mirror of
https://github.com/ml-explore/mlx-examples.git
synced 2025-06-25 01:41:19 +08:00
950 lines
409 KiB
Plaintext
950 lines
409 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Import Library"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 657,
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"metadata": {},
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"outputs": [],
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"source": [
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"import mnist"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 658,
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"metadata": {},
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"outputs": [],
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"source": [
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"import mlx.core as mx\n",
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"import mlx.nn as nn\n",
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"import mlx.optimizers as optim\n",
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"\n",
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"from tqdm import tqdm\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 659,
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"metadata": {},
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"outputs": [],
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"source": [
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"# mx.set_default_device(mx.gpu)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# GAN Architecture"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Generator 👨🏻🎨"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 660,
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"metadata": {},
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"outputs": [],
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"source": [
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"def GenBlock(in_dim:int,out_dim:int):\n",
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" \n",
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" return nn.Sequential(\n",
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" nn.Linear(in_dim,out_dim),\n",
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" nn.BatchNorm(out_dim, 0.8),\n",
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" nn.LeakyReLU(0.2)\n",
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" )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 661,
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"metadata": {},
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"outputs": [],
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"source": [
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"class Generator(nn.Module):\n",
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"\n",
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" def __init__(self, z_dim:int = 10, im_dim:int = 784, hidden_dim: int = 256):\n",
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" super(Generator, self).__init__()\n",
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" # Build the neural network\n",
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" self.gen = nn.Sequential(\n",
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" GenBlock(z_dim, hidden_dim),\n",
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" GenBlock(hidden_dim, hidden_dim * 2),\n",
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" GenBlock(hidden_dim * 2, hidden_dim * 4),\n",
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" GenBlock(hidden_dim * 4, hidden_dim * 8),\n",
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"\n",
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"\n",
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" nn.Linear(hidden_dim * 8,im_dim),\n",
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" )\n",
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" \n",
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" def __call__(self, noise):\n",
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" x = self.gen(noise)\n",
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" return mx.tanh(x)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 662,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Generator(\n",
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" (gen): Sequential(\n",
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" (layers.0): Sequential(\n",
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" (layers.0): Linear(input_dims=100, output_dims=256, bias=True)\n",
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" (layers.1): BatchNorm(256, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.1): Sequential(\n",
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" (layers.0): Linear(input_dims=256, output_dims=512, bias=True)\n",
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" (layers.1): BatchNorm(512, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.2): Sequential(\n",
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" (layers.0): Linear(input_dims=512, output_dims=1024, bias=True)\n",
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" (layers.1): BatchNorm(1024, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.3): Sequential(\n",
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" (layers.0): Linear(input_dims=1024, output_dims=2048, bias=True)\n",
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" (layers.1): BatchNorm(2048, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
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" (layers.2): LeakyReLU()\n",
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" )\n",
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" (layers.4): Linear(input_dims=2048, output_dims=784, bias=True)\n",
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" )\n",
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")"
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]
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},
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"execution_count": 662,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"gen = Generator(100)\n",
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"gen"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 663,
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"metadata": {},
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"outputs": [],
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"source": [
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"# make 2D noise with shape n_samples x z_dim\n",
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"def get_noise(n_samples:list[int], z_dim:int)->list[int]:\n",
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" return mx.random.normal(shape=(n_samples, z_dim))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 664,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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MAgAgMAoAgMAoAAACowAACIwCACAwCgCAwCgAAAKjAAAIjAIAIDAKAIDAKAAAQtYH8R5//HH7zffs2WM3VVVVdiNJt9xyi9386le/spuxY8fazZ133mk3jY2NdiNJTU1NdnPs2DG7qa+vt5u8vDy7kaRJkybZTcpBwX379tnNxo0b7WbevHl2I0lFRUV2k3J07ujRo3bz9ttv282JEyfsRpLq6urspqury24OHz5sN+PHj7cbSero6LCb5cuX2829997b72t4UgAABEYBABAYBQBAYBQAAIFRAAAERgEAEBgFAEBgFAAAgVEAAARGAQAQGAUAQGAUAABhYLYvrKiosN/8ySeftJuUg26S9NFHH9nNE088YTcvvPCC3aT485//nNQtWbLEbrZu3Wo3KcfMdu7caTeS9OMf/9hu2tvb7aampsZubr31Vru5dOmS3UhpxxjXrl1rNylHKVeuXGk3GzZssBtJamlpsZvy8nK7Wbp0qd3s3r3bbiSpsrLSblpbW5M+qz88KQAAAqMAAAiMAgAgMAoAgMAoAAACowAACIwCACAwCgCAwCgAAAKjAAAIjAIAIDAKAICQ9UG8np4e+803bdpkN1euXLEbSRo9erTdHDt2zG5GjhxpN319fXbzyCOP2I0kXb582W42b95sNy+//LLdDBo0yG4k6brrrrObjz/+2G5SfsaLiors5vOf/7zdSNKhQ4fspqSkxG7Onz9vN9u3b7eb8ePH240kNTc32838+fM/lc+ZOnWq3UjS4MGD7ebq1atJn9UfnhQAAIFRAAAERgEAEBgFAEBgFAAAgVEAAARGAQAQGAUAQGAUAACBUQAABEYBABAYBQBAyPogXktLi/3mvb29djNmzBi7kdL+fLm5uXazd+9euzl+/LjdpBzwkqS2tja7Sfk+bdiwwW6WL19uN1Lawb4RI0bYTWNjo93ceOONdrNlyxa7kdK+T5lMxm5qamrs5tVXX7WbGTNm2I0k1dbW2s1zzz1nN9XV1XbT1dVlN1LaIdC77ror6bP6w5MCACAwCgCAwCgAAAKjAAAIjAIAIDAKAIDAKAAAAqMAAAiMAgAgMAoAgMAoAAACowAACIwCACBkfSV17ty59ptXVlbaTcq1U0nq6emxm2uvvdZuqqqq7Kavr89umpub7UaSLl68aDc7duywm9WrV9tNyiXNVJ2dnXYzcGDWvw4h5WtatmyZ3UjS0aNH7ebq1at2M3ToULsZMODT+/9ld3e33dTX19vNbbfdZjdPP/203UhpF2M7OjqSPqs/PCkAAAKjAAAIjAIAIDAKAIDAKAAAAqMAAAiMAgAgMAoAgMAoAAACowAACIwCACAwCgCAkPUFsM2bN9tv/sADD9jNmTNn7EaSXnvtNbupq6uzm/3799vNzTffbDcpB92ktCNeI0aMsJvXX3/dbkpKSuxGSjuAlpOTYzeDBw+2m9tvv91ujh8/bjeSNG/ePLt57rnn7CblUOSPfvQju3nxxRftRpJmz55tNytWrLCbnTt32s0jjzxiN5L0m9/8xm6Ki4uTPqs/PCkAAAKjAAAIjAIAIDAKAIDAKAAAAqMAAAiMAgAgMAoAgMAoAAACowAACIwCACAwCgCAkPVBvGPHjtlv/swzz9jN/Pnz7UaSCgsLkzpXTU2N3bS3t9vNO++8YzdS2tG56dOn282TTz5pN5WVlXYjpR1omzVrlt08++yzdjNz5ky7uf766+1Gkl544QW7mTp1qt2k/A4+9thjdvO1r33NbiTp/PnzdvODH/zAbrZv3243W7ZssRtJGj9+vN38p/7N40kBABAYBQBAYBQAAIFRAAAERgEAEBgFAEBgFAAAgVEAAARGAQAQGAUAQGAUAACBUQAAhKwP4r300kv2m//pT3+ym7/85S92I0lz5861m0OHDtnNhQsX7Ka0tNRuFi1aZDeStG/fPrtpbW21m5SDcwMHZv3j9t+Ul5fbTcoRveXLl9vNxo0b7WbkyJF2I0n5+fl2U1VVZTevv/663aR8j3Jzc+1Gknbt2mU3jY2NdjNt2jS7mThxot1I0ubNm+1myJAhSZ/VH54UAACBUQAABEYBABAYBQBAYBQAAIFRAAAERgEAEBgFAEBgFAAAgVEAAARGAQAQGAUAQGAUAAAh67OVCxcutN885RrknXfeaTeSdOLECbtpb2+3m4MHD9rNggUL7Kaurs5upLRrkCkXZouLi+3mjTfesBtJqqmpsZuuri67WbNmjd2MHTvWbvLy8uxGknbs2GE3FRUVdpNyCbi5udlu2tra7EZK+x1M+ffrX//6l92UlZXZjZT2+zRgwH/m//Q8KQAAAqMAAAiMAgAgMAoAgMAoAAACowAACIwCACAwCgCAwCgAAAKjAAAIjAIAIDAKAICQ9UG8TCZjv/ny5cvtJicnx24kacaMGUmdK+UI1Re+8AW7STlKJkkdHR12s2rVKru544477Ka0tNRuJGnDhg12U11dbTfLli2zm89+9rN2k3oI7siRI3YzZ84cu/n6179uN1OmTLGbK1eu2I2Uduxw27ZtdrN48WK72bdvn91IaV9Ta2tr0mf1hycFAEBgFAAAgVEAAARGAQAQGAUAQGAUAACBUQAABEYBABAYBQBAYBQAAIFRAAAERgEAEHIyKZfuAAD/L/GkAAAIjAIAIDAKAIDAKAAAAqMAAAiMAgAgMAoAgMAoAAACowAACP8FNwa1aeoa3nsAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"img = get_noise(28,28)\n",
