diff --git a/exps/LFNA/vis-synthetic.py b/exps/LFNA/vis-synthetic.py index 23a3f85..4d5541f 100644 --- a/exps/LFNA/vis-synthetic.py +++ b/exps/LFNA/vis-synthetic.py @@ -66,23 +66,24 @@ def draw_multi_fig(save_dir, timestamp, scatter_list, wh, fig_title=None): def find_min(cur, others): if cur is None: - return float(others.min()) + return float(others) else: - return float(min(cur, others.min())) + return float(min(cur, others)) def find_max(cur, others): if cur is None: return float(others.max()) else: - return float(max(cur, others.max())) + return float(max(cur, others)) def compare_cl(save_dir): save_dir = Path(str(save_dir)) save_dir.mkdir(parents=True, exist_ok=True) dynamic_env, function = create_example_v1( - timestamp_config=dict(num=200, min_timestamp=-1, max_timestamp=1.0), + # timestamp_config=dict(num=200, min_timestamp=-1, max_timestamp=1.0), + timestamp_config=None, num_per_task=1000, ) @@ -104,13 +105,11 @@ def compare_cl(save_dir): current_data["lfna_xaxis_all"] = xaxis_all current_data["lfna_yaxis_all"] = yaxis_all - import pdb - - pdb.set_trace() - # compute cl-min - cl_xaxis_min = find_min(cl_xaxis_min, xaxis_all) - cl_xaxis_max = find_max(cl_xaxis_max, xaxis_all) + idx * 0.1 + cl_xaxis_min = find_min(cl_xaxis_min, xaxis_all.mean() - xaxis_all.std()) + cl_xaxis_max = ( + find_max(cl_xaxis_max, xaxis_all.mean() + xaxis_all.std()) + idx * 0.1 + ) cl_xaxis_all = np.arange(cl_xaxis_min, cl_xaxis_max, step=0.05) cl_yaxis_all = cl_function.noise_call(cl_xaxis_all) @@ -142,8 +141,8 @@ def compare_cl(save_dir): "yaxis": cl_yaxis_all, "color": "r", "s": 10, - "xlim": (-6, 6 + timestamp * 0.2), - "ylim": (-40, 40), + "xlim": (round(cl_xaxis_all.min(), 1), round(cl_xaxis_all.max(), 1)), + "ylim": (round(cl_xaxis_all.min(), 1), round(cl_yaxis_all.max(), 1)), "alpha": 0.99, "label": "Continual Learning", } @@ -151,10 +150,10 @@ def compare_cl(save_dir): draw_multi_fig( save_dir, - timestamp, + idx, scatter_list, wh=(2000, 1300), - fig_title="Timestamp={:03d}".format(timestamp), + fig_title="Timestamp={:03d}".format(idx), ) print("Save all figures into {:}".format(save_dir)) save_dir = save_dir.resolve() diff --git a/lib/datasets/synthetic_env.py b/lib/datasets/synthetic_env.py index f4193bc..fa52dc3 100644 --- a/lib/datasets/synthetic_env.py +++ b/lib/datasets/synthetic_env.py @@ -63,7 +63,7 @@ class SyntheticDEnv(data.Dataset): dataset = np.random.multivariate_normal( mean_list, cov_matrix, size=self._num_per_task ) - return index, torch.Tensor(dataset) + return timestamp, torch.Tensor(dataset) def __len__(self): return len(self._timestamp_generator) diff --git a/lib/datasets/synthetic_example.py b/lib/datasets/synthetic_example.py index ffe7e67..40e917f 100644 --- a/lib/datasets/synthetic_example.py +++ b/lib/datasets/synthetic_example.py @@ -8,9 +8,10 @@ from .synthetic_env import SyntheticDEnv def create_example_v1( - timestamp_config=dict(num=100, min_timestamp=0.0, max_timestamp=1.0), + timestamp_config=None, num_per_task=5000, ): + # timestamp_config=dict(num=100, min_timestamp=0.0, max_timestamp=1.0), mean_generator = ComposedSinFunc() std_generator = ComposedSinFunc(min_amplitude=0.5, max_amplitude=0.5) diff --git a/lib/procedures/advanced_main.py b/lib/procedures/advanced_main.py index 076a6b4..8b6e71b 100644 --- a/lib/procedures/advanced_main.py +++ b/lib/procedures/advanced_main.py @@ -1,8 +1,10 @@ ##################################################### # Copyright (c) Xuanyi Dong [GitHub D-X-Y], 2020.04 # ##################################################### +# To be finished. +# import os, sys, time, torch -from typing import import Optional, Text, Callable +from typing import Optional, Text, Callable # modules in AutoDL from log_utils import AverageMeter @@ -60,9 +62,10 @@ def procedure( network, criterion, optimizer, + eval_metric, mode: Text, print_freq: int = 100, - logger_fn: Callable = None + logger_fn: Callable = None, ): data_time, batch_time, losses = AverageMeter(), AverageMeter(), AverageMeter() if mode.lower() == "train": @@ -90,7 +93,7 @@ def procedure( optimizer.step() # record - metrics = + metrics = eval_metric(logits.data, targets.data) prec1, prec5 = obtain_accuracy(logits.data, targets.data, topk=(1, 5)) losses.update(loss.item(), inputs.size(0)) top1.update(prec1.item(), inputs.size(0)) diff --git a/lib/procedures/eval_funcs.py b/lib/procedures/eval_funcs.py index b236015..85b5300 100644 --- a/lib/procedures/eval_funcs.py +++ b/lib/procedures/eval_funcs.py @@ -3,6 +3,7 @@ ##################################################### import abc + def obtain_accuracy(output, target, topk=(1,)): """Computes the precision@k for the specified values of k""" maxk = max(topk) @@ -20,7 +21,6 @@ def obtain_accuracy(output, target, topk=(1,)): class EvaluationMetric(abc.ABC): - def __init__(self): self._total_metrics = 0 diff --git a/notebooks/LFNA/synthetic-data.ipynb b/notebooks/LFNA/synthetic-data.ipynb new file mode 100644 index 0000000..9b13971 --- /dev/null +++ b/notebooks/LFNA/synthetic-data.ipynb @@ -0,0 +1,110 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "filled-multiple", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n", + "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n" + ] + } + ], + "source": [ + "import os, sys\n", + "import torch\n", + "from pathlib import Path\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n", + "root_dir = (Path(__file__).parent / \"..\").resolve()\n", + "lib_dir = (root_dir / \"lib\").resolve()\n", + "print(\"The root path: {:}\".format(root_dir))\n", + "print(\"The library path: {:}\".format(lib_dir))\n", + "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n", + "if str(lib_dir) not in sys.path:\n", + " sys.path.insert(0, str(lib_dir))\n", + "\n", + "from datasets import ComposedSinFunc" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "consistent-transition", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ComposedSinFunc(QuadraticFunc(-12.00009536743164 * x^2 + 12.000093460083008 * x + 0.9998981952667236) * sin(QuarticFunc(6.998945236206055 * x^4 + -14.143538475036621 * x^3 + -16.54721450805664 * x^2 + 52.29801940917969 * x + 52.29801940917969)))\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_q_func():\n", + "\n", + " dpi, width, height = 10, 200, 80\n", + " figsize = width / float(dpi), height / float(dpi)\n", + " LabelSize, LegendFontsize, font_gap = 40, 40, 5\n", + " \n", + " fig = plt.figure(figsize=figsize)\n", + " \n", + " func = ComposedSinFunc()\n", + " print(func)\n", + " xaxis, yaxis = [], []\n", + " timestamps = np.arange(0, 1.0, 0.01)\n", + " for idx, position in enumerate(timestamps):\n", + " xaxis.append(position)\n", + " yaxis.append(func(position))\n", + "\n", + " cur_ax = fig.add_subplot(1, 1, 1)\n", + " cur_ax.plot(xaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.6, label=None)\n", + "\n", + "visualize_q_func()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/LFNA/synthetic-env.ipynb b/notebooks/LFNA/synthetic-env.ipynb new file mode 100644 index 0000000..78e9fdc --- /dev/null +++ b/notebooks/LFNA/synthetic-env.ipynb @@ -0,0 +1,137 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "filled-multiple", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n", + "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n" + ] + } + ], + "source": [ + "import os, sys\n", + "import torch\n", + "from pathlib import Path\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n", + "root_dir = (Path(__file__).parent / \"..\").resolve()\n", + "lib_dir = (root_dir / \"lib\").resolve()\n", + "print(\"The root path: {:}\".format(root_dir))\n", + "print(\"The library path: {:}\".format(lib_dir))\n", + "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n", + "if str(lib_dir) not in sys.path:\n", + " sys.path.insert(0, str(lib_dir))\n", + "\n", + "from datasets.synthetic_example import create_example_v1" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "consistent-transition", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/xuanyidong/Desktop/AutoDL-Projects/lib/datasets/synthetic_env.py:63: RuntimeWarning: covariance is not positive-semidefinite.