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@rkube
Created August 24, 2022 17:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "06beeb51",
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "df82c87a",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"# USe the D3D loader to fetch and prepare data\n",
"# https://github.com/PlasmaControl/d3d_loaders\n",
"sys.path.append(\"/home/rkube/repos/d3d_loaders\")\n",
"\n",
"from os.path import join\n",
"\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"from torch.utils.data import ConcatDataset\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from matplotlib.ticker import MultipleLocator\n",
"import logging"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3a471c95",
"metadata": {},
"outputs": [],
"source": [
"from d3d_loaders.d3d_loaders import D3D_dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "782efdc9",
"metadata": {},
"outputs": [],
"source": [
"from d3d_loaders.signal2d import signal_ece, signal_ae_prob"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "1bc4610a",
"metadata": {},
"outputs": [],
"source": [
"# Set up a shot and define the time-interval for prediction\n",
"\n",
"tstart = 110.0 # Time of first sample for upper triangularity is 100.0\n",
"tend = 1000.0\n",
"# Define re-sampling paramters\n",
"t_params = {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0}\n",
"\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "1e7629f4",
"metadata": {},
"outputs": [],
"source": [
"# Define ML Hyperparameters\n",
"batch_size = 64\n",
"lr = 1e-3\n",
"num_epochs = 100\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "868f7993",
"metadata": {},
"outputs": [],
"source": [
"# Create exhaustive list of predictors, as in https://doi.org/10.1088/1741-4326/abe08d\n",
"# In that paper, there are 5 profiles\n",
"# and 10 scalars defined\n",
"# We have 13-1 scalars\n",
"# 10 + neutronsrate + ae_prob + echpwrc - doutl (not available)\n",
"pred_list = [\"pinj\", # Injected power\n",
" \"tinj\", # Injected torque\n",
" \"neutronsrate\", # MEasured neutron rate\n",
" \"iptipp\", # Target current\n",
" \"dstdenp\", # Target density\n",
" \"doutu\", # Top triangularity\n",
" # \"doutl\", # Bottom triangularity not available\n",
" # \"elongm\", # Plasma elongation - data not available\n",
" #\"vout\", # Plasma volume - data not available\n",
" # \"ali\", # Internal inductance - THis data is just zero\n",
" # \"echpwrc\", # Total ECH power - No ECH in this show\n",
" \"dssdenest\", # Line-averaged density\n",
" \"ae_prob\"] # AE mode probability\n",
"\n",
"# Set the list of targets, see \n",
"targ_list = [\"ae_prob_delta\"]\n",
"\n",
"# Instantiate a dataset. For multiple shots, use https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset\n",
"# At this stage, the data needs to be downloaded using https://github.com/PlasmaControl/d3d_loaders/blob/main/d3d_loaders/downloading.py\n",
"ds_172337= D3D_dataset(172337, {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0},\n",
" predictors=pred_list,\n",
" targets=targ_list,\n",
" shift_targets={\"ae_prob_delta\": 100.0},\n",
" datapath=\"/projects/EKOLEMEN/d3dloader/test\",\n",
" device=device)\n",
"\n",
"ds_172339 = D3D_dataset(172339, {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0},\n",
" predictors=pred_list,\n",
" targets=targ_list,\n",
" shift_targets={\"ae_prob_delta\": 100.0},\n",
" datapath=\"/projects/EKOLEMEN/d3dloader/test\",\n",
" device=device)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "5e22c058",
"metadata": {},
"outputs": [],
"source": [
"ds_list = [ds_172337, ds_172339]\n",
"ds_big = ConcatDataset(ds_list)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "6bf126ec",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pinj, mean = 4.0873e+06, std = 2.492e+06\n",
"tinj, mean = 4.0873e+06, std = 2.492e+06\n",
"neut, mean = 1.6585e+14, std = 1.372e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4963e+00, std = 2.315e-02\n",
"dssdenest, mean = 1.3535e+00, std = 5.515e-01\n",
"ae_prob, mean = 1.3504e-01, std = 2.455e-01\n",
"pinj, mean = 3.7292e+06, std = 2.468e+06\n",
"tinj, mean = 3.7292e+06, std = 2.468e+06\n",
"neut, mean = 1.4609e+14, std = 1.255e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4954e+00, std = 2.424e-02\n",
"dssdenest, mean = 1.5967e+00, std = 6.433e-01\n",
"ae_prob, mean = 1.5124e-01, std = 2.459e-01\n"
]
}
],
"source": [
"# Data in the dataset has been standardized, each channel individually to its mean and standard deviation. \n",
"# Print them to assure that none of them are zero. \n",
"for ds in ds_list:\n",
" for p in ds.predictors:\n",
" print(f\"{p}, mean = {ds.predictors[p].data_mean.item():6.4e}, std = {ds.predictors[p].data_std:6.3e}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "b304791b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot time-trae of the predictor\n",
"for ds in ds_list:\n",
" plt.figure()\n",
" plt.plot(ds[:][0].cpu());\n",
" plt.xlabel(\"time / ms\")\n",
" plt.ylabel(\"Predictor\")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "f95e98be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot time trace of the target\n",
"for ds in ds_list:\n",
" plt.figure()\n",
" plt.plot(ds[:][1].cpu());"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "43376da4",
"metadata": {},
"outputs": [],
"source": [
"# Set up train/validation split\n",
"\n",
"split = 0.8\n",
"num_samples = len(ds_big)\n",
"num_train = int(num_samples * split)\n",
"num_val = num_samples - num_train\n",
"\n",
"ds_train, ds_val = torch.utils.data.random_split(ds_big, [num_train, num_val])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "78d667f1",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate training and validation loader\n",
"loader_train = torch.utils.data.DataLoader(ds_train, batch_size=batch_size, num_workers=0, shuffle=True)\n",
"loader_valid = torch.utils.data.DataLoader(ds_val, batch_size=batch_size, num_workers=0, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "4410f740",
"metadata": {},
"outputs": [],
"source": [
"def make_pred_plots(ae_prob_dt_pred, ae_prob_dt_true, epoch):\n",
" \"\"\"Plots predicted vs true change in AE probability.\"\"\"\n",
" ax_dx, ax_dy = 0.15, 0.15\n",
"\n",
" fig_vs = plt.figure(figsize=(12, 6))\n",
" ax_list = []\n",
" # Plot\n",
" for i in range(5):\n",
" ax_list.append(fig_vs.add_axes([0.1 + i * ax_dx, 0.1, ax_dx, ax_dy]))\n",
" ax_list[i].plot(ae_prob_dt_pred[:, i].cpu(), ae_prob_dt_true[:, i].cpu(), '.', ms=1)\n",
" ax_list[i].set_xlim((0.0, 1.0))\n",
" ax_list[i].set_ylim((0.0, 1.0))\n",
"\n",
" # Pretty-fy\n",
" for i, ax in enumerate(ax_list):\n",
" ax.xaxis.set_major_locator(MultipleLocator(0.25))\n",
" ax.xaxis.set_minor_locator(MultipleLocator(0.05))\n",
" \n",
" ax.yaxis.set_major_locator(MultipleLocator(0.25))\n",
" ax.yaxis.set_minor_locator(MultipleLocator(0.05))\n",
" \n",
" ax.set_xlabel(\"predicted\")\n",
" ax.set_title(f\"AE mode {i}\")\n",
" \n",
" for ax in ax_list[1:4]:\n",
" ax.yaxis.set_ticklabels([])\n",
"\n",
" ax_list[0].set_ylabel(\"True\")\n",
" ax_list[4].yaxis.tick_right()\n",
"\n",
" fig_vs.text(0.5, 0.3, f\"epoch {epoch:03d}: d(Probability of AE modes) / dt\", ha=\"center\")\n",
"\n",
" return fig_vs"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "dfab9cda",
"metadata": {},
"outputs": [],
"source": [
"# Define a simple MLP model\n",
"class my_mlp(nn.Module):\n",
" \"\"\"MLP that maps final_output[0] to final_output[1].\"\"\"\n",
" def __init__(self, nlin=\"ReLU\", layer_sizes=[256, 256], dropout=0.0):\n",
" \"\"\"Initializes the MLP with non-linearity, layer sizes, and dropout\n",
" \n",
" args:\n",
" layer_sizes: list of ints, which define the hidden size. Must be at least 2.\n",
" dropout: Probability for dropout after each linear layer\n",