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"plt.imshow(img, cmap='gray')\n",
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"plt.axis('off')\n",
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"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Discriminator 🕵🏻♂️"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 665,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def DisBlock(in_dim:int,out_dim:int):\n",
|
|
" return nn.Sequential(\n",
|
|
" nn.Linear(in_dim,out_dim),\n",
|
|
" nn.LeakyReLU(negative_slope=0.2),\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 666,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Discriminator(nn.Module):\n",
|
|
"\n",
|
|
" def __init__(self,im_dim:int = 784, hidden_dim:int = 256):\n",
|
|
" super(Discriminator, self).__init__()\n",
|
|
"\n",
|
|
" self.disc = nn.Sequential(\n",
|
|
" DisBlock(im_dim, hidden_dim * 4),\n",
|
|
" DisBlock(hidden_dim * 4, hidden_dim * 2),\n",
|
|
" DisBlock(hidden_dim * 2, hidden_dim),\n",
|
|
" \n",
|
|
" nn.Dropout(0.3),\n",
|
|
" nn.Linear(hidden_dim,1),\n",
|
|
" # nn.Sigmoid()\n",
|
|
" )\n",
|
|
" \n",
|
|
" def __call__(self, noise):\n",
|
|
" x = noise + 1.0\n",
|
|
" x = self.disc(noise)\n",
|
|
" out = mx.log(mx.softmax(x)) \n",
|
|
" return out"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 667,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Discriminator(\n",
|
|
" (disc): Sequential(\n",
|
|
" (layers.0): Sequential(\n",
|
|
" (layers.0): Linear(input_dims=784, output_dims=1024, bias=True)\n",
|
|
" (layers.1): LeakyReLU()\n",
|
|
" )\n",
|
|
" (layers.1): Sequential(\n",
|
|
" (layers.0): Linear(input_dims=1024, output_dims=512, bias=True)\n",
|
|
" (layers.1): LeakyReLU()\n",
|
|
" )\n",
|
|
" (layers.2): Sequential(\n",
|
|
" (layers.0): Linear(input_dims=512, output_dims=256, bias=True)\n",
|
|
" (layers.1): LeakyReLU()\n",
|
|
" )\n",
|
|
" (layers.3): Dropout(p=0.30000000000000004)\n",
|
|
" (layers.4): Linear(input_dims=256, output_dims=1, bias=True)\n",
|
|
" )\n",
|
|
")"
|
|
]
|
|
},
|
|
"execution_count": 667,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"disc = Discriminator()\n",
|
|
"disc"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Model Training 🏋🏻♂️"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Losses"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Discriminator Loss"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 668,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def disc_loss(gen, disc, real, num_images, z_dim):\n",
|
|
" \n",
|
|
" noise = mx.array(get_noise(num_images, z_dim))\n",
|
|
" fake_images = gen(noise)\n",
|
|
" \n",
|
|
" fake_disc = disc(fake_images)\n",
|
|
" \n",
|
|
" fake_labels = mx.zeros((fake_images.shape[0],1))\n",
|
|
" \n",
|
|
" fake_loss = nn.losses.binary_cross_entropy(fake_disc,fake_labels)\n",
|
|
" \n",
|
|
" real_disc = disc(real)\n",
|
|
" real_labels = mx.ones((real.shape[0],1))\n",
|
|
"\n",
|
|
" real_loss = nn.losses.binary_cross_entropy(real_disc,real_labels)\n",
|
|
"\n",
|
|
" disc_loss = (fake_loss + real_loss) / 2\n",
|
|
"\n",
|
|
" return disc_loss"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Generator Loss"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 669,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gen_loss(gen, disc, num_images, z_dim):\n",
|
|
"\n",
|
|
" noise = mx.array(get_noise(num_images, z_dim))\n",
|
|
" \n",
|
|
" fake_images = gen(noise)\n",
|
|
" fake_disc = disc(fake_images)\n",
|
|
"\n",
|
|
" fake_labels = mx.ones((fake_images.shape[0],1))\n",
|
|
" \n",
|
|
" gen_loss = nn.losses.binary_cross_entropy(fake_disc,fake_labels)\n",
|
|
"\n",
|
|
" return gen_loss"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 670,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Get only the training images\n",
|
|
"train_images,*_ = map(np.array, mnist.mnist())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 671,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Normalize the images to fall between -1,1\n",
|
|
"train_images = train_images * 2.0 - 1.0"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 672,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x156ddd690>"
|
|
]
|
|
},
|
|
"execution_count": 672,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(train_images[0].reshape(28,28),cmap='gray')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 673,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def batch_iterate(batch_size: int, ipt: list[int])-> list[int]:\n",
|
|
" perm = np.random.permutation(len(ipt))\n",
|
|
" for s in range(0, len(ipt), batch_size):\n",
|
|
" ids = perm[s : s + batch_size]\n",
|
|
" yield ipt[ids]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 674,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def show_images(imgs:list[int],num_imgs:int = 25):\n",
|
|
" if (imgs.shape[0] > 0): \n",
|
|
" fig,axes = plt.subplots(5, 5, figsize=(5, 5))\n",
|
|
" \n",
|
|
" for i, ax in enumerate(axes.flat):\n",
|
|
" img = mx.array(imgs[i]).reshape(28,28)\n",
|
|
" ax.imshow(img,cmap='gray')\n",
|
|
" ax.axis('off')\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### show first batch of images"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 675,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 500x500 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"X = batch_iterate(25, train_images)\n",
|
|
"for x in X: \n",
|
|
" show_images(x)\n",
|
|
" break"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Training Cycle"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 676,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"lr = 1e-4\n",
|
|
"z_dim = 128\n",
|
|
"\n",
|
|
"gen = Generator(z_dim)\n",
|
|
"mx.eval(gen.parameters())\n",
|
|
"gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999]) #,betas=[0.5, 0.9]\n",
|
|
"\n",
|
|
"disc = Discriminator()\n",
|
|
"mx.eval(disc.parameters())\n",
|
|
"disc_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 679,
|
|
"metadata": {},
|
|
"outputs": [
|
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 0%| | 1/200 [00:05<18:01, 5.43s/it]"
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]
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},
|
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{
|
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"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Losses D=array(2.28961, dtype=float32) G=array(5.5491, dtype=float32)\n"
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|
]
|
|
},
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{
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"name": "stderr",
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"output_type": "stream",
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" 1%| | 2/200 [00:10<17:20, 5.26s/it]"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28963, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
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{
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"name": "stderr",
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"text": [
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" 2%|▏ | 3/200 [00:15<17:08, 5.22s/it]"
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]
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},
|
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
|
|
"Losses D=array(2.28957, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
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{
|
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"name": "stderr",
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"text": [
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" 2%|▏ | 4/200 [00:20<16:55, 5.18s/it]"
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},
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{
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28956, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
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" 2%|▎ | 5/200 [00:26<17:02, 5.24s/it]"
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]
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},
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{
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28958, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 3%|▎ | 6/200 [00:31<16:52, 5.22s/it]"
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]
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},
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28962, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 4%|▎ | 7/200 [00:36<16:38, 5.18s/it]"
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]
|
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},
|
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{
|
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28961, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
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{
|
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 4%|▍ | 8/200 [00:41<16:49, 5.26s/it]"
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]
|
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},
|
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{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Losses D=array(2.28955, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
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"output_type": "stream",
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"text": [
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" 4%|▍ | 9/200 [00:47<16:56, 5.32s/it]"
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]
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},
|
