNBpRmK/fERlwiotTAoGWaWVaRg7JsGwadHrx7rBNArIIWfZSHRGkoO82MvHQLAJaHiIhSBYOWaUaSJFyhlohe2a9METVEMe4s6KU8JIKWHLsZ+WrQwkwLEVFqYNAyDYlFc28casOI26NN/ESTaRGHLLb0OeB0J25Xizh3KDvNjNwYBy1uHeygISKiiTFomYZWVOaiKNOKfocbHxzv8pWHIhh3FgoyLLCaDJBlZclcovjKQxYt0xKLPS0/feMoqr/zOo619Ud9LSIimhoMWqYhg0HSGnKf3t6oZSdEtiQSkiTpohk3UE9L77Ar6k297xztwKDTgw9PdkV9j0RENDUYtExTV6p9La/VKaPPBRlWpFtNUV3T14ybuL6WnmElq5KdZkaO3QJJneCOduxZLKhr0cHGXyIiCoxByzS1ZnYe8tMtkNWdJpV5aVFfUw+Zlj6/RlyjQUKuPTZ9Ld3qBBKDFiIi/WLQMk0ZDRI2qiUiILomXEFkWhK5yt+/EReAViLqjmLs2eHyYNCp7LRJZL8OERFNjkHLNCa24wKxCVoq8hKfafEfeQZ8QUs0zbj+r2WmhYhIvxi0TGNr5+Rp39yj2dEi6GHBnAhastRMSyx2tfhnaVp6HZBFTY2IiHSFQcs0ZjYa8PWNC7BqZi42nFsc9fVET0tbvwMjbk/U14vEROWh6DItvlOinW4vzqqfg4iI9IVByzR309qZ+Oud52uL2KKRn26BzazuaulJTBlFa8Qdl2kZmfA1wYzN0jT3sK+FiEiPGLRQyJRdLYkrEbk9XvSPuAEEaMSNpjw05rWt7GshItIlBi0UFlEiakzArpY+h1v7by1oybACiO7QxM4xr+UEERGRPjFoobDMKcgAADz2Xj16wljo1tA1hPb+6DIYogk3w2qCyah86YryUDTL5caWljhBRESkTwxaKCxfvHA2irOsONY+gFse347BEXfQ1/xlRyMu/fE7+NSvt0T1uUWQJLIsQGzLQ2IsnEELEZE+MWihsMzIScMfvrAW2Wlm7GnswR1P7pxwkkiWZfzizWP4P3/dB49XRkP3EIadkU8d+Z87JPgyLS54vZGNKovJo8UzsgCwPEREpFcMWihsC0oy8fitq2G3GPHusU7c9/ReeMYEDB6vjG89fwA/fuPoqI93DkQ+5RMoaMlR1/h7vLL2eLhEpmVRWTYANuISEekVgxaKyIrKXDz6uZUwGyX8Y38L/uu5A9pSNofLgzuf3IknP2yAJAHf+fgizMhRGnhjEbSIhXkAYDEZkGlTDoKMdFeLaOJdVCYyLVwwR0SkRwxaKGIXzi/Ez25cDkkC/rytAf/v9SPoGXLipt9txet1bbCYDKj9zArcfP4sFGQoGZGxkzrh6B0an2kBotuKO+L2YEDty6lSg5YRLpgjItIlBi0UlauXluL71y0BANS+fQIbfrIZO0+fRZbNhP/9whpctUQ5/6hAHU2OJtPSE6A8BPg344Z/bRHoGA0SCtKt2n1ywRwRkf4waKGo/euaSvyfKxYAUIKS0mwb/nrn+Vg7J197ToG2TyUGPS32sUGLeu0IMi2iNJSXboHBIKE02waAfS1ERHpkSvQN0PRw58VzYTEasPP0WXzrY1UoU3tYhPwYlIfGnjukXVtkWiK4tsi0iGuUZtuwv6kXLX0MWoiI9IZBC8WEJEn40oVz8KULAz8uMi0dUWRafOcOjT5HKS8j8kMTRdCS5xe0AEALy0NERLrD8hDFRUGm2tPSH9uRZyC6RlzRY6MFLWqGiOUhIiL9YdBCcVGQHnk2ROgZVl6bM66nJfKgJVB5CACauWCOiEh3GLRQXGiZlhgvlwN8QUt05SHl/kqy2IhLRKRXDFooLkRPS8+QCy6PN+zXO1weOFzK67LGlYeUa0cy8iwCHdEoLBqIuWCOiEh/GLRQXOSkmWE0SAAiK+OIJlyDBGRaR/ePi0bc7kFn2IHG2PJQUZYSAHHBHBGR/iRN0FJbW4uqqiqsXr060bdCETAYJK2M0xFBM64oDWWlmWFQgx9BBBwuj4z+EE6d9tc1phHXajJqWSEenEhEpC9JE7TU1NSgrq4O27dvT/StUISi2Yrbo407m8c9ZjMbYbcYAQBnw8zijC0PAf5jz+xrISLSk6QJWij5ifOHuiJYAjfRuUNCrj38Zlyn24t+h5KZEY24gF/QwgVzRES6wqCF4iaaTIt/eSgQkSkJZyvu2SHluQZpdAaHC+aIiPSJQQvFje+k5yjKQ3ZLwMcj2dUy9twhoSSbC+aIiPSIQQvFTb52aGIE5SFtR0vgkyci2dXSNTi6CVcoy1EzLQxaiIh0hUELxU005w/1qqWcsecOCb5V/qFfe+y5Q4JYMMfpISIifWHQQnFTEMVJzxNtwxVEI21YmZYBsaPFOurjXDBHRKRPDFoobgq08lDkjbgTBS2RHJrYHWDcGeCCOSIivWLQQnGjBS2DTni94WUwRCNutn2iTEsEjbgTlIeUBXPKx1giIiLSDwYtFDcio+HxyloQEqqg5aEIdsCI/pf89PF9MqXqBBEXzBER6QeDFoobs9GAHDVTEu7Ys1gulzNBpiWS8pBv5Nk67rESLpgjItIdBi0UVyK4CCdokWU5hEZc5brDLg+GnZ6QrjvR9BAAlKlBSyvLQ0REusGgheLKtxU39IzIkNMDt9oDM1HQkmE1wWJUvpy7Qhx7DnTukFDC8hARke4waKG4KshUg5YwTnoW/S8WowFpZmPA50iSFFYzrsvj1bI3gXpauGCOiEh/GLRQXBVom2tDD1pEP0tWmhmSJE34vHC24opzhyQp8NEAXDBHRKQ/DFoorrTyUH/o5aGeYXUb7gRNuIIo85wNIWgRTbi5dguMhvGBkDY9xAVzRES6waCF4korD4XRiNsXpAlXyLWHXh6arAkXAIqzuWCOiEhvGLRQXGnTQ2GMJovek5wgQUs45aGJFssJXDBHRKQ/DFooriJqxB0KLdOi7WoJYTKpW830FASYHBJEiaiVzbhERLrAoIXiqjDDVx4KtVdEZFqygmVaMkLPtAQrDwG+BXPNDFqIiHSBQQvFlWiWHXF7MRjiEjgx8hy0EVcbeQ6exekcnHgbrlDKBXNERLrCoIXiym4xwW5Rdq2EWiIKtg1XEAFISI24agkp0I4WgecPERHpC4MWiruCjPAmiPpCzLSE04gbSnlIZFq4YI6ISB8YtFDciRJRqEFLuI24/Q43nG7vpM8Vy+0CrfAXtPIQD00kItIFBi0Ud+GePxRqeSg7zawtihMbbyciMi35k/a0KOWh5p5hLpgjItIBBi0Ud+GWh3rUACQ7beKsCAAYDBJy1RJS1yQBkdvj1Zp7JysP+S+Y6+GCOSKihGPQQnFXGEZ5yOuV0T/iBhA80wIgpEMTzw65IBInuZP0yfgvmGvmBBERUcIxaKG4y1czLZNlQ4R+h1sLMMIJWiY7kFEENDl2M0zGyf8KlGhjz+xrISJKNAYtFHfhlIfEYYl2ixEWU/Av1/wQxp5FQDNZaUjQ+loYtBARJRyDFoq7Aq08FDzTEmoTrhBKeUg8VjBJE67ABXNERPrBoIXiLj+cTEuI485CKLtaQtnRImgL5phpISJKOAYtFHfi/KF+hxsO1+Sr/CPNtJydJGgRGZ68SXa0CNqCOW7FJSJKOAYtFHdZaSaYjco+lWDba3tD3IYrhJZpURfLhZBpKeGCOSIi3WDQQnEnSZLWMNsVpEQUbqYlP4yellDKQ2VcMEdEpBsMWighCjJD29USbtBSkWcHAJzqHETvBAvhxKi16K2ZTHG2FQZJWTB3sLkvpHsgIqKpwaCFEkIbe+6fvDwktuHm2INnRQAlaFlQnAm3V8abh9sCPse3wj/4Na0mI65aUgoA+OFrR0K6ByIimhoMWighRHmoc5IlcIAv05IVYqYFADYuLgEAvHqgNeDjXWGUhwDg6xsXwGyUsPloB9471hnyfRARUWwxaKGE0MpDQTItWiNuOEHLomIAwOZjHRhyukc95vHK2mGKoWRaAGBmfjo+e95MAMBDrxyC18veFiKiRGDQQglRGOKulnD3tABAVWkWKvLS4HB5sflox5jrOX3nDoUYtADAVz4yH5lWEw429+GFvc0hv46IiGKHQQslRH6Ihyb2hdmICyjTSVcsUkpErx0c3dci+lmy08wwBzl3yF9eugV3XDIXAPCj144E3S9DRESxx6CFEqIgxEMTe8Lc0yJsVIOWfx5qg9Pt1