\n", + " dataset = np.random.multivariate_normal(\n" + ] + }, + { + "data": { + "image/png": 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Px+3btyOltH25fft2nD9/vuhq286cORPdbjcifnDsttvtxpkzZ4qstcurr74av/ALvxCTk5ORc47Jycn4hV/4hXj11VeLrrat1WpFtVqNp556Kk6dOhVPPfVUVKvVaLVaRVcDAAAA2JZGcZdEfmBubi5fvny56BoAAA9du92OVqsVnU4narVaNJvNaDQaRdcCAAAA4DO418CQUTkfOQ4dn3322eh0OnvyWq0W77777sEXGqBarQ7cfbhSqWx/CaFo4/CzHoeOAAAAAMB4qtVq8f777+/JT58+PfAYdBHK5XLknHcdK71ze2trq8BmP1Cv1+P3fu/3Yn19Pba2tqJcLsfU1FT80A/9UCwuLhZdb2zMzMxERMTa2tr253hnoP+NGzeKKwYAAAAcOimlt3LOc4PuG50tEgEAODTa7XbMz8/H0tJSTE1NxdLSUszPz4/UrioRn/Ss1+sxMzMT9Xp95PoBAAAA8HjZb+jKKA1jGTR45145AAAAAAAH64MPPoiIT4aA37nszEdFzjn6/f72ZZSOhUdEdDqdOHbsWJw8eTJOnToVJ0+ejGPHjo3MAKNxMTMzEzdv3tweqrS1tRU3b97cHsoDAAAAMAoM3wEA4MC1Wq3IOUe1Wo2UUlSr1cg5R6vVKrratnEZEAQAAADA42N5eXmovAg7dyG+n5zByuXyUDkAAAAAMDrGYWO/uwfZjNpgm89//vND5UWo1Wqxuroay8vLcfXq1VheXo7V1dWo1WpFV9tl1H8fd54/2O86AAAAQNEM3wEA4MB1Op2oVCq7skqlMlK7gYzDgCBgeKO+0AAAAIDDrdvtDpUXwdCYh+Po0aND5QAAAADAaBiHjf1Onz4dKaXtgTs550gpxenTpwtu9gP7DQMapSFBZ86cidXV1djc3Iycc2xubsbq6mqcOXOm6GrbxuH38aOPPorjx49HuVyOnHOUy+U4fvx4fPTRR0VXAwAAANiWRunAFHvNzc3ly5cvF10DAOChqtfrsbS0FNVqdTvrdrsxOzsbi4uLxRXbYWZmJlJKsbq6GltbW1Eul2N6ejpyznHjxo2i6wGfwZ2FBjnnqFQq0ev1IqUUCwsL0Wg0iq4HAAAw1u61O+monI8ch46lUmlgl5RS9Pv9AhrtNTU1FRsbG3vyycnJWF9fL6DRXuPwsy6XywN/pqVSKba2tgpoBAAAAADcj3FY/9hut+Pnfu7ndh2znZqail/91V8dmXVS43CM9Nlnnx24qWStVot333334AsNMA6/j+PQEQAAADgcUkpv5ZznBt1XOugyRUopnUwp/dMppWZK6a+klL6XUso7Lmcf4LWfSSn9mZTSt1JK11JKGymld1NKfy2l9HMppSMP8Y8CADDWms1mpJSi2+1Gzjm63W6klKLZbBZdbduJEydiZWUltra2IqUUW1tbsbKyEidOnCi6GvAZtVqtuH37dqysrMS1a9diZWUlbt++Ha1Wq+hqAAAAHID9BrLca1DLQRuHjvsNARqV4UDjYhx2dQYAAAAA9up0OlGpVHZllUpl4JCWIk1MTES5XI6UUpTL5ZiYmCi60th5//33h8qL0Ol0YnNzM5aXl+Pq1auxvLwcm5ubI/X7OA5rhiM+GVpVr9djZmYm6vV6tNvtoisBAAAAB+hQDN9JKZ1KKXUi4npE/D8i4s9GxB+LiFMP6fX/ZET83Yj4P0bEXEQ8FRFHIqIWEX80Iv5CRFxOKf34w3g/AIBx12g0YmFhIWZnZ2N9fT1mZ2djYWFhZHZUifjkSy53Lv1+f9dtYDy98847sbq6umuo1urqarzzzjtFVwMAAOAAfOELXxgqL8Lp06cjpRQppSiVStvXT58+XXS1bZubm0PlDGb4DgAAAACMp1qtFr1eb1fW6/WiVqsVU2iAVqsV1Wo1nnrqqTh16lQ89dRTUa1WR2qTss9//vND5UUYh2H0MzMzcfPmzdja2oqIiK2trbh582bMzMwUW2yHRqMR586di7W1tbh69Wqsra3FuXPnRmrNcLvdjvn5+VhaWoqpqalYWlqK+fl5A3gAAADgEDkUw3ciYjIinnkUL5xS+jcj4j+IiKnvR/2IuBIRfysivrfjoS9ExN9MKX35UfQAABg3jUYjFhcX48aNG7G4uDhSJ9EiIq5fvz5UDoy+O4O0UkoREZFS2h6wBQAAwOPv6NGjQ+VFeO2112JycnLXQOjJycl47bXXiq62bRy+bAAAAAAA8Kg0m81IKUW3242cc3S73UgpRbPZLLratk6nE1tbW7G8vBxXr16N5eXl2Nraik6nU3S1beNwzH4c3FkDd/flzhq5UdBut+PixYtx7NixOHXqVBw7diwuXrw4UoNtWq11E+lkAAEAAElEQVRW5JyjWq1GSimq1WrknEdqYBUAAADwaB2W4Ts7LUfEfxUR/3ZE/NSDvFBK6R+PiD+3I/pvIuJHc84/nnP+RyNiNiL+hYhY/f79MxHxV1NK1Qd5XwAAHr07O0yXSqXty84c2Kvdbke9Xo+ZmZmo1+sjdXI84pOFBncvNriTAQAA8Pi7cePGnkX7R48ejRs3bhRTaB93H39yPAoAAAAAYHQ0Go1YWFiI2dnZWF9fj9nZ2VhYWBipDQhPnDgRKysrsbW1FSml2NraipWVlThx4kTR1bbduHEjpqamdmVTU1Mjd8x+1F27dm3P+reUUly7dq2gRnu1Wq24fft2rKysxLVr12JlZSVu3749UoNtOp1OVCqVXVmlUhmpgVUAAADAozVRdIED8gcR8dMR8a2c83s77/isX7JMnzzx1Yi48wLfiYh/Muf88Z3H5Jz7EfGfp5R+PyL++vfj5yLipYj49z/TGwMAcCBKpdL2kI6d/3tnCA+wW7vdjvn5+cg5x9TUVCwtLcX8/HxExMgsLHn++efju9/9bmxsbMTW1laUy+WYnJyMH/7hHy66GgAAAAfgxIkT8d577+0azrq+vh5PPfVU0dW2nT9/PjY2NnZlGxsbcf78+ZH59zUAAAAAwGHXaDRG+pjtzqHu+10v2szMTLz//vu7vtOzsbExUsfs75xLGJSPijub0H1aVqR33nkn1tfXIyK2h0Gtrq7GO++8U3CzH6jVarG0tBTV6g/2Wu/1elGr1YorBQAAAByoQ/HN4ZzzzZzzf3n34J0H9E9FxD+w4/bP7xy8c9f7/42I+C92RBfSKB1tAwBgj+eeey6mp6ejXC5HzjnK5XJMT0/Hc889V3Q1GEmtVityzlGtViOlFNVqNXLOI7U7TbPZjMnJyTh+/Hg8/fTTcfz48ZicnIxms1l0NQAAAA7AncXmOefo9/u7bo+K994bfDpzv5zxdfLkyaFyAAAAAID7dePGjXjyySejXC5HRES5XI4nn3wybty4UWyxHe4Mtrn7MkpftZmbmxsqL8J+5zhG6dzHnXMyd362d372/X6/4GY/0Gw2I6UU3W43cs7R7XYjpWRtIQAAABwih2L4ziOyc0z5uxFx6VMev7Dj+t8fES8+9EYAADw0zWYzjhw5smtIx5EjR5xIg310Op2oVCq7skqlEp1Op5hCAzQajVhYWIjZ2dlYX1+P2dnZWFhYGOldqAAAAHh4rl+/PlTOYKXS4FPM++UM9vrrr8fU1NSubGpqKl5//fWCGgEAAAAAj4tarRYTExNx8uTJOHXqVJw8eTImJiaiVqsVXW3b9773vaHyInS73ZiYmNiVTUxMRLfbLajRXvsNKxqlIUYppT3Dlu5ko8LaQgAAACCN0jTjIqSUdn4A53LOb9zn8/77iPji92++nnP+1z7l8RMRcSMijn0/+nM55z/9ae8zNzeXL1++fD+VAAB4yNrtdrRareh0OlGr1aLZbDqRBvuo1+uxtLQU1Wp1O+t2uzE7OxuLi4vFFQMAAOBA3GuB9Kicj6xWq9Hr9fbklUplZBbKl0qlgZ9XSmlkdoA9evRorK+v78mnpqbi448/LqDRXuPw+xgRcerUqbh27dr27aeffjquXr1aYCMAAAAA4HHQbrdjfn4+cs5RqVSi1+tFSmmkhomMw3HcmZmZSCnF6upqbG1tRblcjunp6cg5x40bN4quFxHjce6jXq/Hd7/73djY2Nj+HCcnJ+OHf/iHrS0EAAAADlRK6a2c89yg+2w/+BmklE7GDwbvRET87U97Ts55MyK+tSP66sPuBQDA4dNut6Ner8fMzEzU6/Vot9tFV+KQajabkVKKbrcbOefodruRUopms1l0NQAAAIiIiM3NzaHyInzhC18YKi/C888/H9PT0zExMREppZiYmIjp6el4/vnni642Vn7kR35k1+CdiIhr167Fj/zIjxTUCAAAAAB4XDQajVhYWIjZ2dlYX1+P2dnZkRq8My5OnDgRKysrsbW1FSml2NraipWVlThx4kTR1baVy+Wh8iI0m82YnJyM48ePx9NPPx3Hjx+PyclJawsBAACAkWL4zmfzo3fd/u59Pm/n4+5+DQCAQ2XUh8bc2fllaWkppqamYmlpKebn50eq5zh05PCwYAMAAIBRt98uuvfaXfegHT16dKi8CBbJPxzf/e7gU8z75QAAAAAAHKyc8/al3+/vuj0qSqVSpJQipbTn+qhoNBpx7ty5WFtbi6tXr8ba2lqcO3fO2kIAAABgpHzq0ZSU0l9PKeUdlz/zWd8spfSFlNLyjtfqp5T+kc/6egWq3XX7/ft83s7HPfNwqgAAjJ9xGBrTarUi5xzVajVSSlGtViPnHK1Wq+hq28ahI4fLm2++Gd/5zndiZWUlvvOd78Sbb75ZdCUAAADY9qUvfWmovAjLy8tD5UWwSB4AAAAAYLSNwxrNcXD9+vU9A/xTSnH9+vWCGu313HPPxfT0dJTL5cg5R7lcjunp6XjuueeKrrat3W7HxYsX49ixY3Hq1Kk4duxYXLx40e8jAAAAMFLuZ5TxvxIRaztu/+mU0o9/xvf79yPiCztu/4c557/1GV+rSE/edXvlPp93c8f1ckpp4BaVKaV/NaV0OaV0eZQW0gIAPCzjMDSm0+nE+vp6fO9739u+rK+vR6fTKbratk6nE5VKZVdWqVRGqiOHx4ULF+KXfumXYmNjIyIiNjY24pd+6ZfiwoULBTcDAACAT/zMz/zMUHkR+v1+RHyyU+2dy858FLTb7Xj99dej1+tFSil6vV68/vrrFskDAAAAAIyIcVijOQ5yzpFz3nXM/k42KprNZhw5ciSOHz8eTz/9dBw/fjyOHDkSzWaz6GrbWq1WbGxsxMrKSly7di1WVlZiY2PD7yMAAAAwUj51+E7OuRMR/9aOqBIRF1NK5WHeKKX0xyLiX9gRdSLi3xzmNUbIsbtub9zn89bvuj096EE55/845zyXc547efLk0OUAAEbdOAyNqVar8fHHH+/KPv7446hWqwU12qtWq0Wv19uV9Xq9qNVqxRTiUPvlX/7loXIAAAA4aJcuXYrJycld2eTkZFy6dKmgRnullCKltL14P+e8nY2K8+fPx+rq6vZAoH6/H6urq3H+/PmCm/3A3ccePy0HAAAAAHicjMMazXE4jlsqlbaP2UfE9jH7O4PzR0Gj0Yhz587F2tpaXL16NdbW1uLcuXPRaDSKrrbt7bffjtXV1djc3Iycc2xubsbq6mq8/fbbRVcDAAAA2Ha/R3x+JSL+1o7b/8OI+MX7fZOU0vGI+I/uiv+VnPPq/b7GiLn7aN7mfT7v7seNzje3AQAO0DgMjfnoo4+GyovQbDYjpRTdbjdyztHtdiOlNFI7lnB43P13+tNyAAAAOGjvvPNObGzs3lNjY2Mj3nnnnYIa7fX888/HsWPHolz+ZB+Ucrkcx44di+eff77gZj/wwQcf7BoOdOfywQcfFF1t2zh8aQMAAAAAGF/tdjvq9XrMzMxEvV6PdrtddKVdxmGN5o/92I/FxMTErmxiYiJ+7Md+rKBGez333HNx5MiRyDlHv9+PnHMcOXIknnvuuaKrbWu323Hx4sU4duxYnDp1Ko4dOxYXL14cqd9JawsBAACAcXBfw3fyJ2Oa/+WIWN8R/5mU0lfu832+FhF//47b/0nO+W/c53NH0cd33Z4c+Ki97n7cuA4fAgB4IOMwNGZzc/B8xf3yIjQajVhYWIjZ2dlYX1+P2dnZWFhYGKkdS2DUjPrCFwAAAB6duwfvfFpehGazGZubm7t2f93c3Byp42b9fn+ovAh3hhfdbw4AAAAAcL/a7XbMz8/H0tJSTE1NxdLSUszPz4/UOqRxWKN55syZPesxNzc348yZMwU12uvMmTMDh/qPUsdWqxUbGxuxsrIS165di5WVldjY2IhWq1V0tW1bW1tD5QAAAABFuK/hOxEROed3IuLP7IgmI+I/TSnd8zVSSv94RPyvd0R/LyJeGabkCLp7aM7UfT7v6Ke8DgDAodBoNOLcuXOxtrYWV69ejbW1tTh37txIDY25e0eVT8uL0mg0YnFxMW7cuBGLi4sj9RlyuDzxxBND5UUYh4UvAAAAPDrjMDTmzTffHLiQ/8033yyo0V6VSmWovAi3bt0aKi9CSmmoHAAAAAAYDa1WK3LOUa1WI6UU1Wo1cs4jNexkHNZovvHGG0PlRRiHjm+//Xasra3tGuq/trYWb7/9dtHVtjkeDgAAAIyD+x6+831fj4i/s+P2/ygifn6/B6eUjkbEn78rfinnvDLk+46a37/r9hfv83mndly/mXPe3PeRAACPsXa7HRcvXoxjx47FqVOn4tixY3Hx4sWRGoBx4sSJoXI47D73uc8NlRdhHBa+AAAAcLh94xvfiIiIUqm0fdmZj4I7ne43ZzBfNgAAAACA8dTpdPYMI69UKtHpdIopNMA4rNFcXl4eKi/COHS8M3RnpztDeEbF6dOnI6UUKaUolUrb10+fPl10NQAAAIBtQ62AzDlvRcSfiIjujvjfTin98D5P+XMR8eyO29/MOf/6cBVH0nfuun2/R3y+tOP6tx9SFwCAsTMOAzC63W5Uq9VdWbVajW63u88z4HC7ceNGHD9+PCYmJiKlFBMTE3H8+PG4ceNG0dW2jcPCFwAAAA63jY2NiIjo9/vbl535KNja2hoqZ7A7P9v7zQEAAACA0VCr1aLX6+3Ker1e1Gq1YgoNMA5rNHk49huyM0rDd1577bU4cuRI5Jyj3+9HzjmOHDkSr732WtHVAAAAALYNvf1gzvl3IuLf3hEdjYj/c7prC76U0osR8fKO6HpE/PxnKTmC3o6InUei6vf5vD+04/rffWhtAADGzDgMwJiZmYler7e9w0ZKKXq9XszMzBRdbZd2ux31ej1mZmaiXq+P1M40HC61Wi0mJibi5MmTcerUqTh58mRMTEyM1KKScVj4AgAAwKNz1+nMT82LcPcxs0/Li2D4DgAAAABwmDWbzUgpRbfbjZxzdLvdSClFs9ksutq2cVijOQ7Hw8dBznmovCiVSiXK5XJERJTL5ZH8OVuPCwAAAIfb0MN3vu/fiYjFHbf/sYh46c6NlNKRiPhP73r9fz3n/OFnfL+RknPuRcSbO6J/+NOek1I6FRE/siP6mw+7FwDAuBiHARg7v3S13/WitdvtmJ+fj6WlpZiamoqlpaWYn593wo9CNJvN6Ha7cf369bh69Wpcv349ut3uSC0qGYeFLwAAABxu+w1+HqWB0OOykB8AAAAA4FFoNBqxsLAQs7Ozsb6+HrOzs7GwsBCNRqPoatvGYY3mH/2jf3SonPHVarWiWq3GU089FV/84hfjqaeeimq1Gq1Wq+hq26zHBQAAAD7T8J2c82ZE/ImI2NwR/3sppdPfv/5/iIgf3XHf/y3n/F9+tooj6y/vuP5PpJSe/pTH/+yO6/2I+KsPvxIAwHjYOaTje9/73kgO6fjoo4/i+PHjUS6XI+cc5XI5jh8/Hh999FHR1ba1Wq3Y2NiIlZWVuHbtWqysrMTGxsZInZDkcBrVL9s1Go04d+5crK2txdWrV2NtbS3OnTs3UgtfAAAAeHTu7Kh6v3kRut1uHD16dFd29OjR6Ha7BTXay27EAAAAwChpt9tRr9djZmYm6vW6L8kDB6LRaMTi4mLcuHEjFhcXR2790ThsUtbpdGJiYmJXNjExEZ1Op5hCA+y3WeMobeI4DjqdTmxtbcXy8nJcvXo1lpeXY2tra6R+1q1WK3LOUa1WI6UU1Wo1cs7W4wIAAMAh8pmG70RE5Jz/fxHx6o7oiYj48ymlekT8b3fkfxAR//pnfZ8R9p9FxO3vX69ExIX9HphSmo6If2NH9Os55+VH2A0AYOT1er3Y2tqKiIitra09u6wUrVarRblcjpMnT8apU6fi5MmTUS6XR2rnl7fffjvW1tZ2fY5ra2vx9ttvF9yMw2hcdqe5ePFiHDt2LE6dOhXHjh2LixcvWngHAABwSIzDIvk7x6QmJiYipRQTExMjd0zK8B0AAABgVLTb7Zifn4+lpaWYmpqKpaWlmJ+ftw4AOPQajUYsLCzE7OxsrK+vx+zsbCwsLIzUkKC33347Njc3d2Wbm5sjtf5xv03oRnVzulF14sSJWFlZia2trUgpxdbWVqysrMSJEyeKrrat0+nsOc9RqVRGakAQAAAA8Gh95uE739eKiN/dcftMRPyNiNg5fvrnc87XHvB9Rk7O+e9FxH+4I/r5lNKeI5EppUpEXIyI03eeGhGjMy4cAKAAr7zySty+fTtSSlEqlSKlFLdv345XXnml6Grbms1mrK2txfe+973ty9ra2kjt/JJz3vcCB20cTj7bnQYAAOBwK5fLQ+VFOHPmTNy6dSs2Nzcj5xybm5tx69atOHPmTNHVtj333HPxxBNP7BoQ9MQTT8Rzzz1XdLVtd++W/Gk5AAAAMJ6sAwCK0m63o16vx8zMTNTr9ZEc+tVoNGJxcTFu3LgRi4uLIzV4JyLi9u3bQ+WMr51rW/v9/kiuda3Vans2Ee31eiO1OQIAAADwaD3Q8J2c8+2I+BMR0d8Rf37H9b+Wc/7VB3mPhyWl9OdTSht3X+562MDHpJSe2edl/2xEfPv718sR8Wsppb+QUvpnU0o/kVJ6KSLeioj/xY7n/Ls55//24f7pAADGy/vvvz/wRNr7779fdLVtb775Zmxs7P7PxY2NjXjzzTcLarSXXVUYJeNw8nkcBgQBAADw6IzDsZRf+7VfGyovQrPZjCNHjsTx48fj6aefjuPHj8eRI0dGamj13bslf1oOAAAADDbqwyWsAwCK0G634+zZs3HlypVYWVmJK1euxNmzZ0fu/yNHXb/fHyovwjgM9R8Hy8vLQ+VFaDabkVKKbrcbOefodruRUhqpcx8AAADAo/VAw3ciInLO/5+I+OUBd61ExPyDvv5DVImIIwMuO03s85g06AVzzisR8T+LiM73o1JE/FxE/JcR8RsR8R9FxI/veMobEfGnH/QPAgAw7sbhpOkv//IvD5UXIaWB/5m6bw6P0jicfB6HAUEAAAA8OuNwTOrOcOpSqbR92ZmPgkajEefOnYu1tbW4evVqrK2txblz50Zu12QAAADgwbTb7Zifn4+lpaWYmpqKpaWlmJ+fH6nhEtYBAEV45ZVXYnV1Nfr9fpRKpej3+7G6uhqvvPJK0dV4yE6cODFUzmB3zsPcfe5jlM7PNBqNWFhYiNnZ2VhfX4/Z2dlYWFhw7gMAAAAOkQcevvN9//uIuHvF55/OOf+9h/T6Iyvn/HsR8dWIeD0i1vZ52O9FxL+Ycz6XR2nrTAAA9nX3wpxPy4swDl8Y4/AYhy/eNZvN6Ha7cf369bh69Wpcv349ut3uSA0IAgAA4NEZh+M9EXsHK4/aoOV2ux2vv/769ufW6/Xi9ddfH6kv3gEAAAAPrtVqRc45qtVqpJSiWq1GzjlarVbR1baNw0ZBwOPn/fffj5zz9rHblFLknEdqiDoPR6/Xi6mpqV3Z1NTUyJ1XGHUppe2/J3cudzIAAACAUfFQhu/knNcj4t274t95GK/9sOScz+ac02e8dD7ltW/mnP+1iHg6Iv5YRPzrEfFvRcS5iPiHcs4/nHP+C4/8DwkAwKFyZ/eP+83hUWq323Hx4sU4duxYnDp1Ko4dOxYXL14c2S/emYsKAADAKPrSl74UEbFrAfrOfBTY1RkAAAAOh06nE5VKZVdWqVSi0+kUU2iARqMRCwsLMTs7G+vr6zE7OxsLCwsjtVEQ8Hga9SHqEZ+s56rX6zEzMxP1en1k13GNslqtFkePHo0vfvGL25ejR49GrVYrutpYef755+PYsWNRLpcjIqJcLsexY8fi+eefL7jZD7Tb7Th79mxcuXIlVlZW4sqVK3H27Fl/bwAAAOAQSQ/rC4cppd+MiD+yI/qJnPNvPpQXP8Tm5uby5cuXi64BAPBQTUxMxNbW1p68XC7H5uZmAY32utfJ8FEZ2nH06NHY2NjYk09OTsbHH39cQCMOs3q9HktLS1GtVrezbrcbs7Ozsbi4WFyxHcahIwAAwLgah2Mp49Cx3W7Hz/7sz+465jM5ORnf/OY3R+ZLY+VyeXvwzh13bg865leEcfhZj0NHAAAADjfn2AEGq9Vq8f777+/JT58+PTIDyu4MEvn444+3j98ePXo03njjjZE51jwOx0jH4Zj9uHyO8/PzkXOOSqUSvV4vUkojNTDv2Wefjffeey8iPvlM73x2zzzzTLz77t171QMAAADjKqX0Vs55btB9pUEhAAA8Svud0BuVE30RsevLQ/eTF2EcdgPh8Oh0OrG5uRnLy8tx9erVWF5ejs3NzZFZUBIxHrvyAQAA8Oh84QtfGCovSqVS2XW85+5/y46CcdjVGQAAAHgwzWYzUkrR7XYj5xzdbjdSStFsNouuBlCor3/96zE9Pb29lrBUKsX09HR8/etfL7jZD5w/fz5u3boVW1tbkXOOra2tuHXrVpw/f77oamPlzTff3LNB4sbGRrz55psFNRpPjUYjnn322fjwww/j6tWr8eGHH8azzz47MoN3IiLef//9yDlHzjn6/f729UGDtgAAAIDH0+h8cxgAgEOj3+8PlRdhHAYENZvNmJycjOPHj8fTTz8dx48fj8nJSYucKMTMzEzcvHlze4f7ra2tuHnzZszMzBRbbIdarRa9Xm9X1uv1olarFVMIAACAAzU9PT1UXoRWqxXVajWeeuqp+OIXvxhPPfVUVKvVaLVaRVfb9qUvfSkiYnvh+Z3jZXdyAAAA4PHQaDRiYWEhZmdnY319PWZnZ2NhYWGkvigPUIRGoxFvvPFGvPDCC/Hkk0/GCy+8EG+88cZI/f/je++9N1TOYL/8y788VM5gP/VTPxXf+ta3dmXf+ta34qd+6qeKKTTAOKwZBgAAAB4tw3cAADhwk5OTEfHJji93LjvzUTAOJ9IscmKUpJR2fenuziWlVHS1bXblAwAAONw++uijOHr06K7s6NGj8dFHHxXUaK9OpxOVSmVXVqlUotPpFFNogHHY1RkAAAB4OBqNRiwuLsaNGzdicXHRmhQADpW7N3r7tJzB/vJf/stD5UUol8tD5QAAAMDjx/AdAAAO3Msvvxwppej3+5Fzjn6/HymlePnll4uuNnYscmJUXL9+fai8CAZWAQAAHG4nTpyI9fX1SClFqVSKlFKsr6/HiRMniq62rVar7Vm03+v1olarFVNogHHY1RkAAAAA4FFpt9tx9uzZuHLlSqysrMSVK1fi7Nmz0W63i642Vu4MeL/fHB6luzdG+LQcAAAAePyknPPDeaGUfjMi/siO6Cdyzr/5UF78EJubm8uXL18uugYAwEP3Uz/1U/FX/spfiZxzpJTiJ3/yJ+Mv/aW/VHStbSmlfe97WP8N/TC02+1otVrR6XSiVqtFs9n0RScKUa1WB+7oU6lUotvtFtAIAACAgzQOx1JqtVq8//77e/LTp09Hp9M5+EIDtNvt+Nmf/dnY2NjYziYnJ+Ob3/ymYz5DGIffx3HoCAAAAADs9eyzz8Z7770XEZ8c57tzPO+ZZ56Jd999t8hq28bh+OM4rDcrl8vR7/f35KVSKba2tgpotNc4/KzHoWO9Xo9vf/vbcfv27e3syJEj8ZWvfCUWFxeLKwYAAAA8VCmlt3LOc4PuMxIaAIAD126347d+67fic5/7XJw6dSo+97nPxW/91m/Z+WVIO3fQuXnzph10KNSghRD3ygEAAOCg3bhxI5588skol8sR8cmi+SeffDJu3LhRbLEd3nzzzV2DdyIiNjY24s033yyoEQAAAAAAO73//vvbmw5G/GAAz6Dh7+xvHNabTUxMDJUzWKk0+Ktr++VFOHPmzPbQpzt/t7vdbpw5c6bIWgAAAMABSg9rSnBK6Tcj4o/siH4i5/ybD+XFD7G5ubl8+fLlomsAADxU9Xo9lpaWolqtbmfdbjdmZ2dHZoeIcdhpYxx2a+fwGIddfgAAAHh0xuFYyjgckxqHnX7HwTj8Po5DRwAAAABgr3K5vGv4TkRs3x6VdVLjcPxxHDpOTU3tGZgfETE5ORnr6+sFNNprHD7HY8eOxccff7wnP3r0aKytrRXQaK96vR7f+c53dv28Jycn48tf/vLInEMCAAAAHlxK6a2c89yg+0ZnTDAAAIdGp9OJ9fX1+N73vrd9WV9fH6mBMV/4wheGyovwwQcfRMQnJ0/vXHbmcJC+9KUvDZUDAAAwnHa7HfV6PWZmZqJer0e73S660thpNpuRUoputxs55+h2u5FSimazWXS1beOw0y8AAAAAwGF2Zz1Uznn7sjPn8bHf8JpRGWozLp577rmoVCq7skqlEs8991xBjfZ6++234/bt27uy27dvx9tvv11QIwAAAOCgGb4DAMCBq1are3ax+Pjjj3ftOl60hYWFmJiY2JVNTEzEwsJCQY0Gu/skrpO6FOVnfuZnhsoBAAC4f+12O+bn52NpaSmmpqZiaWkp5ufnDeAZUqPRiHPnzsXa2lpcvXo11tbW4ty5c9FoNIquBgAAADCSLly4EFNTU5FSiqmpqbhw4ULRlQAK9/Wvfz2mp6ejVPrk6zilUimmp6fj61//esHNeNi2traGyhmsVqvt2WSg1+tFrVYrptAAm5ubA9fjbm5uFtQIAAAAOGiG7wAAcOA++uijofKiDNppY5ScPn06IiL6/f72ZWcOB+nSpUsxPT0dExMTkVKKiYmJmJ6ejkuXLhVdDQAAYOy1Wq3IOUe1Wo2UUlSr1cg5R6vVKrraWGm323Hx4sU4duxYnDp1Ko4dOxYXL140xAgAAABggAsXLsTXvva12NjYiJRSbGxsxNe+9jUDeIBDr9FoxBtvvBEvvPBCPPnkk/HCCy/EG2+8YdD7Y2i/wSsGsgzn13/914fKi+BnDQAAAKS7J/N+5hdK6Tcj4o/siH4i5/ybD+XFD7G5ubl8+fLlomsAADxUKaV973tY/336oJ599tnodDp78lqtFu++++7BFxrgwoUL8Uu/9Et78l/8xV+MV199tYBGHGYzMzPbu93dkXOO9fX1uHHjRnHFAAAAHgPj8G+ucTjeU6/XY2lpKarV6nbW7XZjdnY2FhcXiyu2wzh8juNgHD7HcegIAADA4TY1NRUbGxt78snJyVhfXy+g0WDtdjtarVZ0Op2o1WrRbDYNwAAOvXE4/qjjw6Hjw1Eul7c3wNypVCrF1tZWAY0AAACARyGl9FbOeW7QfaWDLgMAAPudSLvXCbaD9t577w2VF+HSpUtx5MiRXdmRI0fi0qVLBTXiMKvVatHr9XZlvV4varVaMYX20W63o16vx8zMTNTr9Wi320VXAgAA+FTj8m+uUdfpdGJzczOWl5fj6tWrsby8HJubmwMHMBdlcnJyqBwAAADgURk0eOdeeRHa7XbMz8/H0tJSTE1NxdLSUszPz1sLADxy1iDB4+Vzn/vcUDkAAADw+Hlow3dyzv9YzjntuPzmw3ptAAAeLzt3F7+fvAj77aYxKrtsRES8/fbb0e12I6W0fel2u/H2228XXY1DqNlsbv8O5py3fzebzWbR1bZZdAcAAIyrcfg31ziYmZmJmzdvbu9QurW1FTdv3oyZmZlii+3w8ssvbw+o3vm/L7/8cpG1xs7JkyeHygEAAIC9xmFzrVarFTnnqFarkVKKarUaOedotVpFVwMeY9YgMUpKpcFfC9svZ7Dp6emhcgAAAODx42gKAAAH7itf+UqUy+VdWblcjq985SsFNRpPOefIOe8avnMng4PWaDTi3Llzsba2FlevXo21tbU4d+5cNBqNoqtts+gOAAAYV+Pwb65xsPOLYftdL9qrr74aP/mTP7l9nCelFD/5kz8Zr776atHVdrGrMwAAADz+xuHL/J1OJyqVyq6sUqlEp9MpphBwKLRarbh9+3asrKzEtWvXYmVlJW7fvm0NEoXo9/tD5UUYhw07r127tud8UUoprl27VlAjAAAA4KCNztkPAAAOjVqttr3D+B1bW1tRq9WKKTSmSqXS9hexImL7C1mjtMiJw6PdbsfFixfj2LFjcerUqTh27FhcvHhxpL58Z9EdAAAwrsbh31zj4KOPPorjx49HuVyOnHOUy+U4fvx4fPTRR0VX29Zut+M3fuM3to/vlEql+I3f+I2R+lmPw67OH3744VA5AAAAsNfd59c/LS9CrVaLXq+3K+v1etYgAY/UO++8E7du3YrNzc3IOcfm5mbcunUr3nnnnaKrwUjqdrtD5UUYtPGlzTABAADgcEkOBIy2ubm5fPny5aJrAAA8VJVKJTY3N/fkExMTexbEFOVeO56Pyn9D1+v1+L3f+71YX1+Pra2tKJfLMTU1FT/0Qz8Ui4uLRdfjkKnX67G0tLRrN5putxuzs7Mj8/vo7wwAADCuxuHfXONyLGXUP8dnn3124JDYWq0W77777sEXGmAcPsdSqTTw9y6lNDK7/Y7D3xkAAAAOt2PHjsXHH3+8Jz969Gisra0V0GivdrsdZ8+ejY8//jj6/X6USqU4evRovPHGG9FoNIquBzymrH98OMah46lTp+LatWt78qeffjquXr1aQKO9xuFzHIeOk5OTcfv27T35kSNHYmNjo4BGAAAAwKOQUnor5zw36L7SQZcBAIBBJ57vlTNYs9mMzc3NXTv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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_env():\n", + " \n", + " dpi, width, height = 10, 800, 400\n", + " figsize = width / float(dpi), height / float(dpi)\n", + " LabelSize, LegendFontsize, font_gap = 40, 40, 5\n", + "\n", + " fig = plt.figure(figsize=figsize)\n", + "\n", + " dynamic_env, function = create_example_v1(num_per_task=250)\n", + " \n", + " timeaxis, xaxis, yaxis = [], [], []\n", + " for timestamp, dataset in dynamic_env:\n", + " num = dataset.shape[0]\n", + " timeaxis.append(torch.zeros(num) + timestamp)\n", + " xaxis.append(dataset[:,0])\n", + " # compute the ground truth\n", + " function.set_timestamp(timestamp)\n", + " yaxis.append(function(dataset[:,0]))\n", + " \n", + " timeaxis = torch.cat(timeaxis).numpy()\n", + " # import pdb; pdb.set_trace()\n", + " xaxis = torch.cat(xaxis).numpy()\n", + " yaxis = torch.cat(yaxis).numpy()\n", + "\n", + " cur_ax = fig.add_subplot(2, 1, 1)\n", + " cur_ax.scatter(timeaxis, xaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n", + " cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n", + " cur_ax.set_ylabel(\"X\", rotation=0, fontsize=LabelSize)\n", + " for tick in cur_ax.xaxis.get_major_ticks():\n", + " tick.label.set_fontsize(LabelSize - font_gap)\n", + " tick.label.set_rotation(10)\n", + " for tick in cur_ax.yaxis.get_major_ticks():\n", + " tick.label.set_fontsize(LabelSize - font_gap)\n", + " \n", + " cur_ax = fig.add_subplot(2, 1, 2)\n", + " cur_ax.scatter(timeaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n", + " cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n", + " cur_ax.set_ylabel(\"Y\", rotation=0, fontsize=LabelSize)\n", + " for tick in cur_ax.xaxis.get_major_ticks():\n", + " tick.label.set_fontsize(LabelSize - font_gap)\n", + " tick.label.set_rotation(10)\n", + " for tick in cur_ax.yaxis.get_major_ticks():\n", + " tick.label.set_fontsize(LabelSize - font_gap)\n", + " plt.show()\n", + "\n", + "visualize_env()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/TOT/synthetic-visualize-env.ipynb b/notebooks/LFNA/synthetic-visualize-env.ipynb similarity index 100% rename from notebooks/TOT/synthetic-visualize-env.ipynb rename to notebooks/LFNA/synthetic-visualize-env.ipynb diff --git a/notebooks/TOT/synthetic-data.ipynb b/notebooks/TOT/synthetic-data.ipynb deleted file mode 100644 index dd17b2e..0000000 --- a/notebooks/TOT/synthetic-data.ipynb +++ /dev/null @@ -1,112 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "filled-multiple", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n", - "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n" - ] - } - ], - "source": [ - "import os, sys\n", - "import torch\n", - "from pathlib import Path\n", - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "\n", - "\n", - "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n", - "root_dir = (Path(__file__).parent / \"..\").resolve()\n", - "lib_dir = (root_dir / \"lib\").resolve()\n", - "print(\"The root path: {:}\".format(root_dir))\n", - "print(\"The library path: {:}\".format(lib_dir))\n", - "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n", - "if str(lib_dir) not in sys.path:\n", - " sys.path.insert(0, str(lib_dir))\n", - "\n", - "from datasets import SinGenerator" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "consistent-transition", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SinGenerator(100/100 elements,\n", - "amplitude=QuadraticFunc(y = -12.000055313110352 * x^2 + 11.999917984008789 * x + 0.9999290108680725),\n", - "period_phase_shift=QuarticFunc(y = 7.24642276763916 * x^4 + -14.495288848876953 * x^3 + -17.114450454711914 * x^2 + 53.0693473815918 * x + 53.0693473815918))\n" - ] - }, - { - "data": { - "image/png": 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iIqKLisUKoCCA66SUGwBsBLBHCGG8Nb5EpBtvvvkmvv71rwMAvvCFL2DTpk244YYbYDab8eyzzypOR3rR09ODiooKTZ1YVF1djZ6eHiwsLKiOQnRZmpubMTc3h507d6qOElfXXXcdzp49i6amJtVRiIiILmrFBZB8y8zv/tHyuw+50usSES2VlBJPPfUU/uM//gMulwt/93d/B5fLBQDIzMzE7t27cfjwYZ7WQpc0NzcHn8+nme1fUVVVVVhcXITH41EdheiyHDp0CFlZWVi/fr3qKHG1Zs0a5Ofn49ChQ6qjEBERXVRMZgAJIVKEEE0A/ACel1IeicV1iYguVygUwn/+53/i17/+NbZv347Pfe5zyMzMfNvn3HjjjTCZTFwFRJektfk/UWvWrIHJZOI2MNKF6elpNDc3Y/v27TCZjD12UgiBHTt2oKOjA5OTk6rjEBERXVBMfhpLKRellBsBOAFsE0LU/eHnCCHuFkIcE0IcCwQCsbgtERGA3w97PnbsGP74j/8Yn/zkJ2GxWN7xeTk5Odi1axcOHjzIF+j0rnp6eiCEQHl5ueoob2Oz2VBeXs4CiHTh2LFjiEQiht/+FbVjxw5IKXHkCN8HJSIibYrp2zFSykkArwDYc4F/97CUcquUcmtBQUEsb0tESczr9eKf/umfMDw8jHvuuQd79ux515ktN998MyKRCJ577rkEpiS96enpgcPh0OTQ2urqavT29nLYLGneoUOH4HK5UFxcrDpKQhQUFKCyshKHDh2ClJyGQERE2hOLU8AKhBDZv/vfqwDcAKBjpdclIrqU9vZ2fP3rX4fJZMIXvvAFbNiw4ZK/Jj8/H9u3b8drr72G6enpBKQkvZFSnhsArUVVVVWIRCLo6upSHYXoooaHh9HX15c0q3+idu7cieHhYXi9XtVRiIiI3iEWK4AcAF4WQpwE8AbemgH02xhcl4joXT311FPIysrCF7/4RTidzsv+dXv37kU4HMYLL7wQx3SkV6Ojo5idndXc9q+oyspKpKSkcBsYadqhQ4dgMplwxRVXqI6SUFu2bIHZbMbhw4dVRyEiInqHWJwCdlJKuUlK2SClrJNSfjUWwYiI3s3Zs2fh8XhwxRVXvGPY86XY7XZs3boVL7/8MmZnZ+OUkPRKqwOgo6xWK+cAkaZFIhEcOXIEdXV1S/7+rHdpaWnYuHEjjh49isXFRdVxiIiI3sbYRzIQkWF1dHQgEomgtrZ2Wb9+7969CAaDeOmll2KcjPSup6cHqampKCkpUR3loqqrq+H1ejE/P686CtE7dHZ2YnJyEjt27FAdRYkdO3ZgZmYGLS0tqqMQERG9DQsgItKl1tZW2Gw2uN3uZf36kpISbNy4ES+99BIfoultent7UVZWpuljq6urqzkHiDTr0KFDSEtLQ0NDg+ooStTU1CAjI4PbwIiISHO0++qWiOgipJRoaWnB+vXrkZKSsuzr3HLLLZibm8Mrr7wSu3Cka+FwGF6vV7Pbv6IqKythNpu5DYw0JxwOo6mpCVu2bIHFYlEdR4mUlBRs27YNJ0+e5DZjIiLSFBZARKQ7w8PDmJiYWPb2r6iysjLU1dXh+eef55HaBAAYGBhAOBzWfAFksVhQUVHBAog0p7u7G8FgEPX19aqjKLVz506Ew2EcO3ZMdRQiIqJzWAARke60trYCAOrq6lZ8rVtuuQUzMzN4/fXXV3wt0j+tD4A+X3QO0NzcnOooROe0tbXBZDKhurpadRSlnE4nSkpKuA2MiIg0hQUQEelOa2sriouLkZOTs+JrVVZWorq6Gs899xxCoVAM0pGe9fT0ICsrC9nZ2aqjXFJ1dTWklJwDRJrS1tYGt9sNm82mOopSQgjs2LED3d3d8Pl8quMQEREBYAFERDoTDAZx+vTpFW//Ot8tt9yCM2fO4ODBgzG7JulTT08PKioqIIRQHeWSKioqOAeINGV2dhZerxc1NTWqo2jC9u3bIYTgKiAiItIMFkBEpCudnZ0Ih8Mx2f4VVV1djcrKSjz77LNYXFyM2XVJX2ZnZ+H3+3Wx/Qt4aw5QZWUlCyDSjPb2dkgpsX79etVRNCErKws1NTU4fPgwpJSq4xAREbEAIiJ9aW1tRWpqKtasWROzawohcMstt2B8fBxHjhyJ2XVJX3p7ewHoY/5PVHV1NQYGBnjSEGlCW1sb0tLSUF5erjqKZuzcuRPj4+M4ffq06ihEREQsgIhIX1pbW7Fu3TqYzeaYXre2thalpaV45plnEIlEYnpt0oeenh4IIVBWVqY6ymWrqqqClJIPl6SclBJtbW2orq6GycSXl1EbNmyAzWbDoUOHVEchIiJiAURE+uH3+xEIBGI6/ycqugrI7/fjxIkTMb8+aV9PTw8cDoeuhtdWVFTAYrFwGxgp5/f7MTExwfk/fyA1NRVbtmzB8ePHsbCwoDoOERElORZARKQbsTz+/UI2bNgAi8XC1RRJSEp5bgC0npjNZqxZs4YFECnX1tYGACyALmDnzp0IBoNobGxUHYWIiJIcCyAi0o2WlhYUFhYiPz8/Ltc3mUwoLy9Hd3d3XK5P2hUIBDA7O6u7Agh4aw7Q4OAgZmZmVEehJNbW1oaCgoK4fX/WszVr1iAvL4+ngRERkXIsgIhIF0KhEDo7O+Oy/et8brcb/f39CIfDcb0PaUtPTw8AfQ2AjqqqqgIAnDp1SnESSlaLi4vo7Ozk6V8XIYTAjh070N7ejsnJSdVxiIgoibEAIiJdOH36NEKhUNy2f0VVVFQgHA7D6/XG9T6kLb29vUhNTUVxcbHqKEtWXl4Oq9XKAoiU6e7uRjAY5Pavd7Fjxw5IKXH06FHVUYiIKImxACIiXWhtbYXZbD632iFeoitAoitCKDn09PSgrKxMl6cXpaSkwOl0or+/X3UUSlJtbW0wmUyorq5WHUWzCgsLUVlZiUOHDkFKqToOERElKf290iWipNTa2oqqqiqkpqbG9T7Z2dnIyclhAZREwuEw+vv7dbn9K8rlcmFgYIAPlqREe3s7ysvLkZaWpjqKpu3YsQNDQ0Msa4mISBkWQESkeWNjYxgeHo77/J8ot9vNQdBJZGBgAOFwWNcFkNPpxPz8PMbGxlRHoSQzOzuL3t5ebv+6DFu3boXZbOYwaCIiUoYFEBFpXryPf/9DbrcbY2NjmJqaSsj9SC09D4COcrlcAMCVBZRwnZ2dkFKyALoMaWlpaGhowNGjR7G4uKg6DhERJSEWQESkea2trcjLy4Pdbk/I/TgHKLn09PSc2/qnVyUlJRBCYGBgQHUUSjJtbW2w2WwoLy9XHUUXdu7cienpabS1tamOQkRESYgFEBFpWjgcRkdHB2prayGESMg9S0tLkZKSwm1gSaKnp0fXq38AwGKxoKioiCuAKKGklGhra0N1dTVSUlJUx9GFmpoa2Gw2NDY2qo5CRERJiAUQEWlad3c35ufnEzb/B3jrYdrlcrEASgKzs7Pw+/26L4CAt+YAcQUQJVIgEMDY2Bi3fy2B2WzGhg0b0NTUhEgkojoOERElGRZARKRpLS0tMJlMWLduXULvW1FRgb6+Pr5ANzgjzP+JcjqdGBsbw9zcnOoolCSi25hYAC3Nxo0bMTs7i66uLtVRiIgoybAAIiJNa21txZo1a2Cz2RJ634qKCgSDQQwNDSX0vpRYPT09EEKgrKxMdZQViw6C5iogSpT29nbk5eWhoKBAdRRdqa2thcViwZtvvqk6ChERJRkWQESkWZOTkxgYGEjY6V/nc7vdADgI2uh6enpQXFwMq9WqOsqKOZ1OACyAKDEikQg6OjpQU1OTsPlsRmG1WlFbW4vGxkZIKVXHISKiJMICiIg0K7q9IJHzf6Ly8/OxevVqzgEyMCklent7DXN6UWZmJjIyMjgImhKip6cH8/Pz3P61TJs2bcLk5CT6+vpURyEioiTCAoiINKu1tRVZWVkoKSlJ+L2FEHC73VwBZGCBQACzs7OGmP8DvPU1y0HQlChtbW0QQqC6ulp1FF1qaGiAyWTiNjAiIkooFkBEpEmRSARtbW0JPf79D1VUVGB4eJhDdQ3KSAOgo1wuF4aGhrC4uKg6Chlce3s7ysrKkJ6erjqKLqWlpaG6uprbwIiIKKFYABGRJvX29mJubk7J9q+o6Byg3t5eZRkofnp6emC1WlFcXKw6Ssw4nU6Ew2H4fD7VUcjA5ubm0NPTw+1fK7R582b4/X4MDw+rjkJEREmCBRARaVJLSwuEEEofMMrLyyGE4Bwgg+rp6UFZWRlMJuP8KIyeBMY5QBRPnZ2diEQiLIBWaMOGDRBCoLGxUXUUIiJKEsZ51UtEhtLa2gq32420tDRlGWw2GxwOB+cAGVA4HMbAwIChtn8BQFFREcxmM+cAUVy1t7fDarUa7u9PomVlZcHtdrMAIiKihGEBRESaMz09jb6+PqXbv6IqKirQ09PDGQ0GMzQ0hHA4jLKyMtVRYspkMqGkpIQrgCiu2traUF1dDbPZrDqK7m3evBn9/f0YHR1VHYWIiJIACyAi0pz29nZIKTVRALndbszOziIQCKiOQjEUnblhpPk/UdGTwFhaUjyMjo4iEAhw+1eMbNy4EQDQ1NSkNAcRESUHFkBEpDktLS1YvXq1JlZnRAdBcw6QsQwPD8NkMqGwsFB1lJhzuVyYnp7GmTNnVEchA2prawMArF+/XnESY8jPz4fL5eJx8ERElBAsgIhIczo7O7F+/Xplx7+fr6ioCDabjXOADGZ4eBh2ux0pKSmqo8Sc0+kEAM4Borhob29HTk4O7Ha76iiGsWnTJnR3d7O0JSKiuGMBRESaMjMzg8nJSU2s/gHemqlSXl7OFUAGMzw8DIfDoTpGXEQLIM4BoliLRCLo6OhATU2NJgp6o9i0aROklDhx4oTqKEREZHAsgIhIU6KrFqIPsVpQUVGBgYEBLCwsqI5CMRAOh+H3+w1bAK1atQp5eXlcAUQx19fXh7m5Oc7/iTGHwwG73c7TwIiIKO5YABGRpgwODgIASkpKFCf5PbfbjUgkgr6+PtVRKAb8fj+klIYtgIC35gBxBRDFWltbG4QQWLduneoohiKEwMaNG9HR0YG5uTnVcYiIyMBYABGRpgwMDCAzMxOZmZmqo5xTUVEBAJwDZBBDQ0MAYOgCyOl0wu/3IxgMqo5CBtLW1obS0lKsXr1adRTD2bx5MyKRCE6ePKk6ChERGRgLICLSlIGBAU2t/gGAjIwM5OfnswAyiOHhYQghDD3E1uVyQUp5ruwiWqn5+Xl0d3dz+1eclJWVIScnh9vAiIgorlgAEZFmRCIRDA0NaWr+T5Tb7eYgaIMYGRlBfn4+LBaL6ihxw5PAKNY8Hg8ikQiqq6tVRzGk6Daw1tZWrtwjIqK4YQFERJrh8/kQDoc1WwBNTk5iYmJCdRRaoaGhIUNv/wKAvLw82Gw2zgGimOnu7oYQAm63W3UUw9q8eTNCoRDa2tpURyEiIoNacQEkhHAJIV4WQrQLIVqFEH8Zi2BElHy0eAJYFOcAGUMkEoHP5zN8ASSEgMvl4gogihmPx4OSkhJYrVbVUQxrzZo1SE9P5zYwIiKKm1isAAoD+LyUcj2AHQDuE0JwgzgRLdng4CBMJhOKiopUR3kHp9MJs9nMbWA6FwgEsLi4aPgCCHjra3ZgYABSStVRSOcikQh6enq4+ifOTCYTNm7ciJMnTyIcDquOQ0REBrTiAkhKOSylfPN3/3saQDsAbU1wJSJd6O/vh8PhgNlsVh3lHcxmM0pLS1kA6dzw8DAAY58AFuVyuRAMBhEIBFRHIZ0bHh7G/Pw8KisrVUcxvE2bNuHs2bPo7OxUHYWIiAwopjOAhBDlADYBOHKBf3e3EOKYEOIYX4wS0YUMDg5qcvtXlNvthtfrxeLiouootEzRAkiLq8xijYOgKVaixTdXAMXfunXrYLPZuA2MiIjiImZvswshVgP4JYC/klJO/eG/l1I+DOBhANi6dSvXo9OSPfnkk+jq6kJqauolP5xOJ1+o6szs7CwmJiY0dwT8+SoqKvDCCy9gYGAAZWVlquPQMgwPDyMnJwc2m011lLgrLi6GyWRCf38/Nm/erDoO6ZjH48Hq1atRUFCgOorhWSwW1NfXo6mpCR/5yEdgMvG8FiIiip2YFEBCCAveKn9+IqX8VSyuSXQ+n8+HZ555Bg6HA1arFRMTE1hYWHjbRyQSOff5qamp+PrXv45Vq1YpTE1LMTg4CECbA6CjoqViT08PCyCdGh4eRnFxseoYCWGxWFBUVMQVQLRi3d3dcLvdEEKojpIUNm7ciDfeeAMejwdr165VHYeIiAxkxQWQeOvVwH8CaJdSfmPlkYje6aWXXoLZbMbnPvc5ZGZmXvBzFhcXsbCwgL6+Pvy///f/cPToUVxzzTUJTkrLpeUTwKJycnKQlZWF7u5uvOc971Edh5ZISonh4WFUVVWpjpIwTqcTp0+fVh2DdGx2dhY+nw+7du1SHSVp1NXVwWw2o7GxkQUQERHFVCzWlV4J4GMArhNCNP3u45YYXJcIADA3N4eDBw9i27ZtFy1/ACAlJQWrVq1CdXU1XC4XXn/9dZ5+oyMDAwNYvXr1u/43Vk0IgYqKCh4Fr1NjY2MIhUJJMQA6yuVyYWJiArOzs6qjkE5x/k/i2Ww21NTUoKmpia9jiIgopmJxCth+KaWQUjZIKTf+7uPpWIQjAoD9+/djYWEB11133WV9vhACV111Ffr7++H1euOcjmJlYGAATqdT81sM3G43/H4/ZmZmVEehJRoZGQGQHCeARXEQNK2Ux+OByWTittcE27RpE8bGxtDf3686ChERGQgny5GmRSIRvPzyy6iqqoLL5brsX7d9+3ZYLBa8/vrrcUxHsRKJRDA0NKTp7V9RFRUVAMBVQDo0NDQEIDlOAItiAUQr1d3dDZfLBavVqjpKUtmwYQNMJhNPAyMiophiAUSa1tTUhPHxcdxwww1L+nWrVq3CFVdcgaNHjyIYDMYpHcVKIBBAKBTS9AlgUWVlZRBCnNsWQfoxPDyMzMxMpKenq46SMJmZmcjMzOQqAlqWSCSC3t5ebv9SID09HWvWrMHJkydVRyEiIgNhAUSa9sILLyA/Px/19fVL/rVXXXUVgsEg3njjjTgko1iKPpwuZZWXKlarFU6nkyuAdGh4eDiptn9FuVwurgCiZRkcHEQwGGQBpEh9fT0GBgYwMTGhOgoRERkECyDSrL6+Png8Hlx33XUwmZb+pep2u+FwOLgNTAcGBwdhMpl0szUnOgiawzn1I3oCWDIWQE6nE0NDQwiHw6qjkM54PB4AHACtSkNDAwCgublZcRIiIjIKFkCkWS+++CJsNhuuvPLKZf16IQSuvvpq9Pb28t1vjRsYGIDdbofFYlEd5bK43W7Mz8+fGypM2nfmzBnMz88nZQHkcrmwuLjIr1dasu7ubmRmZiIvL091lKRkt9tRUFDAbWBERBQzLIBIkyYnJ3Hs2DFceeWVsNlsy77Ojh07YDabuQpI46IngOlFdBA05wDpx/DwMIDkOgEsioOgabm6u7tRWVmp+dMZjUoIgYaGBnR0dGBhYUF1HCIiMgAWQKRJr776KiKRCK699toVXSc9PR1btmzBkSNH+OJJo+bm5jA+Pq6rAshutyMtLY1zgHQkmQug6Oo6DoKmpZienkYgEOD2L8Xq6+sRCoXQ0dGhOgoRERkACyDSnFAohNdeew0NDQ0oKChY8fWuuuoqnD17FsePH49BOoq1wcFBANBVASSEQElJybljxUn7hoeHkZ6ejoyMDNVREs5kMqGkpIQrgGhJoiscKysrFSdJbmvXroXNZuMcICIiigkWQKQ5R48exczMzJKPfr+YtWvXwm63cxuYRkUfSvVUAAFAUVERRkZGOAhaJ4aHh1FUVJS0W1lcLhf6+/v59UqXzePxICUlBaWlpaqjJDWz2YyamhqcPHmSf3+JiGjFWACRpkgp8cILL8DpdGLt2rUxuaYQAldddRU8Hg9XbGjQ4OAg0tPTkZWVpTrKkhQVFWF2dhYzMzOqo9BlGB4eRnFxseoYyjidTszOzmJyclJ1FNKJ7u5uuFwu3QznN7KGhgZMTk5yFR8REa0YCyDSlM7OTgwNDeH666+P6Tv1O3fuREpKCvbv3x+za1JsDAwMoKSkRHcrM6KzZHiykvZNT09jZmYmKef/RHEQNC3F4uIient7uf1LI+rq6iCE4GlgRES0YiyASFNefPFFZGRk4IorrojpdTMyMrBp0yYcPnwYoVAoptem5YtEIhgcHITL5VIdZcmKiooA/H64MGlXMg+AjooWQBwETZdjYGAAoVCIA6A1IiMjAxUVFSyAiIhoxVgAkWb4/X6cPHkS11xzTVyWnF911VWYnZ1FY2NjzK9NyzM6OoqFhQWUlJSojrJkubm5SE1N5QogHWABBNhsNuTn53MFEF0WDoDWnvr6evT29mJqakp1FCIi0jEWQKQZL730ElJSUnDNNdfE5frr1q1Dfn4+h0FriF4HQANvzZYqKiriCiAdGB4ehtVqRXZ2tuooSkUHQRNdisfjQXZ2NnJyclRHod9paGgAALS0tChOQkREesYCiDRhbm4OBw8exBVXXIHMzMy43CM6DPrUqVPw+XxxuQctzcDAAIQQuh3O63A4WADpwPDwMBwOh+7mTMWa0+lEIBBAMBhUHYU0rru7m6t/NKakpAQ5OTncBkZERCvCAog04eDBgwgGg7j++uvjep9du3bBZDJxGLRGDAwMwG636/aUmaKiIkxMTPCBWuOiBVCyc7lckFJicHBQdRTSsMnJSYyNjXH+j8YIIVBfX4+2tjaEw2HVcYiISKdYAJFykUgEL730EtauXYvS0tK43isrKwsNDQ04dOgQX0BpwODgoC63f0VFB0FzDpB2zc3N4cyZMyyAwJPA6PJE5/+wANKehoYGBINBnDp1SnUUIiLSKRZApNyJEycwNjYW99U/UVdffTWmp6dx4sSJhNyPLmx+fh6jo6O6LoB4FLz2Rf/bsAB6a3B5Wloa5wDRu+ru7obZbI77GzK0dOvWrYPFYuE2MCIiWjYWQKTciy++iLy8PGzYsCEh96upqUFubi6HQSsW3YaixxPAogoKCmAymTgHSMN4AtjvCSHgdDq5AojeVXd3N8rKymA2m1VHoT9gsViwfv16NDc3Q0qpOg4REekQCyBSKhAI4PTp03jPe94DkykxX44mkwlXXnkl2tvbMTo6mpB70jvp+QSwKLPZjIKCAq4A0rChoSFYLBbk5eWpjqIJJSUlGBoa4sMjXVA4HEZfXx+3f2lYfX09RkdH+XOHiIiWhQUQKdXR0QHg98ebJsqVV14JIQSHQSs0MDCAtLQ03R8zzJPAtG1kZARFRUUJK5i1rqioCPPz85icnFQdhTTI6/UiHA6zANKw6OslbgMjIqLl4CtiUqqzsxPZ2dmw2+0JvW9OTg7q6upw4MABLC4uJvTe9JaBgQGUlJTo/mjuoqIi+P1+fh1p1PDw8Llh3QQUFxcD4NwqujAOgNa+7OxsuFwuNDc3q45CREQ6xAKIlJFSoqOjA9XV1UpKgJ07d2Jqagq9vb0Jv3eyix5FreftX1EOhwORSASBQEB1FPoDwWAQY2Nj50oP+v3JdUNDQ4qTkBZ1d3cjLy8P2dnZqqPQu2hoaEBXVxdmZ2dVRyEiIp1hAUTKDA8PY3p6GuvWrVNy/7Vr1wL4/TuelDijo6MIBoOGKICiD9TcBqY9PAHsnTIyMpCens4VQHRBHo+Hq390oKGhAVJKtLa2qo5CREQ6wwKIlInO/6murlZy/8zMTOTl5bEAUsAIA6CjogUQH6i1hyeAvZMQAkVFRSws6R0mJiYwOTnJAkgHysrKkJGRwTlARES0ZCyASJmOjg7k5+crPZ3H7XazAFJgcHAQQghDPJjbbDbk5OTwgVqDhoeHYTKZUFBQoDqKphQXF/Prld7B4/EAACorKxUnoUsRQqC+vh6tra2cP0dEREvCAoiUiEQiOHXqlLLtX1GVlZWYnJzExMSE0hzJZmBgAIWFhbBaraqjxERRURFXAGnQ8PAw7HY7UlJSVEfRlKKiIszMzGB6elp1FNKQ7u5uWCwWQ6zMTAYNDQ2Ym5s7V9wRERFdDhZApER/fz/Onj2rvACqqKgAAL6ASrDoCWBGES2ApJSqo9B5hoeHDbHKLNaifyYsLel8Ho8H5eXlLEx1Yv369UhJSeFpYEREtCQsgEgJ1fN/opxOJywWC3p6epTmSCbBYBCBQMBQ7zI7HA4Eg0FMTk6qjkK/EwqFEAgEWABdQPTPhNvAKCoUCqG/v5/zf3TEZrOhqqqKc4CIiGhJWACREp2dnXA4HMjMzFSaw2w2o6ysjHOAEmhwcBCAMQZAR/GBWnt8Ph+klCyALiAnJwdWq5Vfr3SO1+vF4uIi5//oTENDA0ZGRuD3+1VHISIinWABRAkXDodx+vRp5du/otxuN7xeL8LhsOooScFIJ4BF8Sh47eER8BfHk8DoD0W3QXMFkL7U19cDALeBERHRZWMBRAnX29uLhYUFTRVA4XAYXq9XdZSkMDg4CJvNhtzcXNVRYiYjIwNpaWmcqaIhw8PDEELAbrerjqJJDoeDBRCd093djfz8fGRkZKiOQktQUFAAh8PBAoiIiC4bCyBKuI6ODgghUFVVpToKgN8PguY2sMTo7++H0+mEEEJ1lJiJHmnPAkg7hoaGUFBQAIvFojqKJjkcDkxOTuLs2bOqo5BiUkp4PB5u/9Kp+vp6nDp1CvPz86qjEBGRDrAAooTr6OhAaWkp0tLSVEcBAGRnZyM3N5eDoBNASonBwUFDbf+K4pYabRkZGeH2r3fBk8AoamxsDFNTU9z+pVMNDQ1YXFxEW1ub6ihERKQDLIAooRYWFtDd3a389K8/5Ha7eRR8AoyPj2N+ft5QR8BHFRUVYXp6GrOzs6qjJL3FxUX4fL5zs5nonTi4nKKiq1+5AkifKisrkZaWhhMnTqiOQkREOsACiBLK4/FgcXFRM/N/otxuNyYmJniMd5wZcQB0FFdUaEcgEMDi4iKKi4tVR9Gs/Px8mM1mFkCE3t5eWCwWQxbzycBkMqG2thatra2QUqqOQ0REGscCiBKqo6MDJpMJa9asUR3lbaJL3zkHKL4GBgYghDDkgwZXVGhH9L8Bt4BdnMlkgt1uZ2FJ8Hq9cLlcMJn4klCv6uvrMT09jb6+PtVRiIhI4/jTnhKqo6MDFRUVsFqtqqO8jcvlgtlsZgEUZwMDAygoKNDcf/9YyM3NhcViYQGkAdH/BtwC9u4cDgeGhoZUxyCFIpEIvF4vysrKVEehFairq4MQgqeBERHRJbEAooQ5e/Ys+vr6NLf9CwDMZjNKS0tZAMXZwMCAIVf/AFxRoSXDw8PIzc01ZNEYSw6HA2NjYwiFQqqjkCI+nw/BYBClpaWqo9AKpKeno6KiggUQERFdEgsgSpjTp09DSqnJAgh4axtYX18fwuGw6iiGFAwGEQgEDDn/J4pHwWvD8PAwt39dBofDASklv2aTmNfrBQCuADKA+vp69PX1YWpqSnUUIiLSMBZAlDAdHR2wWCyaPWq2srIS4XD43KBiiq2RkRFIKQ09mLeoqIgrKhSLRCI8Av4ycXA59fX1wWKx8O+LAdTX1wMAWlpaFCchIiIti0kBJIT4LyGEXwjBnzp0UZ2dnVizZg3MZrPqKBdUUVEBgIOg4yX6kGnkB42ioiKuqFBsfHwcoVDI0F9nsVJYWAiTycQ5QEmMA6CNw+l0Ijs7m9vAiIjoXcXqJ/4PAeyJ0bXIgKanpzEwMIDq6mrVUS4qJycHOTk5LIDiZGRkBCaTCQUFBaqjxA1XVKgXLTNYAF2a2WxGQUEBv16TFAdAG4sQAnV1dWhra8Pi4qLqOEREpFExKYCklK8BGI/FtciYOjs7AUCz83+i3G43C6A4GRkZQX5+vmZXgMWC3W6HEIIP1ApF/+x5AtjlcTgcPLkuSXEAtPHU1dVhfn4eHo9HdRQiItIorvmlhOjs7ITNZtP8O41utxtjY2M4c+aM6iiGMzIyYviH8uiKCj5Qq+P3+5Geno709HTVUXTB4XDA5/NxxUAS4gBo41m/fj1SUlK4DYyIiC4qYQWQEOJuIcQxIcSxQCCQqNuSRnR0dKCqqkrzcwaiA6q5Cii2IpEI/H6/4Qsg4K2VJyyA1PH5fLDb7apj6IbD4Tj395OSCwdAG4/NZkNVVRULICIiuqiEPY1LKR+WUm6VUm418gwQeqeJiQn4/X5Nz/+JKi0thdlsRk9Pj+oohjI6OopwOJw0BZDf70ckElEdJSn5/X4WQEsQ/TvJbYvJp6+vjwOgDaiurg7Dw8MYHR1VHYWIiDSIP/Up7vQy/wd4awuPy+XiCqAYS4YTwKIcDgfC4TBffCsQDAYxOTmJwsJC1VF0I1oAcdVacolEIujv7+f2LwPicfBERPRuYnUM/KMADgGoFkIMCCE+FYvrkjF0dHRg9erVKCkpUR3lsrjdbvT29nImRgxFC6BkWJnBB2p1otuYkuHrLFasVivy8vL49ZpkOADauOx2OwoLC7kNjIiILihWp4DdJaV0SCktUkqnlPI/Y3Fd0j8pJTo6OlBdXQ0hhOo4l8XtdiMUCmFgYEB1FMMYGRlBRkZGUgzm5VHw6vh8PgAsgJaKc6uST3QAdHl5udogFBd1dXXo7OzEwsKC6ihERKQx3AJGcRUIBDAxMaGL7V9RHAQde8lwAljUqlWrkJWVxQJIgegKIM6ZWxqHw4GRkRHOrUoi0QHQyfJ9OdnU19cjFAqd24JPREQUxQKI4ir64kMPA6CjcnJykJ2dzUHQMZRMBRDw1gM1V1Qkns/nQ3Z2NqxWq+oouuJwOBAKhTA+Pq46CiUIB0AbW1VVFVJTUzkHiIiI3oE/+SmuOjo6kJ2drauhrEIIVFRUwOPxqI5iCDMzM5idnU2qAii6pUZKqTpKUvH7/br6XqMV0W2LLC2TAwdAG5/ZbMb69evR3NzMn0NERPQ2LIAobqSU6OzsxLp163Qz/yfK7XZjdHQU09PTqqPoXvShMtkKoPn5eZw5c0Z1lKTi8/k4/2cZWAAlFw6ATg719fUYGxvjdmQiInobFkAUN0NDQ5ientbV9q+oyspKAJwDFAvJdAR8FAdBJ97s7CxmZ2dZAC1DWloaMjMzWQAlCQ6ATg51dXUAwNPAiIjobVgAUdx0dHQA0Nf8n6jS0lKYTCYWQDEwMjICi8WC3Nxc1VESJrraiQVQ4kQHQHML2PJwblXy4ADo5JCTkwOn08kCiIiI3oYFEMVNZ2cnCgoKkJeXpzrKklksFpSWlrIAioGRkRHY7XbdbQNciaysLNhsNj5QJxCPgF+ZaAHEeSHGxwHQyaO+vh5dXV04e/as6ihERKQR/OlPcRGJRM7N/9Ert9uN3t5eHo28Qsl2Ahjw1iDx6NHalBh+vx9CCOTn56uOoksOh4Nzq5IAB0Anl7q6OkQiEbS1tamOQkREGsECiOLC6/Vifn5e9wXQwsICBgcHVUfRrVAohLGxsaQrgABuqUk0n8+HvLw8mM1m1VF0iYOgk0N0ADQLoOTgdruRlpbGbWBERHQOCyCKi1OnTgEAqqqqFCdZPrfbDYCDoFfC7/dDSpmUBVBRURHOnDnDpfcJwhPAVoYFUHKIDoBmAZQcTCYTamtr0dLSwu2dREQEgAUQxYnH40FBQQEyMzNVR1m23NxcZGZmsgBagWQ8Aj6Kg6ATR0oJv9/PAdArkJGRgbS0NBZABscB0Mmnvr4e09PT6OvrUx2FiIg0gAUQxZyUEh6P59xR6nolhIDb7WYBtAIjIyMQQiTlygyuqEicqakpBIPBpPw6i5Xo3Cp+vRobB0Ann9raWggh0NLSojoKERFpAF8BUMwFAgFMT09jzZo1qqOsmNvtht/vx8zMjOooujQyMoLc3FykpqaqjpJw+fn5MJvNXAGUANEj4FkArQwHlxsbB0Anp9WrV6OiooJzgIiICAALIIoDj8cDALpfAQRwDtBKJeMJYFEmkwmFhYVcUZEA0SPguQVsZRwOB6anp1l4GxQHQCev+vp69Pb2YmpqSnUUIiJSjAUQxZzH40FaWtq5LTB6VlZWBpPJxAJoGaSU8Pl8SVsAAVxRkSg+nw9msxm5ubmqo+gaty0aW3QGDAug5FNfXw8AaG1tVZyEiIhUYwFEMdfV1QW32w0hhOooK5aamgqXy4Wenh7VUXRnYmICCwsLSV0AFRUVIRAIIBQKqY5iaH6/HwUFBZxrskIcXG5sXq+XA6CTlNPpRFZWFreBERERCyCKrdnZWQwPDxti+1dURUUFenp6EIlEVEfRlehDZDI/bDgcDkgpEQgEVEcxNJ/Px+1fMZCbmwur1coVQAbFAdDJSwiBuro6tLW1YXFxUXUcIiJSiK8CKKaiW6WMMAA6yu12IxgMYmhoSHUUXWEB9PvfOx+o4ycSiSAQCHAAdAwIIVBUVMSvVwPiAGiqr6/H2bNnz81pJCKi5MQCiGLK4/HAZDKhvLxcdZSYiQ6C5jawpRkeHkZaWhoyMjJUR1GmqKgIQgg+UMfRxMQEwuEwC6AY4VHwxsQB0LR+/XqkpKRwGxgRUZJjAUQx1dXVhdLSUkMd+52fnw+bzYaBgQHVUXQlegKYEWZBLZfFYkFeXh5nqsQRTwCLraKiIkxMTGB+fl51FIohDoAmm82GtWvXoqWlRXUUIiJSiAUQxUw4HEZvb6+h5v8Ab22LcDqdLICWKJmPgD8ft9TEl9/vBwCuAIqR4uJiABwEbTQcAE3AW9vAhoaGMDo6qjoKEREpwgKIYqa/vx+hUMhQ83+iogWQlFJ1FF2Ym5vD1NQUHzbwVgHk9/v5tRMnPp8PVqsVmZmZqqMYAudWGVNfXx9KS0s5ADrJNTQ0AAC3gRERJTG+EqCYiQ4WNNoKIOCtAmh+fh7j4+Oqo+hCdFsOC6C3tiYtLCxgcnJSdRRDip4AlsxbDWOpoKAAZrOZBZCBRAdAl5aWqo5CihUWFsJut+PkyZOqoxARkSIsgChmurq6kJ+fj6ysLNVRYs7pdAIAt4FdJp4A9nvRrUnRrUoUW36/n9u/YshkMqGwsJAFkIFwADSdr6GhAadOneKcLyKiJMUCiGJCSgmPx2PI1T/AW3MxhBDo7+9XHUUXRkZGkJKSgoKCAtVRlIsOJ2YBFHvhcBijo6McAB1jPAnMWDgAms7X0NCAcDiM9vZ21VGIiEgBFkAUE6Ojo5iamjLk/B8AsFqtKCgowODgoOooujA8PIzCwkLOmwCQk5MDi8Vyblscxc7Y2BiklFwBFGMOhwOjo6MIhUKqo1AMcAA0na+yshJpaWncBkZElKT4dEYxYeT5P1E8Cezy8QSw3xNCoKCggCuA4iBaqrEAii2HwwEpJUtLg+AAaDpfSkoKamtr0dzczMMJiIiSEF8NUEx0dXVh1apV544QNiKn04lAIIBgMKg6iqYtLi4iEAiwADqP3W7nw3QcRP9MuQUsthwOBwCeBGYEHABNF9LQ0IDp6Wn09vaqjkJERAlmVh2AjMHj8cDtdhv6JB6n0wkpJQYHB+F2u1XH0axAIIBIJMIC6DyFhYU4efIkIpEI34WPIb/fj/T0dKSnp6uOYih2ux1CCBZABsAB0HQhtbW1MJlMOHnyJCoqKlTHISKKGyklzp49i2AwiPn5+Xf934uLi/jQhz6kOnLcsQCiFZubm8PQ0BCuuOIK1VHiKnoSGAugd8cTwN7JbrdjcXER4+PjyM/PVx3HMHw+H7d/xYHZbEZBQQELIAPgAGi6kPT0dFRWVuLkyZP4wAc+oDoOEdGKnD17FqOjoxgdHUUgEMDY2BgCgQBGR0cxNjaGcDh8yWukpKQgLS0Nt99+u6EXNAAsgCgGuru7ARh7/g8A5ObmwmazcQ7QJbAAeqfoFiWfz8cCKIb8fj+qq6tVxzAkngRmDF6vF6mpqfx+TO/Q0NCAX/7ylxgfH0dubq7qOERElxQKheD1etHT04Pe3l74/X4EAgHMzc297fPS0tKQn5+PkpISbNiwAVlZWbDZbBf8sFqtWLVqFczm5KlFkud3SnHj8XhgMplQXl6uOkpcCSE4CPoyjIyMIDs7GzabTXUUzYiuUvH7/aitrVWcxhiCwSAmJia4AihOHA4HWlpasLi4iJSUFNVxaJn6+vrgcrm49ZTeIVoANTc345prrlEdh4jobaSU8Pv96OnpOffR39+PSCQC4K035h0OB8rLy5Gfn4/8/HwUFBQgLy8PaWlpitNrGwsgWrGuri64XC5YrVbVUeLO6XTi8OHDkFIafnngcg0PD/Pd5j+QkZEBm83GQdAxFAgEAHAAdLw4HA4OdNe5SCQCr9eLK6+8UnUU0iC73X5uPh0LICJSTUqJ3t5etLS0nCt8oit7rFYrKioqcPPNN6OiogIVFRXIzMxUnFi/WADRiiwuLqKnpwe7d+9WHSUhnE4n5ufnMT4+jry8PNVxNEdKiZGREezYsUN1FE0RQqCwsJBHwcdQ9M+SK4DiI1r6sNDVL5/Ph4WFBc7/oQsSQqC+vh6vvvoqgsFgUryJR0TaEgqF0N7ejpMnT+LEiROYmpqCEALFxcXYvHkz3G43KioqUFRUxJWsMcQCiFakv78foVDI8PN/oqKDoAcGBlgAXcDU1BTm5+f5wHgBdrsdPT09qmMYBo+Aj6/o3+HoTC/SHw6ApktpaGjAiy++iI6ODmzYsEF1HCJKAtPT02hubsaJEyfQ1taGhYUF2Gw21NbWYsOGDairq+PprnHGAohWxOPxADD+AOio4uJiCCHQ39/PF0sXwAHQF1dYWIhjx44hHA4n1aC5ePH7/cjOzua71nFis9mQk5PDAkjHOACaLmXNmjWw2Ww4efIkX9MQUdyMj4/jjTfewIkTJ9Dd3Q0pJXJycrBr1y5s2LABVVVVfG2cQPyTphXp6upCXl4esrOzVUdJCKvVioKCAgwODqqOokksgC7ObrdDSonR0VH++cSAz+fj6p84Kyoq4klgOtbX1wen08ll83RRZrMZdXV1OHnyJGcbElFMRSIRNDc347XXXkNrayuklHC5XHjve9+LDRs2wOVy8XuOIiyAaNmklPB4PEl3DDNPAru4kZERWK3WpCkElyJaVvj9fhZAMeDz+bBp0ybVMQzN4XDgwIEDfDDUISkl+vv7sXPnTtVRSOPq6+tx7NgxeL1ebhckohWbmJjA/v37sX//fkxOTiIzMxN79+7FlVdeifz8fNXxCCyAViQcDgNA0i5ZGxsbw5kzZ5Jm+1eU0+lEY2MjhyZewMjICIqKiviweAHRAognga3c3NwcZmZmuAIozhwOB4LBICYnJ5GTk6M6Di1BIBBAMBhEaWmp6iikcXV1dRBC4OTJkyyAiGhZIpEIWlpa8Prrr6O5uRkAUFNTgzvvvBMNDQ1ISUlRnJDOl5zNRQyMjY3hH//xH/GhD30Iu3btUh1Hiej8nzVr1ihOklhOpxNSSgwODsLtdquOoykjIyNYu3at6hialJ6ejvT0dJ4EFgM8ASwxzj8JjAWQvni9XgCAy+VSnIS0bvXq1XC73Th58iTe9773qY5DRDpy5swZvP7669i/fz8mJiaQmZmJPXv24KqrruJqHw1jAbRMubm5SEtLw9GjR5O2AOrq6oLNZkNxcbHqKAkVPQmMBdDbBYNBjI+Pc3vTu7Db7VwBFAM8ASwxHA4HgLcKoJqaGsVpaCm8Xi9SUlKS7uczLc+GDRvwq1/9CpOTk9zCTUSXNDk5iWeffRavv/46wuEw1q9fjzvuuAMbNmzgah8diEkBJITYA+DfAKQA+L6U8p9jcV0tE0Jg+/btePrpp5P2B6bH44Hb7U66AZO5ubmw2WycA/QHog/lLIAurrCwEJ2dnapj6J7f74cQAgUFBaqjGNrq1auRlpbGk8B0qL+/H8XFxUm7RZ2Wpr6+Hr/61a/Q3NyMq6++WnUcItKo84ufSCSCXbt24eabb+Ybcjqz4id3IUQKgH8HsBdADYC7hBBJ8Vbh9u3bIaXEsWPHVEdJuLm5OQwNDSXd/B/grfKPg6DfiSeAXZrdbsfExAQWFhZUR9E1n8+HvLw8PtzGmRACDoeDJ4HpTHQANLd/0eVyOBzIy8vDyZMnVUchIg2anJzEz372M3zpS1/Cq6++ih07duAf/uEf8LGPfYzljw7F4tXzNgBdUspuABBCPAbgAwDaYnBtTbPb7SgrK8ORI0dwww03qI6TUD09PZBSJt38nyin04nDhw/zdJzzjIyMQAjBHwTv4vyTwKJbCWnp/H4/5/8kSFFRER8KdWZychLT09McAE2XTQiBhoYG7N+/HwsLC0hNTVUdiYg0YHJyEvv27cNrr72GSCSCnTt34pZbbuF8H52Lxd6dEgD95/3zwO/+v6Swbds2eL3epFsi39XVBZPJhIqKCtVRlHA6nZifn8f4+LjqKJoxMjKCgoICrsp4F9HSgoOgl09KCZ/Px6IxQRwOB6anpzE7O6s6Cl2m/v63XpKxAKKlaGhoQCgUQkdHh+ooRKTYmTNn8Pjjj+N//a//hVdeeQXbt2/HP/zDP+DjH/84yx8DiEUBdKHlD/IdnyTE3UKIY0KIY4FAIAa31YYrrrgCQggcOXJEdZSE8ng8cDqdSXsMenT1BreB/V70CHi6OB4Fv3LT09OYn5/nCqAEOX8QNOmD1+s9t1WZ6HJVVVXBarWeO8KZiJJPOBzGM888gy996Ut4+eWXsW3bNhY/BhSLAmgAwPkbzZ0Ahv7wk6SUD0spt0optxppcGdWVhbWrVuHo0ePQsp39F6GtLi4iJ6enqSc/xNVXFwMIcS5d1qTXSQSgc/nYwF0CVarFVlZWVwBtAI8ASyxzj8KnvShv78fhYWFSfsGDS2P2WxGTU0NTp48mTSvZ4no99rb2/HVr34VTz75JOrq6vDVr36VxY9BxaIAegPAWiFEhRAiFcCdAH4dg+vqxvbt2zE6Ooru7m7VURJiYGAACwsLSTv/B3jrQb6goACDg4Oqo2jC2NgYwuEwC6DLwKPgVyZannEFUGLk5eXBYrEk3TZnPfN6vdz+RcvS0NCAyclJrm4mSiITExN4+OGH8c1vfhNSSjzwwAP47Gc/y5NWDWzFBZCUMgzgfgD7ALQDeFxK2brS6+rJpk2bYLFYcPToUdVREqKrqwsAknoFEACeBHYengB2+QoLC7kCaAV8Ph/MZjNyc3NVR0kKQggUFRVxBZBOzM7OYnx8nCeA0bLU19dDCIETJ06ojkJEcRYOh/Hcc8/hK1/5Ck6ePIkPfOAD+PKXv4za2lrV0SjOYjKtVUr5NICnY3EtPbLZbNiwYQOOHTuGO+64AykpKaojxZXH40Fubi5ycnJUR1HK6XSisbERwWAw6ZfaswC6fHa7HdPT0zh79ixWrVqlOo7u+P1+FBQUwGSKxQJWuhxFRUVJs8JV7zgAmlYiIyMDFRUVaG5uxq233qo6DhHFSWdnJx599FEMDw9jw4YNuOOOO7jVK4nwFXSMbN++HTMzM2hra1MdJa6klPB4PEm/+gd4qwCSUnIbGN4qgDIyMpCenq46iuadfxQ8LR1PAEs8h8OBsbExBINB1VHoErxeLwBwBRAtW319PXp7e3HmzBnVUYgoxs6cOYPvf//7+MY3voFQKIT77rsP9957L8ufJMMCKEZqamqQnp5u+NPAxsfHMTk5mdTzf6KiJ6ywAOIJYEvBk8CWT0oJv9/P+T8JFj0JjKWl9nm9XuTk5GD16tWqo5BONTQ0AABaWloUJyGiWJFS4uDBg/jyl7+MxsZG3Hrrrfjf//t/n/v7TsklJlvA6K3TE7Zs2YJDhw5hfn4eNptNdaS48Hg8ADj/BwByc3Nhs9k4BwhvFUCbNm1SHUMXCgoKIITgw/QyjI+PIxwOcwVQgp1/EhhXlmhbf38/t3/RipSUlCAnJwcnTpzAlVdeqToOEa3Q7OwsfvzjH6OxsRFVVVX4+Mc/zgHPSY4rgGJo+/btCIVCaGpqUh0lbk6fPg2bzYaSkhLVUZQTQnAQNICZmRnMzMxwBdBlslgsyM3N5QqgZeAJYGoUFhbCZDJxELTGBYNB+Hw+lnS0IkIIbNiwAe3t7QiFQqrjENEKRI92P3nyJG677TZ87nOfY/lDLIBiqbKyEnl5eYY+Day9vR1VVVUcwPo70QJISqk6ijIcAL10PAlseaKlGVcAJZbZbEZBQQGPgte46M8irgCilaqvr8fCwgI6OztVRyGiZQiFQnj88cfxzW9+E6tWrcIXv/hF3HTTTRBCqI5GGsCn+BgSQmDbtm1oa2vD1NSU6jgxFwgEEAgEUFNTozqKZjidTszPz2NsbEx1FGWiqwJYAF0+u90On8+X1MXhcvj9flitVmRlZamOknR4FLz28QQwipV169bBZrOhsbFRdRQiWqLBwUF87Wtfw4svvohrr70WX/rSl7gylN6GBVCMbd++HVJKHDt2THWUmGtvbwcAFkDn4SDotwqg1NRU5OXlqY6iG4WFhTh79ixmZmZUR9GV6AlgfAcr8RwOB/x+PyKRiOoodBFerxfp6enIzs5WHYV0zmw2o76+HidOnODfeSKdkFLixRdfxD/90z9henoaf/EXf4E777wTFotFdTTSGBZAMeZwOOByuQx5Glhrayvy8vK4/eI8xcXFEEKce+c1GQ0NDcHhcPChfAmiM2y4DWxpeAKYOg6HA4uLiwgEAqqj0EVEB0DzezHFwsaNGzE9PX3u8A8i0q7JyUn827/9Gx5//HHU1NTgy1/+Murq6lTHIo1iARQH27ZtQ29vr6Ee7hYXF9HR0YGamhq+uDyP1WpFQUFBUq8AGhwcRHFxseoYusKj4JducXERo6OjLKAVOf8kMNKecDiMwcFBbv+imKmrq4PZbOY2MCKNa25uxle/+lV0dXXhox/9KO69915kZGSojkUaxgIoDrZt2wYhhKFWAfX29mJ+fp7bvy4gmU8Cm52dxdTUFAugJcrPz4fJZDJUSRxvo6OjiEQiXAGkCAsgbRseHsbi4iLnPFDM2Gw21NTUoLGxkfPqiDRISomnn34a//7v/47c3Fz8/d//PXbv3s036umSWADFQXZ2Nqqrq3H06FHD/NBsa2uDEALr1q1THUVznE4nAoEAgsGg6igJNzQ0BAAsgJbIZDIhPz+fK4CWgCeAqWWz2ZCdnc2TwDSKA6ApHjZt2oTx8fGk3uZOpEXBYBAPP/ww/ud//gfbtm3D3/zN3/ANMrpsLIDiZNu2bfD7/ejr61MdJSba2tpQUVGBtLQ01VE0x+l0QkqZlNvAoqsBWAAtnd1u5wqgJYj+WfEFjjoOh4MrgDTK6/XCarWyIKWYamhogBCC28CINGR0dBT/8i//gsbGRtx+++345Cc/yUHPtCQsgOJk8+bNMJvNOHz4sOooKzY3N4eenh5u/7qIZD4JbHBwEDabDTk5Oaqj6E5hYSH8fr9hVgnGm8/nQ3p6OtLT01VHSVpFRUUYGRnh16wGeb1eOJ1OLv2nmFq9ejWqqqpYABFpREdHB/7pn/4JExMTeOCBB3DjjTfy+z4tGQugOFm1ahUaGhpw7Ngx3R+h2dHRASklC6CLyM3Nhc1mS8o5QENDQ+dOQqOlsdvtWFhYwJkzZ1RH0QWfz8fVP4o5HA4Eg0FMTk6qjkLnkVJiYGCA278oLjZt2oTh4WFu/yRSKHrE+7/9278hMzMTX/ziF/lcRsvGAiiOtm/fjunpabS3t6uOsiJtbW2w2WyoqKhQHUWThBBJOwh6eHgYDodDdQxd4klgS+Pz+c4NIiY1on/XuQ1MW/x+P4LBIAdAU1xs3LgRALgKiEiRUCiEH/3oR3j88cfR0NCAv/3bv+V2X1oRFkBxVFdXh7S0NF2fBialRFtbG9avXw+TiV8uFxMtgJJpa8T09DSmp6dRUlKiOoouRVezcA7Qpc3Pz2NycpIrgBTjSWDa5PV6AXAANMVHTk4OysvL0dTUpDoKUdKZnJzEv/7rv+LQoUN43/veh89+9rOw2WyqY5HO8Yk+jsxmM7Zs2YKmpibdnhDl9/sxNjbGZYaX4HQ6MT8/j7GxMdVREoYngK1MTk4OLBYLVwBdhuifEQsgtTIyMpCWlsatIBrT39+PlJQUrsakuNm0aRN6e3sxMTGhOgpR0uju7sb//b//F8PDw7jnnntw6623cuQCxQQLoDjbtm0bgsEgTpw4oTrKsrS1tQEAC6BLSMZB0NECiA8dyyOEQEFBAVcAXYZo4cAtYGoJIeBwOFgAaYzX60VxcTHMZrPqKGRQmzZtAgCuAiJKkBMnTuAb3/gGrFYr/vZv//bcVkyiWGABFGdr165FTk6ObreBtbW1obCwEPn5+aqjaFp0EHJ/f7/qKAkzNDSEtLQ0ZGVlqY6iW3a7nSuALoPP54PJZEJBQYHqKEmvqKiIW8A0REqJ/v5+bv+iuLLb7XA4HHjzzTdVRyEyvP379+Ohhx5CSUkJ/vZv/5Yr7SnmWADFmRACO3bsQGtrq+5O+wmHw+js7OTqn8tgtVpRUFCQdCuAeALYyhQWFiIQCOj+pMB4GxkZQX5+Plc4aIDD4cD09DRmZ2dVRyG8NR9iZmaGBRDF3aZNm3D69GnMzMyojkJkSFJKPPPMM/jxj3+MmpoafO5zn8Pq1atVxyIDYgGUADt37oSUUnergLq7uxEMBlkAXaZkOglMSnmuAKLls9vtWFxcxPj4uOoomsYj4LUjuuWT28C0IToAmieAUbxt2rQJUkrdjjQg0jIpJX72s5/hySefxPbt23HvvffCarWqjkUGxQIoAex2OyoqKnDo0CFdnRLV1tYGk8mE6upq1VF0wel0IhAI6Hbg91JMTU1hbm6OBdAK8Sj4S5NS8gh4DeFJYNrS398PIcS5OXRE8eJyuZCXl8c5QEQxFg6H8f3vfx8vv/wybrjhBnzyk5/kimeKKxZACbJz504MDQ3pakZMW1sb3G43jxu8TE6nE1LKpNgGxhPAYoNHwV/a+Pg4QqEQVwBpRF5eHiwWCwsgjfB6vSgsLOQ7xRR3Qghs2rQJbW1tmJ+fVx2HyBDm5+fx4IMP4tixY7jttttw++23c7QCxR0LoATZunUrzGYzDh06pDrKZZmenobX60Vtba3qKLqRTCeBsQCKjYyMDFitVq4Aehc8AUxbhBAoKiriFjCN8Hq9nP9DCbNx40aEw2G0tLSojkKke9PT0/jGN76Bzs5OfOITn8BNN93E8ocSggVQgqSnp6OhoQFHjx5FOBxWHeeSOjo6IKXk/J8lyM3Nhc1mS4o5QENDQ1i9ejUyMjJUR9E1IQTsdjtXAL2LaDnGAkg7eBKYNszOzmJiYoIFECVMZWUlMjIy0NjYqDoKka6Njo7i61//OoaGhnDvvfdi586dqiNREmEBlEA7d+7EzMwMWltbVUe5pLa2NqSlpfGF5RIIIeByuc4N5TQyDoCOncLCQq4Aehc+nw9paWk8CUNDHA4HxsfHsbCwoDpKUuMAaEo0k8mEjRs3orm5GaFQSHUcIl0aGBjAv/zLv2BmZgaf+9znUF9frzoSJRkWQAlUW1uLjIwMzW8Dk1Kira0N69evh8nEL5GlKC0txcDAgKGP9eYJYLFlt9sxNjami5WBKoyMjMBut3NZtIY4HI5zw7lJnWgBxDdqKJE2bdqEYDCIjo4O1VGIdKe3txf/+q//ipSUFHzhC1+A2+1WHYmSEJ/uEyglJQXbt2/HyZMnMTs7qzrORQ0PD2NycpLbv5bB5XJhYWHB0Ft6JicnMT8/zwIoRgoLCyGlxOjoqOoomhQtgEg7eBKYNvT39yM3Nxfp6emqo1ASqa6uhs1m4zYwoiXq7e3FN7/5TaSnp+MLX/gCHA6H6kiUpFgAJdjOnTuxuLiIN954Q3WUi2prawMAFkDLEF2Kb+RtYBwAHVvRo+CNXBouVzAYxOTkJOf/aExhYSGEECyAFPN6vdz+RQlnNpvR0NCAEydOGHq1M1EsnV/+fP7zn0dubq7qSJTEWAAlmNPphNPp1PQ2sLa2NhQVFfGb0zI4HA6YzWb09/erjhI30VPOWADFRnR1C7fTvBMHQGuT2WxGQUEBTwJTKBgMwu/3c/sXKbFp0ybMzMygq6tLdRQizWP5Q1rDAkiBnTt3ore3V5PvnoZCIZw6dYqrf5YpJSUFJSUlhl4BNDw8jMzMTG47iJH09HSkp6dzBdAFRAsGbgHTHofDocmfYcliYGAAUkoWQKREbW0tLBYLt4ERXQLLH9IiFkAKbNu2DSaTSZOrgLq6uhAKhVgArUBpaSm8Xi+klKqjxAUHQMee3W7nCqAL8Pl8EEKc2yZH2lFUVAS/388tIIrwBDBSyWq1oqamBo2NjYZ9rUO0Uix/SKtYACmQmZmJ2tpaHDlyRHMvntva2pCSkoKqqirVUXSrtLQUc3NzGB8fVx0l5qIngJWUlKiOYiiFhYVcAXQBIyMjyM/Ph9lsVh2F/oDD4cDi4iICgYDqKEmpv78fq1evRnZ2tuoolKQ2bdqEiYkJQ694Jloulj+kZSyAFNm5cycmJyc1d4xmW1sbKisrYbVaVUfRLSMPgh4bG8PCwgJPLogxu92OiYkJLCwsqI6iKTwBTLui3wM4B0iN6ABoIYTqKJSkGhoaYDKZuA2M6A+w/CGtYwGkSENDA9LS0jS1DWxqagoDAwOora1VHUXXnE4nTCaTIQdB8wSw+OBJYO8kpYTP5+MAaI3iUfDqhMNhDA0Ncf4PKZWeno6qqioWQETnYflDesACSBGLxYKtW7eisbER8/PzquMAANrb2wHw+PeVslgsKCoqMuQKIBZA8RFd5cIC6PcmJiYQCoVYAGmUzWZDdnY2CyAFhoeHsbi4yAKIlNu0aRNGRkb4fYAILH9IP1gAKbRz506EQiEcP35cdRQAQGtrK1avXs2hkjFQWlpq2BVAOTk5WLVqleoohlJQUACAR8GfL/pnwS1g2uVwOLgFTAEOgCat2LhxIwBwFRAlPa/Xy/KHdIMFkEIVFRWw2+2a2AYmpUR7ezvWr1/PmQIx4HK5MDk5iampKdVRYoongMWHzWZDVlYWVwCdJ1oscAWQdhUVFWFkZISnACWY1+uF1Wrl6XikXHZ2NtasWYOjR4/y+wAlLZ/Ph3/7t39DWloayx/SBRZACgkhsHPnTpw+fRqjo6NKswwODmJqaorbv2IkujTfSKuAIpEIRkZGWADFSWFhIVcAnWdkZAQ2mw0ZGRmqo9BFOBwOzM/PY3JyUnWUpNLf388B0KQZ27Ztw/DwMAYHB1VHIUq4iYkJfPOb34QQAn/1V3/F8od0gQWQYjt27IAQQvkqoLa2NgCc/xMrTqcTgLFOAhsdHUUoFGIBFCc8Cv7togOg+ZCrXTwJLPEikQgGBga4/Ys0Y8uWLTCZTDh69KjqKEQJNTMzg29+85uYm5vDX/7lX3JVJukGCyDFcnJyUF1djcOHDytdPtvS0oLi4mJkZ2cry2AkaWlpyM/PN1QBxAHQ8WW32zE9PY25uTnVUTRhZGSE2780jieBJZ7P50MwGERZWZnqKEQAgNWrV6O2tpbbwCipzM/P49vf/jbGxsZw//33s5QnXWEBpAE7d+7E6Ogourq6lNx/YGAAnZ2d2LJli5L7G5XRBkFHC6Dou/4UW9GHaW4DA4LBICYmJjgAWuMyMjKQlpbGAiiB+vr6AIAFEGnK9u3bMTExoex1LFEihcNhPPTQQ/B6vbj77ruxdu1a1ZGIlmRFBZAQ4kNCiFYhREQIsTVWoZLNpk2bYLValW0De+aZZ2Cz2XDdddcpub9RlZaWIhAI4OzZs6qjxMTQ0BDy8vJgtVpVRzEkrqb4vehWOK4A0jYhBE8CSzCv1wuLxcK/G6QpDQ0NSE1N5TYwMrxIJILvf//76OjowJ/+6Z+ioaFBdSSiJVvpCqAWAB8E8FoMsiQtq9WKLVu24Pjx41hYWEjovUdGRnD8+HFce+21SEtLS+i9jS66HNQoq4B4Alh8FRQUwGw282EaPAFMT4qKilhaJlBfXx9cLhdMJi7gJu2wWq3YuHEjjh8/jnA4rDoOUVxIKfHII4+gsbERd9xxB3bs2KE6EtGyrOgVhJSyXUrZGaswyWznzp2Yn59HY2NjQu/7zDPPwGw24/rrr0/ofZOBkU4CW1xchM/nYwEURyaTCYWFhXyYxlsFkBACBQUFqqPQJTgcDkxPT2N2dlZ1FMOLRCLo7+/n9i/SpO3bt2N2dvbcoSJERvPEE0/gwIEDuOWWW/jcRLrGt5A0Yu3atcjLy0voNrDR0VEcPXoU11xzDY9ajoPMzExkZWUZYhC03+9HOBxmARRnDoeDBRDemoOUl5cHi8WiOgpdQnSVFleuxR8HQJOWrV+/Hunp6Thy5IjqKEQx99xzz2Hfvn3YvXs33v/+96uOQ7QilyyAhBAvCCFaLvDxgaXcSAhxtxDimBDiWCAQWH5igxJC4Oqrr0Z7ezs6OxOzqOrZZ5+FyWTCjTfemJD7JaPS0lJDFEDRUoIFUHw5HA6Mjo4iFAqpjqIUTwDTj+hQ+OiQeIqf6M8SFkCkRSkpKdi6dStOnDiB+fl51XGIYubAgQP45S9/ia1bt+Kuu+6CEEJ1JKIVuWQBJKW8QUpZd4GP/1nKjaSUD0spt0opt3JZ/4XdcMMNyM/Px6OPPhr3PdQTExM4ePAgrrrqKh79HkculwsjIyO6f6AfGhqCEIIP5XFWVFQEKWVSnwQW/f3zBDB9iA6GHxwcVB3F8Pr6+jgAmjRt+/btCIVCOHHihOooRDHR1NSEH//4x6itrcUnP/lJzl8jQ+BXsYZYLBbceeedGB4exosvvhjXe+3btw9SStx0001xvU+yKy0tRSQS0f3D0dDQEAoKCpCamqo6iqFFV1Mk83aayclJLCws8CFXJ4QQKCkp0f33OD3gAGjSOrfbjby8PG4DI0Po6enB97//fZSVleEzn/kMzGaz6khEMbHSY+D/WAgxAGAngKeEEPtiEyt51dfXY8OGDfjtb3+LiYmJuNxjamoK+/fvx86dO5GXlxeXe9BbooOg9b4NbGho6Fw5QfFjt9shhEjqOUA8AUx/ogWQlFJ1FMPiAGjSAyEEtm3bhvb2dkxPT6uOQ7Rso6Oj+Pd//3dkZWXh/vvvh9VqVR2JKGZWegrYE1JKp5TSKqW0SylvjlWwZPbhD38YUkr87Gc/i8v1n3/+eYTDYezZsycu16ffy83NRVpamq4LoHA4zBPAEsRisSA/Pz+pC6Do9jduAdOPkpISzM7O4syZM6qjGFZ0AHT0TQUirdq2bRsikQiOHz+uOgrRsszOzuJb3/oWFhcX8cADD/CgHDIcriPWoLy8PLz3ve9FY2MjWltbY3rt2dlZvPrqq9i2bRsKCwtjem16JyEESktLdX0UvN/vRyQSQUlJieooSSHZTwIbGRmBzWZDZmam6ih0maLfG7gNLH44AJr0ori4GCUlJdwGRroUDofx0EMPYWxsDPfeey/fjCJDYgGkUTfeeCPsdjseffTRmA4QfuGFFxAMBrF3796YXZPencvlwsDAABYXF1VHWZboQx23gCVGUVHRudItGY2MjJzbCkf6wAIo/qIDoPl9mPRg+/bt6O7uxujoqOooRJdNSokf/ehHOH36ND7xiU9g7dq1qiMRxQULII0ym8246667EAgEsG9fbEYrzc3N4aWXXsLmzZv5IjKBXC4XwuGwbgf7Dg0NwWQycSZLgjgcDoTDYQQCAdVRlPD5fPxa05n09HRkZ2ezAIojr9fLAdCkG1u3bgUAHD16VHESosv361//GkePHsUf/dEf4YorrlAdhyhu+EpCw9avX4+tW7fi2Wefjcm7KK+88grm5+dxyy23xCAdXa7ozAa9bgMbHh5GYWEhTz9IkGQ+CSwYDGJ8fJwFkA7xJLD4iUQi8Hq93P5FupGXl4e1a9fi6NGjHA5PunDgwAE8/fTTuPrqqzkjlQyPBZDGfehDH4LJZMJjjz22oh+iwWAQL7zwAurr6+FyuWKYkC7FbrcjNTVVt4OgBwcHOQA6gaLlRzLOAfL7/QA4AFqPSkpKMDw8nLRbF+OJA6BJj7Zt24bh4WEWw6R5bW1teOSRR1BbW4u77rqLW9DJ8FgAaVx2djbe9773obm5GSdPnlz2dV599VXMzs5y9Y8CJpMJTqdTlwVQKBRCIBBgAZRAq1atQnZ2dlIWQNETwLgCSH9KSkoQDofPlXgUOxwATXq0efNmmEwmDoMmTRsYGMB//Md/oLi4GHfffTdSUlJURyKKOxZAOnDdddehuLgYP/vZz7CwsLDkXx8KhfD8889j/fr1cLvdcUhIlxI9CUxvS6FHRkYgpeTMqARL1pPARkZGIITgCYU6xEHQ8cMB0KRHq1evRl1dHd544w3dvfah5DA5OYkHH3wQNpsN999/P2w2m+pIRAnBAkgHUlJS8JGPfARjY2N4+umnl/zr9+/fj6mpKa7+UcjlcmF+fl53g32HhoYAgEfAJ1hRUdG58i2ZjIyMIDc3FxaLRXUUWqKioiKYTCYWQHHAAdCkV9u2bcPExAS6urpURyF6m/n5eTz44IM4e/Ys/uIv/gI5OTmqIxElDF9N6MTatWuxY8cOPPfcc+e2SVyOcDiMffv2Yc2aNTzOUCG9DoIeGhpCSkoKV2QkmMPhQDAYxOTkpOooCcUTwPTLYrGgsLCQBVCMSSk5AJp0q6GhAVarldvASFMikQi+973vYXBwEHfffTecTqfqSEQJxQJIR2677Takpqbi0UcfveyVAYcPH8bExATe+973cqiZQsXFxTCZTLqbAzQ0NAS73c490QkW3eqRTNvApJQsgHSOJ4HFHgdAk55ZrVZs3LgRx48fRzgcVh2HCADwy1/+Ei0tLbjrrrtQW1urOg5RwrEA0pHMzEz80R/9Edrb23H8+PFz/7+UEnNzcxgeHkZHRweOHDmC5557Dj//+c/xm9/8BuXl5Vi/fr3C5GQ2m1FSUqLLFUAcAJ14yVgATU5OIhgM8gQwHSspKcHo6CiCwaDqKIbR19cHgAOgSb+2bduGubk5tLa2qo5ChAMHDuCFF17Addddh927d6uOQ6SEWXUAWprdu3fjwIED+OlPf4oXX3wRZ86cwZkzZy74zorFYkFubi7uuOMOrv7RAJfLhebmZkgpdfHfIxgMYnR0FLt27VIdJemsXr0a6enpSVUARbe2sgDSr5KSEkgpMTQ0hIqKCtVxDIEDoEnv1q9fj9WrV+Po0aPYsGGD6jiUxE6fPo2f/OQnqK2txYc+9CHVcYiUYQGkMyaTCR/72MfwyCOPIDU1FWvWrEFWVtYFP6xWqy6KhmRRWlqKgwcP4syZM8jOzlYd55JGRkYAgCuAFBBCnBsEnSyiv1duAdOv808CYwEUGxwATXqXkpKCrVu34sCBA5ifn+dJS6TE6OgoHnroIRQUFODP//zP+T2VkhoLIB0qLS3F3/3d36mOQUsUneHg9Xp1UQBFTwBjAaSGw+FAU1OT6hgJ4/P5YLVakZWVpToKLVN+fj6sVivnAMVIdAD0zp07VUchWpFt27bhlVdeQVNTE3bs2KE6DiWZ6IlfAHDfffchLS1NcSIitVh/EiWI0+mEEEI3g6CHhoZgNptRUFCgOkpScjgcmJmZwfT0tOooCTEyMoKioiKuWtQxIQQcDgcLoBiJDoDm/B/SO7fbjby8PJ4GRgkXPfHL5/PhM5/5DE+1JQILIKKEsVqtKCws1M0g6J6eHjidTi6TVSQ68yNZtoH5fD7O/zGA6Elgl3tSJV1cdAA0TwAjvRNCYOfOnWhvb8fo6KjqOJREzj/xq7q6WnUcIk3gkx1RApWWluqiAAqHw+jp6cGaNWtUR0la0Vk4yTAIemFhAePj45z/YwAlJSVJtXItnrxeLywWC7fhkiFcddVVEELg9ddfVx2FkkT0xK9rr72WJ34RnYcFEFECuVwujI2NYXZ2VnWUd9XX14dwOIy1a9eqjpK0cnNzkZqamhQrgPx+P6SUXAFkAE6nEwC4DSwG+vr6OACaDCMnJwcNDQ04cODABU+uJYql6IlfNTU1uOOOO1THIdIUvqogSqDoUn6trwLq6uoCAFRWVipOkryi81SSYQUQTwAzjvNPAqPliw6A5vYvMpLdu3djeno6qQ44oMSLnviVn5+PT3/60yzRif4A/0YQJdD5J4FpWVdXF4qKipCRkaE6SlIrKipKigLI