" \"\"\"\n",
" super(my_mlp, self).__init__()\n",
" \n",
" assert(len(layer_sizes) >= 2) # At least 2 hidden layers\n",
" self.dropout = dropout # Store droput parameter\n",
" if nlin == \"ReLU\": # Store nonlinear activation function. default to ReLU\n",
" self.act = nn.ReLU()\n",
" elif nlin == \"Sigmoid\":\n",
" self.act = nn.Sigmoid()\n",
" elif nlin == \"tanh\":\n",
" self.act = nn.tanh()\n",
" else: # Default to ReLU\n",
" self.act = nn.ReLU()\n",
"\n",
" # Create hidden layers\n",
" self.linears = nn.ModuleList([nn.Linear(layer_sizes[0], layer_sizes[1])] +\n",
" [nn.Linear(layer_sizes[l], layer_sizes[l + 1]) for l in range(1, len(layer_sizes) - 1)] +\n",
" [nn.Linear(layer_sizes[-1], 5)])\n",
"\n",
" def forward(self, x):\n",
" for i, l in enumerate(self.linears[:-1]):\n",
" x = l(x)\n",
" if self.dropout > 0:\n",
" x = F.dropout(x, p=self.dropout)\n",
" x = self.act(x)\n",
"\n",
" # Apply final layer without dropout\n",
" x = self.linears[-1](x)\n",
"\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "cb4d5fc9",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate the model\n",
"model = my_mlp(nlin=\"ReLU\", layer_sizes=[12, 256,1024, 1024, 32], dropout=0.1).to(device)\n",
"# Define a simple Mean-squared error loss function\n",
"loss_fn = nn.MSELoss()\n",
"# Set up optimizer\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "de7d8196",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch: 1, train loss : 0.00793, valid loss: 0.00331\n",
"epoch: 11, train loss : 0.00115, valid loss: 0.00139\n",
"epoch: 21, train loss : 0.00085, valid loss: 0.00101\n",
"epoch: 31, train loss : 0.00067, valid loss: 0.00059\n",
"epoch: 41, train loss : 0.00058, valid loss: 0.00066\n",
"epoch: 51, train loss : 0.00051, valid loss: 0.00057\n",
"epoch: 61, train loss : 0.00050, valid loss: 0.00067\n",
"epoch: 71, train loss : 0.00052, valid loss: 0.00048\n",
"epoch: 81, train loss : 0.00046, valid loss: 0.00066\n",
"epoch: 91, train loss : 0.00050, valid loss: 0.00055\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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q3heYjLsVrYh4gT+7+anArSKS2oB2GoZhGIZhGJHLNELoszaY862qC6l+iaHrgdfVYTHOsjvJOLsvbVHVbap6AnjLLWsYhmEYhmEY9UqofdZwrvOdAuwOOM5204KlX1hVIyIyGecphJiYmGEDBgyof0uNRk1+fj4FBc7EcBHBNBCZmA4M04BRmR07dtCjR49wm2GEmeXLl5cAmwKSMlQ1ow5N1IvP6ieczrcESdNq0oPiXrwMgPT0dF22bFn9WGc0SdLT0zENGKYDwzRggOnAcBCRTaqafjZNBEmrs8/qJ5zOdzan7qzUFWfXpRZVpBuGYRiGYRhGqKlXnzWcSw3OAu5wZ5BeBBSqai6wFOgrIj1FpAVwi1u2SkRkvIhkFBYWNrzVRqNk9uzZTJ48GdNAZGM6MEwDhmEEIUFEMkRk/BnWrzefFRpwkx0ReRO4AugI7MPZtjQaQFWniojg7PA0BjgC3K2qy9y6Y3F2XfICr6nq07Xp08JODHvFaIDpwDANGA6mAwNARJZXF3YSap+1wcJOVPXWGvIV+EEVefOAeQ1hl2EYhmEYhmH4CbXPGs6Y73rDfY0wvk+fPuE2xQgTs2fPZvbs2faqOcIxHRimAcMwgpAgIhnAbFWdHW5jGizsJBxY2IlhrxgNMB0YpgHDwXRgQM1hJ6EmnBMuDcMwDMMwDCOiMOfbMAzDMAzDMEKExXwbzQKL8zTAdGCYBgyjsaGqrM8pRBBSu8TjLBxyMi8zpwhFSeuSgIicUn5gchyZOUVsyy+hZ2IMg1LaApCZW0RqstNWeXk5Uxdu47I+HUlLSSAzt6iiL39ZLOa74bCYb8Pi+wwwHRimAcPBdBBeVJXZa3J4es4GAB4dN4BeibGkdUlAVZm6cCuvLdzGsXIfN57fhe8O7caWvGJ+8s46WnjhxqEp/GtlLkdKfbTwwP/7Rh8u65fI5DdW8pc7hiIIL326mbnr8oiJ9vDrbw/mf+c5u8i/cucwthUc5tn5m1j083GZvhNH08J5LQJpFiPfhmEYhmEYRuMiM7eIZxds4tFxAwDh6XkbOHainJn3Xsi2/Yd5bkEWl/buwOdb9vPG4mzeXpJNqc/Zn720DGYs2VPR1gkfPPfBFvKKT3DkRBnb8g7z1NwNHDh8AoAor4feHWN55c5hiLvr+7MLNvHwmP588dNjR8Nw+lXSoM63iIwBfo+z8PgrqvpMpfyHgQkBtgwEElX1gIjsAIqBcqCshsXRLewkwrFXzQaYDgzTgGHUBVU9JYSjPtoamBTHhr3FpCbHk5ocz9QJw1CUgUlxLNt5gNe/2sVnm/OZPKIHCwZ14rNNBUQJeL2AOo43QL/E1mTlOz6zF8cZvLRXW/69cg/Fx8tRUabffQFb8ooB6J0Yi8jJ0BZVZertw0hNjocawk5C5a9WtNeAO1x6gSzgaiAbZwvOW1U1s4ry44Efq+pV7vEOIF1VC2rbp4WdGPaK0QDTgWEaMBxMB9WzPqeQ+2as4KXbh5LWJaFe2npodD+eW5BV0WZg+v/N20DvTrFs2lfC6NROvLF4Nwq0ifYQ7fVw74gevLJoByP7dGTO2r0AnN8tgdXZhbSM8tK6hQcBJo3oyX2X98bj8ZzWf7BzqW6pwXD4qw058j0c2KKq2wBE5C3geiDoyQC3Am82oD2GYRiGYRiGS2pyPC/dPtQ/OlwrqhotH5gUx0Oj+tGjfWtemnCyTX8fAzrHsnznAaZ/uYvWUR5mrcwhvnUUk0f0JKVda56Zn8WVAzpzVWoS/TvFkJocT5e2Lbl2SBfmrdtLzw4xTn9CxeTMsz0Xl5D7qw3pfKcAuwOOs4ELgxUUkTbAGOCHAckKvC8iCrysqhlV1J0MTAbo3r17PZhtNDUyMjLIyHDkkZ+fH2ZrjHBhOjBMA4ZRewJXGqkLmblFQUeYN+wt5tfzNlJa7uP1ScMBZzTaH34ye00OH2XmMX5IEl9vP8BjYwfSu1NcxaokfTvHo2iFU3//VX0r2r7uvK412iUi1Y3edxSRwFcgGQF+ZUj81UAacp3vYMFDVf3C44FFqnogIO1SVR0KXAP8QEQuC1ZRVTNUNV1V0xMTE8/OYqNJMnnyZJYtW8ayZcswDUQupgPDNGAYtSczt4h7pi/j3unL/cvxASeXBqwqLHlgUhwPje7HwKS4U8qmJsfzs7H98aB8umkfs1ZlM+WN5azbc4g/fbSJB95axcjebfkiq4CJF3WjV2IsA5PjWL+nkNmr96Cq3D9zJetzCqvt/wwp8PuK7ifQQQ6JvxpIQzrf2UC3gOOuQE4VZW+h0hC+qua4/+YB7+K8FjAMwzAMwzDqQDCHOjU5nlfvTOeVO4edEqrhH9n2O+SV627YW8yzCzYxZ20umTlFTHljObPX5ODz+VCfckHPdjz7/mYeensNCS2FX89Zx/MfbqVM4e3lezl4rIw/f7KdSdOWMmdNLhNe+Zofv72abQUlvHS7s3xgYP8hIOT+akM630uBviLSU0Ra4Bg8q3IhEUkALgf+E5AWIyJx/u/AKGBdVR2JyHgRybDZ7ZHL7NmzmTx5sq1wEOGYDgzTgGGcTmWHGtwwjZQEBqW0PWVzm4FJcafETmfmFjFlhuNgqzqrltw6vBu/mb8RRXloVD9+8e+1/Oitlfzo72uYty6PaA+UAuv2HuGrHU6fXoG2baIZPziJ0nIfd13ag54d29AyysMDo/px7ZAupHVJILXLGcduV0eCiGS4kyUrEzJ/taJeQ26yIyJjgd/hLN3ymqo+LSJTAFR1qlvmLmCMqt4SUK8XztMDOHHpf1PVp2vqz1Y7MWxmuwGmA8M0YDiYDhxqs6RgVauF+DfKeXb+JqZOHAYKk6Yt5dFxAxk3OImn5mQy/atdCDB2UGcWbz/IY+P6s/vAYTL3FNE+JhqPx8Owc9rTt3M8A5PjmLtuL9cOTkZE6m2pw+qobrUTNz+k/mqDrvOtqvOAeZXSplY6ngZMq5S2DTi3IW0zDMMwDMOIBGqYjAhUv1pIr44xFWtmr88pRETolRjD3HV7eWPxLkb26cCq3Qe5OrUz913Z55St4v07XH64cT+v3pWO1+vlunNTKto+2yUO64NQ+6sNGXZiGIZhGIZhNAH8DnrlEejM3CLun7kS5GSZV+9KJ61LAuMGJTHx4u5s2ldMebnyi1mZqGpFG4E7XL5yxzBUtb4nUjZJmsX28rbDpWG72hlgOjBMA9Xhj+kVhIHJcWzILUbR0xyuwJ0KM3OLUJ+yNa+E7ENHuKxvIl6vl9Qu8agqc9bkOOsve4TU5PiKnQ39o56hCCkwzpzKv5HP52POmlzOadeKz7cU0LVtG87p0JohXePo06EVs1bt4Zz2rdiaV8JLn2zmij7teWfZbgYnx7Fk5wmOlJWxNa+EwV3bAc5oun/EvKolCkNEtTtchpoaY77F+YuZAPRS1adEpDuQpKpLQmFgXbCYb8Pi+wwwHRimgWCszylk0rSllJUrk0b04I2vdqGqPHrtQK4dnExmbhE+n49/LM9mwbp9DO/Zjs827uO4D06UO20I0MIL3xmaQlJ8K174aCtxLb20ivYyZnBn5q3J5e5Le3J5v06ICPfNDJuzBZgOaiIwzjs1OZ4/f5LF8+9vwYOzVzpAtBdKy+Gyfh1YtPkA0V7hWJkPOLnteyCPjOrHfVf2Oe0BDAjbw1hNMd+hpjYj3y8CPuAq4Cmc/evfAS5oQLsMwzAMwzhDgo06D0yK446Lz+GVhduY9sV27rq0BwDPzM3k/fW5fLG5gNJyOHyinBZRwpy1+4jygOtnOe0Cx8th5tI9RHuc4+9f1gvxCM+9n0XLKC/Pf7CZ1xbtZPqkCxpi1QqjHklNjuelCUNRVdZlH+LFT7ahQEq7Vuw6eAyvQCsPXNSjPeNSOxLfMpoF7rbvUR646fxkktq25qutBXy1o4hLe7dl5pKdXD6gE2ldEk4Z7a5KB5H4hqQ2zveFqjpURFYCqOpBdymWRoOFnRj2qtkA04HRPDVwJs5JsFf8G/YW89bS3Tx5/SBUfTw5ZwOlpeWc170tc9bsI9oDw3u0Ja5VFJNH9uSrbYfoFBfFp1kH+GRjHuWq3DCkE19tLyS38DitWnj50ciejOzbke0FR3j222nkFh5HFa7o36kiDMVovIgIijJp2lKG92jP0VIfA5JiydpbQrQHvB743mW9yPhiF59vdfaV6duxNZsLjuIVeHN5Lg9e3YeN+45wx0Xdmbc2h3FDujCgcyxwchLnwKS4U1ZMCXwTEqJwlEYVdlKbCZelIuLF3e1HRBJxRsIbDao6W1UnJySEf8asER7Gjx9PRkYGpoHIxnRgNEcNBFujuSZSk+N5ccL5oFBeXs5/VmXjK/fx4q3nU1ZexvKdByk5WkrxCR9LdhwEoNQHi7YdYkFmAdmFpXTrGMOzH2zliy378Xi9tIzy8s6qPHYdOo5PQRS6tY/h7unLeeAfa1iTU8xvP9zKtK924fF62LC3ONSbpUQ0wTbS8fl8zFq9B58vuNvm8/n4bFM+JcfKmLt2L+d2jWPj3hIGp8Ryc3pXjpfBpn0llBwvQ3DCjjYXHKV1tIf/uqov7dpEs6/wGIeOlpEYG01pOcxYvIu565zRcf8ETf/GPA+P6X/aCHh1q6zUI4WqOrkxON5Qu5HvP+CsYdhJRJ4GvgM81qBWGYZhGIYBnJlzIiJOzPWMFdwyvCvPzc8itlUUI3q3Y976/Ipyg5PbsDb3CMLJ/bQv7BHPrv2H+duSnYwZlMSslXuI9gj3juxFxufbKTxaRuuWXqKjvPROjGXa3elsLzjC2EGdGda9PT07tqmw1cJOGh7/mxGfz8c905YxYXgKWXlHuHdED95ZsYcZS7KZsWgLLaKiOb9rHMt3F9K9bSt2FR4nJgo+yDpEFJDWuTWrs503Fav3lLBpbwljB3fmyy37aekVjpcrraIcF/zXN6Zx/Xld6d4xhif+4+wp0719DDPuHc72giNcOzj5FBsDJ15WfntTm2UQmxu12mRHRAYA38B56PlIVTfUqnGRMcDvcWLyX1HVZyrlX4GzU9B2N+lfqvpUbepWascfdvK9zZs318Y0o5nhf9X8ySefYBqIXEwHRiRpwOfzMWdtLtekduIvi3bw/ZG98Hq9gDPa/fLCbYzs05HULvH8+eMsfvfRtlq9tvbgOOITL+7GJxsLeHh0P3onxjEwOY7MnCK25BfTu2Ms4gm+NF1jIhImXPonTT74zT488s5ajpc7fl20x3mbcaZ4Bdq09NLC6+HiXu35ZGMe15+XxJtLc/ntzUO44fxuzmj7nkK2FZRw7ZAueDyNcwVrEdkCfEIVYSeh8lcr2qvFaifdg6Wr6q4a6nmBLOBqIBtn+85bVTWz0sk8pKrX1rVuMGy1EyMSbrRGzZgOjKauAb9j7d8FcP2eQrbmFVOuPrzipVdiDAs3F/Dc+1n07RRDVt5hxqV14uq0JHq0b82TczeycnchEy/sxgU927NkWwEzluypsV8PTlxp62gPz9w4mN6dY09bQrAp0dR1EIyqlgfcUVDMCx9uBaBfpxjGDerEbz/eXlGvfWsvB4+WU53X1y+xDVn5R+jergX/dUVvnn4vixF9E5m3bi+3X9Sdod3a8su5G5l+9wUM6tq2WrsaE9WtdhIOf7U2YSdzcR6CBWgF9AQ2AWk11BsObHF3/0FE3gKuB6o1