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{
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|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Losses D=array(2.2896, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
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" 5%|▌ | 10/200 [00:52<17:03, 5.39s/it]"
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]
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},
|
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{
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.28964, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
|
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"name": "stderr",
|
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"output_type": "stream",
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"text": [
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" 6%|▌ | 11/200 [00:58<17:03, 5.42s/it]"
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]
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},
|
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28956, dtype=float32) G=array(5.54911, dtype=float32)\n"
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]
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},
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{
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"name": "stderr",
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"text": [
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" 6%|▌ | 12/200 [01:03<16:44, 5.35s/it]"
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28952, dtype=float32) G=array(5.5491, dtype=float32)\n"
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]
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},
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{
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"name": "stderr",
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"text": [
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" 6%|▋ | 13/200 [01:08<16:26, 5.28s/it]"
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28963, dtype=float32) G=array(5.5491, dtype=float32)\n"
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]
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},
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{
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"name": "stderr",
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"text": [
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" 7%|▋ | 14/200 [01:13<16:11, 5.23s/it]"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28959, dtype=float32) G=array(5.5491, dtype=float32)\n"
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]
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},
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{
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" 8%|▊ | 15/200 [01:19<16:17, 5.28s/it]"
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.2896, dtype=float32) G=array(5.5491, dtype=float32)\n"
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]
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},
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{
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" 8%|▊ | 16/200 [01:24<16:18, 5.32s/it]"
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{
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28965, dtype=float32) G=array(5.5491, dtype=float32)\n"
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]
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},
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{
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" 8%|▊ | 17/200 [01:29<16:12, 5.31s/it]"
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{
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28969, dtype=float32) G=array(5.54911, dtype=float32)\n"
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]
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},
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{
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" 9%|▉ | 18/200 [01:35<16:05, 5.31s/it]"
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{
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28959, dtype=float32) G=array(5.5491, dtype=float32)\n"
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},
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{
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" 10%|▉ | 19/200 [01:40<15:58, 5.30s/it]"
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Losses D=array(2.28961, dtype=float32) G=array(5.54911, dtype=float32)\n"
|
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]
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},
|
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{
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"name": "stderr",
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"text": [
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" 10%|█ | 20/200 [01:45<15:47, 5.26s/it]"
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},
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{
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"name": "stdout",
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"output_type": "stream",
|
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"text": [
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"Losses D=array(2.28956, dtype=float32) G=array(5.54911, dtype=float32)\n"
|
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]
|
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},
|
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{
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"text": [
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" 10%|█ | 21/200 [01:50<15:35, 5.23s/it]"
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},
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{
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"name": "stdout",
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"output_type": "stream",
|
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"text": [
|
|
"Losses D=array(2.2896, dtype=float32) G=array(5.54911, dtype=float32)\n",
|
|
"Step 21: Generator loss: array(5.54911, dtype=float32), discriminator loss: array(2.77676, dtype=float32)\n"
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]
|
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},
|
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{
|
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"data": {
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",
|
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"text/plain": [
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"<Figure size 500x500 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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As2fP4vz589DpdFCr1dBqtTh16hSkUimy2Szu3LmDZDKJVCr12BJZEtfW6XS4cOECjEYjrl27hnq9TmOZTFz64TgOWq0WVqsVGo3msN/OgUFObdvb2/jqq68wPz+PCxcuQK1WI5fLIZ1OY3FxEb/5zW9oKKzZbO4pDOTvSJitV1zIOieCRtbfURRxtVqNhYUFuFwu/PSnP8Xp06dpQQMA+vn9fj8CgQC9bvV6Hbdu3cLOzg6q1SqtghobG6PPA5fLtee9SyrCkskkPvnkE2xsbGB9fZ1+/6Mq5L20Wi1sbW1he3sbTqcT0WgUjUYDarUacrkcNpsN8/PzUCgUWFlZoZuhg+BQM7bEA6dYLKJQKKBYLEKlUkEURSgUCpjNZrrQjEYjbDbbE6uXSK28z+eDRqOB3W6H2WyGIAgv1QrhsOntWibJVEKvXxkRYEEQaIe5z+fDxMQEbDYbTfyl02nEYjFUKpUje4N2u13UajV6Ml5bW0MqlaJloFtbW7SZjcTC94J0U7vdbkxPT8Nms9GOfoVCAeCHEAbJtWxsbNAk7rBjMBhgMpngdrvh8/lgt9uh1Wr7ikEajQai0ShKpRI2NzexublJ11Wz2cT29jZisRgNx5KHosVioSXzUqmUhsbI74WUc4fDYUSjUaTT6acqyT9q9FaT7b5fewsiDppDFRdyoohGo9je3gbHcRgZGYEoivTm7HQ6WFhYoLvNJ1V/9PYVkPAb6SMJh8NH9phMqu2IbXdvr0an06Fd/6IoQi6XQ6vVYmRkBEajEb/4xS9w7tw5WuVUqVRw69YtfPfddwe6yzkMSEVONptFqVSCKIpYWVlBNBql4Zsn2YnwPA+r1QqDwYC33noLf/d3fwetVguTyURj3cDD3Tmxg/n4449x9epV5HK5oS9W4TgOJ0+exNtvvw2n04lLly5Br9f32ed0u13k83l8/PHH2NzcxL1793Dv3r2+PGqtVkOz2YTX68Xc3BycTifefvttGlIjlXUSiYSKUTwex+3bt/HFF18gn89ja2uLlh8zBoNDFRfSwUx2kNlslnad9laQELF4EuQIThZhu92GVquFRqM5csnT3ZDSQ5lMRj8vodVqQS6Xo9FoQKVSQS6XQ6/Xw263074C0lFOIKJMKnoOowHrICC5OI7jEAwGIQgCAoEAIpHInq8na4tUhpGeFlI+7/P5aHktcZ0mlXy5XA6ZTAbJZJJ6uQ3rqZA0ikqlUpjNZni9XthsNhpe5TiOrqFWq0UrQwOBAILBIEKh0J6fvVar0aozvV7f55RATn+1Wg2ZTAaJRALhcBjb29t9bsCMfkh16WHcvwPRyJDJZPDFF19gZWWFxliJn06j0UA8Hv/RXbRCoaDuwiQUdlxwOBz4q7/6KxoG1Gq19GukIqXZbFKLCJlMBq1WC7lcTk0XCQaDAf/xP/5HnDt3DltbW/D7/cjlcggEAkfu5iUO1KR5TSKR9CWbCURUyK7cbDbj5MmT0Ol0mJiYgNVqhdfrpadHEpbMZDLIZrPY2trCH/7wB8TjcSwvLw9t6IZUxOl0Orz11lvwer04ceIETp8+Tc1XezvMg8EglpaWkM1mcfv2baRSKWQymecS1VQqhdu3byOdTuPatWvY2tpCLBZDPB6nIsbop9vtIpFI4N69e0/VB7ffDMQTuFgs4t69e4jH43j77bcBPNxVkuqccDj8o53iWq0WZrOZlnoeJ3HR6/W4fPkyxsfH4XQ6+zyZSBd5vV6nDWa76b3ZVSoVLl68iJmZGXz77bfgOA7RaBSRSOTIiQtpKq3Vak+0wycxa5VKBYvFQv2grFYrzbMQryhCt9tFqVRCPB7H+vo6PvvsMyQSCSr0wwg5sWk0Gly4cAGnTp2C2+2Gx+Ohn7/VaiGZTGJjYwOLi4v4/e9/j1KphFQq9UJ9FoVCAffv30ckEsG1a9ewvr5OT0eMvSEh30AgQHvkDpKBeAKTeuxeQ0ZSsZPP5/HgwYM9d5TAD/b9U1NTMJlMfc1w5MHxuEqfo0KlUsHq6ipqtRrNuxBI+atEIqFd+fV6/ZGyRI1GA6PRiHa7TcvBZ2dnoVAosLOzg1wuR0M7RzkXQwoiyC5doVDQyiWPxwO3201LbHU6HVQqVV8RRavVQjabRa1Ww+bmJra2trCzs4NSqfSI0/WwQe5TYtVis9mg0WjA8zyazSaSySRKpRLu3LmDxcVFBINBWtr9Y7lS4KGNC0ni7x6C1zu/hGwKhvH09zLodUQg/S2FQgEcxyGfz9O1d9DPwIEQF2KbQcIKABAIBPDRRx8hHo/jzp07e1Z7kZwAz/P48MMP8corr/RVSpHQ2jAY2L0I2WwWX3/9NTXtM5vNfV8n4pLP55HP55HJZLC6utonEj6fDwsLC/TBIZPJ4PF48Prrr2NpaYnGze/du3ekxYXkEuRyOW3I+9WvfoXx8XGMjo5idHSUCg/Jv/SuuXq9ju3tbaRSKSwuLuLevXu0kqlcLg/1OhQEASqVClqtFh6PBxMTE9TiplgsYnV1FYlEAv/+7/+OK1euoNVqPTKPZC/IyVCr1cLn88HhcDwySqI351Kv14/cKfpFIPk/UgHK8zxSqRTq9Tri8Th1VD5oMR4IcSEzM3pdaYkDKLGhJ0OYeiHDdkhVDqnQIYUAjUaD7pyO8i6HWEFIJBIEAoE+y5HeQgYiLrlcDqFQqE8kSBm3UqmE1WqFQqGgYTS9Xg+n0wmJRIJIJEL7Pn7MKHPYIOuJPECtVitN1lutVhiNxr58Vi9kI1MoFBAOh5FMJqmokMqwYRaWXh7X+U76eZrNJnU0J/fd7nLY3oFWZOqix+OByWTaM6xNuu81Gs2xCnn/GGTNEgstURTpyYU0/vY60B8kA/FbMhgMeOONNzAyMgK3203//seqlEiSVavVwul0wuVy0aop0vm7tLQ01HHup6FUKmF5eRlSqRRbW1uPbYgk4YRWq4VSqdS32MhOXalU0jHK77zzDi5fvgy73Y7/9J/+E7LZLNRqNe7evYtIJIKtra0jJdpSqRQTExPw+XyYmprCpUuX6C5do9E8cTBbKBTCnTt3EIvF8MknnyASidCRBcQD7ihANm35fB7JZJJavZDKORJWFUWRVir12jsR9Ho9pqamoNPpcP78eYyOjsJqtdJWhN0ibjQa8eqrryIWi+H777/HysrKQX/0gUQQBIyMjMDj8WBmZgY2mw3lchl37tyB3+/H5ubmoaUFBkJcZDIZFQfix/S0F4PMdyCVUKQMt9VqoVwuI51OD32s+8cgcX4ASCQSL/S9lEolyuUyTCYT5ubm0Gw2aSNrqVSC1+tFPB6nTsBHSVzIZsXpdGJsbKyvCmovp2rgh3VaKpUQDAYRDoextraGYDBIzS2PEuT0QZzNyf1G8jHEq400PXY6HRr2JhEG4GEBjsPhgMViwalTpzA3N0edkfdqGyBVoKRfi/EQsmZJv5VSqUS1WkUqlaI5r8O6RwdCXEjHOEkkPy1SqRRTU1OYnp6m8V9SV18ul5HL5ai1/1EJSbxsms0mIpEI8vk8rl69imazCZfLhUuXLkEURZw7dw52ux1ff/01HQFQLpeHWryJswER0fPnz9NhVSTMsBfExZeUyxMn3kGfJfK8GAwGnDx5km4ESfc88IOvn1qtptNNSR+bXC7H+Ph432lEpVLBbrdDpVJhdHSU9gftFpZSqYRyuYxgMIivvvoK0WgUwWDw4D70gMPzPBwOB2ZnZ2G1WqkhcCAQwMbGxqFNoQQGRFxIV71SqXwmcREEARMTE7h06RLGxsZoKSTpLyDicpTi3S+bZrOJaDRKH6jhcBhnzpzByZMnYTab8corr+DMmTOo1Wr4+uuvIQgC6vX6UD9IiaMuEZdz585Bo9E81uKdQMSlVCohmUzC7/fTxP1RO7EAD0NZCwsLdCZLb8k7EWciLna7nTY1k9Jlm83W9/2IkPR6kPVCyrmTySRWVlbw29/+FrFYjI6JZjy87i6XC9PT07BarTRiEwwGsbm5eeA2+70MhLiUSiUsLS0hk8nAZrNBp9NhZWUFyWSSznXopXfwktFo7DNebDQaCIfDiMfjyGQyT7TvYDwe8uAkHeXb29uoVCowm830hLnbx2yYIcnofD6PWCyGdrtNE8uPC4mRakVRFGE2mzE1NYVEIoFMJgNRFGlC9ahAes46nQ7i8TgtACEiTGxayBhjIhpk4/i46/g4ut0uQqEQlpaWsL6+jkwmQ8f9Hnd6N0SkjaDRaGBtbY32tRxWZz5hIMQlEAjgv//3/w6FQgGbzQa9Xo94PI6NjQ061KoXURRhs9lgNpsxMzODkydP9lVJfP3111hZWaGNVuzU8uyQ7l4ykMhkMsHpdOKnP/0pTCYTHUV7WKZ4+wkRlnq9jrW1NahUKkxPT8NkMtGpnHs9GMmuXK1W48yZM3A4HIjH49DpdPD7/Xjw4AFWV1cP4RO9HCKRCD755BNYrVaYzWbkcjmMjY1hcnISgiDAYDCg0+nQ/xLIZvBZabfb+OKLL/CP//iPdHY88Rg87pBR5Xq9npaF37p1C3/84x8Ri8UQDAZpxd6hvcdD+8k91Ot1xGIx8DxPfcZI889ezVKkjFEul/ftnADQsFgikXikIorxbJDKsmKxiEQiQUNgZMcuk8n2HLQ1bJA+jE6ng3w+j3g8DoPBgFQqRSchkp046WvpbVwj/R/Eo81isaBSqdB1eVTs3xuNBnK5HARBQCKRoJM2q9Vq30lldwPk7hHFj6N35g0pGIjH43SgHROVHyA2PHq9nnoGNhoNaokzCCNGBkJcut0uXTzpdBqFQoFW2ux1Y0qlUtohrFKpqLkiiTdubm5ieXn5uSa8MR4ln89jaWkJyWQS77//PgDAZDJhYWEBsVgMqVRq6BsrSZPe/fv3EQqFcPPmTXz22Wd94T+1Wk17LXw+H7RaLebn5+Fyuah5aLfbxfz8PMxmM5LJJC0FPexd5H5ARmtns1l89tlnuHPnDl599VVks1kapt59wiODv7xe757WQ730jj6/e/cukskkbty4caSHrD0rZGPj9Xrx61//Gk6nE6Ojo9R5e3t7G+l0eiB60AZCXABQlS2VSj/6WnIkJHOiye6QhDaSyeRjnW0Zz06tVkM4HKbi3e12oVKp4HK50O12+0pMhxWyfsLhMJ1v3xvyI7kEk8kEi8WCs2fPwmw2w+Fw0Fk4xHbH5XJBLpfDZDLR3pij4BJBrlG5XKZ9VeRzKpXKR2xbyEmGVIb9GJVKBdFoFLFYDF9//TUCgQBCodChNAAOKuTkbDabcenSJXg8HqjVatp0nkql9sxTHwYDIy5PC4lzT09Pw+VyQafTAQDtaUkmkwOh2kcdnuepVcqwh8X2YvfwJY7jUKlUIJFI0Gq1sLKyQk9vXq+XDg0TBIEOuXO5XHC73cjlcqhWq0emkRIArcAMBAK4fv06ZDIZ9Vkj9D4IPR5Pn3NEL2QgWygUwq1bt5BIJBAIBJBMJulmhonLQ4hzhtFohNFohEajQTAYRCaTwfr6OvURO+yQGDBk4kIWK+nWJXMkgIeuqZubm/D7/YdafndcIL1Jcrn8yFSM7Wb3DUosNVKpFBKJBAwGA86dO4eJiQlqYimTyeB2u9FsNjExMYGpqSlEo1E6fvYo0DuI7/79+7RoYfcmg/iOjY+P4yc/+QnGx8cf+V5kmB0xX/3DH/6ATCaDQCCAcrnMTi270Gg0cDgccDqdsNvtMBgM+PTTT/Hdd99hdXWVzrUZhGs2VOLSayio1Wqh0+kglUpp2Ww8HkcymRyII+GL0mvmp1QqqS18b9LzoCBlj4Ig0AdIvV5HoVBAqVQ6NolWEioTRREWiwUGg4E2/5GEdu/rSI5iUG72lwEp+tgLlUoFnU73yNhj4Ifx281mE4lEAqlUCtFoFLlcDsVi8Ug2oe6GFD887vRPmlBJThp46Gxgt9uh1+vR7XZpriWRSCCfzw9UfmqoxIXEuCcnJzE5OQmn0wlBENBsNrG1tYV///d/p+Wzw0yvlcY777yDU6dOYX19HV999RVKpRI1jjwoiGmgVqul+ZVYLIbr168jlUo9VZ7sKEDs5sfHx/GrX/0KDocDZ8+ehc1m65vx3mq1UK/XEY1Gcf/+/QP/fQ0KExMT+PDDD2nTZS/E365QKOCjjz7CjRs3EAwGsbOzc6S82B4HOdXZ7XY4HI49xaVWq6FarVJj2larhRMnTuD999+HwWBALpdDIpHA4uIibty4MXBOGUMjLhzHQS6Xw2AwQK/X0/4CUlVWKBQQDAap1fQwQ3Y0crkcTqcTs7OzqFarUCqVaDQaBx6GIslq0gjX7XZRrVaRTCaRzWaPxYOTVD2RkQRTU1NwuVywWq1983OAH8ZEl8tlOttlEGLgBwUJXxsMBkxMTMBut/eN3gYe9rBUq1UUi0Xs7OzgwYMHyGazKJVKR/5akUgAcYS2WCyPFZdCoUBHDDQaDZjNZmru2Wg0UCwWkc1mkUwmBy6EOFTiYrFYMDs7C4/H0+d8TErwIpEILWMeZlQqFWZmZmAymXDixAnMzc0hnU5DLpfTYUAHgVKphFwux9jYGD788EPauFosFqnn01F/cPI8D71eD7lcjrNnz+LMmTPUboOELHupVCpYXl5GKpXC9vY2tYIZpJv+ZSGRSCCTyXD69Gn4fD6cPHkSp06dovko4KHwNhoNBINBfPLJJ4jFYrh79y4SicSRqKh7GkRRxMTEBMxmM86cOYMLFy7seU+TXp9ms4lisUhPLhMTE7QknBRDkBDaIDE04gI87K2YnJyE1+uFVCpFu92mlSV+vx+xWAyVSuWw3+YLo1AoMD4+DpfLhZmZGUxPT2NrawsqlYq6ER8E5KQ4MTGBn/3sZ3Scb6lUokPY6vX6kX4gEHHR6XS4ePEifvnLX0KtVsNqtT7SLAg83G2urKwgEAggGAwO/YCwp4XkmWQyGc6cOUNHaMzPz/eVqpOen0AggN/+9rcIBAKIx+M/Osb8KCGTyTA5OQmfz4d33nkHH3zwwZ4OEGQ2DunB6nQ6dN5QNptFOp1Go9GglXuDts4GXlzILAhRFGG1WuF0OmE0GsHzPPU42traQjKZHKh444tCEvq9/kzEcpyYI75MSH8CGd5EmlVDoRCdy012VYO2Y3ocvQaJxA6+t9SY53nqbUdGOYiiCLvdDrVaTd17FQrFIwJPCi4SiQT8fj+2t7eRy+UG7obfb3p7WTweD/R6PUZHR6mxJblOxOOPhHBisRhyuRxKpdKxCKv2wvM8jEYj7HY7NBoNOI5Du91GpVJBu92ma1QQBDr8EHiY4CcbGqlUCr1ej06ng5mZGeRyOWSzWUQiEdqQftj35cCLi1QqhcvlgsFgwMLCAs6dO0fDNeVyGXfv3sXnn3+OaDR6pA3tDAYDTpw4AaPRSAdRvUxIGHJmZgZjY2PUT+zatWu4efMmNRIcllnmpLO5tzmSDLMiMXCFQoFLly7h1KlTcDqdmJqaoqMgpFIptFotnTeye6eZTqfpHJcvvvgCW1tbyOVyh/NhDxCJRAJBEOByufDLX/4SLpcLr776KqampmiFIdl5N5tNbG5uYmlpCWtrawiFQkilUkdqU/g0kLDYmTNn4HQ6ATwMp+7s7KBWq9F1ajQa4Xa76VjtbrdLhYcUlrhcLrTbbVy4cAHffvstfvOb36BcLlPRPvbeYk9CIpHQsbNarZbe6KQip1gsIp1OHykfMVJiSMYFdDodyGQymEwmNBoNaLVaqFQqtNttukPZrxuUVKrJZDIYDAaYTKa+3RXZHZHRvYMuLCRPRZo+eyHxf/KZlUolbDYb3G43nE4nTZwSbzHysCSQ3xOZIZRMJmmRQz6fPxb9VuS66fV62O12OJ1OOrSKQFoFarUaMpkMHf9M1vdxg0Qi1Go1JBJJ36m3UqlAFEXqeExeT+4zktwnJ8ZOpwONRkNHchOXhFarRTdQhyXeAy8ucrmcxifdbjedtEYqw7a3txEKhY5U7L9UKmFxcRGhUAhnzpzB/Pw8dDod3nvvPWQyGXAch62tLSQSCZpnisVi+xJe0Gq1uHz5MhwOB06dOoUTJ05AFEXq+ba2toaVlRVUKpWBv95SqRSXLl3CiRMn6JRDYk5Zr9epgMtkMuj1eiiVSly8eBGTk5NQKpXQarW0ZLTXCoY0EdZqNXz//ffY2dlBKBTCysoKstksotHowJWFvgw4jsPU1BTOnTuHkZERvPbaazCbzX1zXoCH7hnffvstIpEIvv32W9y4cYPm7Y4jZH4VyZ1Eo1Hs7Ozg3/7t35DNZuHz+WCxWHDmzBmMjY2B4ziUSiXqfXf//n1qgUX+S56Tf/M3f4NMJoNvv/0W8XgcqVQKqVTqUD7nwIuLIAiwWCw0NCaTyajVC7l4JLY96A+7p6VeryMSiaBYLCKTyaBSqUCpVMJut6NQKMDv90OhUEChUNBdcyqV2hdxkcvlmJqawsTEBE6ePInZ2Vnq+ZTJZJBMJhGPx/fhU758eJ6Hz+fDq6++Smf/dDodxGIxWulWrVYhl8tpSfHc3Bw8Hs8Tv29vL8v29jbu3r2LcDiM1dVVVCqVgfF2OghsNhtOnDgBt9sNn88HvV7/yGsajQb8fj/W19fx4MED3L9//8jcq89D7xygXC6HaDSKjY0NXLt2DclkErlcDl6vFw6Hg+YFa7UaKpUKtre3cePGDQiCQEdCTE5Owm63w2KxwGKxIJVKIRwOUx+4w2IoxMVms2FkZIT6iJGTSyQSOZLeQ6RzuVKp4M6dOxBFET6fD6+88gq63S5GR0dhMBgwMjKCubk55PN5rK+vo1wuo1gs9oVjiPiQKp1qtdpX2TM1NQWHwwGZTAa5XA69Xo9XX30VVqsVKpUKuVwO4XAYV69eRSKRGMopgCSsaLFYaJiV9Ec1Gg1IpVJoNBrIZLI9nXvJ+iLXr1wuIxwOo1Ao4O7du1haWqIJ1aPcWU7WjVQqhdlshkqlog3NJpPpsQamnU6H9rQMew/afiOXy2lyf2xsDEajEa+88gqmpqYwMjJC7Ya++eYbRKNR3Lt3D6urq9SlWyqVIhAI9I2QLpVK1ArmMBucB15cZDIZRkZGMDMzA6PRCI7jUC6XaULwKFbk9Mbyv/rqK9y7dw+XLl2iXkILCwtQKBS0WS+Xy2F5eRnFYhGhUAjpdJp+r1qtho2NDeTzeSQSCaTTafqAUKvV+PM//3NcunQJGo2GPiC0Wi2kUimi0SiSySTu37+Pf/7nfx7KklEyikEul1O34t7NCEmSkpDXXmXeJK9FToiJRAK3bt1CMpnEn/70Jzx48IDamZDveRQh64aIis1mw5kzZ3Dq1CnI5fLHDgTr7cY/DnmoZ4GEtJrNJk6fPo1yuYx33nkHp0+fRrfbpWMI/uVf/oVuYkihSO+a7W3CJO7Vh91UOfDiQjqjSZIL+GH2Rq1WO7K7ROCHHV8ul0MsFqNOvB6PBzqdDqIo0j/kiNzpdPqSqSQXVSwWYTKZkM1m6bFcpVLB6XRCr9dDFEXafZ/P59HtdhEMBhEIBBAIBJDP51GpVIYuAUuqxHpzJ0+CiATpMWg2m0gmk9SRgMSwg8Eg7SgftmvyvJD4vlarhcfjgcvlgsVioUUT5AFHCk2IQ0EsFkMymUQmk2HiAtBx2ul0Gkqlkl5Tr9eLarUKnU4HQRBQKpWQTqcRiUSQyWRQKBRQrVaHZr0NvLiQ5JdarabHbrJwj3qNPHnQl0olXLlyBcvLy9Dr9Th//jwcDgdmZmYwNzcHmUyGsbEx8DyP2dnZvsVHhJgYDJLrRUIcJBxEjD/L5TLt0bh58ybu3LmDSqWCRCIxVD0tBDLE6mknZhJBIeGIZDKJjz76CDs7O0in08hkMmg0GlRoj9NAOq1Wi/HxcTgcDvzVX/0V5ufnaQUnsXzpdrsoFAo0pPv73/8eqVQKt2/fRiqVOjZd+E+iWq3izp07KJVKePXVVzExMQGLxQKv10vv0Xq9Tv0EE4kEtra2kM1mh2ozPfDiQnoQiPMs8MPucndI4yguWvKwq9VqSKVSdG422eG4XC5oNBoYDAaIogiVSvXIQ3Svhyq5huVymfoWFQoF5PN5BINBpNNpbGxsYHV1dWivK1kbxMfpcfSup1qtRj2bMpkM4vE4VldXsba2hmw2O/SmqC9C79x2t9uN0dHRvq+T61itVpHP5+lpmxTfFIvFQ3rngwVphFYqlfSakJxgu91GLBajnmGBQICaww7bRnrgxWUv1Go1ZmZmoNfrUS6XaaleOp0e2gfh01Kv17GysoJIJIJQKITbt2/TSjKlUgmv1wuz2fzIvyO19SRXQ5Kry8vL1JMtmUxSEavVaohEIkN/PfcqJSaQ0Gq5XEYoFEK5XMb6+jqi0SjNURWLRVpifNxDOiR3QjrJH/e1zz//HEtLS9jc3MTW1hYqlQpL5PdA7rtQKIRIJIIrV670bZBJJWMikcDGxgatFBs2hlJclEolxsbGoNFoEIlEUK1WEY/Hh+7Y+Dw0m03s7OwAAFZXV2mTn81mg1qtxvnz5zExMbHnvzUajTAYDDR/UCgU8MUXX2B5eRmlUgmZTGbowl4/xu5xxb2QE0oqlcL9+/eRTqfx9ddf0+KI49g9/iRarRYt395LXMhu+5tvvsEnn3xCr+FRW1MvSqPRwObmJgDgzp07jw3XDvvGbuDFpd1uI5PJIJFIwGg00tG6Wq2WVgH1hsyOEyTpzHEcbQzc2tpCtVp95LUcx0GtVtMy3Hw+T0W5XC4fqSZUQrvdxvb2Nq5fvw6DwYCtrS1aFEJKiyuVCp1iWiwWEY1GB2pU7CBB/K8qlQrK5TLK5TK9H2u1Gm1sJo4ZR3FNvQyO6jUaeHGp1+vY2dmBRqPB9PQ0tT93u910lrQoins61B51iLVDvV5HuVyGRCJBKBR6ZOofoTfpSiy6SbL/qPUKAQ93iF988QW++eYbWkbbS+91IMUKpP/lKF6PF6VeryOTyUCpVCKRSCCRSECv18NgMCCfz9OBX+vr60ilUuwaHnMGXlzIySUajdLKlEajgVwuR6tSiO30cYTcwGSXPeyzbPYbssNmvDhEhEleLhKJoFKpoFqtIhqNUseM4zT6mvF4uO5Tbi2epozzZSCKIkZGRqDVaqHRaKDRaPp2mMQhuFqtHph55fP8jMO6foMIu34vxvOu8Re9hqRniPhYkV4rYskUDodRrVZpWGyQYWvwxXia6zfw4jKIsIX5YrDr92IclrgcJdgafDGe5vod7DB2BoPBYBwLmLgwGAwGY99h4sJgMBiMfeepcy4MBoPBYDwt7OTCYDAYjH2HiQuDwWAw9h0mLgwGg8HYd5i4MBgMBmPfYeLCYDAYjH2HiQuDwWAw9h0mLgwGg8HYd5i4MBgMBmPfYeLCYDAYjH2HiQuDwWAw9h0mLgwGg8HYd5i4MBgMBmPfYeLCYDAYjH1HeNoXsilsP8Cm2L0Y7Pq9GGwS5YvD1uCLwSZRMhgMBuNQYOLCYDAYjH2HiQuDwWAw9h0mLgwGg8HYd546oc9gMBiMwYDjOEgkEvA8D61WC7lcjk6ng1arhVarhVKphGaz+dzFH/sBExcGg8EYMqRSKfR6PbRaLf7mb/4GFy5cQDabRSwWQzwex29/+1sEg0E0m000m81DeY9MXI45P1ZeeZg7HwaDsTc8z0OpVMJoNOLcuXP48MMPEY/Hsbm5iZ2dHXz99deIRqNot9uH9h6ZuBwjlEollEol5HI59Ho95HI5ZmZmYLfb6Wva7TZqtRqazSbW1tawublJv9bpdFAoFFCv19HpdNDpdA7jYzAYxx6dToczZ87AbrfDaDQCeHia0Wq1UKvVEEURUqn00E4tABOXY4VarYbVaoVOp8P4+DhMJhN+9atf4dy5c/Q1zWYTmUwGlUoF/+///T+02226+2m1Wuh2u/TvmLgwGIeDXq/Hq6++Co/HQzeHRFy0Wi0VF4nk8Gq2mLgcEziOg8FgwOjoKAwGA8bHx2EwGGA0GiGKIn0dz/NQq9XgeR4jIyOYn5+nobFGowFBEJBIJFAoFJBOp1nYjNEHz/OwWCzQ6XT070iCudFooNFooNlsotPpoN1us/XzjEilUshkMmi1WhiNRhgMBoiiiG63i3w+j42NDfj9fhSLRXqdDwsmLscEiUSCU6dO4Ve/+hUMBgMmJiagUCj6HgIAaPWJWq3GBx98gNdee41+rVKp4IsvvsDa2hru3buHq1evotVqHfRHYQwoEokECoUC77//Pi5evIhut4tOp4NyuYw7d+4gmUwiHo8jmUyi0WigVCrR8CoTmafDYDDAYrFgfHwcs7OzcLlc9B6+f/8+/vEf/xHJZBLr6+vI5/NMXPaC53kIggCO48DzPDiOo5UP3W6XLcZngOd5SKVSGAwGuFwuGI1GOJ1OemLZfS15ngfP8zCbzTCbzfTvK5UKNjY2UC6XEYlEIJfLUa/XabjsKCCRSOgfnufR7XbRarXoA/CofM6XASmPNZlM8Hg8AB6upWKxiHg8Do7j0G630Ww2Ua/XAYCGWIkQkYchud5MeH6A4ziIogiNRkPDXxqNBhKJBK1WC7lcDn6/H5lMBuVy+dA3fgMnLuTG9vl8OHfuHDQaDXw+H1QqFb755htcv34dlUoF2Wz20C/eMCCXy2kIbGJiAlarlYa9nhWZTIb5+Xk4HA5oNBq0222k02ncu3cP+Xz+Jbz7g4XneSq+DocDU1NTqNVquH37NhKJBHK5HHK53GG/zYGFiEEul0MsFoPdbsfo6Ci63S4cDgeq1SrK5TLK5TKq1SpSqRQNk7XbbVpKW61WEY/HUS6XkclkkM1mmcDgobi4XC5cvHiR3tMymQyRSAT5fB7r6+uIx+MoFAqHmsgnDKS4CIIAp9OJy5cvw2az4fz58zCZTJBIJNjc3EQulzsSD7ODQCaTwePxwOFwwOVyQa/XQxTF50r0CYIAn88Hr9eLVquFdDqNYDCIra2tI/H7kEgkMJvNGBkZwczMDN566y2USiWUSqW+3SFjb3rDYNlsFjabDXa7HQqFAlNTU5BIJLT0vVQqIRaLoVarodFooNVqIRQKYWVlBfl8Hqurq8hms2g2m/SaM4EBrFYrZmdn4XQ6odFoIJVKkU6nEQgEEA6HkclkUK1WD/ttAhgwceE4DnK5HHK5HCaTCSMjIzCbzZDJZGi326jX66hUKqjX60+10JRKJRQKBVQqFex2O6RSKa1ySiQSCAQCR7LiieM4qNVqmEwmmEwmnDp1Cl6vFx6Ph1aRkJu81Wqh3W6D4zj650mnGiJKKpUKFosF1WoVCoWi79oOGxzHQSqVQi6Xw+PxYG5uDmNjY7DZbFCr1RgfH4dUKoXJZILT6YREIoFMJqO79FKphFqthkKhQNcwCUVKpVK0Wi1UKhV0Oh36gK3VaiiXy4f90fedVquFQCAAnudRLpchCAL0ej2mp6eh1+sB/HC9ScksObl0u11wHIdyuQyz2YxyuYxAIIBoNIpSqYRkMol6vY5kMnkkr93jkEgkUCqVEEURVqsVTqcTZrMZ3W4XtVoN0WgU6+vrSCQSA3X/DZy4aDQa6HQ6jI2N4fz581Cr1Wi1Wmg0GqhUKsjlcqhWqz96EUl1lMPhgMfjwdtvvw21Wo1arYZWq4UrV64gEomg0Wgc0Kc7GMjDy2az4ZVXXoHT6cRf/uVfYnx8HAqFAkqlkopIt9tFvV5HvV6nJ0bycHzcyYaELUnFmUQigV6vpzsmEksfJnieh0qlglarxZkzZ/DOO+/AYrFgZGQE1WoVpVIJk5OTqFarqFarkMlk0Ov16HQ6WFxcpA/A9fV1SCQSWK1WyOVyGhcvlUoIh8NotVqQyWSQSCRIJpNPtY6HiW63i0ajgdu3b2NpaQkejwcrKyvweDz4z//5P0Or1dL1ScSa5LG63S5cLhfm5ub6yt1Jx3kkEsE333yDdDqNb7/99liJiyAIMJvN0Gq1mJiYwMLCAt3clMtl3L9/H19//TVdY4PCwImLUqmEXq+HRqOBXC6HTCajNzVp7vuxBDJ5AOp0OtjtdtjtdhgMBqhUKmQyGbRarSM7+EcURchkMpq0dzqdMBgM0Gg0VDwA0FJQsvPmeR4ymYyWIguCQHfee0HKIXsTi+R0OWzwPE9PuDqdDgaDAWq1mp6YiZA0Gg3U63UqLu12G6lUCt1uFzzPo1qtUmGXy+XQ6XTQaDR9YTWpVEqLVer1Ok1uk14i8mAdhJj580I2LOVyGaVSCeVymYooCZ2RZl1SprzXuul2u6hWq/SatFqtQy+vPQwkEgnUajW9jxUKBXieR6fTQbPZRKlUQi6XGzjBHShxEQQBU1NTOHXqFGZmZiAIAhqNBvx+P9LpNCKRCIrFIq3e2QtSDimKIl599VV88MEHkMvl0Gg0aDQa2N7exubmJjY3N4/cIhUEAePj43C5XDh37hz+w3/4D9DpdLDZbH2hsHa7jUqlgkqlgi+//BKrq6sQRRFqtRpKpRIejwdqtRojIyNwu917/ixSX69SqXDx4kVYrVYsLi5iZWXlID/yvqBSqTA9PQ2r1YqJiQl4vV7agCaXyzE5OYlGo0EfiiTk1e124fP56Ik6mUyC4zhotVpIpVIoFArI5XLUajXkcjl0Oh3wPA+JRIJQKISNjQ3k83ksLy/TJGyz2UShUEAoFBqoXejzQERbLpdDEARIJBJqrpjJZLC8vIxsNkvXINkwkv9yHAej0Qi9Xo9kMomlpSWUy+Vjl/dSKBQ4ffo0fD4fJiYmoNFo0Gw2kc/nUSgUEAwGsba2hkajcah2L7sZKHEh5a8ej4cm8MlFTCaTKBQK9CZ/HBzHQSaTQaFQwOl0Ym5uDp1OB7Vaje7UQ6EQvdmPEiRE5XQ64fP5MDMzA6VS+cjryI6nWq0iFArh/v37UKlU0Gg0tLRRr9f3lSHvRhRFiKKIarUKu92OWq3WZxUzTEilUhiNRlgsFnpqJvA8D51OR/MBBPK/yTXqfeipVCoIggCZTEYtOMjunZyqzWYzVCoV0uk0CoUCFAoF3fGTnzvs4kJCrbs3Ns1mE5VKBfF4HLFYDDdu3MCNGzceKfXmOA6jo6PweDzIZrMIBoNDeTJ+UaRSKSwWCzweD4xGIw2JkVNvsVgcSMEdCHGRy+Uwm83Q6/WYn5/H2bNnYTabIQgC8vk8bt68iZWVFWxvb/9oIl+r1eKtt96Cy+XCmTNnYDabaTVFKpXCzs4OQqEQCoXCkas+4Xke4+PjtFRREPb+9RLBzmQy8Pv9WFtbg1QqhSiKUCqVSCQS0Ol00Gq1mJqaOrIhRHICMZlMOHHiBDweDxWL3rDO0tISrX4ip0ASmtDpdFTA5XI5/d69CWqe56klOsk5WCwWcByHarUKo9GISqVCy3I3NzfBcRw9DVUqlUO5Pi8KKcxRq9VIpVIQBAGbm5vY2tqiPRtSqRSCINAwT+/Ou9vtIpvN9m0OjxMkVK3X6zEzM4PTp0/DbrfTfiGSLhjU6zIw4uL1emGz2XDy5EmcO3eOPtDK5TK+/fZbXLt2DaVS6anE5b333sPJkyfh8XhgsViQz+exs7ODSCSCzc1N+P3+IycswMOw2MTEBF5//XVotdrHikur1UI+n0cqlcL29jYePHhAr7coitje3qZCv3vHfpQgFWJGo5GGHSwWC4CH4pLJZBCNRvHRRx9hc3MTJ0+exOnTp6FQKKhtzsjICM1LEXEhp2uyxkh4qBe5XA6r1Yput4szZ87QZs1Wq4WbN28iHA4jGo2iWq0OtbiYzWZoNBokEgkUi0V8/vnn+Oyzz+DxePD+++9DEAQqLgAeeVBms9ljW4osCALNQc/OzuLs2bN9OdN6vY5qtTqwJ9yBEBeSJ5HL5XuarfV28T4O8ktwOBwwmUzQ6XRotVpIJBKIxWIIhUK0QesoLVJS3WUymWgoi5Qt7oYkU4vFIjY2NhCLxZDL5frCEa1WC7VaDaVSCdvb27h16xaUSiVMJhNkMhlUKhVkMtlBf8yXgiiK0Gq1NPGuVqupE0QqlcKDBw8Qj8cRjUaRTqeRzWaRyWTA8zzdiZfLZepKC4BW4HW7XepC/bSQdR4Oh1Eul4d+t0523RqNhlYS5nI5FAoFJJNJbG5ugud5alPyuPvyKN2vz4JKpYLb7YbT6YRCoeh7LtZqNUQiEUSj0YFL5BMGQlxIdZPFYukLLTwLbrcbFy5cgMfjwezsLLxeLzY2NnD79m08ePAAn376KVKpFAqFwj6/+8OD2LTYbDa8//77cDgcWFhYgMlk2lOkSYx2a2sL//RP/4RgMIidnZ2+15BGwVKphN/85je4desWfD4f3n33XZjNZszMzMBmsx3gp3x5ECPP8fFxeL1eOJ1ONBoNFAoF3L59G//rf/0vJJNJBAIBlMtlOq6gWCxic3MTrVYLTqeT9m8AP+woO51On2A9DUTkk8kktra2aP/MsEJ23DzPY3l5Gel0mkYQ4vE4DY+RYobjKiKPw+l04s/+7M/gdrthMpn6vpZKpfD5558jGAwiEokc0jt8MgMhLqQqR6FQ0HJZ4jNETiyPW3ikZ0OtVsPpdMJut9PmrHq9jnQ6jXQ6jUwmg1wuN7BHyOeBhHV0Oh0tO9bpdLSXYjck+ZfNZhGJRBCJRB4JufR6aSUSCdRqNUgkEuRyOcjl8iN1/QRBgEqloqdmsmZIxVYwGEQmk0E+n6eik8/nkc1mEY1Gqa9arzsBKbHtdrvPLC6EfD5PczDDXHRCwjrkNEhsX8jJblB33IMCCdnq9fpHnovk2ZZKpQZ2AzIQ4iKXy+F2u+H1eqHVammiM5PJIBaLUbvu3Q82juOg1+uhUChw4sQJfPjhhzAajTCZTOA4DqlUCisrKwgEAjQ2Ocw3K/DwM5M49fT0NBYWFmiTqNlshs1mo0afvXQ6HXz//ff405/+RIsayENzN6TTvlgsol6vw2w2o1KpDH2YZjfk5EeEmDQBVioVFAqFvg1Jt9tFJBJBtVpFo9FANpullU/xeJx+T9KT0e12abXYs0Icg9vt9lA3+ZJihk6nQ3sxBvVBOKj0OmcAD3PQhUIBsVgMiUQCyWRyYK/pQIiLTCaDxWKBzWajiU9yA5OO/L2ap4gtgl6vh9frxdmzZ6FSqQA8DO8UCgWEw2GkUqkj1XxFyjs9Hg9eeeUVeDweLCws9IVndtPtdrG5uYnPPvsMmUwG6XT6sWWd5KRYq9Vo/oXs6I/KNSQ3LHE/JjQaDVqFUyqV+k52mUwGmUym7/sMio/TIEKuL6n2KpfLQy2Whw2xDSJ5K9LnMqgNtwMhLjzPUxtpstNrNBooFot06E2vbxVJFCoUCszNzcHtdmN8fJxapJMdXy6XQzwep7vMowAp4ZTL5bDb7Zienqb+a3tBciiVSgXpdJrG8Vl8G7DZbLRKTC6Xo91u0+bGQCBwZNbMYUFCiTzPw+l0QiaTIRqNHvbbGnhEUYQgCLBYLBgdHYXVaoVCoUC324UoitDr9fB4PHjrrbeQTCbh9/uRSqWQyWQQCoUGZgM4EOJCmoRsNhuUSiXdNZMKHXJyIahUKoyNjcFkMuGDDz7AiRMnYLfbIQgC3SVVq1UkEglsbm4OdLnesyKRSGjD4+TkJF5//XXIZLLHlh03Gg3s7OwglUohEAggm81SE8XjDMdxmJiYwE9/+lPo9Xqo1Wo0Gg0sLi7iT3/6EzY3Nwd2Rzgs1Go1JBIJaLVaTE9PY3p6mibx2eZmbziOg0qlgkqlgtfrxZkzZ6gdEQDqoqHRaOBwOFAqlXDr1i3s7Ozg9u3biMfjA9NoOhDi0juciSy83uYzp9NJwxOke9zn88FgMMBms8FoNEKlUtHmokKhQK3SiaX3sC9mmUxGCxXIPBViwbKXsJB8QLlcpp3Q2WyW5q6G/Xq8CCRnRYw8e8s8Sc7luF+j/YCUtZO+IOJHR6yY2An6UUhOVSaTQRRFWmwikUj6nouiKNLiHavVikajgVAoBL1eTwsnDvvkPRDishdKpRIOhwN6vR7/7b/9N9TrdZqAFUURJpOJ/pc0DEokEhQKBXz//feIRCJYW1tDsVgcWiv4XjweDy5fvgy9Xo/JyUkYjUbMzc091h6/WCzSOvjf/OY3WF9fRygUQiaTof0UxxFBEGAymaBSqWA0GqlB6lFtFD1MqtUqYrEYOI7D/Pw8LBYLFhYWcP78eaRSKayurrKc1S56zXu1Wi31Sdxd/SkIAjQaDVQqFc6dO0dzrpVKBYlEAnfv3n0kP3jQDJS49JYckzJG4hFGdpvkj1KppJU+vQ8GUr0TDAbpsKGjsDtSq9Xw+Xy018RkMlGrkt7PTz4ryTml02lsb29jfX2dVn89C72J792VK8MIadjVarVQKpXUfmSYP9Og0mq16C6ajOc1mUyw2+3UAJTxKORUTaISvZEJ0ghNxhYAoK4SoVAITqeT+iseNgMhLu12m44/JbkRcioBQE8lu+eb7/Wgq9VqWFlZwYMHDxCLxYZeWMjYAaPRCLfbDbPZTG30SShwN91uF6VSifayZLPZZxYWjuPgcDhgtVqp7Yndbn+kIm3YREelUuHtt9/G5OQkzp49C7VavWfDKePFicVi+Prrr+FyueDz+dBsNqHVavH6669jdXUV6+vrdITGcT1J74a0GJw4cQJTU1OPCIvf74ff74dSqYTT6aRu5qTIx2g0olqtPjYHe5Ac/jvADxbwpJ8FAG1qexJ7PcxqtRrW1tZw+/ZtlEqll/J+Dwpi7aJSqWA2m+FyuWCxWGi4cC/I6a9cLiMajSIajSKXy6FYLD7zz3Y4HDhx4gROnDiB06dPP9IlPIyoVCr85Cc/weXLl2midBhEcRiJx+NIJBJ0BIRMJoNOp8Ply5ehVCrx8ccfo1gsolKpMHH5/0P8AS9fvgyXy9XXJ9XtdhEIBHD16lWYzea+8Q7EpdxkMtEJoIfN4b8DPBSEUCgEiUQCo9EInU5Hk1rNZrPPE6zT6UClUsHhcPQd/UqlEu08JyI17AuWLB6LxUJdo59kSNnpdJDJZFAqlRAIBLCxsYF4PP7MxodkmJVGo4HZbIZOp+srtgBABzeRhsNCoTCwzVy99E45JOEFAnGKIKMHDAYDarUaTfAznh3itRYOh+nIaIvFQjdMpKLsuFfmCYIAtVoNrVYLs9kMi8UCjUZDu/IbjQYajQaSySSCwSAKhQJtySDJfbVaDZfLhVarBa1WSx01DmvtDoS4ZDIZfPnll7BarRAEgRoKWiwWFItFfPbZZ9je3qYPhfHxcfzqV7/q20mHw2F8++23CAQCiMViR+KBwPM8RkdHMTc3hzNnzmBycpJOlNyLVquFlZUVrK+v4+bNm/joo49QLBafyWaj10TU4/Fgfn4ebrcbgiD0hRgrlQq1QQkEAtjZ2Xnm09FhQE51+XweKpWqz/WZjMZ2uVzgeZ5O+dva2jpSnnQHTblcxrVr17C+vo6//Mu/xKlTp2C323Hy5EkYjUbcunVrKNbOy0SlUmFiYoIWPczPz9N8S7PZRDKZRLFYxN27d/H5559DEARcuXIFJpMJ//AP/4CRkRE4nU6YTCZsbm7i008/RTabpY2Wh8FAiEuz2UQ2mwUAJJNJJJNJOtc9k8kgEokgFAoBePhwMBqNfWNhAdDhQ+Tf/piL8qBDBi31nh4UCgU9re312TqdDvL5POLxOFKpFNLp9FNX45DZJoIg0CoVnU4HvV5Pczu9P5N4aJFO9t6Q5iBD8nu5XI46Z/fm8EilDvEXUygUSCQSfZMoyQma8XS0221kMhlqA9NutyEIAoxGI+r1+nOb1R4lyKlZpVI94qbd63BQLBaRz+chkUhoWwG5x0n5cm+V2WEWTQyEuNRqNQQCAcTjcZTLZXzyySc0QVWv17G9vY1SqUSNKUkFGJmx3Wq1sL29jStXriCVStEpk8MqLlKplOYD5ubmcOHCBTgcjh+No7ZaLayvr+Pq1avPPCbX7XZjYWEBGo0GHo8HGo0GZ86cwcLCAl2ovRAxj0Qi2N7epi6+g06pVMIf/vAH3L17F2+++SbeeecdqFQqWK1WSKVSnDhxAm63G9VqlfqLffbZZwgGg0gmk9QoMJvNUq+6YV1nB0Wz2UQikUChUMDa2hoWFxchkUhw+fJlFAoFun52DwtjPIT0sESjUeq1SAbW9dI7P8hoNMJut6Ner9ON+0EzEOLSbDZpTfbj7CFIc5HJZOp7aBLlTqVSWF9fp1Ynw3zDk/hr78hikvd4Ep1OB/F4HOvr6ygUCs90oxoMBszNzcFoNGJ6ehp6vR6jo6Pwer17vp5Ye2SzWaRSKSSTyWf6jIdFrVbDvXv3sLm5CYvFghMnTqDZbNIxBS6XCy6Xi25eyAlQo9HQByA5qRFhGea1dhB0Oh3a2ExmK5Fr32g0YDQaqXUTA4+sqXa7jWw2i0QigXw+v2fVJwnvkv+q1WrodLofLYp6mQyEuDwNHMfBaDTC5/PRXXy326UzSsjEvkHoTH1RSJ066crX6/XUurwXkoMqFovY2tpCMpnEzs4OCoXCnkPRiEtvbzk3mRRIyo21Wi0cDgdUKhW1nCCQfEW9Xsfa2hquXLmCSCQyVPFyYi3U6XSwtraGzz//HAaDAYFAACqVig6aI4l9qVSKmZkZmM1mjI2NUUsicpomtvz1ep3a6rCQ2d50u12EQiHcuHED4+PjmJ6ehiAIMJvNcLvdKBQKSKVS7Pq9IDKZjFrDkCbWwxDuoREXAHA4HDhz5gytFCOVKGQnmc/nn2oU8qBD4q9qtRoGg4HOzd4tLq1WC/V6HaFQCB999BHC4TDu3r2LVCq1545aLpdDq9XS/IpcLsfp06cxMjKCkydP4u2336Z9NUSAemm320in08jn87hx4wb++Z//GaVSaaiS3Z1OB5VKBZVKBTdu3MDm5iZ0Oh2mpqag0+lw5swZjI6OUtNAmUyGS5cuUWuhTqeDVCqFu3fvIp1O4/PPP8fKygqy2SxisRitohv2Nfgy6Ha7WFtbQywWw/nz5/H+++/TAoq5uTn4/X6am2E8P6IoYmxsDHK5HNvb24f2PoZGXEiXeG9HdafTocnZcrl85OLf5DM/rsGvXq/T4VXxeBzxeBzVarXvOpBOXp7naY8MERa5XA6fzwen0wmz2UwLBvaaBwOAPlij0SgSiQS1pB+2hwG5NrVaDYVCAd1ul1YYmkwmekIjThB2u70vvt1oNGCxWCCVSuHz+eg4bTLEiZxkGI/SaDT6hoa1Wi1oNBrY7XbkcjnWc7QPkGjGYc/PGRpx2Ytms4m1tTUsLy9jY2Nj6EuPn5VYLIaVlRWsra3h+vXrdJ5278NeKpVSo8u3334bb7/9NhQKBc0xqFQqiKIIlUpFPbYed4NXq1V89tln+Prrr+H3+1EqlYZ6AFutVkOr1aLTOXmex927dyGXy+FyuTAzMwO73Y5f//rXGBsbo9dGpVJhbm4OzWYTU1NTqFQqtPw7Fovh448/HtjRs4cNqXDK5XJIJBLgeR6zs7MYGRmBTCbDzZs3j33Py4tSKpVw7do1LC0twe/3H9qGe6jEZbfNSLfbRS6XQywWozvQ4wKplMtms8hkMnSwGoC+xL9UKoVGo6ED1ebn56FUKmGz2Wj12ZOuGwmv9TbDra6uIp/PD334hzSnAT8M/SKFCYVCoe9kXKvVaFGJRCKhE1OJv5sgCMhkMhAEgYr0MF+blwXJSZFpm9VqFTqdDiaTCUaj8djb8DztmiE5UxLF6V1vpC8mFAodaj504MWFhHWkUimMRiNcLheMRiMEQUCj0UAkEsHy8jKi0ejQ7qCfB47joNPp4PV6IQgCfvrTn1Jx6UUmk2FsbAw6nQ6nT5+G0Wik9e8/9gDsbcIKBAJIp9PY3Nw8FhMFSYlsOp3G//gf/wMWiwVarRZ6vR4ulwuvv/46reCTSCQwGAyYmZmhRqulUon65R03yDV5UmlxJpPB1atX4XA48Nprr2F8fJyW35O+juN0P5MTtCiKyOVyyOVy1HIf+GFjrVAooNfr4Xa78e6779JqUgC05yyRSNB79DCjOUMjLqIo0uSfUqmEIAjU0puU3h6nxQgAWq0Wbreb+mPtFV8VRRGjo6PQarWwWq0wGAyPOEnvRbfbRT6fRygUQjgcxvXr15FOp+H3+1GpVFCv14/0zpwUiQDA0tISJBIJ3G43XC4XTp06hfn5+T47dJ1Oh8nJSUilUjidTpqYPm7iQk53PM8/0ZAyl8vhxo0b1BjVYDBAp9NBpVKh2WweqZHaT0O73ab9K4VCAcViEZ1Op28cBJlCq9Vq4fP58LOf/Qxutxt2ux3AwxxsKpWiAwFJM/lhMfDiAvQn80k1E7ngpAT0KAwE2w0JIbTbbXoNeiE5EwBwuVx7JpGJ/xDJrfyYqJBdI5lgef/+fSQSCfj9flqNd9xufOJHVi6XkclkEAwGce3aNdhsNkxOTsJms6HT6UAmk9Eua41Gs+dJ8qgil8vpuG1ShFIoFGihw26azSZyuRykUinNsWi1WoyPj9OeteOUeyHmvYIgYHt7G3fv3oXb7abVnWazGZ1OB7Ozs+A4DqOjozCZTNTVG3i4IQqFQtRfkYyHPywGXlzI5DWpVEqtOUjcu9PpoFgsIplMHrlKMSIspI+HGHn2olKpoFAo0Ol0aOPfbshOklxHQq+nVi9kHk6hUMCnn36Kjz76CJVKBel0mu4oj1vhBCGbzaJQKCAajWJ5eRkGgwH/9b/+V/zkJz+hhoOkdJyENo4Ler2ehgrJiWVjYwOZTGbPEGqlUsH29jY1PQUAn8+Hv/iLv0AwGEQ6nR6q/qkXhZhS5nI5/P73v8e9e/fw1ltvYXJyEnK5HLOzsxgfH8eJEydQLpehUqngcrlodSfwsMDn6tWrCIfDiMfjh96WMRTiIpfLoVQq+7xySOPkYccVXwa9LqhkFIFcLodUKn3ExZecZp5nOBDxyCLC3Ol0UK1WkU6nkclkkEgkkEgkUK/X6TH9uMDzPL2m9XqdniDJH9Jj1LtDJKdLMjH1uJTVknCNxWKBwWCgrQF7OUr0NvASm3iSo+kdgzwIlvEHSbfbpaO1c7kcLRCp1Wq0SIRYYul0OpoqIB5j7XYbuVwOyWSSlsIf9v068L9BhUKBU6dOwel0YmRkBBKJBLlcDvfv30csFkMikTjst7jv1Ot1RKNR5PN5XL9+nR6DL1y4sK92Dt1ul3bzk6qoeDyO3/3ud/D7/XRneRTGRD8rTqcTJ0+eRKPRwO3bt5FKpejXeJ6HQqGgk1LJjHNiz5/P5w+9x+CgkEqlkMlksNvtuHz5MkwmE/75n/8ZV69eRaFQeGTjp9frYTQaYbVacfbsWVgsFszOztKNEzkdH6UoxLPQ6XSQy+XQaDSwtbWFe/fuwWQywePxQKVSQSaTod1uQyKRULeJe/fuIRwO47vvvsOVK1f6ToOHycCLC0mQjo2NwWg0guM4VKtVBAIBGls8arTbbeTzeVQqFezs7NBQ4NmzZ/dVXEh+hTRcxWIxBINBXL9+HRsbG/T0dBwhXfuVSgWrq6t9X+u15+lt6m02m2g0GtSK6KidqPeChKy1Wi1GR0dhNptpvm73poS4ThuNRng8Hly4cAE2mw02m42ecsip8LhtZgjdbheVSoX6LUYiEbTbbTidzr7BYZ1Oh7pBhMNhLC8vY21tDZubmwPTwDvw4iKRSKBSqaDVaqnly3GBHJHD4TAUCgW+++476HQ6+Hw+aLXaJ3bv70UikUAymaQhnWaziUgkglwuh3Q6jVAohHQ6TfMrw+7R9iKQsE2324VSqaQ+a91uF3a7nT4Yx8bGoNFo0Gq1UCqVaHMgca896pAqRJ1OR/MrxWKRjjKQy+VQKBSYmpqiZqijo6MwGAzw+XyQy+XY2dnB5uYmHjx4gGvXriGVSh2rfMtuSK41lUrh/v37yOVymJiY6JtfVSqVsL29jVwuh5s3b+L+/fsIBAIDdc8OvLjwPA+tVguj0Uhrvo+LwBC7FYlEQq1WLBYLfvazn/V5gD0N3W4XwWAQt27dopbxtVoNfr8f6XQa0WgU29vbNGF/XHeOBEEQoFKpIAgC9Ho9yuUyzUtNTEzg17/+NZ0NbzAYkMlkkMvlkEql6PC0o75OiZns5OQkLBYLnSOUy+XQarVon4bNZsNPf/pTTExMYHZ2FtPT07Qpl4zYuH//PpaXl3Ht2jW68TmukBNvJBLBtWvX4PP58Prrr/e9hpRyRyIRfPrpp1hcXKT5wEFh4MVFIpFAqVRCq9Ueqn30YVGr1VAqlSAIAiKRCGq1Gra3t+m4ZxKH1Wg0fQnUVqtFix3y+Tz9d8FgELVaDblcDvV6HfF4HPl8HsVikfqSMX4ofxdFEW63m1bltdtteL1emEwm6PV6epqu1WpIpVJ0935crqNKpYLNZoPZbIZKpQLP83C5XJiYmIBSqYRGo4HJZILNZoNerwfHcTTPR6Yr+v1+RCIRpNNp1Gq1Yy0svRDvwGQy2Rea7Xa7iEaj2NnZQTKZRKFQGMjw9cCLi0wmg8/nw9zcHAwGw7GpwAF+OLnk83kIgoD19XUoFApsbGzAbDbD6/VidHQUNpsNr7/+OrRaLf23xWKRhrm++OILhEIh+qfVaqFSqaDdblPzwOPWu/JjkLCYVqvFX//1X0MURVpZZzQaMTc3RxP5jUYDgUAAX331FcLhMPL5/GG//QOB4zj4fD689dZb0Ov18Pl81Ozzvffeg06no6PLSW+a3+/HtWvXEIvFcP36deTzeaRSKZTLZer1xnhIoVDA5uYmgsEg/H5/33RKYrpK+oUGkYEXF57n6eCb4zgOtTepns/nIZPJIAgCkskkms0mHbJUKpX6ypGLxSItJ15fX8f29jYSiQTS6TRarRZqtdqRD9u8KKTE1uv1wmAwUHEhJ2lBEGjyNZ/PIxaLIZlMDuQu8mVBTFB1Oh0tkR0ZGYFer4dOp6MNpiQMWygUsLOzg2AwiKWlJepRxzY2j0LyeADoMMVhYuDFhdEPmalC7EkCgQA0Gg2+//77PvGtVqu032BjY4NWn5H6dyYsT6bdbtOHnlarpcnUbrdLezAqlQpu3bqFnZ0dLC4u4saNG3Ti4nGAhGdu3bpFrXGkUilyuRxCoRA1OK3VatSxOxqNIhqNolgsUldtthaPJkxchgwy8hR42JFLeFy4kN24zweZctrtdqFSqWAwGB75Wr1ex/3793Hjxg2sra1haWnp2OULkskk7t+/T4tApFIpisUiIpEIAoEA7t69S/MqJIxz3K7RcWXgxaXVaiGZTCIcDlNb7kKhgGAweGT7XJ4HJiL7Sz6fx9raGsrlMubn5/tm3VQqFdrkura2Rh2jj1tohzThBoNBdLtdfPrpp1Cr1Xjw4AFCoRCSySSSySSq1SrNpxy3a3ScGXhxqdVqWF1dBcdxmJychEQiQSgUwvXr1xEMBo9khz7j8AkGg8hms3C5XBgZGaH+bjzPIxQK4csvv0QymcSdO3cQCASe6AB8lAmFQojH45BKpfjkk08gkUhokUhvaLHdbu85eptxdBl4cWm328hkMojFYlCr1VAqlYjH48hmsygWi+yIzXgpNJtNFAoFqFQqxONxGAwG6hkWiUQQiURoT0elUjnst3totFottFotVKvVgbAcYQwOXPcptxKHVQIsk8ngdDqhVquhVquh0WhoiV6tVjuU8sXn2X0dpxLqH2NYrh/pMB8bG4NaraZmlJVKpc/Q86A9xJ5398/W4A8MyxocVJ7m+g28uAwibGG+GOz6vRhMXF4ctgZfjKe5fsd7YDWDwWAwXgpMXBgMBoOx7zBxYTAYDMa+89Q5FwaDwWAwnhZ2cmEwGAzGvsPEhcFgMBj7DhMXBoPBYOw7TFwYDAaDse8wcWEwGAzGvsPEhcFgMBj7DhMXBoPBYOw7TFwYDAaDse8wcWEwGAzGvsPEhcFgMBj7DhMXBoPBYOw7TFwYDAaDse889ZhjNijnB9igoReDXb8Xgw0Le3HYGnwx2LAwBoPBYBwKTFwYDAaDse8wcWEwGAzGvsPEhcFgMBj7DhMXBoPBYOw7TFwYDAaDse8wcWEwGAzGvsPEhcFgMBj7DhMXBoPBYOw7TFwYDAaDse88tf0LYzgQBAE8z0Or1cJqtUIQBEilUvA8T19Tr9dRLBbRbDZRKpVQr9fRbDbRaDQO8Z0fDTiOo9fbYrHAaDSi1WqhWq2i1Wohn8+jVquh1Wqh1Wod9tt9JuRyOXQ6HWQyGYxGI+RyOUqlEkqlEmq1GtLp9NB9pmGA53nodDpIpdInvk4mk0EURXS7XTSbTbTbbbRaLbTbbTQaDZRKJXQ6nQN610xcjhQcx0Gj0UClUuH8+fP49a9/DZ1OB4vFAoVCAeChJ1A8Hsd3332HTCaDpaUlhMNhZLNZxGKxA118RxFBEGAymaBSqfDzn/8cP/vZz5DL5bC5uYlcLofr169jZ2cHxWIR2Wz2uX3CDgO73Y5Lly7BarXivffeg9frxb1793D37l0EAgF8/PHHyGQyh/02jxxKpRJnz56FzWZ74v1psVjg8XjQbrcRj8dRq9VQKBRQLBaRSCRw9+5dVKvVA3vfQycuHMdBIpFAEAT6vyWSvaN7ZHfY7XbRbrcP+J0ePGTXLJfLYbFYMDk5CaPRCLvdDqVSCeChuBgMBiSTSahUKkQiERQKBVSr1WNvzEeunyAI6Ha79A9ZQ+TPk5BIJFAoFFCr1XC73ZiZmUEmk0G73UYmk8Ha2hpSqdRQnhLJunI6nZiensb4+Diq1SqSySQqlQoEYf8fJzzPg+d5cBxHT9+NRgPtdnuohPlpIc808nl5nodGo4HNZoPT6QTweNNIm82G0dFRtNttyOVylMtl5HI55PN5dDodaDQacByHer1+IM/DoRIXpVIJhUIBs9mMEydOQKPRwOfzwWg0guf5PpFpt9u4efMmFhcXkc/nEQgEhvKGfhYkEgkVE6fTCZvNBq1WC6lU2rcg9Xo9zp49i0KhgEajAblcDp7nEQwGj4UI74bnecjlcigUCly+fBnT09OoVqvI5/Mol8tYWVlBNptFsVhEsVh84veSy+WYnZ2Fw+HA6OgodDod5HI55HI5isUiCoUCdDodVlZWkEwmhyqMRMTFYrFAJpPRv9Pr9VCr1Y/d5D0P5OFKREyn08HtdqPT6eDLL7/ExsYGarUayuXyvv3Mw0QikUAul0MqlcJut8NgMMDlcmFubg5arRYzMzPQ6/VP/B5KpRJarRadTgeTk5NotVqo1Wqo1WrI5XJ4/fXXkclk8Lvf/Q73799/6Z9pqMRFJpNBo9HA6XTi0qVLsNvteOWVV+Dz+cDzPN05kd2mVqtFqVRCNBpFJBI58uLCcRzUajUsFgtMJhP0ej1UKhWA/t2OUqnE5OQkKpUKgsEgqtUq0un0vj4chglyY6vVapw7dw7vvvsucrkcYrEY0uk0yuUyOI5Dq9X6UXERRRFerxdjY2P0xKhSqWA0Gun1BoBsNjt011sURej1ehr/73a7kEqlUKvVUCqV+/p5JBIJeJ6Hx+PB+fPnYbfbcfbsWTQaDUQiEcTjcQBApVI5EicYnuchiiLkcjmcTic8Hg9OnDiB999/HxqNBhaLpS/6sBe7Iw/dbhedTgftdhu1Wg2ZTAbxeByLi4vHW1zI8ZDneahUKoiiiOnpaUxNTcFut2Nqaoo+PDmOQ7VaRaVSoaGNTqcDhUIBt9uNZrPZl9BmPITneej1ejgcDhiNRoiiiE6nQ8NARx1BECAIAoxGI06cOAGz2Yzx8XGYTCZ62jCZTCiVShgdHcWNGzeQTCb3vDYqlYpey4mJCUxMTMBoNPbd8DzPw2g0wul0QqfTDV0YsjdsSN57p9NBs9nc1zUjCAL0ej2USiV8Ph9mZ2dhMBhgMBhQq9VgtVrhdDoRi8WGLm+1G5lMBplMBp1Oh6mpKeh0OszOzsLpdGJkZAQ6nQ4KhaIvmc9x3J6fmQgJSeh3Oh36p1gsIhwOI5FIoFKpHMhnG1hxkUgkNH9ALvIvfvEL/MVf/AUUCgUMBkPfIs/n89je3gbHcdBqtRAEARqNBqdOnYJEIsGVK1cO+RMNHjzPw+VyQSaTIRgMQq1Wo9vtolKpHIvwmCiKUKlUGBsbw1//9V/D4/FgcnISdrud7vqazSbm5uZQKpXQ7XZx+/btPa+NyWTC/Pw8RkZG8Oabb2JycpKGjghkJ67VarG8vDx0JxcSPhRFkb53UglXr9f37SEvk8ng9XphMplw8eJFvP/++3QjUCqVMDExgUKhAI7jEAgEhrYIheM4KJVK6PV6jI6O4le/+hWcTidmZmbgcrnA8zxkMllfvulJtFotWvlZKpXQbDbp1+LxOJaWlpBIJJDL5V7ip/qBgRUXURSh0+mgUqngcDhgNptht9tpfqXVaqHZbKJaraLZbCIWiyEYDNJfglKphFQqhV6vh0ajgSiKEAThyCYCnweO4yCXy6HRaKBQKGgZ87DtqJ8XpVIJq9UKm80Gi8UCs9kMpVLZl5jmeR5KpZKGgB6HQqGA1WqFxWKBWq2GQqHoEw9SVFKr1Wj597CtQ47j6B/C0xY6PAsSiYTmD1QqVV/IjdzfnU5n6K7fXuh0OoyMjMDr9cJut8NisdAcFqHb7aLRaKDb7dICpt7fA0nQl8tl5PN5NBoN5HI51Ot1+j1SqRSi0SjS6TRqtdqBfLaBExeSmPf5fHjttddgsVjw2muvweFwwGKxQC6XI51O4+7du8jlctje3kYqlUI8Hsf29jZMJhP+8i//EiMjI7BarfD5fKjX63C73ZBIJMhkMgd2LBx0JBIJTCYTdDodrFYr5HI5arXa0O2onweO47CwsID3338fTqcT8/PzMBgMkMvlfa9rt9soFovI5XJPvCndbjfee+892Gw2mEwm+gAg34P0Fl29ehUPHjzA3bt3j8Xp8HkQRZE+cE0mU9/X2u02otEo1tfXkUgkhvbUAjy8/37yk5/g7//+76HVamGz2ehpupdms4lwOIxKpQKtVkuLdORyOTqdDnZ2dpBIJLCzs4PFxUWUSiXs7Oz0FTuQ9ddoNJBMJg/k8w2cuJAyY71ej/HxcTgcDpw+fRoul4uWFtdqNQQCASSTSSwtLSESiSCZTMLv98PhcOD111+HxWKBVCqF2WyGwWCgO6B8Pn/YH3FgIMdyAHTHflxyUxzHwWKxYHZ2lhZA7L6pgYc75Hq9Tk/Ij9stk8pFkq/p3d13Oh00Gg1Uq1WEw2Gsrq4O7YNxr9PLfkOagEmjZi+dTgflcnnoN4nkBOLxeHDp0qXHnopJaDafz9NQIGmUlMlktMQ9Go1ia2sLi4uLyOVyWFtb+9Hik5fNQIgLx3EQBAEymQynT5+Gz+fD9PQ0Xn31VajVaqrc9+/fx/3795FKpXD//n3aHERKajUaDUwmE8bGxjA1NQWFQoFcLkf7OGq1GtstHnM4joNMJoNUKoVWq6Vh092nNdLVnEql8MUXX2BrawvLy8uPFRdBEKBQKB4RFuBhSOLWrVtIJpNYXFykDZXDIi5k06HT6WiJuyiKB/oeyO+jXC6jXC6jWq3SUNGwoVAoMDc3B4vFgvHx8UfWHumq9/v9uHPnDgqFAlZXV1EsFjEzM4Pp6Wn6vKzX67h27Ro9yQUCAXptDpuBEBeSvFer1bh48SLefPNNuN1uzM3NodPpIBgMIplM4o9//CP+9V//FdVqFYVCoa9CRa1WQ6/Xw2w2Y2JiArOzs0gmk0ilUsjn86hUKqhWq0xcjjkkz0RyTQaDARqN5pETW6vVQqVSQTKZxGeffYabN2+iWCw+lbjs/l6ZTAZ/+tOfEA6Hcfv2bfj9/qF6KEqlUshkMmi1WrjdbhqePkjI74OIS7lcHogH6POgUChw7tw5TE9PY3Jy8pHNCLFiWllZwT/90z8hmUxifX0dxWIRly9fRi6Xo4JUrVbx8ccf4969e325r0FYXwMhLqIowul00lJOq9UKpVJJwxGbm5uIxWKIRCJ0UbVaLbrz4zgOOp0OExMTGB0dhVKpBMdxKJfLSCaTyGazqNVqtDyPcXyRSqVwu90wGAxwOBy0zH337rFarSIejyMej6NYLFJvsF7IuiPVizKZDIIg0O/VaDRoSCOVSiGVSqFWqw3Ejf8s9LpikFMf+Yz1eh2FQgHlcvmFN26kKkoul9MCHrVa3ddjRKIQ5BkwbNcS+CFBTz7DXvRuuOv1OjQaDbrdLqrVKkKhEIAfQrb5fH4gN80DIS4mkwnvvfceXC4XXnvtNSwsLKBcLlNB+b//9//i/v37NARGareBH2KXMzMz+Nu//VvY7XbYbDYAQCgUwo0bN7C2toZ0Oo1iscjE5ZijVqvxZ3/2Z5ifn8fCwgIcDkdfAy4hGo3i6tWrCIVCiEQie64dqVSK+fl5+Hw+nDhxggqNRCJBt9tFLpdDKpXC5uYmlpaWEIvFhjLnR8RFJpP1VW91u11ks1lsbm4iHA73lb4+D1KplDpwvPLKKzh9+jT0ej3tY/P7/YjFYkgmk8jn80MpLMDDEB/x8iMl7r0Q41Or1Yq5uTlkMhmIoohsNotcLodPP/0U7XabmlMOqkvBoYoLuak1Gg0cDgdtLlMoFCiVSshms0gmkwiHwwiFQqhUKo8oPWnqIvYQZrOZxoOr1SoymQwKhQL9RTCOJ+QBKZfLYbVa6emF9BEAPzg7tFotlEolJBIJetroXTtkhy2KIm2KNBgMjzQYNptNVCoV6hxcKpWGyu4F6Perk8lkfTZLpFmvXC6jVqu98MaNCBhxXzYYDPReJr+TYrF4YN5YL4tOp4NqtYpisUivW291Ye9aNRqNkEgkyOVykMlkKJVKNCVQr9cHuiT7UMVlYmICMzMzGB0dxZtvvkmFgcSmf/e73yGRSGBzc3PPG1MqlWJycpJWlE1MTECj0UAul6Pb7SKZTGJtbQ2xWOyFd1WM4UatVsNms8HlcmF8fBxjY2MwGAy025kkjB88eIBgMIiVlRVcv34d2WwWhULhke81MjICo9GId999F6+88got5SZ9Qt1uF6VSiYZlSRJ62B6KPM9jZmYGU1NTWFhYeKSqifhW7UdUQK1Ww+Vywel0Qq1WUzEDgFKphPX1dYTD4Ud+H8NGvV6n68zn8+HChQvU7JSsH4lEAqfTiTfffBP1eh2vvfYaarUaPv74Yxoey+fzVNx7e1oGhUMTF47jYLfbcebMGfh8PszNzUGv1yMajSKTyWB9fR2fffYZXbh7iQPP830OrXa7nSYam80mCoUCwuEwcrnc0N3UjP1FoVDAZrPB4XDAbrfDbrfTB2WvuGxvb2NxcRFbW1tYW1ujotCLXC6Hy+WC3W7HyZMncf78+UfcubvdLs1HkHknw7jBIS4OJ0+ehNfrpeEw4IfcAblGLyouxBiTlCBLpVIq1LVajXoEDnMJMvDw2UQavolYdjodyOXyviZJYnnT2y8VjUZx7949Kub1ep3+GTQOXFwEQYDVaoVarcbMzAwWFhZgsVggCAIajQZ2dnawtbWFra0tqsi9i5bUeRuNRmi1WszPz+PkyZMYGRkBz/Oo1+sIhULI5/Pw+/3IZDL7kmxkDDeCIFBXbZJ4J7viVqtF515sbW1haWkJyWTysSEYqVQKg8FA/dh6QxoAqD8beRD4/f6hExbSHkDMKi0WC7Ra7SOVcCqVChaLBe12+5l6pCQSSd+14zgOJpMJTqcTVquV+gP2fp2EIm02G7rdLjQaDYxGI+r1OoLBIA3PDeKDdi+63S5WV1fxm9/8BmazmTogkzDrbjiOw/j4ON59911Uq1Xa2Ov3+2nByCDZ4Ry4uMjlcszNzcHlcuHNN9/Ee++9RxdltVrFnTt3cOXKFfj9fuRyub5adnJc1Gq1mJ2dhdVqxTvvvIPXXnuNVrGk02lcv34dgUAAt27dQjAYpIZujOOLVCqFTqejhoi9fRqNRoPmV27evEkTpsQqaHdMWyaTwW63w+VyPWI1T/I29Xod6+vr+OKLL2i14jDRO5fGarViZGQEZrO5T0A4joNer8fY2BitbnpaiDUTEXnSUDgzMwO73U5NVImwkHyMQqHA2NgYHWlw8uRJZDIZ/Pa3v6XN1MMiLp1OB9euXcP3338Pr9eLn//853C73XjzzTf3FBeJRIILFy7g1KlTNJ9XrVZx69Yt7Ozs4MaNG4hGowPz+Q9cXIgzLJlZoFAo0Gq16FAbosClUone3CQOqVKp6E7J6/X2dVaTG7zdbqNUKiGfz9MY96AoOePwIA8o8r93QzYgzWaT3px7JUpJn4zJZKLd+Lu/D3HoLhQKtEx32NYgSSgrlUqo1Wqo1eq+BlFi7NmbhNdqtX15UTJiGwD9/FKplBYIkIIKIi6kh4b8fS8ymQwmkwk8z0OtVqPRaMDj8cBut0MQBNjtdpp/GCanZBLSItVjALC1tUWvHTndkesklUqhVCrRbrfpdbdarWg0GnC5XHC73ahUKrT