5/NBCMHhjAawevVqZGZmsgBaIQ6AJiOqqalBfn4+Xn31VdVRyKCiJ35JKXH//ffzxC+iC2ABRJRA6enpyM3N1XQBJKVEV1cX5/9ogMPhwMTEBObn51VHiSufz3duyxvpX3QQNC0fB0CTEQkhsHv3bpw6dSop3tygxOKJX0SXhwUQUYK5XC5NbwEbGhrC3Nwc5/9oQHRLlNHnAI2MjHD+j4GUlJRgaGgIkUhEdRTd4gBoMqpdu3YhJSWFw6Ap5p588km0tLTgzjvvxLp161THIdIsFkBECVZaWnpueb8WRef/cAWQetGHPyMXQFJKFkAGU1JSglAohEAgoDqKbvX19cHpdHJ2BRlORkYGNm/ejEOHDmFhYUF1HDKIo0ePYt++fdi9ezeuueYa1XGINI2vLIgSrLS0FFJKDAwMqI5yQadPn0Z2djby8vJUR0l6BQUFSElJwdDQkOoocXPmzBkEg0EOgDYQDoJeGSkl+vv7Of+HDOuaa67B3Nwcjh07pjoKGUBfXx/++7//G2vXrsWHP/xh1XGINI8FEFGCuVwuANodBB2d/yOEUB0l6ZlMJhQWFhp6BRBPADOe4uJiCCFYAC2T3+/H/Pw8CyAyrDVr1sDhcHAYNK3Y1NQUHnroIWRkZOAzn/kMzGaz6khEmscCiCjBsrOzsXr1ak3OARobG8PExAS3f2mI0Y+C9/l8AMAtYAZisVhQWFjIAmiZent7AXAANBmXEALXXHMNent7NftmGGlfOBzGd7/7XczMzODee+/lybVEl4kFEFGCCSFQWlqqyRc90fk/HACtHQ6HA4FAAOFwWHWUuPD5fLBarcjOzlYdhWKIJ4EtHwdAUzLYvn07LBYLXnvtNdVRSIeklPjpT38Kj8eDT3ziE+dW1xPRpbEAIlLA7XZjYGAAc3NzqqO8TVdXF2w2Gx88NMThcEBKeW6ljNFEB0Bzy6GxlJSUIBAIaHbYvZZxADQlg7S0NGzbtg1Hjx7F2bNnVcchnXnllVdw4MAB3HLLLdi6davqOES6wlcXRArU1NRASomOjg7VUd4mOv+HDx7aEZ2NY9RtYDwBzJhKSkogpTTs1228cAA0JZNrrrkGwWAQR44cUR2FdKSjowOPP/44Ghoa8P73v191HCLd4VMekQIVFRVYtWoVWltbVUc5Z3Z2FkNDQ5z/ozFFRUUQQhhyEPTc3BzGxsbgdDpVR6EY40lgyxMdAM35P5QMysrKUFZWhtdeew1SStVxSAdGR0fx8MMPw26341Of+hRXDxMtAwsgIgVMJhPWrVuH1tZWzbzo8Xg8AMACSGMsFgvy8vIMuZJiYGAAALh334Dy8/NhsVhYAC1RX18fAHAFECWN3bt3Y3BwEN3d3aqjkMYFg0F85zvfgZQS9957L2w2m+pIRLrEAohIkdraWkxMTGhmZcfp06dhNptRXl6uOgr9AaOeBBY9CY8FkPGYTCYUFxezAFqivr4+WCwWOBwO1VGIEuKKK66AzWbjkfD0rqSU+MEPfoChoSF8+tOfRmFhoepIRLrFAohIkZqaGgBAW1ub4iRv6erqQllZGSwWi+oo9AccDgd8Ph8ikYjqKDHV39+PzMxMZGZmqo5CccCTwJYuOgA6JSVFdRSihLBardi5cyeOHz+OmZkZ1XFIo5566ik0Njbi9ttvP/f6mYiWhwUQkSJ5eXmw2+2amAO0sLCAvr4+bv/SqKKiIoTDYYyOjqqOElP9/f2cdWJgTqcT09PTmJ6eVh1FFzgAmpLV7t27EQ6HcejQIdVRSIMaGxvxm9/8Bjt27MD111+vOg6R7rEAIlKopqYGp06dQigUUpqjt7cXi4uLWLt2rdIcdGHR7SBa2S4YC+FwGENDQ9z+ZWAcBL00HABNyaq4uBhr1qzhMGh6h8HBQfzgBz9AeXk5/uRP/oRDn4ligAUQkUK1tbUIhULo6upSmqOrqwtCCFRWVirNQRcWLYCMNAdoaGgIkUiEBZCBsQBaGg6ApmR2zTXXwO/3o6OjQ3UU0oiZmRl85zvfgc1mwz333MMRBUQxwgKISKGqqiqYzWbl28BOnz6N4uJipKWlKc1BF7Zq1SpkZWUZqgDiAGjjy8jIQEZGBgugy9TX1wez2cwB0JSUNm/ejNWrV+O1115THYU0YHFxEQ8//DAmJydxzz33IDs7W3UkIsNgAUSkkNVqxZo1a5QOgo5EIvB4PNz+pXFGOwmsv78fNpsNBQUFqqNQHJWUlGBgYEB1DF3wer0cAE1Jy2w2Y9euXWhqasLk5KTqOKTYz3/+c3R2duJjH/sYKioqVMchMhQWQESK1dTUYHBwUNkLnoGBAQSDQQ6A1jiHw4GRkRHDzEeIPuxyP7+xlZSUnNvuRxcnpYTX60V5ebnqKETK7N69G5FIBAcOHFAdhRTav38/Xn75Zdxwww3YsWOH6jhEhsMCiEix2tpaAOqOg4/OH2IBpG1FRUWYn5/HmTNnVEdZMSklBgYGuP0rCZSUlCAUChnuBLtY4wBoIqCgoAA1NTV4/fXXsbi4qDoOKeDxePDTn/4UNTU1uO2221THITIkFkBEipWUlCAzM1NZAXT69Gnk5eUhJydHyf3p8hhpEHQgEEAwGGQBlAQ4CPryeDweAOBWB0p61113HSYmJnD06FHVUSjBJiYm8NBDDyEvLw+f/vSnYTLxMZUoHlb0N0sI8f8JITqEECeFEE8IIbJjlIsoaQghUFNTg7a2toRvk5BSoquri6t/dMBIBZDX6wUArnZIAsXFxRBCsAC6hO7ubqSlpXEANCW9uro6uFwuPP3009w6mkQWFhbwne98B6FQCPfeey8PJSGKo5VWq88DqJNSNgA4BeCLK49ElHxqamowOzt77sE4UQKBAKamplgA6UBGRgbS0tIMUQD19/cjJSWFD7tJIDU1FQUFBSyALsHj8cDtdnMmFiU9IQRuvfVW+P1+vPHGG6rjUAJIKfHf//3f6O/vx6c+9Sm+NiCKsxUVQFLK56SU4d/942EAzpVHIko+NTU1ABI/Byg6/4cngGmfEOLcIGi96+/vh8PhgNlsVh2FEqCkpIQF0LuYm5vD0NAQKisrVUch0oQNGzbA6XRyFVCSeO655/DGG2/gAx/4ABoaGlTHITK8WG6u/DMAz8TwekRJIyMjA6WlpWhtbU3ofbu6upCeno6ioqKE3peWp6ioyDArgLj9K3mUlJTA7/cjFAqpjqJJPT09AAC32604CZE2CCHw3ve+FyMjI3jzzTdVx6E4am5uxhNPPIErrrgCe/bsUR2HKClcsgASQrwghGi5wMcHzvucLwEIA/jJu1znbiHEMSHEsUAgEJv0RAZSW1uL7u5unD17NmH3PH36NNasWcNtBzrhcDgwPT2N2dlZ1VGWbWpqClNTU3A6uWA0WZSUlEBKiaGhIdVRNMnj8UAIwQHQROfZtGkTHA4HnnrqKUgpVcehOBgZGcH3v/99uFwufPzjH+drUaIEuWQBJKW8QUpZd4GP/wEAIcSfArgVwEflu3yHllI+LKXcKqXcWlBQELvfAZFB1NTUIBKJoLOzMyH3m5qagt/v5/wfHTHCIGgOgE4+PAns3Xk8HjidTlitVtVRiDQjugpoaGgIjY2NquNQjM3OzuLBBx+ExWLBPffcg9TUVNWRiJLGSk8B2wPgbwC8X0o5F5tIRMnJ7XbDarUmbBtYdP4PCyD9MEIB1N/fDwBcAZRECgoKYLFYWABdQCQSQU9PD+f/EF3Ali1bYLfbuQrIYMLhML773e9iYmIC9957L3Jzc1VHIkoqK50B9CCADADPCyGahBDfjUEmoqRkNpuxbt06tLW1JeSFTldXFywWC1di6Ehubi5SU1N1XwDl5+dj1apVqqNQgphMJhQXF7MAuoDBwUEEg0EWQEQXYDKZ8N73vhcDAwM4efKk6jgUA1JK/PSnP8WpU6fwp3/6p5x9RqTASk8BWyOldEkpN/7u47OxCkaUjGpqajA6OopEzMnq6upCRUUFT2LSESEE7Ha7rk8C4wDo5MSTwC7M4/EAAAsgoou44oorUFhYiN/+9rdcBWQAzz//PA4cOID3vve92LZtm+o4REkplqeAEdEKRY+Dj/c2sPn5eXi9Xh7/rkPFxcW6XQE0Pz8Pv98Pl8ulOgolWElJCaampjA9Pa06iqZ4PB5kZ2dzCwTRRZhMJuzduxderxctLS2q49AKnDhxAr/61a+wZcsWvO9971MdhyhpsQAi0pDCwkLk5+ejra0trvfp6emBlJLzf3SoqKgI4+PjCAaDqqMs2cDAAACwAEpCHAR9YR6PB263m6ffEL2L7du3Iz8/n6uAdGxgYAD/+Z//idLSUnziE5/g9zwihVgAEWlMbW0tOjs7EQ6H43aP06dPQwjBvdc6FB0ErcdtYNEB0CyAkg8LoHeanJzE2NgYt38RXUJKSgr27t2L3t7euL9BRrE3NTWFBx98EKtWrcJ9993HE7+IFGMBRKQxtbW1CAaD52ZDxENXVxdcLhdsNlvc7kHxES2AhoaGFCdZuv7+fmRkZCArK0t1FEqwjIwMZGRknFsFRkB3dzcAzv8huhw7duxAbm4uVwHpTCgUwne+8x3Mzs7i/vvv589/Ig1gAUSkMdXV1TCZTHGbAxQOh9Hd3c35Pzplt9ths9nQ09OjOsqSeb1euFwuLv1OQkIIVFRU6PLrNl48Hg/MZjNXxBFdBrPZjD179qC7uxudnZ2q49BlkFLiRz/6EXp6evBnf/Zn/F5HpBEsgIg0xmazobKyMm7LnPv7+xEKhTj/R6eiD9LR1QN6EQ6HMTw8zBeASayiogLDw8OYm5tTHUUTuru7UV5ezpMYiS7TlVdeiezsbPz2t79VHYUuw1NPPYU33ngDf/RHf4RNmzapjkNEv8MCiEiDamtr0d/fj6mpqZhf+/Tp0wDAAkjH3G43BgcHdTUIemRkBOFwmAVQEovOHOvt7VUbRANCoRD6+vq4/YtoCaKrgE6fPo1Tp06pjkPv4tixY/jNb36DHTt2YM+eParjENF5WAARaVD0OPj29vaYX7urqwuFhYXIzMyM+bUpMdxuNyKRCPr6+lRHuWxerxcAUFpaqjgJqVJeXg4hhO5Wr8WD1+vF4uIiCyCiJbrqqquQmZmJp556SnUUuoje3l788Ic/RGVlJT72sY9x2zeRxrAAItKg0tJSrF69OuZzgMbGxtDW1oZ169bF9LqUWBUVFQCgqwfpgYEBpKamoqCgQHUUUsRms8HhcOjq6zZeokP+eRIj0dJYLBbcfPPN6OjoQFdXl+o49AcCgQAefPBBZGZm4p577uEWVyINYgFEpEFCCKxfvx5tbW0xPe3i5z//OYQQuOWWW2J2TUq89PR02O12XT1Ie71eOJ1OmEz8sZPM3G43enp6kv4UH4/Hg8LCQmRkZKiOQqQ7u3fvRkZGBlcBacz09DS+9a1vIRKJ4IEHHuD3NyKN4itxIo2qra3F9PR0zI5NbmtrQ2NjI2655Rbk5OTE5JqkjtvtRnd3ty4epKWU6O/v5/wfgtvtxtzcHPx+v+ooykgp4fF4uP2LaJlSU1Nx0003oa2t7dxcQ1IrGAziwQcfxMTEBO677z4UFRWpjkREF8ECiEijonOAYrENLBwO47HHHkNhYSFuvPHGFV+P1HO73ZiensbY2JjqKJc0NjaG+fl5FkB0bsuTnlavxVogEMD09DQLIKIVuOaaa5CXl4ef/OQnCIfDquMktcXFRTz88MPo6+vDpz/9aX5vI9I4FkBEGpWVlQWn0xmTAuill16Cz+fDHXfcwf3YBqGnB2kOgKaooqIi2Gw2XXzdxkv0986HJKLls1qt+MhHPoLh4WHs27dPdZykJaXEI488gpaWFnz0ox/Fhg0bVEcioktgAUSkYTU1NfB4PJiZmVn2Nc6cOYPf/va3qK+vR319fQzTkUrFxcWwWq26eJDu7++HyWRCcXGx6iikmBACFRUV6OnpUR1FGY/Hc24gNhEtX11dHbZu3Yqnn34aPp9PdZyk9Otf/xoHDx7Erbfeiquvvlp1HCK6DCyAiDRs+/btEELgoYceQigUWtY1fvnLX2JxcRF33HFHjNORSiaTCeXl5bopgIqKimCxWFRHIQ1wu90YGBhAMBhUHUWJ6PwfHo1MtHIf/vCHkZqaikceeUQXM/GM5NVXX8XTTz+Nq6++GrfeeqvqOER0mVgAEWmY0+nEJz/5SXR1deG//uu/lvzixuPx4MiRI7jxxhtRWFgYp5SkitvtRn9//7LLwUThAGg6n9vthpQSfX19qqMk3NmzZzE0NMTj34liJDMzEx/84Adx6tQpHDp0SHWcpNHY2IhHH30UDQ0N+MhHPsJCm0hHWAARadzWrVvxoQ99CG+++SZ+8YtfXPavi0QiePTRR5GTk4O9e/fGMSGp4na7EYlENP0gPT09jcnJSc7/oXMqKioA6GN+Vaz19PRASok1a9aojkJkGFdddRXWrFmDX/ziF5ienlYdx/BOnz6N73//+6ioqMCnP/1pmEx8nCTSE/6NJdKB66+/Htdffz1eeOEFvPDCC5f1a/bv34/+/n7cfvvtsFqtcU5IKujhQbq/vx8AuAKIzklPT4fdbtf01228eDweCCFQXl6uOgqRYQgh8Cd/8ieYn5/Hz3/+c9VxDG1oaAjf+c53kJeXh/vuuw+pqamqIxHRErEAItIBIQRuv/12bN68Gb/4xS9w/Pjxd/382dlZPPnkk6iursaWLVsSlJISLSMjAwUFBZp+kI4WQE6nU3ES0pLoIOhkm9nh8XjgdDphs9lURyEyFIfDgT179uDIkSNob29XHceQJiYm8K1vfQtmsxl/+Zd/idWrV6uORETLwAKISCdMJhP+7M/+DG63G//1X/+F06dPX/Rzn3zySZw9exZ33nkn92UbnNvtRnd3t2YfpPv7+5GXl4f09HTVUUhD3G43pqamMD4+rjpKwkQiEfT09PD4d6I42bt3L+x2Ox555BEsLCyojmMoMzMz+Na3voWzZ8/igQceQF5enupIRLRMLICIdMRiseC+++5DXl4evvOd72B4ePgdn9Pf34/XX38d1157LY/dTgJutxtnzpzBxMSE6igX5PV6ufqH3iE6BFnLq9dibWhoCPPz8xwATRQnFosFf/Inf4LR0VE89dRTquMYxszMDL7xjW8gEAjgnnvu4ZZuIp1jAUSkM+np6XjggQdgNpvx7W9/G2fOnDn376SUePTRR7F69WoeyZkktDwHKBgMwu/3cwA0vUNJSQksFosmv27jxePxAABXABHFUVVVFXbt2oXnnnsOg4ODquPoXrT88fv9uO+++7Bu3TrVkYhohVgAEelQfn4+7r//fszMzODb3/425ufnAQBHjx6Fx+PBH//xHyMtLU1xSkoEp9Op2QfpwcFBSCn5biG9g8lkQnl5uSa/buPF4/EgMzOTWyeI4uz2229HWloafvzjHyMSiaiOo1t/WP6sX79edSQiigEWQEQ6VVZWhrvvvhuDg4N4+OGHMTs7i1/84hcoLy/Hrl27VMejBElJSdHsgzRPAKN343a70d/fj1AopDpKQng8HlRWVnIuG1Gcpaen44477kBPTw9ee+011XF0ieUPkXGxACLSsbq6Onz0ox9Fa2sr/uEf/gHT09O46667+ICRZKIP0uFwWHWUt+nv70d6ejpycnJURyENcrvdWFxcPFcUGtnU1BRGR0exZs0a1VGIksK2bduwfv16PPHEE5icnFQdR1dY/hAZGwsgIp276qqrcOutt2JiYgK7du1CeXm56kiUYBUVFQiHw/B6vaqjvI3X64XL5WIhSRek5flVsRad/8MB0ESJIYTARz/6USwuLuKxxx5THUc3WP4QGR8LICIDuPXWW/HAAw/gwx/+sOoopEB0qKyWHqQjkQgGBwe5/YsuKisrC3l5eejp6VEdJe66u7thNps5EJ0ogQoKCnDrrbeisbERb775puo4msfyhyg5sAAiMgAhBGpra2G1WlVHIQWig2W1VACNjIwgHA6zAKJ3VVFRcW51jJF5PB6UlZXBbDarjkKUVG688UaUl5fjBz/4Afr6+lTH0SyWP0TJgwUQEZEBuN1uTRVAHABNl8PtdmNiYsLQMzrC4TD6+vp4/DuRAikpKbjvvvuQkZGBBx98EKOjo6ojaQ7LH6LkwgKIiMgAog/SExMTqqMAeGv+j8ViQVFRkeoopGHROUBG3gbm9XoRDodZABEpkpmZib/4i79AOBzGt7/9bczOzqqOpBlnzpxh+UOUZFgAEREZQHS4rFYepPv7+1FSUgKTiT9m6OJKS0thNps1tXot1jgAmkg9h8OBe++9F6Ojo3jooYc0d2qmCv39/fja176GQCDA8ocoifCVORGRATidTs08SEsp0d/fz+1fdEnRwchaKS7jwePxoKCgAJmZmaqjECW1tWvX4hOf+AROnz6NH/7wh5BSqo6kTFNTE77+9a8DAL7whS+w/CFKIpxGSERkAGazGWVlZZoogMbGxjA3N8cTj+iyVFRU4LXXXsPi4iJSUlJUx4kpKSU8Hg9qampURyEiAFdccQXGx8fxq1/9Crm5ufjgBz+oOlJCSSmxb98+PPHEE6ioqMC9997LcpooyXAFEBGRQbjdbvT19Slf2n7y5EkAwLp165TmIH1wu90IhUIYHBxUHSXmxsbGMDU1xfk/RBpy00034ZprrsG+ffvwyiuvqI6TMOFwGD/84Q/xxBNP4IorrsDnP/95lj9ESYgFEBGRQbjdboTDYQwMDCjN0dTUhOLiYhQWFirNQfoQHQSthdVrsdbV1QUALICINEQIgTvvvBMNDQ147LHHzr1pYWTT09P4xje+gcOHD+MDH/gAPvWpT8FisaiORUQKsAAiIjKI6JBZlQ/Ss7OzOH36NDZu3KgsA+lLbm4uMjMzDVkAtbW1ISMjAw6HQ3UUIjqPyWTCn//5n6O0tBTf+9730NvbqzpS3AwODuJrX/savF4vPvOZz+CWW26BEEJ1LCJShAUQEZFBZGdnIycnR+mDdHNzMyKRCAsgumxCCFRWVhpuEHQkEkFLSwtqa2t5Gh6RBlmtVtx///3IyMjAgw8+iNHRUdWRYu7kyZP4l3/5FywuLuKv//qvsXnzZtWRiEgxviIhIjIQt9uttABqampCdnY2B0DTklRUVMDv92NmZkZ1lJjp6enB7Ows6uvrVUchoovIzMzEAw88gMXFRXzrW9/C7Oys6kgxIaXE888/j+985zuw2+344he/iLKyMtWxiEgDWAARERmI2+0+N3g20RYWFtDS0oKNGzdyeTktSXT7opFWATU3N8NkMvEEMCKNKyoqwr333ouxsTF84xvfgM/nUx1pRSYmJvDd734Xv/jFL7Bp0yb89V//NbKzs1XHIiKNYAFERGQgKucAtbe3IxQKcfsXLVlpaSlMJpOh5gA1NzdjzZo1SEtLUx2FiC5h7dq1uOeeezAxMYF//Md/xOuvvw4ppepYSxKJRPDiiy/iK1/5ClpbW3Hbbbfh7rvvRmpqqupoRKQhLICIiAzE5XIhJSVFyYN0U1MTVq1ahaqqqoTfm/TNarWipKTEMAXQxMQEBgYGuP2LSEfq6urw5S9/GW63G4888gj+4z/+Qzdbwvr6+vC1r30Njz/+ONasWYP//b//N2666SauxiWidzCrDkBERLFjsVhQWlqa8AfpSCSCEydOoKGhASkpKQm9NxmD2+3GkSNHEIlEdD80ubm5GQBYABHpTHZ2Nv7qr/4KL7zwAp544gl89atfxSc+8QmsX79edbQLmp+fx69//Wu89NJLyMjIwKc//Wls2bKFxQ8RXdSKXmEJIf5BCHFSCNEkhHhOCFEcq2BERLQ8brcbvb29WFxcTNg9PR4PZmdnuf2Lls3tdmN+fh4jIyOqo6xYc3Mz8vPzUVRUpDoKES2REAI33ngjvvjFL8Jms+Gb3/wmfvnLXyIcDquOdo6UEo2NjfjKV76Cl156Cddccw3+z//5P9i6dSvLHyJ6Vyt9i+3/k1I2SCk3AvgtgC+vPBIREa2E2+1GKBTC4OBgwu7Z1NQEs9nMgbe0bCrnV8VSKBRCe3s76uvr+SBGpGMulwtf+tKXsHv3bjz33HP453/+Z00U1OPj43jooYfw3e9+F6tXr8bf/M3f4K677uK8MSK6LCvaAialPP+YmXQA+pqWRkRkQBUVFQDeepBOxHHsUko0NTVh/fr1sNlscb8fGVNBQQHS09PR3d2Nq666SnWcZevs7EQoFOL2LyIDSE1NxUc/+lHU1dXhRz/6Ef7xH/8Rd9xxB66++uqEF7yBQACHDh3CCy+8ACklbrvtNlx//fXcdk1ES7LiGUBCiP8L4OMAzgC49l0+724AdwNIyAMJEVGyys3NRVZWFrq7u/Ge97wn7vcbHBzE6Ogo9u7dG/d7kXEJIVBRUaH7o+Cbm5uRmprKYehEBrJhwwZ85StfwQ9+8AP85Cc/QWNjI6688krU1dXF9Y2PmZkZHDt2DEeOHEF3dzeEEGhoaMCHP/xh5OXlxe2+RGRclyyAhBAvALjQJvYvSSn/R0r5JQBfEkJ8EcD9AL5yoetIKR8G8DAAbN26lSuFiIjiRAgBt9udsK00TU1N516UEq2E2+1Ga2srzp49i1WrVqmOs2RSSjQ3N2P9+vWwWCyq4xBRDGVlZeEv//Iv8eKLL+LZZ5/F9773PZjNZqxbtw4bN27Ehg0bkJmZueL7hEIhnDhxAkeOHEFLSwsikQiKi4vxwQ9+ENu2bUNOTk4MfjdElKwuWQBJKW+4zGv9FMBTuEgBREREieN2u9HY2Ijp6WlkZGTE9V5NTU1wu90xeeFLyc3tdkNKid7eXs2euvNuhoeHMTY2xtVwRAYlhMANN9yA6667Dh6PB01NTWhqasIjjzyCn/zkJ3C73di4cSM2btyIwsLCy75uJBLBqVOncOTIEbz55puYn59HdnY2brjhBmzfvh1OpzOOvysiSiYr2gImhFgrpTz9u398P4COlUciIqKVig7U7enpievKnLGxMfT39+O2226L2z0oeZSXl0MIge7ubl0WQDz+nSg5mEwmrF27FmvXrsXtt9+OoaEhNDY2oqmpCb/85S/xy1/+EsXFxairq0NKSgqCweAFP+bn57GwsIC5uTkEg0HYbDZs3rwZ27dvR1VVFUymlZ7XQ0T0diudAfTPQohqABEAfQA+u/JIRES0UmVlZTCZTOjq6oprAXTixAkA4PHvFBOrVq2Cw+HQ7Ulgzc3NcLlcyM7OVh2FiBJECIGSkhKUlJTg1ltvxdjYGE6cOIHGxkY8//zzEELAarWe+7DZbLBarcjIyEBBQcG5/9/tdmPDhg1ITU1V/VsiIgNb6SlgfMuXiEiDLBYLqqurcfjwYbz//e+H2bzimf8X1NTUhOLi4iUtdSd6N2vWrMGRI0cQCoV0NUdnbm4OHo8He/bsUR2FiBTKy8vDddddh+uuuw6RSARCiISfGEZEdDFcV0hEZFA333wzzpw5g0OHDsXl+rOzszh9+jRX/1BMbd68GcFgEK2traqjLElraysikQi3fxHROSaTieUPEWkKCyAiIoNat24dysrKsG/fPkQikZhfv7m5GZFIhAUQxVRVVRXS09Px5ptvqo6yJM3NzVi9ejXKy8tVRyEiIiK6IBZAREQGJYTA3r17EQgEcPz48Zhfv6mpCdnZ2SgtLY35tSl5paSkYOPGjThx4gTC4bDqOJclEomgpaUFdXV1HNpKREREmsVXKUREBrZx40bY7XY8++yzkFLG7LoLCwtoaWnBxo0bubydYm7z5s2Yn59HW1ub6iiXpaenB7Ozs9z+RURERJrGAoiIyMCEENizZw8GBgZiOlOlvb0doVCI278oLtatW4dVq1bpZhtYc3MzTCYTampqVEchIiIiuigWQEREBrdt2zbk5OTg2Wefjdk1m5qasGrVKlRVVcXsmkRRZrMZGzZs0M02sObmZqxZswZpaWmqoxARERFdFAsgIiKDM5vNuPHGG3H69Gl4PJ4VXy8Sifz/7d1rbFR3fsbx5+cLprghNmUJZW1gMXYwHl9kO7SIhKyX4IwJLGnUSk2rokBCFKWN+qbqVq3SvFhFalVVaUq63URotQQlJahFXSoFwiUMNxca2xgGSojsbBObdWNMiQMeLjb+94WdiASCD3h8zsyZ70fihX3OnP/zgp/seXz+c3T8+HFVVlYqOzs7CQmBm9XV1SmRSOjMmTNBR7mtCxcuqLu7m+1fAAAg5VEAAUAGePDBB5Wfn68dO3aM+1qdnZ0aGBhg+xcmVHl5uSZPnpzy28Di8bgkUQABAICURwEEABkgLy9Py5YtUzweV3d397iu1d7erpycHFVUVCQpHXCz3NxcVVVV6dixYxoeHg46zreKx+OaPn26Zs6cGXQUAACA26IAAoAM0dDQoLy8vHF9FpBzTu3t7VqwYIEmT56cxHTAzWprazUwMKCPPvoo6Ci3NDg4qNOnT6uyspKn4QEAgJRHAQQAGWLKlCl6+OGH1dLSonPnzt3VNc6ePau+vj62f8EXkUhEeXl5am1tDTrKLZ05c0aDg4Ns/wIAAGmBAggAMsiyZcuUnZ2tXbt23dXr29vbZWaqrq5OcjLgZrm5uaqsrEzZbWDxeFyTJk3iaXgAACAtUAABQAYpKCjQ4sWL1dzcrP7+/jt+fXt7u+bNm6epU6dOQDrgZrW1tbp48aI6OjqCjvI1zjnF43GVl5crNzc36DgAAABjogACgAzT2Nio69eva+/evXf0uvPnz6urq4vtX/BVJBJRbm5uyj0NrKenR+fPn2f7FwAASBsUQACQYWbMmKG6ujrt379fiUTC02s+/PBDvfrqqzIzCiD4Ki8vT5FIRG1tbXLOBR3nK18+/j0SiQScBAAAwBsKIADIQNFoVFeuXFEsFrvteZ9//rk2btyoV155RdevX9cLL7ygGTNm+BMSGFVbW6v+/n59/PHHQUf5SjweV1FRkQoLC4OOAgAA4ElO0AEAAP4rLi5WJBLR3r179cgjj2jSpElfOz48PKx9+/Zp+/btGhoa0sqVKxWNRvmsEwSiqqpKOTk5am1tVUlJSdBxlEgk1NnZqWg0GnQUAAAAz7gDCAAyVDQa1aVLl3T48OGvfb+zs1Mvv/yytm7dqpKSEr300ktatWoV5Q8CM3nyZC1cuDBltoGdOnVKw8PDfP4PAABIK9wBBAAZqrS0VCUlJdq1a5eWLl2qy5cva9u2bTp8+LAKCwv13HPPqaamRmYWdFRAdXV1OnHihD755BPNnTs30CzHjh1Tfn5+4DkAAADuBAUQAGSwpqYmvfbaa9q0aZNOnjypy5cvq7GxUStXrlReXl7Q8YCvVFVVKTs7W62trYEWL729vWpra9Py5cuVlcWN1AAAIH1QAAFABotEIioqKtLRo0dVVlamJ598UrNmzQo6FnCTKVOmqLy8XG1tbXriiScCuzNtx44dysnJ0fLlywNZHwAA4G5RAAFABjMzrV+/Xr29vaqsrGS7F1JabW2t3nzzTXV1dWn27Nm+r9/X16cjR46ooaFBU6dO9X19AACA8eDeZQDIcDNnzlRVVRXlD1JeTU2NsrKy1NbWFsj6O3fuVFZWlhobGwNZHwAAYDwogAAAQFrIz8/X/fffr9bWVt+fBnbhwgU1NzdryZIlKigo8HVtAACAZKAAAgAAaaOurk69vb06e/asr+vu3LlTkhSNRn1dFwAAIFkogAAAQNqoqamRmfm6Day/v1+HDh3S4sWLNW3aNN/WBQAASCYKIAAAkDbuuecelZaW+loA7dq1S8PDw2pqavJtTQAAgGSjAAIAAGmlrq5OPT096unpmfC1Ll68qP3792vRokWaPn36hK8HAAAwUSiAAABAWvFzG9ju3bs1NDSkFStWTPhaAAAAE4kCCAAApJWCggKVlJRMeAE0MDCgWCym+vp63XfffRO6FgAAwESjAAIAAGnngQceUHd3t1paWiZsjT179ujq1avc/QMAAEKBAggAAKSdhx56SPPmzdPmzZvV29ub9OsnEgm9//77qq2t1axZs5J+fQAAAL9RAAEAgLSTnZ2t9evXKzs7W2+88YYGBweTev19+/bpypUr3P0DAABCgwIIAACkpWnTpmnt2rXq6urS1q1bk3bdK1euaM+ePaqurlZxcXHSrgsAABAkCiAAAJC2Kisr9eijj+rAgQP64IMPknLNWCymRCKhxx57LCnXAwAASAUUQAAAIK2tXr1aJSUl2rx5sz777LNxXevq1avavXu3KioqNGfOnCQlBAAACB4FEAAASGtffh5QTk7OuD8P6ODBg7p06RJ3/wAAgNChAAIAAGmvsLBQ69atU3d3t9555527usbg4KDee+89LViwQCUlJUlOCAAAECwKIAAAEAqRSETRaFQHDx7U0aNH7/j1hw4d0hdffMHdPwAAIJRygg4AAACQLKtXr1ZnZ6feeustzZkzRzNnzhzzNb29vYrFYjp06JBKS0tVVlbmQ1IAAAB/cQcQAAAIjaysLD3zzDPKzc3V66+/rmvXrt3yPOecTp48qQ0bNujFF19ULBZTdXW1nnrqKX8DAwAA+CQpdwCZ2Z9J+jtJ33HO9SXjmgAAAHejoKBA69at04YNG7RlyxatWbPmq2OJRELNzc2KxWI6d+6c7r33Xq1atUpLly7V1KlTA0wNAAAwscZdAJlZsaTlkj4dfxwAAIDxq6ioUFNTk959912VlZWpqKhIsVhMR48e1bVr1zR//nw9/vjjqqmpUU4OO+IBAED4JeM3nlck/bmkXyThWgAAAEmxatUqdXR0aNOmTRoeHlZubq4WLVqkhoYGFRcXBx0PAADAV+MqgMzsh5LOOueOm1mSIgEAAIxfVlaWnn7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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def visualize_q_func():\n", - "\n", - " dpi, width, height = 10, 200, 80\n", - " figsize = width / float(dpi), height / float(dpi)\n", - " LabelSize, LegendFontsize, font_gap = 40, 40, 5\n", - " \n", - " fig = plt.figure(figsize=figsize)\n", - " \n", - " dataset = SinGenerator()\n", - " print(dataset)\n", - " xaxis, yaxis = [], []\n", - " for idx, position, value in dataset:\n", - " xaxis.append(position)\n", - " # yaxis.append(dataset._amplitude_scale[position])\n", - " yaxis.append(value)\n", - "\n", - " cur_ax = fig.add_subplot(1, 1, 1)\n", - " cur_ax.plot(xaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.6, label=None)\n", - "\n", - "visualize_q_func()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/TOT/synthetic-env.ipynb b/notebooks/TOT/synthetic-env.ipynb deleted file mode 100644 index 94d1714..0000000 --- a/notebooks/TOT/synthetic-env.ipynb +++ /dev/null @@ -1,132 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "filled-multiple", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The root path: /Users/xuanyidong/Desktop/AutoDL-Projects\n", - "The library path: /Users/xuanyidong/Desktop/AutoDL-Projects/lib\n" - ] - } - ], - "source": [ - "import os, sys\n", - "import torch\n", - "from pathlib import Path\n", - "import numpy as np\n", - "import matplotlib\n", - "from matplotlib import cm\n", - "# matplotlib.use(\"agg\")\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as ticker\n", - "\n", - "\n", - "__file__ = os.path.dirname(os.path.realpath(\"__file__\"))\n", - "root_dir = (Path(__file__).parent / \"..\").resolve()\n", - "lib_dir = (root_dir / \"lib\").resolve()\n", - "print(\"The root path: {:}\".format(root_dir))\n", - "print(\"The library path: {:}\".format(lib_dir))\n", - "assert lib_dir.exists(), \"{:} does not exist\".format(lib_dir)\n", - "if str(lib_dir) not in sys.path:\n", - " sys.path.insert(0, str(lib_dir))\n", - "\n", - "from datasets import ConstantGenerator, SinGenerator, SyntheticDEnv\n", - "from datasets import DynamicQuadraticFunc\n", - "from datasets.synthetic_example import create_example_v1" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "detected-second", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def visualize_env():\n", - " \n", - " dpi, width, height = 10, 800, 400\n", - " figsize = width / float(dpi), height / float(dpi)\n", - " LabelSize, LegendFontsize, font_gap = 40, 40, 5\n", - "\n", - " fig = plt.figure(figsize=figsize)\n", - "\n", - " dynamic_env, function = create_example_v1(num_per_task=250)\n", - " \n", - " timeaxis, xaxis, yaxis = [], [], []\n", - " for timestamp, dataset in dynamic_env:\n", - " num = dataset.shape[0]\n", - " timeaxis.append(torch.zeros(num) + timestamp)\n", - " xaxis.append(dataset[:,0])\n", - " # compute the ground truth\n", - " function.set_timestamp(timestamp)\n", - " yaxis.append(function(dataset[:,0]))\n", - " timeaxis = torch.cat(timeaxis).numpy()\n", - " xaxis = torch.cat(xaxis).numpy()\n", - " yaxis = torch.cat(yaxis).numpy()\n", - "\n", - " cur_ax = fig.add_subplot(2, 1, 1)\n", - " cur_ax.scatter(timeaxis, xaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n", - " cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n", - " cur_ax.set_ylabel(\"X\", rotation=0, fontsize=LabelSize)\n", - " for tick in cur_ax.xaxis.get_major_ticks():\n", - " tick.label.set_fontsize(LabelSize - font_gap)\n", - " tick.label.set_rotation(10)\n", - " for tick in cur_ax.yaxis.get_major_ticks():\n", - " tick.label.set_fontsize(LabelSize - font_gap)\n", - " \n", - " cur_ax = fig.add_subplot(2, 1, 2)\n", - " cur_ax.scatter(timeaxis, yaxis, color=\"k\", linestyle=\"-\", alpha=0.9, label=None)\n", - " cur_ax.set_xlabel(\"Time\", fontsize=LabelSize)\n", - " cur_ax.set_ylabel(\"Y\", rotation=0, fontsize=LabelSize)\n", - " for tick in cur_ax.xaxis.get_major_ticks():\n", - " tick.label.set_fontsize(LabelSize - font_gap)\n", - " tick.label.set_rotation(10)\n", - " for tick in cur_ax.yaxis.get_major_ticks():\n", - " tick.label.set_fontsize(LabelSize - font_gap)\n", - " plt.show()\n", - "\n", - "visualize_env()" - ] - }, - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}