T7eFUYT7lhfWD8bJVk2NPUM43+3nA779UREFB0GLZQQoRya6PJ4MeRUMhrhZFoAYEVlLgozreh3uPHhyS7t4+HsaBkrzWLEfZefAwD45dvHJxypJiKiqcGghRJClIe6h5xwe7wBnyOacCUJyLSFF7QYDBI+WqU05L560DdFJJbZRRK0AMAnV5RjQXEmeodd+NU7xyO6BhERRYZBCyVEnt0CSQJkGTg7QcZCNOFmWk0wGqSwP4foa3n9YBs86sSPVh4K4dyhQIwGCfdftRAA8PgHp3Dm7FBE1yEiovAxaKGEMBkNyLNP3ozrO3cosgDjvDn5yLSZ0Dkwgt0NZwFEVx4SLjmnEOvm5MPp9uInrx+N+DpERBQeBi2UMMEmiHqHfZM+kbCYDNhwrlIiek0tEfkacYOv8J+IJEn4pppteXZPEw409UZ8LSIiCh2DFkqYYBNE4Z47FIhYNPfqwVbIsozugejKQ8LS8hx8vLoMsgz85A1mW4iI4oFBCyVMsAkiMZ2THea4s7+LzimEzWxAY/cwDrX0o2swukZcf/dumA8A2HS0I+hp1UREFD0GLZQwImjpmOAbfk8MMi12iwkXzS8EoGRbYtHTIswpzMCSGdnweGW8MsE5R0REFDsMWihhRIkmWHkonHOHArlCPUDxlf0t2qRSND0t/q6pVk6AfpGr/YmIplzcg5bGxkZccsklqKqqwtKlS/HMM8/E+xZIJ4KdP9R0dhhAdJkWALhsYTFMBgnH2ge00edYZFoA4OqlZQCAbae60dbniMk1iYgosLgHLSaTCT/72c9QV1eH119/Hffeey8GBwfjfRukA9pJzwGClp2nz+L1OuXcoNWz86L6PNl2M9bNzdd+n2kzwWKKzZf+jJw0rKjMgSwDL+9vick1iYgosLgHLaWlpVi2bBkAoKSkBAUFBeju7o73bZAOiBJNZ//o8pDL48V//H0/AOBTK8uxojI36s91ubpoTvm8scmyCB9Tsy0v7WPQQkQ0lcIOWjZv3oxrrrkGZWVlkCQJzz333Ljn1NbWYtasWbDZbFi7di22bdsW8Fo7d+6Ex+NBRUVF2DdOya8gUx15HhyBLMvax//nvXocaetHrt2M/7jq3Jh8ro1VxZDUpbqxKg0JVy8thSQp2aGmnuGYXpuIiHzCDloGBwdRXV2N2tragI8//fTTuO+++/Dggw9i165dqK6uxsaNG9He3j7qed3d3fj85z+P3/zmN5HdOSU9kfFweWT0DbsBAI3dQ/jZP5W9J/9x1bkxCzCKsmxYXpEDAMiLUROuUJxlw5pZSgnrH/vYkEtENFXCDlquvPJKfO9738N1110X8PGf/OQnuO2223DrrbeiqqoKjzzyCOx2Ox577DHtOSMjI7j22mtx//334/zzz5/0842MjKCvr2/UL5oebGYjMq0mAMrYsyzLeOD5A3C4vFg7Ow+fWlke0893/QrleueWZsb0ugDwsWqWiCh6h1v7tLF8Ihovpj0tTqcTO3fuxIYNG3yfwGDAhg0bsGXLFgCALMu45ZZb8JGPfASf+9zngl7zoYceQnZ2tvaLpaTpRSsRDYzg5f2tePtIB8xGCf993RJIUviHJE7mprWV+Ptd56Pm0nkxvS4AXLm4BAYJ2HemF6e72FhO4TvVOYirHn4XX/r99kTfCpFuxTRo6ezshMfjQXFx8aiPFxcXo7VVWb71/vvv4+mnn8Zzzz2HZcuWYdmyZdi/f/+E1/zmN7+J3t5e7VdjY2Msb5kSrEDd1XKqaxDfefEgAODOS+ZhXlFGzD+XJElYUZkLm9kY82sXZFhx/twCAMy2UGT2NfXCKwPH2gYSfStEumWK9ye84IIL4PV6Q36+1WqF1RrbHgTSDzFB9KPXjqBzwInZBem465K5Cb6ryFxTXYr3jnfixb3NU5LNoentZIcSrPSPuDHs9CDNEvvgmijZxTTTUlBQAKPRiLa2tlEfb2trQ0lJyQSvolTm29Wi1PG/d+3iKcmExMPGRSUwGSQcbu3H8fb+RN8OJZmTHb6y4kQLF4lSXUyDFovFgpUrV+LNN9/UPub1evHmm29i3bp1sfxUNE2I84cA4LrlM7B+XkEC7yY6OXYLLpyv3P+Le1kiovDUd/qClonO4yJKdWEHLQMDA9izZw/27NkDAKivr8eePXvQ0NAAALjvvvvw29/+Fr///e9x6NAh3HnnnRgcHMStt94a0xun6aEo0wZAWdX/n1fHZidLIvkWzTWP2j1DNBlZlrXyEAB09DNoIQok7J6WHTt24NJLL9V+f9999wEAbr75ZjzxxBO48cYb0dHRgQceeACtra1YtmwZXn311XHNuUQAcPWSUuw41Y1PrSwflXVJVh9dVAzLswac6BjE4dZ+nFualehboiTQ0T+CQadn1O+JaLywg5ZLLrkk6E+Qd999N+6+++6Ib4pSR7bdjJ/cuCzRtxEzWTYzLjmnEK/XteGlfc0MWigkJzpGj8kzaCEKLO5nD0WqtrYWVVVVWL16daJvhWhSYtHci3tbWCKikJzsHD3mrNdGXFmW4XB5gj+RaIokTdBSU1ODuro6bN/OxUukb5ctLILNbEBD9xD2N/Um+nYoCdSrmRa7Ouas10zLV/+yF6u/90+09TkSfSuUopImaCFKFulWEy5bqPRwvX6wLciziYCT6uTQypnKieZ6nR5652gH+kfcqGvhcSqUGAxaiKbAurn5AMBMC4VEjDuvna0cvKnH8tCQ062di9Q37Erw3VCqYtBCNAWqypQGXP5ESsE43V40dA8BANbOUYLdjv4R3fVDNZ0d1v6bQQslCoMWoilwbkkWDJLyzae9n/V/mljj2SF4vDLsFiMWl2UDABwuLwZG3Am+s9HO9PgFLQ593RulDgYtRFMgzWLE7IJ0AEBdM7MtNDGxvn92QTrSLEZkWJVNFHprxj3jl2npZaaFEoRBC9EUWaT+1MwSEU1GbMIVQW5hprJkUZzHpRcsD5EeMGghmiKir+UgMy00CdGEO6cwAwBQqG6G1l+mZUj7b2ZaKFEYtBBNkSp1G+4hBi00CVEemqNmWsTJ5x0664XyLw/1ORi0UGIkTdDCjbiUbESmpb5rEIM6a6ok/TipZVrU8lCGTstDPexpocRLmqCFG3Ep2RRkWFGcZYUsA4dbmW2h8focLm0ny9ieFj2Vhxwuz6j76RtmEE6JkTRBC1EyEs247GuhQMT6/sJMKzJtZu2/AX1txW32y7IALA9R4jBoIZpCoq+FY88UiDgoUfSzAEqGDtBXpkX0s+TYlcCqb9gFr1dfy+8oNTBoIZpC3IxLk9GacAt9QYtv5Fk/QYvoZxFBuFcGBp0sEVH8MWghmkKL1KDlcGs/XB5vgu+G9EZrwi3I0D7mH7ToJZshxp3nFmbAYlK+bbAZlxKBQQvRFKrItSPDaoLT7dV+qqbpoXNgBN/8+z7sPH024mv4b8MV8tOVoMXlkaMODOqa+7D/TPSHdoryUHluGrJsokTETAvFH4MWoilkMEhaSv1gM098nk5+8Mph/HlbI/7ruQMRvd7rlXGqc3x5yGIyaL0j0ZSIHC4Pbnx0Cz796BY4XJ6IrwP4tuHOyE1DdppyzAAzLZQIDFqIppjW18Jm3GmjvnMQz+5uAgAcaumLKCBt7XNg2OWBySChIs8+6rFYbMU92taP/hE3hl0edA9Gt/PFl2mxIytNzbRwgogSgEEL0RTjOv/p5xdvHoPHr9/kmR1nwr6GWN9fmWeH2Tj6n+JYjD0fbunX/juaAMPp9qJN3c47IycN2Wm+CSKieGPQQjTFtLHnlj7Isj4aKylyJzoG8NweJcty30fPAQA8v6cJTnd4jdbioET/0pAQi7Fn/4m1aPpPWnqHIcuA1WRAQYZF62nRY3nI4fLg2d1nos4skX4lTdDCNf6UrOYXZ8BkkNA77Bq1Cp2S08/fPAavDGw4txh3XTIXRZlWnB1y4a3D7WFd50SAJlwhFpmWQ6OClsgDjCa/JlxJkpCl9rT0OfTXiPunrQ3496f34qdvHE30rdAUSZqghWv8KVlZTUbML84EwL6WZHesrR8v7G0GANy7YT5MRgOuWzEDAPDXnY1hXWvs6c7+ol3lL8syDrf6ykP9I5EHLWe0Jlyl70bP5aFt9d0AgGPt/UGeSckqaYIWomTmXyKi5PWzN49BloGNi4qxeIZyRMMNK8sBAG8f6QgryBDbcANlWqItD7X0OkaVb6IpD4kdLeW5aQDgN/Ksv6Bl75keAGBGcxpj0EIUB4vYjKtrh1r68NK+5lHNtWMdbu3Dy/tbAAD3bjhH+/i8okwsq8iBxyvjebXXJZgRt0fLYATqaYk203JoTHAcTYBxRg0AZuQoQYvItITa09LQNYQLf/gW/rDlVMT3EIq2PgdaepWG4ZYex6T/Lyl5MWghigOOPevXW4fb8Ina93H3n3bj5se2TRgoPPxPJcty9ZJSnKtmzoRPqdmWZ3acCanZ+nTXEGQZyLSatPFmf+JjnQORNZT6l4aA6KaH/BfLAQh75Pmdo+1o7B7GL946PqWBxN7GHu2/3V4Z7erEE00vDFqI4kAELU09w+gZ0vdkgyzLONDUixF3dAvJksHL+1vw5f/dqU3+vHe8E1f9/F1sOdE16nkHm3vxyoFWSBJwz4b5465zzdIyWEwGHGnrx4Gm4IGptgm3MB2SJI17vCDTAgDoHhyJ6Bu9KENm2dSm2SjKQ01+O1qA8DMtXWrg1dE/EtX24GBEaUgYezI1TQ8MWojiIMtmRkWe8pOq3vta/rarCR/7xXv4/16qS/StTKm/7TyDu/+0Cy6PjI9Xl+GVey7E/KIMdPSP4KbffYif++1iefifxwAAH1tahnPUpmp/2XYzNi4qARBaQ26g05395adbYZCUgwm7BsMvEYny0OpZeQAiz7S4PV609ikZi/E9LaEFQv7jx6K8NhX2+GVaAF+GiKYXBi1EcaI14+q8RPTkh6cBAH/f1YTBEf2NtcbC/354Gl99Zi+8MnDjqgr89MZlOLc0C8/fvR43rCyHVwZ+8sZR3PzYNrx9pB2v17XBIAH3XDY+yyKIEtHze5uDZql8Zw6NnxwCAKNBQp56BlFnf3iZuWGnRzseYO0cJWjpj3A8ubVP6Q2xGA1ayco38hxipsUv6Hr1QOuUHALp9crY16hsJV5YogSVbMadnhi0EMXJojJl2kTPQcvJjgHtJ9Yhp2dKfzKOlCzL+PU7J/DYe/URvf63m0/iW+p5QbecPwsPXb8ERoNSorFbTPjRDdX4fzdUI81sxHvHO3Hr48qahU8sm4F5RYGDDAC4YF4BSrJs6Bly4c1Dk+9sqQ9w5tBYke5qOdrWD68M5KdbMFcdp4400yKyFWU5NhjU90iUh4acnpBOLu/y68tp7XNg95iMSCyc7BxE/4gbNrMBly4sAuAra9H0wqCFKE6SYexZnKdjNirfoP66M/z19FNta303/u+rh/Hdl+rQ1hd6s6Usy/jZP4/iv18+BACouXQuHrymSvtm7O9TK8vxwt3rcU6x8k3fIAFf+ci8Sa9vNEi4XtvZMvn7JrbhBhp3FgoylL6WcCeIRGloYWlm1DtVzozpZwGATLU8FOp1RXmoJMsGAHhlCgJh0YS7ZEY2ZqrnODHTMj0xaCGKk0UzlKDlWPtA1KfuTgWvV8bfdylBy9c3LoAkKQFCQ9dQgu9stEc2ndD+e8ep0Bs7/7ytET9Te1O+vnEBvr5xYcAmWGF+cSaer7kAX9+4AA//y/KAS+DG+qRaItp0tAPtEwRUZwedODukfLMPKdMSZtAiJofOLcnSAoxIt9dqpzur486AEpxlWkM/6VkELf+ypgIA8MqB1pgfZyGacKvLczBD7b1hpmV6YtBCFCclWTbk2s3weGUcaxtI9O2Ms+1UN5p6hpFpNeHz62bhgnkFAIC/7You2+LyeFH79nF8cLwz6ns81NKHd450aL/fcbo75NeK84K+8pF5qLl08qyJkGYxoubSebimuiyk588tzMCKSmVny3MT7Gw5qZaGSrNtsFtME15LBC2dYZaHRCbv3NIsX//JsCuiQGHsYjnBN/Y8eTDk9co4q07LXb+8HHaLEU09w9h3JvxTsScjSprVFTlagNXUM8yzvqahpAlaePYQJTtJkvxOfI7tP9qx8KyaZbl6aSlsZqPWWPq3XWeiap58alsDfvTaEXzz2f1R36PIsuSnK6WTUDMtDpdH+8Z23fIZUd/HZG5YpWQUJtrZIvpZJisNAb5dLeFkWmRZHlUeEpM+bq+M4Qiye6LEUp4XOGgJlmnpGXZBfOmU5ti0fpOXD8SuRORwebQ/87KKHJSpQcuQ04OeIf1t7aXoJE3QwrOHaDrQmnF11tficHnwD7XXQHxTv7yqBJlWE86cHcbW+tAzGv5G3B786h0l0DjdNRTVNFJj9xBe2qfc40PXLwGgvI+hXHNPYw+cbi8KM61Bg4VoXb20FFaTAcfaB/DQK4dxsLl3VPAy2enO/iIpDzX3OtDvcMNkkDCvKAN2i1FrMo5kgkg7dyjHPurjvv0vkwcF3erkUJbNBLPRgKsWlwIAXtkfuxLRoZY+uDwy8tMtKM9Ng81s1PqB2Ncy/SRN0EI0HYhmXL2t83+9rg0DI26U56Zpuz3SLEZ8rFr5JhNpQ+5fd57RVqsDwPH2yMtiv3v3JDxeGRfOL8Dli0pQlm2DxyuP2oQ6ka0nlaBr7ey8SftYYiHLZsYNq5Qs1W82n8TVP38PF//oHXz/5UPYefosTmhNuJP3yPi24oYetBxSv67mFWXAajIqpzKHGGCM5fHKaOkdvQ1XCHUrrpgcylf/LJcsKITNbEBD91DM/g7s9SsNif+3okTEXS3TD4MWojgSZxAdaumbkn0Vkfq72rdy/fIZo6ZpRInolQMtYWdJnG4vfvW2kmUxqdc82hbZ6btdAyN4eoeytO2Oi+cCAFaqwdX2EEpEW+uVDbdr5+RH9PnD9e1rFuFnNy7DxkXF2jfp32w+iU/++gO8drANQBiZlnCCFlEaKvEtwAt37b7Q3u+AyyPDZJBQrE7+CKFuxRVNuHlqOS/dasIl5ygloldiVCLS+lnKc7SPiWZcbsWdfhi0EMXR7IJ0WE0GDDk9ON2tj6mc9n4HNh9VmluvW1E+6rEVlbmYXZAe0c6Wv+86g6aeYRRlWrXMQ6RBy++3nIbD5cWSGdk4f64SeKyelQsgeDOu0+3FrgYlsDlvdl5Enz9cJqMB1y6fgUc/twq7vvVR/PqmFfh4dRky1Kkbk0HCuSVZk15DnPTcM+QK+UgFbXLI72ykzAhX+YssRWmOTSsxCaFuxe0aE7QAwJVLlM3BL8eoRLRXbepdVpmjfcy/GZeml4lb14ko5kxGAxaWZGLvmV7UNfdNeX9FKF7Y0wyvDCyvzBl3P5Ik4VMry/Gj147grzvPaE2mwbg8Xvzy7eMAgC9fPBc2swFAI45GMDU15HRrJwTfcfFcrQSwcqYStOxu6IHHK4/7xirsO9MDh8uL/HTLpMvhpordYsKVS0px5ZJSjLg92HKiCxlWE0qybZO+LjvNDLNRgssjo2vAqTWYTuaQ3+SQoAUYYWZaAo07+98bEHqmJd8vaPnIwiJYTAbUdw7iSFs/FgYJ3ibTM+TUGpury7O1j2tBC8tD0w4zLURxtkBN3R+JMOsQa2I3y/VjsizCdctnhL2z5dndTThzdhgFGVZ8Zk2ldl7PsQj+zE9ta0TPkAuz8u24YnGJ9vGFJVnIsJowMOLG4daJ+yNEE/GaOPSzBGM1GXHJgiKsmhU842MwSFq2JZS+liGnG/VdyjfwhaV+5aEId7X4xp3t4x4LdZW/FrRk+IKWTJsZF80vBKBkW6IhRqdn5duRY/d9jhm5XDA3XTFoIYqzBepPlkcm+UYbL4da+lDX0gezUcI1S0sDPqcsJy2snS1udS8LAHz5ojlIsxhxTpHyTbS51xHWT/wujxf/o67rv+2iOaOyKUaDhOVqSWCy0ecPT6r9LHEqDcVSQRhjz0fbBiDLyibdokxfFsd/V0s4tHHn3IkzLcGu6SsPWUd9/Cq1RBTtdlz/Jlx/LA9NXwxaiOJMNEkeaU18pkWs7f/IwqJRP6mOFc7Oluf3NON01xDy0y246bxKAMopyMVZyjeucBbrvbi3GU09SsbmkwEyQWLSacfpwEGLy+PFTvWxeDXhxlI4Y8+BSkNA5OWhM5OUh3w9LaGNPPuXhwDgsnOLYTZKONY+EFH2TRBNuMvGBi1qoNU96MSQc3oe+pmqGLQQxZkoD53uHkroP6ger4zndk9eGhJC3dni8cpaL8ttF80ZtfE13BKRLMt4dNNJAMCt62fBZjaOe84qta9l56nA97S/qRdDTg9y7GYsKM4M+Bw9C2fsOdDkEOA7KyjcRtymAOcOCaFuxBUjz3ljgpbsNLOWvXvlQGQlIlmWfev7xwQt2Wlm7agBThBNLwxaiOKsIMOK/HQLZDm8rEOsvX+8E+39I8ixm3HpgqJJnxvqzpYX9zajvnMQuXYzPnfezFGPzVdLRKE24759pB1H2vqRYTXhs2OuJSyrzIHRIKG51xGwFCD2s6yelRfwYES9CyfTcrhl/OQQEHr/iT+vV8aZEMpDwRpxA00PCVcuUb6eIj1JvKlnGJ0DTpgMkrb/yJ/ItkS7q8Wjo9UExKCFKCEW6KBEJHazfLy6DBZT8H8KRIno5f0tONExMG5c1eOV8Yu3lAMJv3ThHKRbRw8nLihRJndCHXt+/P1TAIDPrK3UvkmOZbeYtN03OwJkW8R+lvOSsDQE+J30HCTTIssyDrUGKQ+F0dPSOTACp9sLg4SAU06hnGkkyzLOBmjEFS6vKobJIOFwa7+2JTgcexuVJtxzS7MCZuHKYtDX0trrwMrvvYHrf/U+6nS2EDJVMWghSgARtBxOUNAyOOLGqweVtHyoZ/GInS3DLg8u+/EmLP3O6/jX33yI//5HHZ7f04Tff3AKJzoGkZ1mxufXjc+MzC8WmZbgf2an24ttahnqhpWTl67E6PPYZly3x6t9LBmbcAGgUG2oDZZpOXN2GP0ON8xGCXPHnEYtSjnhrPEXWZaSLBvMxvHfJkQQ6fbKGHIG3iHTN+yGW81SBMq05NgtWKfu3ImkRCRKQ2P7WQTRixNNeWjbqW70DLmwq6EH1/zyPTz08iH2yCQYgxaiBNCacdsS89PbsfYBOFzKWTwT/aM/liRJePCaKiwtz4bFaEC/w40tJ7vw23frcc9Te/Ddl+oAAF+6YLbWR+Fvvrojpb1/BL1BDrI70NyLEbcXuXZz0N0qEzXj1rX0YWDEjUybaVz2IVn4Tnp2Tvo8EfzOLcwYlzXT1viHUR46M0k/CwCkmY3aluOJrtulNuFmWE2wmsZnQgDgKrVE9I994ZeI9jT0ABjfzyKI8lA0u1oa1QWQmTYTPF4Zj24+ict/uhlvH2mP+JoUHQYtRAngG3tOTE9Lq3qmTEVuWli7Sy5ZUIQX7r4AB7+7ES//24X44SeX4vPrZmJFZQ5sZgMq8+y4ef2sgK/NtJlRppYajrZPnm3ZrmZZVs0KvltFNOMeae0b9Q1U9LOsmZU34eI5vdPKQ0EyLaIJN1Bvh9Y0G0Yjrq8JN/BCO0mSgva1jF3hH8jGRSUwGiTUtfThlLokLhRujxf7m9RNuBXZAZ8Ti7FnEbR88YLZ+N3nV2FGThrOnB3GrY9vx91/2oX2fkeQK1CsJc1G3NraWtTW1sLjCf94dSK9Oac4A5Kk9A50DYxoB8rFS6t6iGGwrawTMRsNqCrLQlVZFj4NZUuuxyvDIGHSIOOckkw09zpwpLVfy5AEIs4TWhPCEraiLBsq8+xo6B7C7oYeXHyOsrjMd95QcpaGAF+mZWDEjSGne9Q0lj9tcqh0/IRUZkSZFuWb9YwJghZACYa6Bp0TBkOTNeEKeekWrJuTj/eOd+If+1tQc+m8kO7vWPsAhl0eZFpNmDPBwZOxyLQ0qEFLZZ4dG6qKsW5uPn76xlE89n49XtrXgk1HO/DpVRW4proM1eXZCV9emAqSJtNSU1ODuro6bN++PdG3QhQ1u8WEyjwl9Z6IZtyWPjVoyQq+Gj5URoMU9B/tUMaevV5ZO09olXq+UDBjR589XlkbzV47OzmbcAGltKIcgQB09k9cIgp05pAgMi1OtxcOV2g/9E22WG7sdSdq8A20wj+QqyKYIhJL5ZZWZE84FVauZlpa+xxwebwhX9uff9ACKAc+/tfHqvDC3RdgyYxs9Dvc+J/36nFt7fu46Edv44evHsahlr6YnKlEgSVN0EI03Yi9IYloxhWZltIIMy2REn0tk409H+8YQM+QCzazAYtnBE79j7VqzInPh1r60O9wI8Pqmy5KRpLkW+U/0QTRkNONU+r6/kBBS4bFBBFLhppt8S2WC9zTAvh6ZaIpDwHAxkXFMBokHGzuw+mu0EpEgU52HqsgwwqL0QCv7Pt6D4fL40WL+rqKvNHvw+IZ2XiuZj1+87mVuKa6DGlmIxq7h/Grd07gyoffxUd/uhmPvVfP4GUKMGghSpBEbsYV/4gXxzlo0TItk/S0bFezJcsrcgNOrgQiMjJ7Gnvg8ni1LMvKmbkwhXgNvQq2q+Vwa7+6vt+qBTj+DAZJW7QWygSRLMt+5w6FkGmZqBFXLJYLMO7sLz/DivPUEt4/Qsy27Jlgfb8/g0FCWY7y9R1JX0tLjwMerwyryaAt+fNnNEi4fFEJfvGvy7HzWxvwi39djsurimExGnC8fQDffaku4sV5NLHk/ttMlMTOEWPPCTg4sbUvQZmWYiXT0jngRNcEmQPRhLs6jDHleYUZyE4zY9jlwaGWPmw9mfz9LEJhkEyLb6ncxBt/g5Vy/HUPOuFweSFJQGnOxF8fwRtxA6/wD0SUiF4J4QDFIadbG5sPNvkWTV+LKA1V5NmDLia0W0y4proMv/n8Kuz41gZtTP/vIZzVReFh0EKUICLTcqytP+h5PrEky7KW9i7Jim/QYreYUJGnfCOZqEQUThOuYDBI2r6WbfXd2HYq+ftZBG3seYJMy2STQ0I4Jz2L0lBRpnXCUeVR1wzaiBu8yXzjohIYJOXYhWAnif99VxO8sjIdVBzk6zeaCaLGs6P7WUKVZTPj9ovmAADeOdKhlckoNhi0ECXIrPx0WEwGDDk92j+Q8dAz5ILTrTQmFmXFd2oJgHbic6ASUXPPMJp6hked4BwqUSJ6ansjeoZcSDMbsbQ8tJ4YPZusp2XY6cFbh5WdIZPtotEmiELItPiacCf/Zh3qyHOgbbhjFWRYtUVzLx+YuEQ0OOLGz/6pbF3+8sVzgl5X24obTaZlkhLZROYXZ2JRWRbcXhn/2Ncc9utpYgxaiBLEZDRgnrq9NJ7NuCLLUpBhmfQn6akiNuMG6uUR/SyLyrLGHQMQzKqZSmbmeLuSwVk1K/SeGD2brKfl528dQ1PPMEqzbfhoVfGE1wjWf+JPG3cOcLrz6GtOPkod6vSQEMoU0WPv1aNzYAQz8+34l9WVQa+pbcXtja48FAmxafq5PQxaYin5/0YTJTFRIjoax6CltU/5BzxYan2qiDOIAh0WKYIWEYCEQ2zqFZJ1df9YEwUtR1r78dvNyinY3/n4okmDvGClHH/NPUpQO9mOFsCXaQmUvZFlecITniciSkT7zvRqS938dQ2M4FH1z/u1yxeEdF5WND0tjd2RlYeEa6rLYJCAnafPBi15UegYtBAl0IIENOO29irf/OLdhCtopz23948bCd1er/azzA5tP4s/m9mIxTN8JZK1SXpI4liiPNTpVx7yemX857P74fbK+GhVMS5fVDLpNURWpD+ETIvY8lqcOXnpUARCgcpDAyNuONXdKPkh9LQAyp9THGwZKNvyy7ePY2DEjSUzsnG1mpUJplwd2W7qGQ57/FgLWvIjC1qKs2xYP68AAPDcnqaIrkHjMWghSqBEnPYsVvhHug03WvOKMmCQlN4a/z6N3iEXjqjB28oIMi2Ab1+L1WSYFv0sgNIQCyiZFvGN9+kdjdhx+izsFiO+8/FFQa/ha8QNIWjpU/6fFAXJxE12EKMoDaWZjUizhF6CnKhE1Ng9hCc/PA0AuP/KhUGneYSSbBskCRhxe4Oe3+Svz+HCWfV8rIogvT2TuXaZWiLa3cSdLTHCoIUogRaqZxDVdw5ixB2fIypa+xIzOSTYzEbMzE8HABz1O3tJbMGdU5CulUTCdemCIgDARecUJqRfZyqITMuI24v+ETc6+kfw0MuHAAD3ffQcrdl0MuGcP9SulqGC/T+YrBE3lBX+gVyxWCkR7R1TIvrx60fg8si4cH6Blr0IhcVkQHFm+LtaxOfOT7eE3Vvlb+PiEtjMBpzsHMS+M70RX4d8GLQQJVBxlhXZaWZ4vLLWQDrVtHHn7Nit8A+XbzOuL8MkRp1DXd0fyLq5+Xjh7vX4f5+qju4GdSTNYtSWw3X2j+C//1GHPocbi8qycMv5s0K6RqjnD8myrPXOFAUtDynXHBhxwz1mTX73QOiTQ/4KMqzamPor6hTRgaZerZn1G1csDOt6QGR9LY1RNuEKGVYTLq9SSnfP7tZPiUiWZew41Y0hZ+iHaOoFgxaiBJIkKe4lotYE7WjxF2gzrmjCnewgxVAsLc9Btt0c1TX0pkANIJ7b3YTn9jRDkoDvX7ck5G2/vkbcyYOWgRE3htXziYJlWkT2BhhfIgp1hX8gVy1VSkT/UBfN/fC1IwCATywrC/lYB3++XS2hN8M2dqunoEcZtAC+KaIX9zZHfAZSrH3/5UP41CNbcP/f9if6VsLGoIUowRZMMgI8FbTyUIJ6WgDfZlyxYM7h8mDfmR4AwJppMvUTS2Ir7i/fPg4AuHndrElX2I/la8Sd/CdrkWXJsJomPFFaMBsNsKv9KmMzOJGWhwDgCnWKaG9jD/6yoxGbj3bAbJTw1Y8uCPtaQGSZFt9BidFnIy+YX4D8dAu6Bp1473hn1NeL1t93ncFv360HALy4rzluGd5YYdBClGDaBFEcgpaBEbf2jSuRQcsCv1FvWZaxt7EHLo+MwkxrxCOm05nIenhlpaT41cvPCev1oTbitodYGhIm6msJZ4X/WIWZVi1w/Y+/K5mAm9bOjHiKJ5KtuGNPd46G2WjANdVlAJRMWSLtO9OD+9X3NMduhiwDv3rneELvKVwMWogSTNvVEoexZ1EayrSakBFFg2G0Zhekw2iQ0D/iRmufQysNrZmVB0kKbTIklRT49YY8eM0iZNrCK39lh9iIK4KWghCDlon2v4Szwj8QMdLs9srIsJrwlY/Mi+g6gC9oORNOT8vZ2PS0CNeqJaLXDrZiYCQxfSTt/Q7c/oedcLq92HBuER6/ZTUA4Pk9zQH34ugVgxaiBBMHJ7b0OtA7FHwkNRptOigNAYDVZMQs9Sfno20DMWnCnc7mqY3LH1lYhCsXT76TJRDRiDvs8mhHOAQSahOuMNFW3HC34Y61cXEJROx6+0VzkB/glOVQifJQc4iZFq9XxhnR0xLFuLO/6vJszC5Ih8PlxesHwz/5+fWDrfjI/3sHB5oim0AacXtw55O70NrnwLyiDPz0xmVYXpmLC+cXwOOV8cimExFdNxGSJmipra1FVVUVVq9enehbIYqpLJtZ+2nwyBRnW3yTQ4kNWgBfM+7hlj7sOq0ELdE24U5Xn15dgUc/txK1n1kRUSbKP6s22YI5sViuKDO0r4+Jy0OR97SIz3/3pfOw4dwifPGC2RFdQxB/t/oc7pCW67X1O+D0eGEySDFbwChJkrazJZIpoic+OIWTnYP449bTYb9WlmV8+4WD2Hn6LDJtJvzmcyu1TN3dlyoZrGd2nNF+oNG7pAlaampqUFdXh+3btyf6VohizjdB1Deln6ctwTta/Img5YW9zegfcSPDapr00L9UZjUZsXFRSViL2vyZjAYtcJnspOeOvtB2tAgTTSVpK/zDHHn299XLF+B3N6+Oak8KAKRbTchRp8lC6WsRK/dn5KaFPJ0VimuXK30t7x/vRHsYAYLb48Xexh4AwNb67rA/75NbG/DnbY2QJOAX/7occ9TzzgBla/TqWblwerzakRB6lzRBC9F0Fq9m3BZ1G26iVvj7E0HLwWYlUFsxMxfGEDedUvjEXpXJsg1iQ3Ho5aHJMy2RlodibUYYpz03no1taUiYmZ+OFZU58MpKoB6qI239GHQqY+gnOwYDHpw5ka0nu/CdFw4CUHbcXKIuX/RXo2Zb/ri1Qfv/pmcMWoh0YGGcdrWIRtxiXQQtGaN+v4b9LFMqlK247eFmWgKcHj3k9O16iaYXJZbCmSCK9nTnyYidLeGUiHY19Iz6vWhaD6bf4cJdf9wFt1fGx6vL8OWL5gR83sXnFGLJjGwMuzx47L36kO8rURi0EOmAVh5qG3+IYCyJHS16yLTMKkiH2ejLrKxiP8uUCmXsWcu0ZIU78uwLhERpyGIyID3CclashbOrJdrTnSdz9VLl5OeDzX1a1jOY3Wq/l/i7si3EEtGmox3oGnSiIi8N//eTSyfshZIkCTWXzgUA/H7LqZDOp0okBi1EOjCnIAMmg4R+hxvNvVPXEOfbhpu4Ff6C2WjAnIIM9b8lLAtjWRqFT1vlP8FWXKfbq5UHQm3EzQpwTf/SkF7G17Wx5zAyLVMRtOSlW7BE3er7wfGukF6zs0EJWkSWJuSg5UgHAGBjVfBeqMurSjC/KAP9Djf+d0v4zb7xxKCFSAcsJgPmFIpDBKemRDTi9mgn3ephegjwbcZdMiMbNrM+fiqfrgKVcvx1qlkWk0FCTlpoe2CyA1wz2smhqVAeQaalIgbbcAM5Xz3w8YMTwYOWzoERnFYbg2+/SMmGHGrtC3hIpT9ZlrHpqBK0XLygMOjnMRgk3KVmW/7nvXpdn0nEoIVIJxaoJz5PVTOu6FewmAzI1cnZPBfOV/4B37go/N0jFB5fViTwN6QOv9OdDSE2RAdqxI1mhf9UmZGjZE2C9bQMOz3agr2p2sx8/lzlQMgPTnQGLQXvVvtZ5hdlYF5RBmYXpEOWgZ2nJ8+2HG7tR3v/CGxmQ8hrBK5ZWobKPDu6B53487bGkF6TCAxaiHRi4RSPPfv3s+glbf/pVRV4498vwm0XBm4SpNgRAcZE00PhrvAHAm/EjWaF/1Qpy1Eyix39I3CoTcKBnFE34WbaTFoWKdZWzcyDxWhAS68D9Z2Dkz53p9rPsnKm0qS+Rg1Ago0+iyzLujn5IWcwTUYD7rhYybb8ZvMJjLgnfp8SiUELkU6IgxOnKtMiFssV62BHiyBJEuYXZ4b8kz1FzteIGzzTEipxmnbfsEvLGkS7wn8q5KVbYDMr3+5aJ+kZ0yaHcu1TFtinWYxYMTMHQPAS0S61n2VFpRq0qGcyBetrEf0sgUacJ/PJlTNQkmVDW98I/rrzTFivjRcGLUQ6ISaITnQMTMk6/7Ze/UwOUfxpK/cn6IcQ23ALQ2zCBXwlJ6fHixH1eIButW8qP4rFcrEmSVJIY89TOTnk7/y5oq9l4lOfXR6vdvK5CHJE0LL/TO+EfScDI27sUMtHF58TvJ/Fn9VkxO0XzcHS8mzdHlzKoIVIJ8pz07CwJBMuj4y/7or9TznaCn8dZVoofjKDjDy3R5BpybCaIJJkoq9Fj424gHJIJwDsVrMXgTSoZw5FeqJ0qNbPU/patpzogtcbuK/lUEsfHC4vstPM2pRdeW4ayrJtcHtlrd9lrA+Od8LlkTEz345Z6p85HJ9fNxPP16zHhfPDC3jihUELkU5IkoSbzpsJAPjj1tMx39eil8MSKTEmOpFZCPewRED5mvUtrVOCFj024gLA5Wqz97O7myb8uzWVi+X8LS3PQbrFiLNDLhyaoIdNnMe1vDJHK59KkqRlWybqa9GmhsLMsggmo0E3PW+BMGgh0pHrls9AusWIkx2D2BLCSGQ49LTCn+JPlIdi2YgLjB971tsKf+GKxSWwmgw40TGoHR0xlmjErcid2j1GZqNBCz4m2teyU82kiH4WYc1sJUuzrX7860aNOkcYtOgdgxYiHcmwmnCtukTqyQhOdJ1Mqw4bcSl+gjbi9omelvCCFnFdvZeHsmxmbKgqBhB4jb4sy1O6WG6s9fMm72vZNWZySBDBzu6GnnETPic7B3Hm7DAsRgPWqaPV0w2DFiKduWmtUiJ6/WBbWKfBTsbjlbWfpEuzE78Nl+JPlHEGRtxwe7yjHpNl2W+Ff3hBra/B140RtwcDI0pQlK+j6SHhumXKDwQv7G0e9x50DTox5PRAknxr/6eSCCq21XfDNeZe2vocaOoZhkECqsdsip5bmI78dAtG3F7sP9M76jExNbRmdh7sluhOx9YrBi1EOlNVloUVlTlwe2U8vT02S566Bkbg9sowGqSwf5Km6UGs8QegBRZCz5ALLo/S51EQ5tRPtt+COZFlMRkkLZjRk4vOKUSu3YyO/pFx48Yiy1KaZYPVNPXbmc8tyUJeugWDTg/2NvaMekxkWc4pzkSGdfT7OFlfyzvTvDQEMGgh0qXPqg25f97WAM8E0wXhEJNDhRlWGLkTJSWZjQakqYvGxjbjiixLjt0c9jdsX4OvSzssMVdH5w75s5gM+NjSMgDAc2NKRGLcuTxOo74Gg4R1c8R23NEBlNjPMrY0JATa1+JwebD1pHKdUFb3JysGLUQ6dNWSUuTazWjudeCtw+1RX6+Vk0MEv1LOmGZcccRDuE24wOhMS5dOm3D9iZ6xVw+2jtp1Eq8dLf5Eiej946P7WnZN0IQriKBl5+mzWpnrw5NdGHF7UZptw/yijCm648Rj0EKkQzazETesqgAAPPlh9A25rdzRQvBvxh0TtPRH1oQLjD6IUVvhr6PFcmOtqMxBZZ4dQ04P3qhr0z4ezyZcQTTj7m7owbBTaaodcXu0XpWJMi0LS7KQaTNhYMSNQy3KBm0xNXTJgkJdZrlihUELkU59Zk0lAGDzsQ40qCe9RkpbLMdMS0rz7VQZUx7Sxp3D//rwv6YoD+lphf9YkiRp2Rb/ElHDFJ/uHMisfDtKs21werzaFtuDzX1werzIS7dg5gRL7owGSTsIcas6+jzdR50FBi1EOjWrIB0Xzi+ALAN/3BY42+LyePHDVw/jwh++pdXBA2nr4wp/8jvpeVymJfxtuGOv6d+Iq+fyEABcu0zpa9l8rBOdaj9Po9iGG8dMiyRJ2kr/99V9LaIJd0VlzqQZE/++lsbuIZzsGITRIOF8NXszXTFoIdIx0ZD7zI4z43YynDk7hBsf3YJfvXMCjd3DeOL9UxNeRyyWY6YltWXaRm+vFSLZhiuMLg/pc0fLWHMKM1BdkQOPV8ZLe5vhdHu1vyNTvQ13LN9Kf6WvRTskcYLSkCCClu2nuvH2EaXvbWVlrlYCnK4YtBDp2GULi1CSZUP3oBOvHmjVPv7awVZc9fC72NXQA6tJ+Wv85qE2OFyBj5NvUxst2dOS2nyNuKPLQ9H0tARqxNV70AL4si3P7mlGc88wvDJgMxtQmBHf0pbItOxv6kXvsAs7T48+2Xkii8uykWZWjgIQP7BM56khIWmCltraWlRVVWH16tWJvhWiuDEZDfiXNb6GXIfLgwefP4Av/+9O9DncqK7IwRv/fjHKsm0YdHqwWa1r+5Nl2W+FPxfLpbKsCTIt0ZWHfNdMlvIQAHxsaRmMBgl7G3uw+Zjy96Yi1x73JtaSbBvmFKbDKwPP7jqDtr4RGA0SlpZnT/o6i8mgnf58snMQwPTvZwGSKGipqalBXV0dtm/fnuhbIYqrf1ldCaNBwvZTZ/GxX7yH329R+ltuv2gOnvnyOlTm23HF4lIAwCt+2Rihd9gFh0sZiyzK0m+DJE09Ucrpd8SuEVdkWvpH3Fp/SDJkWgozrbhwvpLleOSdEwDi28/i73x19PnRzScBAFWlWSFttF0zy7eqvyDDiqrSrKm5QR1JmqCFKFWVZNvw0XOVM1OOtw8g127G47esxn9cdS4samno6qXKCbb/rGsb1/sidrTkpVtgM0/9pk/Sr0Ajzw6XRwtiIht5Vr65yjLQdFbJ6Ol55NnfdeoUUbM6XRfvfhZhvVoiElN+KypzQnqd6GsBgIvOKdBOg57OGLQQJYE7LpmLdIsR58/Nxyv3XIRLFxaNenx5RS5KsmzoH3HjvWOjF1W18KBEUvnOCfIFLWKxnNVk0CaBwmE1GWEzK99K3Or2Zj2PPPv7aFUx7BZfIJ+ooOW8Ofnwr0oFa8IVllfmwGxUXpgKpSGAQQtRUlhWkYM9D16OP912XsAJIINBwhWLlWzLP/a3jHpMLJbjuDNlBjjpuWNA+fooyrJG3M/hP7FikICctOSYYLFbTLhiUYn2+0SVh3LTLaNKO8GacAWb2YgvXzQX6+flY4OajZ3uGLQQJQmzcfK/rlctUfpa3qhrg9PtOzW2lYvlSKXtaQmQaYlmaibbL0jJtVuSqkwhFs0BiQtaAN923MJMK8rDOGX6axsX4I9fOg/pVv0dUDkVGLQQTROrZuaiKNOKfod71FkmXOFPgv9OFUEclhhJE+7Y6wLJ0YTr7/y5+Vg8Iwsz8+2YVZC4oOXj1WWwGA34eHXZtF7DH63UCM2IUoAoEf1hy2m8vL9F63tp4WGJpBJlnIERN7xeGQaD5DssMYrJMv9emGQLWkxGA569az2MkpTQDNHiGdnY++Dl2t4lCozvDtE0IkpEr9e1waWe/trGTAupMm2+SZ8B9YRjbbFcjMpDyTI55M9sNOiipJVmMeriPvSMQQvRNLJ6Vh4KMqzoHXbhgxPKWSa+xXIMWlKdzWzUxuRFX4u2oyWaTIt/0JIkk0OUnBi0EE0jRoOEKxYrUwQv72vBkNOtTYqwPESA/wZbkWmJfBuukJ3EPS2UXBi0EE0zV6nbcV+ra8UZddlXusWojbtSavOdP6RkWtqj2IarXdOW3OUhSh4MWoimmTWz85CfbkHPkAvP7W4CwCwL+YgAo9/hhscro2sg8hOeBWZaKF4YtBBNMyajARvVRXN/2tYAgAclko829jzsQtfgCLwyIEnRBRsiewMwaKGpxaCFaBoSJaKeIaUEwBX+JGgL5hwurQk3P90KU5DlhZNfk424FB8MWoimofPm5CHX7vtGwskhEjL9GnFj0YQLJPdyOUouDFqIpiGT0YCNfmeqFDNoIZV/I25HX/T9LICvp0WSMCpYJoo1Bi1E05RYNAcApSwPkco38uzyW+EfXdBSnpuGT64ox50Xz42qzEQUDNf4E01T6+bmIz/dgq5BJ2YVpCf6dkgnRCmn3+FGu3rEQ7TlIUmS8ONPV0d9b0TBMGghmqbMRgOeuHUNzpwdwryijETfDumEfyOuQU2KRJtpIYoXBi1E09iS8mwsKc9O9G2Qjvif9Ox0K+dTFUaxWI4onhi0EBGlEC3TMuxGH5RV/tGcO0QUTwxaiIhSiGjE7R32ZVpYHqJkwaCFiCiFiPJQr3rKMxB9Iy5RvHA2jYgohWSNOTgzw2qC3cKfXyk5MGghIkohNrMBZqOk/Z6lIUomDFqIiFKIJEnaKn8AKGDQQkmEQQsRUYoRE0QAMy2UXBi0EBGlGP8DDtmES8mEQQsRUYrxb8Yt4mI5SiIMWoiIUow46RlgeYiSC4MWIqIU459pYXmIkgmDFiKiFJPp34jLFf6URJImaKmtrUVVVRVWr16d6FshIkpqozItGQxaKHkkTdBSU1ODuro6bN++PdG3QkSU1MT0kMkgIdduSfDdEIUuaYIWIiKKDdGIW5hphcEgBXk2kX4waCEiSjHF6phzRa49wXdCFB6ekkVElGLOm5OP71+3BKtm5Sb6VojCwqCFiCjFGAwSPrO2MtG3QRQ2loeIiIgoKTBoISIioqTAoIWIiIiSAoMWIiIiSgoMWoiIiCgpMGghIiKipMCghYiIiJICgxYiIiJKCgxaiIiIKCkwaCEiIqKkwKCFiIiIkgKDFiIiIkoKDFqIiIgoKSTdKc+yLAMA+vr6EnwnREREFCrxfVt8H49E0gUt/f39AICKiooE3wkRERGFq7+/H9nZ2RG9VpKjCXkSwOv1orm5GZmZmZAkKWbX7evrQ0VFBRobG5GVlRWz6yYrvh8+fC98+F6MxvfDh++FD9+L0cT70dDQAEmSUFZWBoMhsu6UpMu0GAwGlJeXT9n1s7Ky+EXmh++HD98LH74Xo/H98OF74cP3YrTs7Oyo3w824hIREVFSYNBCRERESYFBi8pqteLBBx+E1WpN9K3oAt8PH74XPnwvRuP74cP3wofvxWixfD+SrhGXiIiIUhMzLURERJQUGLQQERFRUmDQQkREREmBQQsRERElBQYtqtraWsyaNQs2mw1r167Ftm3bEn1LU27z5s245pprUFZWBkmS8Nxzz416XJZlPPDAAygtLUVaWho2bNiAY8eOJeZmp9hDDz2E1atXIzMzE0VFRbj22mtx5MiRUc9xOByoqalBfn4+MjIy8MlPfhJtbW0JuuOp9etf/xpLly7VlmOtW7cOr7zyivZ4Kr0XY/3gBz+AJEm49957tY+lyvvx7W9/G5Ikjfq1cOFC7fFUeR+EpqYmfPazn0V+fj7S0tKwZMkS7NixQ3s8lf4NnTVr1rivDUmSUFNTAyB2XxsMWgA8/fTTuO+++/Dggw9i165dqK6uxsaNG9He3p7oW5tSg4ODqK6uRm1tbcDHf/jDH+LnP/85HnnkEWzduhXp6enYuHEjHA5HnO906m3atAk1NTX48MMP8cYbb8DlcuHyyy/H4OCg9px///d/x4svvohnnnkGmzZtQnNzM66//voE3vXUKS8vxw9+8APs3LkTO3bswEc+8hF84hOfwMGDBwGk1nvhb/v27Xj00UexdOnSUR9Ppfdj0aJFaGlp0X6999572mOp9D6cPXsW69evh9lsxiuvvIK6ujr8+Mc/Rm5urvacVPo3dPv27aO+Lt544w0AwA033AAghl8bMslr1qyRa2pqtN97PB65rKxMfuihhxJ4V/EFQH722We133u9XrmkpET+0Y9+pH2sp6dHtlqt8p///OcE3GF8tbe3ywDkTZs2ybKs/NnNZrP8zDPPaM85dOiQDEDesmVLom4zrnJzc+Xf/e53Kfte9Pf3y/Pnz5ffeOMN+eKLL5bvueceWZZT62vjwQcflKurqwM+lkrvgyzL8je+8Q35ggsumPDxVP839J577