qB7qGoZhGEaToCqHZdbqPTzw9hrKy8vxer088Z/1HDhSWpEfGy14o7x4BLLyDgMwd30ec9fnVZQR4O/Ls5nx9W76JLaulT0+t959l/Xg1+9t5LW7LmBDbjH3TF/Gq3emk5YSWeEBjZHACYoDk+KYunAr0xft5HhpGTEtPFzZL5GVuw/RMzGe24d3ZcaSbM7rGsfewqM8OKovXeJbsnznQfYfPk58C2FFdjFbCo7x3LdT6ZeUwMRXl3KsFFq2bInX62XpjgNMvLg789fuY8G6ffziutSgOgjzOt5nQ8j91Rqdb1UdHHgsIkOB79fCoBRgd8BxNnBhkHIXi8hqIAfnqWJ9HeoiIpOByQDduwcdpDeaORkZGWRkZACQn59fQ2mjuWI6MJqKBgId7szcIqa8sZyHx/SvWGtbEPApPmDlrkI+3pTHE+NTWbB+L3PX7QPgigGd+GJzAb5qhjEVOF7mFNicf7Ram5JjvOQeLq+otymvpGIljJPt2c6EjYHAOQCz1+Tw/PubefDqvnRJaMXjszJZtHU/917Wk2c/yOLhq/sxe+0+cgtPMGZwF95aupuXJ6bzrfRzKtqrvBb3zO9dWLERU6/EmIrvNw3rHnRTpmB2NUI6ikjgK5AMVc1wv4fEXw2kzjtcquoKEanNGt/B3jlU/stdAZyjqiUiMhb4N9C3lnX99mQAGeCEndTCLqOZMXnyZCZPngw4rxiNyMR0YDQVDVRe+/jhMf35zfyNZB88wvRFOxERfnZNf+JbRTFnTS73XNoTH8rky3ry+ZYCRvTuwFX9E/H5lHnr8+iW0ILswhMo0MIDJ9w43z4dWrJl/3GAUyZUdkuIJjmhJZl7j3JZ3/ZMubwPaSkJzFmTS3l5OauyC/n5uIFk5R+pcKRevSu9sTpVEY1/YuO1g5PZkFtMtNeDqo9ubdvw0gRnZBwRfOrjuQVZPHLNgFN+x2BvXgaltK3ID/xe01uPRj5xsqCaTXZC4q8GUqPzLSIPBBx6gKFAbYYUsoFuAcddcZ4WTlqnWhTwfZ6IvCgiHWtT1zAMwzCaIoEjhCLC+CFdAHh2/iYeHTegYnKjD+Xx/2Ty8udbOXy8nOdvGsKUK3rzl4XbmJ+Zh0+hdZSHohM+FIgSx/Hu17kN+UUnuKh3R7bu38PtF3bjxnOT+OV7Wew6cISXJg4nLSXhNKfr+vO7AvAt10UJdKQasVMVUaiqs172gk1MvX2Y41y7pHaJ5/VJw9mSV8TT723k1TvT2bivhOfez+KlCUN5+Y7008KbMnOLmDJjOQ+P7s/4IV0aXax2iAi5v1qbke+4gO9lODHg79Si3lKgr4j0BPYAtwC3BRYQkSRgn6qqiAzHce73A4dqqmsYhmEYTZHAEUL/yOO1g5PpnRh7yjbcvTvGEuWBSZf0omuH1vRJjOP5DzbzxPg0UFB89OoYy/aCI/jU5ywvCPRMjGFHwRF+OSeTh0f3Y8rlvdmQW0zOoWP8YnwaaSkJjX2U0qiC9TmFPD1nA/8ztj8ozF6Tw4N/XwPgPMQJ9E6Mc0KX1AkVemnCUFK7BJ8EmZocz8Oj+/Ps/E30ToyNVE2E3F+tdk0YdxZnrKo+6X6eVtWZqnqspoZVtQz4IbAA2AD8XVXXi8gUEZniFvsOsM6NofkDcIs6BK1bjZ3jRSSjOe1oZtSN2bNnM3ny5Ga1q51Rd0wHRlPTgD8EZcPe4opYWn8c+OdbClCF177aQe/EWFSVm9O70qtjDNedn8L153djx4EjPD1vAzlFx3n+g80gwt3TluNTxeP1kNKudUXstog4MbyRObrZLBA3ymHPwWNMmraUnu3b8MCovowblFShJRHh1bvSQeD+mStBCPqbBz74TZ04rLmHFSWISIa7NPUphNJf9VPlUoMiEqWqZSLykap+4wxONOTYUoNGc1xWyqg7pgOjqWggWMxtRWjB/E3cOrwb07/cwZ2X9OCVz7dz6GgpbVtH88T1afTqEMOdf11KWbmP1i28/GzcQNSn/Pjt1Tw4qh9d27fmuQVZTJ3ohCf4ly4MXIu5MS8PVx80FR0EUtVv4l9T+7PNeUxftIPjZcqT16XyzPwsXrnT2bI9M6cIn/rwiIeByXHVLhHpXx+8Ca5OUmeqW2owHFQXdrIEJ757lYjMAv4BHPZnquq/Gtg2wzAMw2jWBAv/8MeB906MZWBSHF3bt+HZ+ZuYdOk5CB5S2rbk6bkb+J8x/VBVnrhuIP06JzAwOY71OYU8NKof0xfv5NU70itGNDNzi3huQdZpoQVNeHm4Zov/N3lxwvmICKnJ8agqUz/dyoufbqG83Een+FacOHGM5TsPcOjIMT5an8Pfl+7i20NT+P6MVYAzSba637SRr07SrKlNzHd7nLiWqzi53rcCjcb5DtjhMtymGGHCv6tdU3nVbDQMpgOjqWlAVVmfU1ixnFvgSGValwRUld4dY3lodD9+NSeTE2XKU9elIgge8dAiyku/zgmkpSSwPqeQH/xtFQ+O6uuEJ8jJiZJVOVrmgDUeVJXMnCLKysu4eVgKH2fm8vLC7Uy5vBeI8PwHWyrK7jx4jG5tW/DG19kAFZvpiAiv3DkMQWr8TSMs7j9BRDKoYofLUFNd2Ek28AInne3Adxaqqi80vHl1w8JOjKb4itGof0wHRlPRwPqcQu6ZtgxV5c5Lz+Fvi3fx0Kh+rNh9kJ+PHch7mXn85r2NPDK6P0t27Gfm19n89qYh9E2KZ0DnWOau28u4QUls3FfCwCTHeff/21xDSepCU9CBP8wEhXumL+Pw8VKKj5efUqalB8oUfApeD6gPfnRVT3778XZG9GnP9UOSWJNTzOPXphIVVedVpJs9TSnsxAvEcoZrGBqGYRiGcTp+Z2tA51g27y3k9gu7oar89YvtjBmUxCP/XMMJHxQUHWPx9oNcOySZp+dt4MiJcmJaRlWEjqzPKeS5BVkAPLcg65TQkQga0Wyy+HWgqtw3YwUPfLMP6eck0KdDK3736U7AccA8wHF37faLzoln8c4i2njhigFJFBwtZ8H6fazJLeEX49Pwer1hOx+j9lTnfOeq6lMhs+QssLATo6m9ajYaBtOB0Rg1UHkHQf9kyluGd+W5BZsBiG8VRZlP+c+qXKK9Hkp9PjrEteTQ0TJmr8nl0j4d+SIrH6/XUzFh0h8yMjAp7pRlCo3Ghaqybs8htucfpmfHGFSVhVn57C0+yoL1ebx6RzpX9OvIw/9cS5lC93atAMfp9gHlwMje7VmXU0R0dDQA6T074PV6WbBuH0XHynj9q10kJbTi/iv6hu08GzlNJuxkpaqeH2J7zgoLOzGawitGo+ExHRiNRQOBK5dMnTgMVWXStKXccXF3urZtw1NzNnDPpT3pktCCR/+TSatoLz8fN4CV2YU8dk1/5mfmsfvAEV74cAsPXN2XK/p1qnLNZuN0Qq0D/4ok2wpKGDc4mQ17i9maV8Jj/15H8fFyopxQfEpd16tVlIcfXtmb5z/YjALt23g5cMQJORk7KJFRA5PZU3iU71/Wi015h+nbsTUPvrOWF74zhKioKNbnFOIr9/H51v1MuayXjXxXQVMKO2kSywsahmEYRmPE73j/33sbuO3C7pSXlfP5lv2Ulvl4bdFOWni9PHF9mrPO8mdbOVrq47vpXfF4hBmLd3HwyAl+d9N5AIhH+P5Ic64aI4FvNtbnFDLhla8pOlbG8l0Hmbc6l5ITPqJE8YoTtw3QNSGa7MJSjpX58KmPVlHC0TKltBwmXtgNxccvrk0jK/8I1w/tWrHqSWZuEX+4ZehpW8EP6d4+TGdvnAlVbrKjqgfOtnERGSMim0Rki4j8NEj+BBFZ436+FJFzA/J2iMhaEVklItU+ttomO0ZT21jDaBhMB0Zj0sD6nEJ+NSeTbwzsxPQvdzLxtaU8/34W48/twt2XnEPG7efTq2MMG3KLeXPJbu64pDsfb8ynd2Ic44YkMXv1Xl7+fBsb95Xw5te7mbtuL1W9rTbCh39pwMzcIgShVbSHcYM6M2tVDv06x3K0tJx2MVGUB/x0ecWltGnhJb5VFFf278zfp1zMI6P60aZFFLcMP4df3XgeWflHKtqt3I8f/2o5posaqXKTHQidv1pRp6F+MHd3zCzgaiAbZ/vOW1U1M6DMJcAGVT0oItcAT6jqhW7eDiBdVQtq26eFnRiN5VWzEV5MB0Y4NVAxkc6n3PnXpXhQxg5J5lvndWHRtgO8+sUODh4+we0XdWPOmr1Mv/sCPF7PKauU+Hw+Xv58G98f2QuPx+OErizYxNTbh9lkyjoQCh0EjnyrKi99toWXP9tO0bEyYlsIpT7heJmPKI87gdLj4btDk7jpgnPwiOeUJSEDN9epvNlOsM13ImmjnLOhurCTcPirDbkezXBgi6puAxCRt4DrgYqTUdUvA8ovBro2oD2GYRiGcVZUdoB8Pl/FzpEAc9bm0r1tS+7863LemHQBr08azmdZeTy7IAsEfj52IF3btmbH/hKmfradI6U+tuWX0LtzHBtyiyviuT0eD5f364TH4zll0x2bVNn4CAwJKS8vZ+qn2wB48Jt96Na+Db06xvD5lv28tmgHJ8rKKS33MXNJDhf0SkREKuYDpHVJqFjbfX1OIanJ8UGPA7F12uuFkPurVYad1AMpwO6A42w3rSruAd4LOFbgfRFZLiKTG8A+wzAMw6gTlV/9z1mbywNvr2bO2lzmrM3lx2+t4oUPtlB4rIwvtuwnLSWBySN7MrJvB6Z/uYtfzt3AbxZsYv9hJ963dbQXBe6dvpx7pi87LcRgfU4h63OcEJq0Lgk20bKRsj6nkLtfW0LGwm0UHy/H4/HQvUMMz8zPwuP1cP+VfXh90nB+eX0aLaO9PHR1P3p3jOXZBZt4eEz/U5znyhoLFm7ix79RjunirAi5v9qQI9+1Xh9cRK7EOZkRAcmXqmqOiHQCPhCRjaq6MEjdycBkgO7du5+91UaTIyMjg4yMDADy8/PDbI0RLkwHRig0UHmk0T/i7f83++ARpn2xg5ZeISk+GlVl7rq9fLF5P628wnvr9nLN4CQ+WLeXcYOT+HrbAfp0ijttV0J/PygWVtAUUDhyopx5a/dx+4Vd6ZLQhp4d2gAgiOMkpySwJb+Y4mNl4FEGJsfx8Oj+Fdrxj25X1piNbtcLHSvFY2eoaob7PST+aiANOfKdDXQLOO4K5FQuJCJDgFeA61V1vz9dVXPcf/OAd3FeC5yGqmaoarqqpicmJtaj+UZTYfLkySxbtoxly5ZhGohcTAdGQ2rA5/Mxa/UeVLUiFGDWymz+tXwny7cfoLS0lJc+28olPdsxrHsCx8uVJ2Znsm7PIfYcOEpC6yh+fWMa1wxK4sP1+7j9kh6s2l3IY+NTSUtJYFBKW9JSTo5g+kc0U7uY49WY8S8tuDW/hJiWXh4a3Y/hPTrwwoeb2XHgKK/elU5ql/gK/YwblMRDo/tVTKB9bkEWG3KLmb16D/dMW0ZmTtFpo9k2ul0vFPh9RfeTEZAXEn81kIYc+V4K9BWRnsAe4BbgtsACItId+BcwUVWzAtJjAI+qFrvfRwFNYsMfwzAMo/ngj/HemlfCf7+9iuU7D/DzsQN5as4GXl+8q6LcV9sLyNp3hN97hRPushZDurZjW/5hnv9wMw9e3Ze9xSeY8fVuHhzVlymX9eayvolI0EG3k/gdLyP0BJvgGJi3LvsQ/1iRzXtrczlepjx1faqzbOTCbTz77UH41MfApDgApi7cyvPvb2b5Rd14fFwql/frVLE5kqry9NyNlPkUtQ3Ew0HI/dUGc75VtUxEfggswNmq/jVVXS8iU9z8qcDjQAfgRVfYZe5s1M7Au25aFPA3VZ1fVV+2w6XRGHe1M0KP6cA4Gw34na2BSXGs31PIwi35jOzdkXumLyW9Rzsu7tmO6V/u4pMN+9h18HhFPQF27T8KUOF4C7A5/zC9Osbw4Ki+jOjVgXtfX84D3+zLyN4dK5alu2+mhZQ0Vvyx1v5dRP0Taz0eD5m5Rdz+6hIKj5Uxsk8Hvty6H0EqHsr8aR6Ph96Jsfxt8S7GDu7MG1/uYtg57bnuXCek2P8W5dW70p2woy72hqOBqHKHy1D6q34abKnBcGBLDRq2xJwBpgPjzDTgX7btgW/05pF/reNEuTLxwm787evdlAcpLziBoVEeaNMiiuOlZQzrnsCX2wuJiRb+99tD6JUYy/0zV/LQqL78et4mfja2P7+etwnAifN2V8qwkIKG4UzvBf4VRvwO8ew1OTzw9mpeuPlcxg/pwro9h/hsUz4vL9zGG5PS2XngGNkHj/Lywq0UHSsntoWX+67sxX2X90FEyMwtYkDnWOau21vhwBuhoyntcGkYhmEYzZZAB2tAUiybcwu5rG87/vTJlooR7K15RUEdb3Acbw/ww8t7IgJ//GQ7X20v5Lxu8Tx5bSqDu7UjM6eIh0b1ZdzgZHp3inNDDeJQ1OJ4GxmBYSaZuUXcP3MlL00YSmZuEeMGJQHOxNrM3CLunb6c0vJyJo/swaKtB0mOb8Hz72fx42/2Ib/kOAsy87i8b6eKddv9bzb8I95GZNMsnG8LOzEs3MAA04FRNw34nSiAOy7pzrPzs06LuP1y++nttPLCTRd05/xuCXhEeHLOBoqPllKmzmj4qt1FLNp+gKjoKO593Wm/d6e4CgcsLcVCTBojmTlF3DN9Ga/emV4x0VVVuX/GSl66fSjXDk5mzpocerRvw20XdOF3H2/n+Q+3ApAc68UHdEloyQ+/0Y+bhxfZSjWNiyrDTsJBs3C+3Qs5Oz09/XvhtsUID+PHj2f8+PGkpzeat0pGGDAdGHXRQGpyPK/cOQzUGfVM+k4LPtqYx3vr8vDhONJtWni44dxk/rM6h8Ep8Xy9o5CbLujOJ1n53Dy8Oyi0iPLyf9/uz8ebCph0cTe+2llYsTPlq3emo6itVtLIUVW25BejnDrpcWBSHA+N7lcR8/3jt9cQ29LL8TLfKQ9quSXO+5GPN+bTP7ktCAzoHMstw7syoHNsaE/GCEahqjaaPWOahfNtGIZhGLUlcGKlz+fjn8v3MGd1Npf06cTnWXlMuLAbW/YV8tWOIm48rwu3DD+Hjzbt52dj09h+4AjjBiVx876SCof61bvSSU2O51vp5wAwtFenir5slLtpkJlbxHMLsnh07EDnOKeI+2au4KHR/Xh2gROjP25QEtys9OwQw6dZeTz/wRbOS4lj1Z5iojxQ5oOFmwtYvOMQ0V4Pd1zSnRfe30zXdm0s3MQ4hWbhfFvYieF/1XzoUGHFRgX+rZ9nrdrDku0FRHmjePzagURFNQvZG0GwsBOjNhrIzC1iyozl3HJBV/708RaOljpjmHPW7gXgja93071tCwA6xbUgLSWhwsEe3K0dwClhBBZS0PRJTY5n6u3D2JJfzH0zHKf7pQlDGZjsLBX47PxN9E6M5brznF3F01ISOKdjLGPTOjNv3V56tG/D9v2H6dUx1onjF2fUvGu7NhWb6BhhpVGFndhqJ0azok/auSTf8VtevO18Pt9aQJe4lvz3P9ZW5I8b3Ik/3ZZuk5yaObbaiVGVBvyTLLfllfCLWes5Ue7j8Alfle1MvLArtwzvQWoXW5GkKVLTvaDyJMvvv7GMbwzsxEcb8nh5YnrFUoBVrfdtNA0a22onttaN0azYV3iMh0f35x8rsvnN/CxeWbjllPxPN+WzPsdGRQ0jUvGvYqEC0VEevnV+F7zVlH93xR7umb6MzNyikNlohAZVZfaaHKbMWE5mThGqyiOjB/BRZh6PjB6AqqKqtsOkUe/Y+3ejWdG9Qxt6Jcbwq1lriI2GdfuOnpLv8wm2gVjzJ7/4OAcOHOCi577iwq6t2XdU+NV1/ZmTuZ/HrunP/A35ttZuhFB5vebU5PiKTVNEhF/NziS+VRQdYqPYUnDslLq3Dk3itoudiZM2YbL5oKpk5hSxNb+Y38zfxG0Xdcfn8/G9N1bwP9f04+WJziTZ+2eutJVKjAahQZ1vERkD/B5nx6BXVPWZSvni5o8FjgB3qeqK2tSt1I7FfEc4/jjPnfklfOuPizhRRbnWLb1szSsBwUYymiF+HewtOsbQ33wFwOe7nAewm15dCcCCVbvYdxR2Fxzh8gGJpoNmRuWY79W7DnBTxtdEe4WUtq2Z/YOLK5yp8UO60KtjDIJQWlbKzS9/jQB9O7dhbe4RUjrGVsR4G00fVWX9nkI+y8rntUXbKT5WyvAe7Zi2aAd7Dx3lRHk5P3lnHc98axDXnZfCS7cPtYeu5kO1Md+h8lcr2muomG8R8QJZwNVANrAUuFVVMwPKjAX+C+dkLgR+r6oX1qZuMFom99XkO39XcTzj9jQuTXNmn6/PKXRGPM3pata0TO5LoAYqE+WB+FbRtIjy8pc7hrJ9/xEbAW2G1KQDgPiWXqKjvEyfdAGDUtqGxC4jdKSnp/Noxr944f0sdh86uRX8+d3iefcHI08r7x8NVZQBnWPJ+GI73x/ZC6+3uqAUo7HTqVcqCz7+jF0HjrP7YAlTP9tByYlTt01q4RVOlCv9O8ewad9hYqI9/P2+S2zEuxlRXcx3OPzVhhz5Hg5sUdVtruFvAdcDgQZdD7yuzhPAYhFpKyLJQI9a1K2R22esZ+KFhQw7pz2/nLuxIv31ScNt+acIpcwH947oyYi+Hfjn8mzeWLwLsF3HIpEh3eLZvO8Igj2IN0e2Fxzmx39fe0palEf4xbiBQcuLyCn/L9x/Rd8Gtc8IDYVHS/nO1CX4CB5x2CnGy0+uGcCTczaRX3iUa4ckMXlETxvxjixC7q825Mj3d4AxqnqvezwRuFBVfxhQZg7wjKp+4R5/BPwE52SqrRvQxmRgMoCndfywqIROlYugPp8P1Oc7UrjX0zqhc9mh3M1aeswfDJwABJuBV9d0gI5AQR3rnEk/VeVV1X9999PYrkFHIBHA0zq+zWka8M+YUfAdP3yg7FDudk/r+HZR8Yk9y48W55cX5RXVs22huAbh7r+6vHDpsEYdlB8tKhRPlE995WXlRXm7JbpV67O4F1SXFyl/i+Huv3LeqRqI74T/2cp37PCB8sMH97q/d3P6DarLi3gdelrHD/O0jDkgLVoniHjc1xiq4Lz+LivK2+Y7WnRQolu1BmgAfUTKb1BdXmO4BoOAdQHHGaqaAaHzV0/BP5u3vj/Ad3FiX/zHE4E/ViozFxgRcPwRMKw2davoc1kV6RnV1AmaV9f0UPVfQ52g/TdAP435GhyOhGsQ7v5rqNMYdBhUBxF2DSJdhxFxL6ihjunQ7gWmw5ptCLm/2pBhJ9lAt4DjrkBOLcu0qEXdulDdgupV5dU1PVT917cN9W1bXds6034i/RqEu//6tqEp/gb1bUNTvAbh7r++bWiKv0F929AUr0G4+69vG5rib1DfNoTqGkA4/NWavPMz/eDEk28DerrGrQbSKpUZB7yH82LwImBJbevW9ckmFJ9I778x2EA1o10RdA0iuv/GoINGcg0iWgfh1kAjuQamQ7sXhN2GcPdfkw3h8FcbbORbVctE5IfAApzlV15T1fUiMsXNnwrMw5k5ugVn6Za7q6tbi24z6v9M6kSk9w/ht+FfYe4fwn8NIr1/CL8OGsM1CLcN4e4/3BqA8F+DcPcP4bch3DoI9/lD+G0Id/9QjQ3h8Feb1fbyhmEYhmEYhtGYscWNDcMwDMMwDCNEmPNtGIZhGIZhGCGiSTjfIjJGRDaJyBYR+WmQfBGRP7j5a0RkaG3r1lP/E9x+14jIlyJybkDeDhFZKyKrRGTZmfRfSxuuEJFCt59VIvJ4bevWU/8PB/S9TkTKRaS9m3fW10BEXhORQyJyPJgNARrwl8ny68C1fbeInBCRgqaqg3BroJY2NLQOFohImfsbV3UvWOX+1kdF5LaAvEfd9BMi8t6Z9O+2E9E6aAQaiPh7QS1taO46sHuB/Z/gvx/kici6KvL994MG8Q/PmHDPQK3FDFUvsBXoxcmZpKmVyozl1FmoX9e2bj31fwnQzv1+jb9/93gH0DEE1+AKYM6Z1K2P/iuVHw98XM/X4ApgN7ApmA2uBpa5OrgIWA98HWD7TqA/sAbY2NR0EG4NNAYduP3vcdtdX8U1eBzIx7kX3AOUuOnRQClwORADHAXGN9Dv0Gx1EG4NBJxfxN4LTAd2L2gMGmgMOnDbuAwYCqyrIr/B/MOz+TSFke+KbT9V9QTg37ozkOtxt/1U1cVAW3G2/axN3bPuX1W/VNWD7uFinHUe65OzOY+QXINK3Aq8Wcc+auI4znI+pVXYcD1wCEcHi3GW/+mAc8PLBzaq6ibXrh012B+McOsg3Bo4k3bqWwfDcXYoW4uzU3Sw/m8B3nLvBa8CLdzRpruAQlX9TFUPA58BPzhDGyJZB+HWANi9oFY2NFDdM23D7gXN715wJu3U+/1AVRcCB6op0pD+4RnTFJzvFJxRDj/ZblptytSmbn30H8g9OE9ZfhR4X0SWi8jkOvZdVxsuFpHVIvKeiKTVsW599I+ItAHGAO8EJNfXNcitxoYUoHWAndk4f5CpQEmldG9V9tfQfzh1EG4N1KmdBtJBbfrvAGQGHJcAQ3BGOgO3N94BdGkgGwJpbjoItwb8NkTyvaAuNjRXHdi9IPwaqFM7DXg/OFMb6+sanBENucNlfSFB0iqvj1hVmdrUrY/+nYIiV+L8gY0ISL5UVXNEpBPwgYhsdJ/U6tuGFcA5qloiImOBfwN962L/WfbvZzywSFUDn0RDcQ2kijLB0pWmp4Nwa6C2NvhpCB2c6b3AV8u69WWDU7B56iDcGqiNDc39XlBbG5qzDuxeEH4N1NYGPw11PzhTG+vrGpwRTWHk+2y2/axN3froHxEZArwCXK+q+/3pqprj/psHvIvzqqOu1GiDqhapaon7fR4QLSIda2v/2fYfwC1Ueq1Uj9cguRobsnEWvu8WkN8eJx4wplK6rxr7q+s/nDoItwZqZUMADaGD2vRfgDPC6ScW5/X0RqBjQHoPTh09rU8bmrMOwq0Bvw2RfC+olQ3NXAd2Lwi/BmplQwANdT84Uxvr6xqcGRqi4PIz/RCGbT/PoP/uOLseXVIpPQaIC/j+JTCmga5BElRsmjQc2OVej5BcA7dcAs7r3ZgGuga7OHWSVVpA/jhOn2S1JMD2XUA/Tk6yalI6CLcGGoMOAvofwclJVpWvwRMEn2TVEmeS1UhOTrK6roH+FputDsKtgQAbIvZeYDqwe0Fj0EBj0EFAWz2oesJlg/mHZ/MJSSdnbaQzWzULZ2bqo27aFGCK+12AP7v5a4H06uo2QP+vAAeBVe5nmZvey/1BV+PcIM6o/1ra8ENO3oQWB/6xh+IauMd34UxwCaxXL9cA54n5AM5roTKcLYOnADPdf/0aKMSZkLXFrwPX9mzgBLC/qeog3BpoJDr41P391f2t73E1MNPNF5x7QClwDJgYUPdxVwOlwPsN+LfYrHXQCDQQ8fcC04HdCxqDBhqJDt7EeXNRivO3fU+la9Cg/uGZfmx7ecMwDMMwDMMIEU0h5tswDMMwDMMwmgXmfBuGYRiGYRhGiDDn2zAMwzAMwzBChDnfhmEYhmEYhhEizPk2DMMwDMMwjBBhzncTR0SuEJE57vfrROSn1ZRtKyL3n0EfT4jIQ2djp9FwmAYMMB0YpgHDwXTQ+DHnu5EiIt661lHVWar6TDVF2gJ1/iMzwoNpwADTgWEaMBxMB80Hc77DgIj0EJGNIjJdRNaIyD9FpI2I7BCRx0XkC+C7IjJKRL4SkRUi8g8RiXXrj3HrfwF8K6Ddu0TkT+73ziLyroisdj+XAM8AvUVklYg865Z7WESWunY8GdDWoyKySUQ+BPqH8PJEBKYBA0wHhmnAcDAdRBZR4TYggukP3KOqi0TkNU4+eR5T1REi0hFn57ZvquphEfkJ8ICI/Ab4C3AVzs5tb1fR/h+Az1T1RnGelmOBnwKDVPU8ABEZBfTF2XZWgFkichlwGLgFOB9HIyuA5fV7+gamAcPBdGCYBgwwHUQM5nyHj92qusj9PgP4f+53/x/NRUAqsEhEAFoAXwEDgO2quhlARGYAk4O0fxVwB4CqlgOFItKuUplR7melexyL80cXB7yrqkfcPmad+Wka1WAaMMB0YJgGDAfTQYRgznf40CqOD7v/CvCBqt4aWEhEzgtS90wR4H9V9eVKffx3PfZhVI1pwADTgWEaMBxMBxGCxXyHj+4icrH7/Vbgi0r5i4FLRaQPgBv71Q/YCPQUkd4BdYPxEXCfW9crIvFAMc7Tq58FwKSAmLEUEekELARuFJHWIhIHjD+bEzWqxDRggOnAMA0YDqaDCMGc7/CxAbhTRNYA7YGXAjNVNR+4C3jTLbMYGKCqx3BeJ80VZ2LFzira/xFwpYisxYnLSlPV/Tivq9aJyLOq+j7wN+Art9w/gThVXYHzmmsV8A7weT2et3ES04ABpgPDNGA4mA4iBFG1twihRkR6AHNUdVC4bTHCg2nAANOBYRowHEwHkYWNfBuGYRiGYRhGiLCRb8MwDMMwDMMIETbybRiGYRiGYRghwpxvwzAMwzAMwwgR5nwbhmEYhmEYRogw59swDMMwDMMwQoQ534ZhGIZhGIYRIv4/M5Ho9Tq297sAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Define a simple Mean-squared error loss function\n",
"loss_fn = nn.MSELoss()\n",
"# Set up optimizer\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr)\n",
"\n",
"losses_train_epoch = np.zeros(num_epochs)\n",
"losses_valid_epoch = np.zeros(num_epochs)\n",
"\n",
"total_batch_tr = 0\n",
"total_batch_val = 0\n",
"for epoch in range(num_epochs):\n",
" model.train()\n",
"\n",
" loss_train = 0.0\n",
" loss_valid = 0.0\n",
" for i, (data, target) in enumerate(loader_train):\n",
" optimizer.zero_grad()\n",
"\n",
" outputs = model(data)\n",
"\n",
" loss = loss_fn(outputs, target)\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" loss_train += loss.item()\n",
" #print(f\"batch {i}: loss = {loss.item()}\")\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" for i, (data, target) in enumerate(loader_valid):\n",
" outputs = model(data)\n",
" loss = loss_fn(outputs, target)\n",
" loss_valid += loss.item()\n",
"\n",
" losses_train_epoch[epoch] = loss_train / len(loader_train) / batch_size\n",
" losses_valid_epoch[epoch] = loss_valid / len(loader_valid) / batch_size\n",
"\n",
" if epoch % 10 == 0:\n",
" # Make output plots\n",
" # Un-normalize the true delta of the AE probability\n",
" ae_prob = ds.predictors[\"ae_prob\"].data * ds.predictors[\"ae_prob\"].data_std + ds.predictors[\"ae_prob\"].data_mean\n",
" # Un-normalize the delta from the RC model\n",
" ae_prob_delta = ds.targets[\"ae_prob_delta\"].data * ds.targets[\"ae_prob_delta\"].data_std + ds.targets[\"ae_prob_delta\"].data_mean\n",
" # Calculate the true new value of the AE probabilities\n",
" ae_prob_dt_true = ae_prob + ae_prob_delta\n",
" # Use the model to get the predicted delta of AE probability\n",
" ae_prob_dt_pred = torch.zeros_like(ae_prob_dt_true)\n",
" with torch.no_grad():\n",
" ae_prob_delta_pred = model(ds[:][0]) * ds.targets[\"ae_prob_delta\"].data_std + ds.targets[\"ae_prob_delta\"].data_mean\n",
" # Add predicted delta to AE mode probablity\n",
" ae_prob_dt_pred = ae_prob + ae_prob_delta_pred\n",
"\n",
" pred_fig = make_pred_plots(ae_prob_dt_pred, ae_prob_dt_true, epoch)\n",
" #pred_fig.savefig(f\"prediction_epoch{epoch:03d}.png\")\n",
" #wandb.log({\"Prediction accuracy\": wandb.Image(plt)}, commit=False)\n",
" #plt.close(pred_fig)\n",
"\n",
" print(f\"epoch: {epoch+1:2d}, train loss : {losses_train_epoch[epoch]:7.5f}, valid loss: {losses_valid_epoch[epoch]:7.5f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "b4167e4e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'MSE loss per sample')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(losses_train_epoch)\n",
"plt.plot(losses_valid_epoch)\n",
"plt.xlabel(\"Epoch\")\n",
"plt.ylabel(\"MSE loss per sample\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7b2e1dd3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8ac71ba9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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