pHnzp0re73emH5tpHymxel0YufOndiwYYP2MYPBgA0bNmDLli0JvLPEqq+vR2tr66j3JTs7G2vXrk2J96W3txcAkJeXBwDYuXMnXC7XqPdj4cKFqKysnPbvh8fjwVNPPYXBwUGsW7cuZd+LmpoaXH311aP+3EDqfW0cO3YMZWVlmDNnDm666SY0NDQASL334YUXXsCqVatwww03oKioCMuXL8dvf/tb7fFU/jfU6XTiySefxBe+8AVIkhTTr42UD1o6Ozvh8XhQXFw86uPFxcVobW1N0F0lnvizp+L74vV6ce+992L9+vVYvHgxAOX9sFgsyMnJGfXc6fx+7N+/HxkZGbBarbjjjjvw7LPPoqqqKiXfi6eeegq7du3CQw89NO6xVHo/1q5diyeeeAKvvvoqfv3rX6O+vh4XXngh+vv7U+p9AICTJ0/i17/+NebPn4/XXnsNd955J/7t3/4Nv//97wGk9r+hzz33HHp6enDLLbcAiO3fkaQ75ZloqtXU1ODAgQOjavWpaMGCBdizZw96e3vx17/+FTfffDM2bdqU6NuKu8bGRtxzzz144403YLPZEn07CXXllVdq/7106VKsXbsWM2fOxF/+8hekpaUl8M7iz+v1YtWqVfj+978PAFi+fDkOHDiARx55BDfffHOC7y6x/ud//gdXXnklysrKYn7tlM+0FBQUwGg0jutibmtrQ0lJSYLuKvHEnz3V3pe7774bL730Et5++22Ul5drHy8pKYHT6URPT8+o50/n98NisWDevHlYuXIlHnroIVRXV+Phhx9Oufdi586daG9vx4oVK2AymWAymbBp0yb8/Oc/h8lkQnFxcUq9H/5ycnJwzjnn4Pjx4yn3dVFaWoqqqqpRHzv33HO1clmq/ht6+vRp/POf/8SXvvQl7WOx/NpI+aDFYrFg5cqVePPNN7WPeb1evPnmm1i3bl0C7yyxZs+ejZKSklHvS19fH7Zu3Tot3xdZlnH33Xfj2WefxVtvvYXZs2ePenzlypUwm82j3o8jR46goaFhWr4fgXi9XoyMjKTce3HZZZdh//792LNnj/Zr1apVuOmmm7T/TqX3w9/AwABOnDiB0tLSlPu6WL9+/bi1CEePHsXMmTMBpN6/ocLjjz+OoqIiXH311drHYvq1EeOG4aT01FNPyVarVX7iiSfkuro6+fbbb5dzcnLk1tbWRN/alOrv75d3794t7969WwYg/+QnP5F3794tnz59WpZlWf7BD34g5+TkyM8//7y8b98++ROf+IQ8e/ZseXh4OMF3Hnt33nmnnJ2dLb/zzjtyS0uL9mtoaEh7zh133CFXVlbKb731lrxjxw553bp18rp16xJ411Pn/vvvlzdt2iTX19fL+/btk++//35ZkiT59ddfl2U5td6LQPynh2Q5dd6Pr371q/I777wj19fXy++//768YcMGuaCgQG5vb5dlOXXeB1mW5W3btskmk0n+7//+b/nYsWPyH//4R9lut8tPPvmk9pxU+jdUlpXJ28rKSvkb3/jGuMdi9bXBoEX1i1/8Qq6srJQtFou8Zs0a+cMPP0z0LU25t99+WwYw7tfNN98sy7Iysvetb31LLi4ulq1Wq3zZZZfJR44cSexNT5FA7wMA+fHHH9eeMzw8LN91111ybm6ubLfb5euuu05uaWlJ3E1PoS984QvyzJkzZYvFIhcWFsqXXXaZFrDIcmq9F4GMDVpS5f248cYb5dLSUtliscgzZsyQb7zxRvn48ePa46nyPggvvviivHjxYtlqtcoLFy6Uf/Ob34x6PJX+DZVlWX7ttddkAAH/jLH62pBkWZajyAQRERERxUXK97QQERFRcmDQQkREREmBQQsRERElBQYtRERElBQYtBAREVFSYNBCRERESYFBCxERESUFBi1ERESUFBi0EBERUVJg0EJERERJgUELERERJQUGLURERJQU/n9VxYZQOc4gYgAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -357,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 108, "id": "1ffa3492-6d68-4f2b-81f5-f74c7801b639", "metadata": {}, "outputs": [ @@ -367,7 +365,7 @@ "" ] }, - "execution_count": 10, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -379,23 +377,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 115, "id": "2ef7b5ea-1cfe-4c97-9042-e70140857d6c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -406,30 +404,31 @@ ], "source": [ "# and plot the posterior\n", - "samples = posterior_estimator.sample((10000,)).flatten().cpu()\n", + "with torch.no_grad():\n", + " samples = posterior_estimator.sample(20000)[0].flatten().cpu()\n", "plt.hist(samples, density=True, bins=100);\n", - "plt.axvline(0.25, label = \"true value\")" + "plt.axvline(0.25, label = \"true value\", color = \"black\", linestyle=\":\")" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 116, "id": "5a68c568-2fc2-416f-b66e-7393491b3d8d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 116, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -444,7 +443,8 @@ "f, ax = plt.subplots()\n", "\n", "for i in range(50):\n", - " sim_rw = rw(posterior_estimator.sample((1,)))[0].numpy()\n", + " with torch.no_grad():\n", + " sim_rw = rw(posterior_estimator.sample(1)[0])[0].numpy()\n", " ax.plot(sim_rw, color = \"C0\", alpha=0.5)\n", " \n", "ax.plot([], [], color = \"C0\", label = \"predicted\")\n", diff --git a/test/conftest.py b/test/conftest.py index 54c55a2..8838422 100644 --- a/test/conftest.py +++ b/test/conftest.py @@ -14,3 +14,23 @@ def set_random_seed(seed=999): torch.cuda.manual_seed(seed) return +class TrainableGaussian(torch.nn.Module): + def __init__(self, mu = 0.0, sigma=1.0): + super().__init__() + self.mu = torch.nn.Parameter(mu * torch.ones(1)) + self.sigma = torch.nn.Parameter(sigma * torch.ones(1)) + + def log_prob(self, x): + sigma = torch.clip(self.sigma, min=1e-3) + return torch.distributions.Normal(self.mu, sigma).log_prob(x) + + def sample(self, x): + sigma = torch.clip(self.sigma, min=1e-3) + dist = torch.distributions.Normal(self.mu, sigma) + sample = dist.rsample((x,)) + return sample, dist.log_prob(sample) + +@fixture(name="TrainableGaussian") +def make_trainable_gaussian(): + return TrainableGaussian + diff --git a/test/models/test_sir.py b/test/models/test_sir.py index 46dc4d3..c289e85 100644 --- a/test/models/test_sir.py +++ b/test/models/test_sir.py @@ -68,9 +68,9 @@ def test__implementation_against_nnlib(self): """ N = 1000 - beta = 0.05 - gamma = 0.10 - fraction_infected = 0.05 + beta = np.log10(0.05) + gamma = np.log10(0.10) + fraction_infected = np.log10(0.05) n_timesteps = 10 # we do one more... graph = networkx.erdos_renyi_graph(N, 0.01) model = SIR(graph=graph, n_timesteps=n_timesteps) @@ -97,9 +97,9 @@ def test__gradient_propagates(self): Checks that the gradient propagates through the model. """ N = 1000 - beta = 0.05 - gamma = 0.10 - fraction_infected = 0.05 + beta = -2. + gamma = -1. + fraction_infected = -2. n_timesteps = 10 graph = networkx.erdos_renyi_graph(N, 0.01) model = SIR(graph=graph, n_timesteps=n_timesteps) diff --git a/test/test_calibrator.py b/test/test_calibrator.py index d97428b..c6db67f 100644 --- a/test/test_calibrator.py +++ b/test/test_calibrator.py @@ -1,31 +1,13 @@ import torch import numpy as np +import matplotlib.pyplot as plt from birds.models.random_walk import RandomWalk from birds.calibrator import Calibrator -class TrainableGaussian(torch.nn.Module): - def __init__(self): - super().__init__() - self.mu = torch.nn.Parameter(0.5 * torch.ones(1)) - self.sigma = torch.nn.Parameter(0.1 * torch.ones(1)) - - def log_prob(self, x): - sigma = torch.clip(self.sigma, min=1e-3) - return torch.distributions.Normal(self.mu, sigma).log_prob(x) - - def rsample(self, x): - sigma = torch.clip(self.sigma, min=1e-3) - return torch.distributions.Normal(self.mu, sigma).rsample(x) - - def sample(self, x): - sigma = torch.clip(self.sigma, min=1e-3) - return torch.distributions.Normal(self.mu, sigma).sample(x) - - class TestCalibrator: - def test_random_walk(self): + def test_random_walk(self, TrainableGaussian): """ Tests inference in a random walk model. """ @@ -35,8 +17,8 @@ def test_random_walk(self): for diff_mode in ("reverse", "forward"): for true_p in true_ps: data = rw(torch.tensor([true_p])) - posterior_estimator = TrainableGaussian() - optimizer = torch.optim.Adam(posterior_estimator.parameters(), lr=5e-2) + posterior_estimator = TrainableGaussian(0.5, 0.1) + optimizer = torch.optim.Adam(posterior_estimator.parameters(), lr=1e-2) calib = Calibrator( model=rw, posterior_estimator=posterior_estimator, @@ -44,8 +26,10 @@ def test_random_walk(self): data=data, optimizer=optimizer, diff_mode=diff_mode, + w = 100.0, + progress_bar=False, ) - _, best_model_state_dict = calib.run(1000) + _, best_model_state_dict = calib.run(100, max_epochs_without_improvement=100) posterior_estimator.load_state_dict(best_model_state_dict) - assert np.isclose(posterior_estimator.mu.item(), true_p, rtol=0.25) - assert posterior_estimator.sigma.item() < 1e-2 + # check correct result is within 2 sigma + assert np.abs(posterior_estimator.mu.item() - true_p) < 2 * posterior_estimator.sigma.item() diff --git a/test/test_regularisation.py b/test/test_regularisation.py index 846e9f3..fb30ef5 100644 --- a/test/test_regularisation.py +++ b/test/test_regularisation.py @@ -1,20 +1,19 @@ -import torch import numpy as np from birds.regularisation import compute_regularisation_loss class TestRegularisation: - def test_regularisation(self): + def test_regularisation(self, TrainableGaussian): n_samples = 100000 # define two normal distributions - dist1 = torch.distributions.Normal(0, 1) - dist2 = torch.distributions.Normal(0, 1) + dist1 = TrainableGaussian(0, 1) + dist2 = TrainableGaussian(0, 1) # check that the KL divergence is 0 - assert np.isclose(compute_regularisation_loss(dist1, dist2, n_samples), 0.) + assert np.isclose(compute_regularisation_loss(dist1, dist2, n_samples).detach(), 0.) # define two normal distributions with different means - dist1 = torch.distributions.Normal(0, 1) - dist2 = torch.distributions.Normal(1, 1) + dist1 = TrainableGaussian(0, 1) + dist2 = TrainableGaussian(1, 1) # check that the KL divergence is the right result - assert np.isclose(compute_regularisation_loss(dist1, dist2, n_samples), 0.5, rtol=1e-2) + assert np.isclose(compute_regularisation_loss(dist1, dist2, n_samples).detach(), 0.5, rtol=1e-2)