4iZTDHwYHJi7k5lar1Th//jxeeeUVGspKJBL48ssvafnn0tISDUcQKwhRFHH69GmcOnUKDocDr776KvR6PWw2W9+OqdlsIpFIIBgMPrHpjcHohYx3IA8+YozaC3kIWq1W/OQnP4HP53tkgFO9Xsf29jbS6TQ2NzcRDAaHslJRLpfD7XZTx4vx8XHaw0PyScQOh5QPnz9/vi8fYjQa4Xa7AYD2CTmdTjgcDirQpLqOuJmbTCZqQd9beWe32/GLX/yC2vu3220qfMTtIB6P449//COSySSdHz8spFIpfPLJJxBFER9//DFUKhXsdjvGx8ehVCrh8Xig0WgwNjZGT4qiKEIURZw8eRJTU1MYGxvD7Ows0uk0bt68SZ+D4XD4UD7TgYuLVCqFzWaD1+ulMy1IzDQYDCIej9M53L0leUqlEg6HAzMzM9RosNc5FPhh91kul2m8nIkLg0DWAinf7C397F2foiiC4zjaT0X+XW+vh9PphMvl6vu+wMOTcz6fRyaTQT6f37OPYRggJwSdTgedTgetVku/Ru6zdrtNS5XVajXsdntf17zdbsfExAQAUAv40dFR+Hw+KJVKGI3Gvv4i0qS5FyRqQei9pjKZDCMjI1AoFNDr9eB5fuiuOckV9+L1elGtVqHVatFut6HX66HX6+mYDHKqIeaeJMSYSCQQjUbBcRwdSrffztVPw4GJC9mpOJ1OaiYpkUhQLBaRTCaxsrKCQCCAUqlEJ7IRSxfiijwzM4OZmRlotdpHFmE+n0cikYDf78fq6irW1taoSDEY1WoViUQCEokEq6ur6Ha7sFqtNHlssVigUqnw85//HFNTU4jH49jY2KBJ/mKxiDNnzuD06dOYmZmBRqPZ8+eQSYmBQODA5ma8DBQKBUZHR6lzRi/En43neYyMjEAURTQaDRrKJqjVajowjRTm6PV6OotJFMVHcjjPA0n2k+bD3oqrYROZXvL5PFZXVyGXyxEOh6FQKOD3+7GxsQGTyYTp6Wla1EDE1+12099XNpuF3W6HRqNBLpc78FHvByYupBSUWJIbDAZq55BKpbC6uoqdnR00Gg3qY0QaKz/88ENMT0/DbDbTxbp7IebzeWxubmJzcxOrq6tYX18f6oXF2F9qtRoNl6ytraHRaGB+fh5WqxUymQwWiwWdTgd//ud/jnfffRfLy8v46quv6LTDer2O06dP42/+5m9gNBofOTUTiLhsb28jl8sN7RoURZGeMvYSF5I78Xq98Hg8j/z73pPhbnpPjL2vf15IZVtvccBRmElEnJAJEokEm5ubWFlZoaPdSW+gSqWiubFOpwOv14t6vU5zgoFAALFY7GiKC2GvAUpKpRInT56E3W6nnmHE4dhsNtMhTvV6Hel0GjKZ7BEn22KxiEAggEgkMpT+TYyXC+nwJjdouVymYTAy457nefA8D4VCQXMNer0elUoF6XQaMzMzMBqN1OiS7Ix7H2SiKMLr9YLjOITDYWxvb6PRaAzlmiRuBST89Th2i8XTfs7e1z9uABkpsiAhMxLi4TiOGjzm83kEg0HEYjHa0zZsBRSPY3fIlfglCoKAe/fuQa/Xo1wu00IIu91O84cymQw2mw2Tk5MQBAFbW1u0cOogqhcPtUOfLByXy4V/+Id/6FtkJPZNJgEKgkCTU0ajEfPz81AoFPR7hcNhfPrppwc6xpMxPFSrVUSjUSQSCYTDYchkMpw5cwbnzp2D0+nEG2+8Ab1eD51OB7VajcnJSbjdbrTbbfzyl79Eu92GRqOhXdS7bWMIer0e77//PiqVCprNJiKRCPL5/L54bx0kvbnLp0mM94rD04Sjfuz1RNSIAzIR/N5wV7VaRSqVQigUwqeffort7W2sr6+jWq0eSo7hIEgkEshkMtjY2MDS0hLkcjlGR0dhs9lw4cIF/PznP6f+b3K5HKdOncLY2BhWV1fRaDQQi8Vw+/btR/I7L4MDFRdSvtj7iyelnVartW/Ebu/uhbgj53I5pNNp8DxPY7vke5LdZSaTGaoqEcbBQJLzzWYTtVoNHMchGo3SmyyZTNLSWuCHgVUcx8FsNvd9rycNy+J5no6pJeHfdrs9dNM9O50OarUarfIi9xm57550MujtD3qc9xUpoCBFEr2VYeTEQmz28/k8Op0ODAYD9TNrt9soFApIp9NIJpNIJBJIJBJDWfb9LDSbTVouX6vVIJPJIJPJUKvV4PF4kM1m0W63adWjUqmkYV+Hw4Fut3tg4xIOTFyazSaKxSKKxSLK5TIqlQpNpBI7b+Bh1USr1UI4HMaDBw9ouIuM6KzVapidncXJkyehUqmQy+VQqVQQjUap1cuwznlgHBzdbpd2davVaty9exdqtRqzs7PU32pmZgZyuRx6vb6vgKT3Yfm43THHcZiamsIHH3yA1dVVhEKhgWluexqq1SrW19dRKBQwPz+Pqakp5PN5RCIRavnSe5/1CgPxUiuVSkin03uWYZO8qkqlwuuvv47JyUmaxyG9atVqFTdv3sTdu3cxOjqKDz/8EAqFAmtra0gmk1heXsaNGzeQzWaxurqKQqEw9NYwT0uvyJJ5V41GA9lsFg6HA7/4xS/g8XjoKdvj8eAXv/gFotEoNjc3sbGx8dLf44GJS7vdpjshUiNPhjYBP+wsgYdH4lQqhcXFRaTTaSwuLiKbzdJhTCqVCo1Gg55YCoUC8vk8stnsUx/jGYxMJoNMJgOJRILl5WWIoohkMkkNVW02Gw2F9fZS7Q7jPG5nbrfbsbCwgEaj8Uzd64NAvV5HLBajDc7EoDIYDKJSqSCTyTwSt+c4jvpfZbNZpNNpBAKBPcWF+IgZDAZaOACA2r7UajWUy2Xs7Ozg5s2baDQa+MlPfgKO4xAKhbC9vY0bN27gj3/8I7V8Oconlt2Q0x2x7wdAZ7uMjo7i0qVLdC6WIAgwGo3UwdtoNB7IezzQk0upVEIqlcL333+PSqVCm4CIAV673UYymUShUEAkEsGDBw9oAqtSqcDhcNBmIVEU0W63sbOzQ/+QxsujGGt9Gshuplqt0rHOZDd4FKpnXha9ieNQKIRmswlRFDEzM4NmswmTydSX3/ux71Wr1dBqtZBOp2nf1rA1UbZaLWSzWTSbTXz55ZdIp9MoFAqIxWKo1+uoVCqPRAgkEgk6nQ6NJpTL5ceaxlosFuojptfr6ToFHoYWievGyMgITp06BaVSic8++wydTgcPHjxALBbD1tbWsb/neyGd/nK5HDdv3kQmk8Hc3Bympqbo/S+TyTA1NYWLFy8iFou9VC+yAxMXcmSr1+v4/e9/jxs3blA/MHICqdfr2NraQjwepzHXXpuJN998E2+//TbsdjsUCgUajQaWlpbwzTff0ETeMCVN9xvyYCsWiyiVSqhUKrSrevcwLMYP9M5xWV9fx+bmJgBgdnaWxrJ7mwifBAnpVCoVRCIROkV12E7T9XqdNuIFAgH867/+a1904UkJ89586eMeXAaDgRZNkB02geSttFotHcK2vLyM//2///cj9lBMWH6AeI2VSiX8+7//O6xWK/76r/8aU1NT9DWiKFJ3k2+++YaGOV8GB57QJ8ds4AfvoXa7TYWBWOwTSA076QI2mUzQ6XSQSCRotVool8vIZDJD2wm939TrdZrTqlQq1OyP8XSQBxaJZz9pV9ftdunAJ1Io0Gw2kclkaMd1IpGgSdZhg3z23SMH9gvSZb7bTbnVaiGTydAKv1gshkQigXQ6TfM5w5S/6qXXDYKEEffr5NAr6KSlY69nIkn2v+xQ7YFvZ5vNJvx+P8LhcF9ZIdkV7Y7jCoIAi8UCtVqNiYkJnDhxAnK5HKIool6vIxwOY3l5GYVCYShv4P2k3W4jFoshk8nA4/EgEAigWq1Sm3nG/tJoNHDz5k2sr68jFothc3MTjUaDliHH43E6yXLYXJFfNjzP05zrbnHJZDL4l3/5F2xvb2Nrawt+vx+lUgnRaJR6iw0jpK+K9FIJgkALH/YT8sx0OBxQq9WP9BHtrth9WRy4uHQ6nWea+UxKldVqNbRaLQwGAy1ZJuG0XC43tDuZ/YY8yEhVnkqlOlaJzv2i10JkN+TGJCap29vb8Pv9uHfvHhqNBq14JOFJRj+9di1SqfSRMm1i/vngwQNsbm7C7/cfibEZpLmRzBaSyWT7HsYnIXDSsd87EI9AcoxHTlyeFUEQYDAYYDabaVd+p9NBqVRCLpejdfiDPEuaMRxwHAeFQkEHUk1MTMBsNj8SViyVSggEAshkMrh+/Tq+//575HI5JBIJGlYjUwIZ/ZjNZuqLRcq+dTpd32uazSaSySRCoRCNSByFe1sQBOqX+MYbb8DpdOLrr7/GV199tS8bQLPZDLfbDYfDgTfeeAMjIyMYGRnp2yA1m01sbm7i5s2bVLRfFgMvLqSZjVjASCQSNBoN6ktGqkWGfVfDGAx6B2T5fD46c6iXYrGItbU1RKNR3Lp1C999911fspuxNxzHwWg0YmxsDBMTE5iamoLD4QDQv7MmrQixWAyVSuXIXFdyYrFYLHjrrbewsLCAbDaLK1eu7MtnNBqNWFhYgMfjwcWLFzE6OvpIXqXVasHv9+Pu3bsvvYpxKMTFZDLBbrdTs0BiC1EqlWgI4qgswP2CdDeTgWk/hkajwfj4OC37Pm6NqL3jIGw2G505slcZN+kOJ5sbdmp+egwGA8bHx+F0OqmFDskJkEqnVCqFarVK2xOOEiTUqlQqqX+izWaj/XpP+3lJoRMxryRj40+cOAGr1Ur973aHHIltDhlJ8jIZeHERRRGTk5OYm5uD3W6n9t3xeBzxeByFQqFvFDLjIcRiXhCEp1pEPp8PH374IXVPzefzB/AuBwNiQaJUKnHmzBmcOXMG09PT0Ov1fdMXCbVaDeFwGOFwGKVSiW1snhKJRILJyUl88MEHfeXHRGAymQzW1tawtbWFVCqFcrl8JO9r0tTocDgwMTGBM2fOIJlM4t69e0+djyaei8ThYHp6GnNzc3j99ddpo3mvnRaB9CFFo9GXvikaWHEhiSm5XE5nn5PwRLPZRKFQoIn8o7gAX5Reu52nefgJgkAdEHZX7xx1iIW8TCaj003J0KndNydJ5BeLReTz+WN3wnteSPktGehFDEB7Ifc1GSx21ES71zON/CFDEIGHA9F6y+BJAUBv6TLpDZRKpdBoNPTfu1wu2O12mEymviQ+SRm02200Go2+PPXLZmDFRa/Xw+12w+v14uTJk1hYWIBKpUKr1UI8Hsfnn3+OYDCISCRy2G91IIlGo/jyyy/h8/lw4cIFOm72cWSzWTx48ACRSOTY+DMRyHx2k8mEEydO4NKlS1Cr1Y80ntbrdTQaDUSjUXz77bfw+/1IpVKH9K6HB1LxKYoiTWirVCoq3GQHXSwWEQqFEI1Gj6Ro1+t1pFIp8DxPLW10Oh3+/u//Hn6/H0qlEpFIBBsbG4jFYtBoNLDb7RBFESaTCUqlkg5MlMlkUKvVkMlksNvt0Gq10Ol0tPqOVDTGYjHaJ7S0tIRkMom1tbUD+bwDKy4KhQJ2u50ODHM6nbQKp1gsYnV1dein/b1MCoUCNjc30e12n0osKpUKYrEYNcA7TpCRvmRAHfG52g3xx8vn89jZ2YHf7z/YNzqk9J4MSW8LGSW92/2czBsZ1l6WJ0FOK2QqpEqlwiuvvIILFy7AbDZjaWkJMpkMsVgMwEP/NbPZDJVKRavqXnvtNVy+fJkKdW9OZbdbd7fbRaFQQDQaxfb2Nq5evYp0On1gG6KBFRdSC987WY50+BMPHdIJzXhxqtUqkskk0un0sbPQITkXMoxqN6THYnl5GYuLi3jw4MGxO929CDKZjBomOhwOaLVaOv+92+1SB+Tt7W3cunULyWTySPcH7W6l6Ha70Gg0OHfuHEZHR2G32xEOh6HX6+F0OqFQKGCxWKBUKjE6OvrY0DWx4m80GnT8wK1bt7C4uIhUKkWbUQ+qoXdgxYVU75A5D0Rc2u02KpUKEokEYrEYy7fsE6VSCcFgkPq/HSeIuOx105INTaPRwHfffYf/83/+D3K5XN/4WcaTIUU5breblneTXAJx9c1kMnjw4AG++OIL6ht2VGm327QvithWmUwmvP322/RkQwakqVQqOi2V+AQ+LidKnKsLhQJu376NRCKBL7/8EteuXaOGtgdZMj+w4kKSq8QxFQDtbyHltUxYngyJZZPjOOk63wsyX6PZbFIL7+OCVCqFyWSCxWJ5pKeF7DLJsLpsNnvkH377DcdxEEWRdqX3hm9I2LZQKNAZMUcxJNZLp9NBPp+nDvD1ep06FgiCAI1GQ0/SCoUCPM8/4sHWm/gnY4vL5TKy2SwKhQJ2dnaoySdJ4B/0dR1YcbFarTh//jycTid0Oh263S7S6TT8fj+1RWc8HhLKIYKcy+WgVCr73Gd7sVqtePXVVxGJRKhl+nHBYDDgzTffhNfrhcvl6vtavV7H+vo6EokEVldX6bhiJi5PD8/z0Gg0tOKzNy/QbrcRiURoU+pRqxDbi2q1isXFRaytrcHn8+HSpUtQKpXQarUQBIE+73otiPayyInH4ygWi7hy5QrW1taouFQqFQQCAZRKJSpeh7ERH1hxIRUSvSeXer1OdzjHYRG+CL3uqNVqFeVymXYI735dt9uFVCqFTqdDsVg8dvb8UqkURqNxz5MLCVOkUink83kaWmA8G4Ig7JnT6j25VCqVYxGNIL0mPM8jnU4jn8+j3W5DLpdDJpPRXHPvCa93rDvwMARG2jH8fj9WVlZoHqdWqyEej780N+unZaieItVqlU6bZDvHJ9NqtVAqlRCLxfCHP/wBy8vLeO2113DhwgV6/O50OojH48jlcrh79y6uXbuGdDrdN/LgOFCr1RAIBNDtduFwOOBwONDpdNBsNpHP5+kuMxgMHouH337T6XTovHuSwGY8vC7fffcd6vU6jEYjZmZmoFaroVarIZfLqRVRu92m7trk2uVyOTra+d69ezSaQxxLBiGyMzTiQgZh5fN51hX9FJAYa7vdxpUrV3Dv3j3o9XqcOXMGAKi4JBIJRCIRrKys4M6dOwdaTTIo1Ot1RCIRcBxHq5RISLFUKmFtbQ23b99GPB5nD8bngAxQI7kBxkO63S4WFxextLQEq9WKixcvwmAwwGQyQavVQqvVwmazodFoYGNjo881I5VK4e7duygWi8hkMs/kNH9QDKy4NJtNOvCKnFKazSbK5XKfgjOeDElId7tdLC0t4fe//z3t8O10OggEAkin09ja2kKtVjuWhRLVapXGqLVaLaLRKN39pVIpBAIBFAoF9mB8Tkjjc6vVwnfffUe7z4GHRTp3795FIBA4NjmX3ZCNczQapaEuhUIBpVKJUCiEVqv1SHNzPp+nxU2DWgAxsOJSq9WQTCYhlUppU1+5XEYymXzsXG7Go5ChVRzHIR6P46OPPgIAGsslyWky5OoghggNGtlsFlevXgXP8/j8888fsc8gdiRszT0f1WoVS0tL4HkeN27cgFwu7/t6rVaj5d6DEM45DIrFIhYXFx9J4pNeoN0TK0nY9kmjpA+bgRWXRqOBbDYLURRpPwsRlqNkw30QkJ1NPp8/VoaUTwsZOgfg2OWbDgLSfQ/gWFUhPgt7TeEddrjuU25T95rI9zLR6/Ww2+2Qy+WwWq0QRRGJRALxeBy1Wg2pVOrQjoPPs7M/6Os3yLDr92I878mSXcMfYGvwxXia6zew4jLIsIX5YrDr92IwcXlx2Bp8MZ7m+u3drs1gMBgMxgvAxIXBYDAY+w4TFwaDwWDsO0+dc2EwGAwG42lhJxcGg8Fg7DtMXBgMBoOx7zBxYTAYDMa+w8SFwWAwGPsOExcGg8Fg7DtMXBgMBoOx7zBxYTAYDMa+w8SFwWAwGPsOExcGg8Fg7DtMXBgMBoOx7zBxYTAYDMa+w8SFwWAwGPvOU485ZoNyfoANGnox2PV7MdiwsBeHrcEXgw0LYzAYDMahwMSFwWAwGPsOExcGg8Fg7DtMXBgMBoOx7zx1Qp/BYDBeBlKpFDzPQyKRQCL5Yb/LcRxEUYRMJgPwMInc6XRQKpVQr9fR6XTQ6XQO620zfgQmLgwG49AQBAEejwdmsxlKpRJarZYKDM/zWFhYwOzsLDqdDur1OorFIn7729/i3r17KJfLKBQKz109x3i5MHE5ZjxrOSW7cRn7xV5rj+d56PV62Gw2aLVaWCwWcBwHiUQCnudx4cIFXLx4Ee12G9VqFel0GouLi/D7/Wi32ygWi2yNDihMXI44HMdBJpOB53mMjY1hdHQUKpUKVqsVUqm074bvvUk7nQ7W19extbWFWq2GYrGIVquFcrmMRqNxGB+FMSSQ8JZGo4HJZIIoijAYDJDL5TAYDDAYDHTdSSQSeL1eGAwGKJVKaDQaSCQScBwHjuPg8/kgk8nQ7XbB8zw4jsPly5dhNptx//59fPvtt6jVaiiXy2i324f8yRm9MHE54nAcB7lcDrlcjrNnz+KDDz6A1WrFqVOnoFKp6E3c7Xb7xKXVauH/+//+P/zhD39ALpdDMBhErVZDq9Vi4sJ4IoIggOd5mEwmzM7OQqvVYnJyEnq9HpOTk5icnKTiwnEc1Go1RFEEz/OQyWR9Gx4iNASVSoV3330XFy5cwO9//3tsb2+jUCigXq8zcRkwmLgcUTiOA8/zEEURdrsdOp0OLpcLVqsVRqMRCoUCoig+VlwEQYDNZsPk5CTy+TzkcjlKpRLK5TKKxeIhfrL9hSSNTSYTTSyT055MJkOr1UKxWES9XkepVEKpVDrstzyQSCQSekI2Go1QqVQYGRnB9PQ01Go1vF4vNBoNzGYz1Gp1n7jI5XJ67QVBeCR81rsuJRIJ5HI5Op0OVCoV1Go1ms0meJ4/0M/L+HGYuBxRpFIplEoljEYj3nvvPfh8Ppw+fRqnT5+mD87em3a3uHAch3PnzmF6ehqFQgGBQACpVAr/83/+T0Sj0cP4SPsOCd/Y7Xb87Gc/g9lshkqlglwuh16vh91uR6VSwfXr1xGLxbC4uIilpSV0Oh0W59+FTCaDzWaDWq3GuXPnMDExgbGxMZw7dw5yubzvZCKKYt+/7Q2D/Rgcx0GlUkEmk8FqtcLr9UIulyMej6NSqbysj8d4DoZCXMhuhud5ukN50kJst9vodrtotVpotVoH9TYHCkEQaPWN3W6H2+2G1WqFVqt94s6w939rtVr6BwBEUYRWq4UgCEeiDFQqlUIUReh0OjidTvpwFEURZrMZIyMjKBaLiEaj4HkegUAAUqn0WK+rxyEIAjQaDXQ6HRwOB7xeL7xeLzwezyNiAjy+UIRsch4nNr3JfhJ+I6dNxg+Qa0JKvDudDprN5iObyJfJwIuLQqHA9PQ0DAYDxsfHMTo6CplMBpVK1VcTT6hWq/D7/cjn87h9+zYWFxeH/iH4PHi9Xrz11luwWq147bXX4HQ6YTQan+smlEql0Ol0aLfbmJ6eRi6XQzweRzAYHMprS26406dP49y5czCbzZidnYVKpUK5XEatVkOn04EoihBFEZcvX0axWIQgCKhWq8jlctjZ2UG9Xj/sjzIwmM1mfPDBB3A6nZifn6dhMEH48UcMedg1Gg1Uq1VwHEeLTaRSad/36Ha7qNVqqNfrCIfDWFpaQi6XY6cWgAqyQqGAx+OBVquFz+eDx+NBJBLBN998g2KxSPuEXjYDLy6iKGJ0dBRerxeXLl3Cq6++SsM9ZNH1KnGhUMDNmzcRj8eRzWaxtLREcwrHCZvNhosXL8Jut2Nubg4mk+m5vxfP81CpVGi1WvB4PMhkMuh0OgiHw0MpLhKJBIIgYGxsDO+99x5UKhX0ej04jkO9XkehUECn06HhQ7PZjP9fe+/15NZ53/+/D4CD3juwKNs7m0RKYpFEFVuWbF1kbMejScZJ7IvkIrnOX5DrTGYyk8lMJhfOhR07ViLpK1uSVSmSoig2LcntFb3joJeD8rvg73kELHfJJbkFwJ7XDIcSF7t78OCc5/N5PuX9AYBwOIzl5WVEIhEEg0HBuLSg1Wrx9NNPY2hoCB6PBxaL5ZG+v9FooFqtolAo0DyMRCKhnxWh2WxSI5RMJrG6uioYlhZEIhFkMhn9DJ555hkcP34cd+/exerqKgBQ47zXdJxxIfFXvV4Ph8MBk8mEEydOwOVywel0QiKRoFqtwu/3tx3xFAoFNBoNarUazGYzpFIpxsbG4PP5kMlk4PP5wPP8Ab+7vUUsFsPr9cJqteLIkSO0xHOrsMSjQJK1JIRkNpsRCoW6KhTR6tWNjIzQk7BCoUCxWMTCwgLK5TLi8Tiy2Sz8fj/i8Th0Oh2mpqag1+uh0+kwPj4OmUyG2dlZVKtV1Gq1rjSwu01rGGsn9wVpiuR5HuFwGJlMBolEAn6/H0qlEkePHoXBYIBer3/i+7fTIKE9hmGeKLxMfgb522Qyoa+vDwaDAc8++yysViuGhoZgsVhoqbdSqdzRaXI36DjjQmKpAwMDeOWVV2C32/HKK6+gr68PwD3PJZlM4s6dO9RjaTabcDgcGBwchFwux+DgIBiGQaFQgEKhwNLSEhKJBDKZzEG+tT1HKpXi7NmzOH36NIaGhnDixAnI5fItw4ePgkQioXkvp9OJUqmEYDDYdcaFZVkYDAa8/vrrmJychNFohF6vx/z8PH79618jGAzSsBhJ6Lvdbvzt3/4tJicn4XA48NJLL8FoNOLKlSuoVCooFotCafZjwPM8OI5DPp/HhQsXMD8/j+XlZVy7dg12ux1///d/j/HxcYjFYprz6wWIMSCVddVq9bHuH4Zh6MlOKpVCIpFgfHwcL7/8Mux2O1544QXYbDYaVkyn07BYLKhUKojH43vwzu6no4yLSCSCwWCARqOB0+mE0+mExWKhGyTHcchkMkgmkwgEAigWi/Tk0mg0IJfLodFooFaroVAo6OknlUrRD7OXKn2It8iyLNRqNdRqNex2OxwOB4xGIy3x3Px+G40G7QkgP6PVA9oKkkTVaDQwGo0wGo0wGAwolUooFou0iKJTkUgkUCgUkMvl9GEsl8uIxWKIx+NIpVJIpVIol8v0hCuRSCCXy5FOp6ljotPpoNfrYTabhb6fFur1OorFIvL5PHK5HORyOcRiMRQKBS3n5nke1WoVPM/T3FWhUEAwGEQ4HAbHcTSZTyrLiGPUbDbB8zx4nkcsFkM6nabh2W6B3E8SiQRGoxFSqRTlchmlUum+BuZms4l6vb7tvUWeeZZloVKpIJPJ4Ha76Z6p1+uh0WgAgDagklzjfjmFHWNcyI34+uuv47nnnoPT6cTExAQYhkEmk0E0GsXnn3+OCxcu0BuztWLHarWir68PXq8Xf/M3f0NLIcmx+tNPP0Wz2aQ9C72AVCqFXC6Hw+HAq6++CpvNhjNnzmB0dBQqlQosy9JKkVaq1SpdP2JYlEoldDrdlqcc8hqpVIrJyUn09/dDoVCg2WwiFovh6tWrSKVSqNVqHdvIptFoMDAwAJ1Oh2Qyibm5Ofj9fvh8PnAch1AohFKpRK+/VCohFouh0WjQ93fkyBEcOXIEzWYTr7/+OkKhED755BPMz88f8Ls7ePL5PO7cuYNEIoFQKAS9Xg+Xy4WJiQnkcjm89957WFtbg9/vRzAYRK1WA8/zqNVqSKVSyOfz8Hg8ePPNN+F0OnHixAn09/fTXqxCoYBIJIJkMonf/OY3uHHjBsLhcFcZdqPRiJGREZhMJpw/fx5utxvxeBzxeJwal2aziVKphGq1ikQigfX19S0rE0kjtE6nQ39/P0wmE7RaLUwmE6RSKT3tEYNMHKb97AfqCONCvGaZTIbBwUGcOnUKRqMRfX19KJfLiEQiiMfjmJ2dxYULF7bcxKLRKJLJJPWems0mtFotlEol1tfXoVarIZfLeyr5J5FIIJPJYDQaMTk5CZfLhYGBATgcjvti4Js9IyLj0irDodVq7+t1aYV0XRuNRsRiMQwPD0Mul+POnTvIZDIda1iAe4aYxJ2JVMjq6ipmZmbA8zyKxWKbESaeOClFlslkGB0dpZImg4ODUCgUuHbt2qEsGNlMtVqlmyRRLlYoFHRtl5aWcPv2bSwuLmJpaWnL9XK73RgcHKTNvnq9nuZVa7Uastkskskkbt++jYsXLx7Au3wy5HI5LBYLHA4HTpw4gdHRUYTDYQSDwTbjks/naeiZnPQ209fXhyNHjlAVBLvdTr/W+rPq9To14oRDdXLR6/U4evQoLBYLJiYmYLPZUC6XMTs7i1QqhY8//hiBQABzc3PbJlArlQpSqRSi0SjW1tagVCphMBig0+mgVCppGKNQKHS1gSEnCIlEgpGREYyNjcHj8WBiYgJms5l6LFs1SGazWWQyGYTDYVy8eBG5XI4aIY/Hg8nJSbAsS3+P2WyG0Wiknf6tnfw2mw3PPPMMrFYrbt68iXK5jEwm07Ed7Pl8Hmtra5BIJFCpVJBIJIhGoyiXyw8M6VUqFSwvLyOTyWB8fBylUglyuZyu95/+9Cf6sB5mA5PL5XDnzh2oVCpoNBooFAp8++23uHXrFgqFAq5cuYJwOIxUKvXQdWrdHHsJos1XLBbpPmYwGKBQKOhrSD9KrVbD4OAgxsbGtnTatFotBgYGoFQqoVKp7vs96XQa5XIZS0tLWF9fx+rqKhYWFpBKpVAoFPb8vQIdYlyMRiOef/55uN1uTExMwOFwYGVlBXfu3IHf78d7772HpaWlB4ZdSPxboVBgeXmZJrhI17XFYkG1WkU0Gt3nd7e7kDJNmUyGsbExvPrqq7Db7ZienqYNkpsfSuJNptNpBAIBzM7O4ve//z1isRiNwR45cgSFQoHOzhCJRJiYmKC9HiTERn623W6HzWaD2WzGRx99hGw2i2q12rHGhdT3A2gzBg/bwIhxCYVCOHPmDMrlMmQyGSYnJ8FxHEwmk2BccG99Z2ZmAHynfKBQKGh/FMlnPWiNyH0KgP7damha/3QjPM8jl8uhUCjQ04jRaGyTw2nlYe+VhLA3h7LJPsdxHC5evIgLFy4glUphcXHxoZ/BbnKgxoVUhqnVathsNthsNloNFgqFsLS0hEgkQhV5H5a8IzdnvV6nrychNyLe2K0aREqlEnq9HlKpFHq9HkqlEh6PB3a7HWazuU3hmCRFgXsPKaloImvq8/mQzWZRLBbp62KxGJaWlujJpVXnSa/XY2hoqG1oEznx7EQxoVN4FI+YvH+5XA6v1wu9Xg+LxUILAUj8P5vN7vVldw2tBqG1b6XRaKBWq2257iKRiGqR9fX1wWazwWAw0EIUUk2VTqexsbGBSCTSsQ7MwyDGJZFIYH5+HjzPQ6vVQqfTtT0/rVVgSqVyy2eLJPJJH1CrganVaojFYohEIohEIkilUshkMtt+BnvFgRoXkkR2u904efIkXC4XgsEgrl27hitXruC///u/kc1mkU6nHxrPJ1aeHCt5nqffw7Is9Ho9isUi3SC7DYfDgXPnzlEBSo1Gg4mJCUxPT4NlWcjl8i2/j+d5+P1+cByHzz//HJ999hk9wZTLZfq6QqGA5eXlthzM+Pg4RkdHMTk5CZvNBqPRuC/vtRMgMvEWiwV/9md/hsHBQRw5cgRqtRorKyv43e9+h2AwiMXFxZ6qQNwNyLNYLpdpwn07x1AqlVINu/HxcTzzzDNQq9VQqVRoNpvgOA6JRAJLS0t49913EY1GEQwG9/Pt7Bq5XA4rKyvw+/0Ih8NQqVQwGo1tp1+inSaXy2Gz2TA0NLRlX4rBYKCFO6RajJDP53HlyhUsLS3hzp07NOqz35JFB2pciGVWq9XQ6XTQarVYWVlBPB5HLBZDNBrd8ZyG1nJa4nW2hnG6HYVCAZvNBr1eD6fTSZsZt9IKA0BLZIvFItLpNNLpNKLRKEKhEJV/aL3ZNiv+MgwDrVYLuVwOo9FIE7QkPNb6OrlcTr/WrbSexEQiEdRqNQwGA8xmM/r6+uDxeKBSqVCtVpHL5RAIBBAIBFAoFHrmHtttSEJ5O4jXbTAY2pL4rfdSrVaj84RisRhisVibU9RN1Ot1Wl4cDAbBsiwymQw4jqPPFMMw0Gg0kMvlqFQqbU2Pm/XWeJ6nRpthmLZnPplM0tDYQeWYD8y4MAwDh8OBI0eOYHx8HGq1GgAwNzeHixcvYm1t7aHJ1lbkcjkVIJyensaRI0eg0+lQq9XAcRyWlpYQCAS6NoxBusMtFgvVbdrOsADA7OwsPvzwQ+RyOUQiEZRKJSwvLyMajbad6raj2WwiGo2iVCqhVCrRaYFnzpxBf38/fZ3BYMAbb7yB48eP4//+7/8QCoV2823vC6RnoFU2w+Px4Pjx49Dr9ZicnIRer4fP58O1a9dos188Hkc6nT7oy+9KSLmsXq/HxMQEnn76adqfQeT3gXu51Gw2S08wyWSy61sJGo0G7aeq1+vIZrNtzzF5/8vLy7h9+3ab4SH9bJOTkzh16hTtdQEAn8+HmzdvIhAI4Nq1a1hfXz/QxvEDPbno9XpaekjCOsFgEN9++y3tw9ipVyiVSmmDn8fjwcDAAC0AKJVKCIVCCIVCXVspplQq4XK5YLPZqHEBtk/6+f1+Ougrn8+jWq0im80+knHlOA4cx4Hneap2OzIy0mZcVCoVjh8/joGBAVy/fr0ry3KJdppKpaLTOicnJ3H+/Pm26Yi3b9/G1atX4fP5sLKyAo7jDvrSuxaxWAy1Wk37YYaGhuhnsLlxslgs0jlC+Xy+JxSpSZjqUQ2l2WyGyWSCWq2mRROEeDyO69evIxQKYXV19cAdvQM1LsRjVCqVNIRFkvEPO7GQhNfY2Bjsdjv0ej2sViucTietj08mk1SvKJPJoFAodNWNSUbA2mw2TE1NUc+OJNrJ+rQm8kmcO5PJ0EQeOQE+rrZarVajndek8ZJApNYBdG0+S61WY3p6GgaDgTbvORwOel8Gg0GUy2UsLCxgfn4e8Xi8q5r3OgmbzQaLxUKLeAwGA2w2W1vegPS0lMtl3L17F9euXcPGxgatSOymrvzdhISg9Xo9NS6tBTskBxiPxzvCiT7whL7RaKSeIXAvjtgqwbEVRFdHrVbjBz/4AV544QVqXORyOUwmE5rNJvx+P27fvo07d+5QleRuujFZlsXJkydx5swZjIyM0Lr27eZXEAWCbDZLlXuz2ewTl3BWq1Ukk0mwLNvWeEmukUy23Fxv3y2YTCa8/PLL8Hq9OHLkCLxeL9VTy+VymJ+fRygUwqVLl2gTr2BcHh2RSITh4WGcPn2aGhe1Wo3h4WHo9XoA955tslGSHrd3332XhscOe/GEWq2G0+mEyWSCWCxGvV5HMpkEx3GYnZ3FpUuXkMvlOiIvdaDGhWgMVSoVWt5KSm4bjQY4jtvSGLQm73U6HaxWKzQaDfR6PUQiERUUjMViCAQCiMfjbcmvbkImk0GpVNJJfltpA7VWyJGkZyKR2FFuZSeQDuntTpOkr6EbypG3ol6vo1Kp0F6pVqVa0rRKdOuMRiMdeUxCG914Xx0UxKioVCpYrVaoVCooFIq2IpF6vU5zLBzHIZvN0nXuRcPSqqXW+gyR4qTWQhObzQar1QqDwdDWBkBONUTCSSKR0Ge2Xq+36QnuFwdqXCKRCG7cuIFisYjTp0/T5F6hUKDd+Q9K6ovFYthsNgwPD0MikYBlWRQKBapx9NFHH+Gzzz5DoVDYt67U3WbzA0XKrVu75YvFIvx+P7LZLP74xz/SuOtuJz4fdgLq1gef4zhcunQJCwsL4HkehUKBVuUxDIPp6WmMjo5Cr9djdHQUoVAIly9fBsdxiMViyOVyB/0WugKGYeD1enH27Flahktypa0UCgVaOLG8vEwb/7r1/noQZN9Sq9V0ZDOBONoSiQQ6nQ4ymQzDw8MYHh6GyWSiYVsSInvqqafw85//nJ5i0uk0Ffstl8vgOG5fDcyBGReyKcbjcdhstraOVSLoxrIsPXFs1rwiH4pKpbpPkjuRSCAQCFDZA2K9u4XWstgHhcAIrbpLpMKESEzsNts95N384FcqFVrsEQ6H6aArMguHnIjz+TwajQZUKhUWFxeppA4pR+7mNdhLWu9nrVYLh8NBB7S1NjWTNaxUKnTSaadr1j0JZB+TyWRURaQ1Qa/VamGxWKh+IBknMjg4CKVSSXOc5G+r1Yrx8XGaayUnoUajQe9f4H7Vg73iQE8uqVQKKysrkEqlmJubQyaTgdFoxDPPPAMAWF1dBcdxiMfjVJa62WzC6XTi7NmzsNvtGBoaAvBdaCidTuPatWtYXFzExsYGPRJ2AzKZjIZfRkZGoNfrcezYMbjdbphMpm3nspAGyHA4jHA4jGw2S+dlCzwcspllMhl8+umnmJ2dhU6ng91uh1arxbFjx2iMe2hoCEajEUqlEplMBrOzs7QScXFxkYbKhLW/1x6g1WqhUCjg9Xqh0+kwMTEBjUbTFgIiz6jP58Pdu3cRCoVw69YtbGxsIJVKHfC72H3EYjHNU05NTeH48eNQq9Xo6+ujGn7Ad32AZFwE6QkiCgYkFE1Kly0WC0QiEUqlEqxWK4rFIrLZLO1hC4fDKJfLSKfTKBaLSKVSiEQiVCV9t4cpHqhxSafTyGazYFkW8/PzKJVKOHr0KPr7+8HzPObm5pBIJACA5l/q9ToGBgbws5/9DG63Gw6HA8B3cfN0Oo3r16/j5s2byOfzXeX1yGQyaLVa9PX14cUXX4Tdbsfg4CDd5LYzLkR1lnT+dmsvz0HRqjnn9/sB3AtJaLVaWK1W/PjHP8bQ0BAmJiYwMjKCRqOBiYkJlMtlfPPNN1hbW8O1a9fojKFOn22zXygUCtoYefbsWTpGg4RxSGiX5AZWV1fx/vvvIxKJ4NatW0gkEj25jhKJBCaTiRaS/OQnP6H3W2vDJPDdKaM1erH5v8nJRSaT0ZHcx44dAwCqqkwafwuFAlZXV5FMJrGysoKZmRl6+u4p4wJ8J/++urpKJwCSksTR0VG6sRIZ/Xq9jpGREZjN5rYGIjJ/I5FIIJ/P0+RsN0HKqxUKBex2Ox1ZSso0N4fHSC6JKBp0c/dyp0BOuWROO8dxWF5eRrFYpJWMJHEK3OvV8ng84DgOR44cAcdxWFtboyG0XtwcHwYZzEdC3CaTCR6PBw6Hg+pobS6fL5VKSKVSCIfDSCQSqFarPbt2EomEDvUj81cajUbb8DOSlCdruVkXkWi3NRoNlEqlbQuWJBIJ/T6dTge5XI5qtQqNRgOWZcGyLHK5HMxmM/L5PCKRCBKJxBONX6a/+4m++wkhYa5oNIr33nsPWq2WypTYbDb85Cc/gUgkQrVapSeQZrMJhUIBg8FAFx6410B048YNrK+vIx6PI5fLdd3NKZVK6TTJkydPYmBggB55SUVWK9FoFMvLy1haWsKtW7eopLnAk8PzPPXo3n33XUilUrjdbni9XrjdbrzyyiswmUzwer04duwYhoeHMTY2Br/fj1/96ldYXV1tG9J0WCBzgdRqNR27a7FY6Ex3UvVIaDQatPN+fn4e33zzDXUOexWFQoGTJ09ienqaCsJmMhnMzc219aeQk7NCoYDL5Wor9SfDxMrlMnw+35bPPcMwsFqtNJfjcrkgFosxODhIIz2lUgmFQgHr6+vgOA5vv/02Pv74Yyq78yR76IGfXIB7C0UqwyKRCMLhMI0xSqVSSKVSNJtNKv8uEomoCjAJleXzeUSjUbrg3ZJnaUUul8NgMECv11Otte0gHl8mk6Gd93vVvby5uKBbS44fBXJKbh0121r6GYvFAAAWi4Umql0uF2q1GtRqNaRSaVeFZJ8U0hogkUig1WphNBphsVjo5qbX69vuZ+IZE+UIUnacz+fpBrt52F23OYvb0VqQ1Gg0kMvlwHEcotFom75ftVqlE1/r9XrbOhCl6NYJnVv9HgLRKyP7JgmnSaVSsCxLc4qkAm03nvGOMC6tR7vLly9jfn4edrsdX375JcRiMbWg586dw5kzZ6BQKGjTFVngmzdv4u2330YqldpyoTsdhmFw6tQp/PznP4fZbIbFYtm2SoxseplMBsFgkI4l2CsFAqlUSjcKhUKx5XUdBqPDcRz1GJPJJLRaLU6ePIn+/n709fVhZGQELMvC4/Egl8shGo12vQ7WwyBOBxE41Wq1eOWVV3DkyBHaJqBQKO4rNy6Xy4jH48hms/jwww/x7bffYnV1lTbpkoQ1Cd0QT5o4k91saAqFAi5evIiFhQXqSBLF5FKpRF83NjaGc+fOwWKxoK+vDzqdjvZjLS4u4te//jV1qLcrh1cqldSokAZsIgxqMpngcDhoaqJcLtMR1LvhGHWEcSEaQjzPY3l5GcC9MtDV1VUAoNacVE+1qh0Xi0VwHAefz4fr1693bT8LAAwMDOD73/8+ZDLZAz018oCR957JZOjc7b2ASLy05rgOI8VikVbZkNM1GYTFsixOnz6NWq0Gk8kEvV5/oKKB+wU51crlcjq59MSJE3jhhRdoufFWhSg8z9NGydu3b+Py5ctUAZ149uTnEoVgEmLs9lxWtVrF4uIi/H4/HZdRLBYRDAbbnJFarYaRkRGIxWL63omRjUQiuHjxInw+3yN15ItEInqK8Xq9GB8fpydy0rhOqveedI07wrhsBan8Au7diERSulXUrtFo0Hr4WCzWlaGwzTysUbFardIS7Vu3btGqmr3wkA0GA7RaLQYHB3H27FmqC3XYIafHarWKQCCAWq0Gj8eDWq0GiUQCm80Gt9vdM4rJ5HRCRCaJth1wzzMmlU4jIyPQ6XRUhLJ1xshm6vU6CoUCSqUSnaRKlDVIyS2ZqaPX65HL5eDz+VAqleD3++kY307Q0HpUSKSmXq9DIpFQlRJiWMnm7/F4qBK6XC5HvV5HNBrFxsYGVldXqVF5lGgFCak1m006iZYYF6LHuFvtGx1rXIrFIsrlMo3ltupakdhjtVrF+vo6ZmZm4PP5uj7GvZNRrsViETdu3MDKygq++uorXLx4cU8GATEMQ8Max48fx49//GM68XK7Jspu9iYfhdby2YWFBayurmJ4eBiNRgMymYyqRodCoa5Uid4Mic0PDAzg1VdfhVwup3F5vV4Po9EIo9GI6elperrdXFK7GXJyyefzGBwchNVqpQ6jQqGgyt8ulwsulwvRaBQ3btxAIpHAZ599hqWlJZqn7TanstFobDtyWywWw2w2w2w2Y3JyEmfOnIFGo4FEIgHP81hfX8dXX32FlZUVWhn7KPdXs9lEqVRCuVxGoVC4b/DabvYFdqxxAe59CKQmnByxpVIprSArlUpIJpMIh8PIZDJd/xBvZqv3U6vVkEgkEAqFkE6nUalU9uThIsPCHA4HzGYz1YA6TEbkYRAjQ8K6RP9KLBbfN1StW5DJZLSYRq1WQyKR0MmIZDxGa95Np9PRPxqNBkqlcsufu7lvg/xcoinYmpORyWRUd4wI21YqFdhsNrAsC7fbTcNEpD+p29hu5Hbrc0e68lmWpWrnZAR8IpF4ombd1tztXtHRxgW4d/P+8Ic/xNDQEJ577jmYzWZUKhU6G/ry5cv49NNPu05O/3EplUq4evUqLl68iFwut2dem0gkwtjYGH7wgx/Abre3yVIIfAfxtiuVCnK5HE02byfb0+m4XC5MTEzAYrHgzJkzMBqN0Ol0UKlUVOuqVaiUhMwkEsm2o7Y3F3s0m01otVocPXqUbnCtm1xrXwfp5Cf51kqlAo/Hg3Q6jf/3//4flpeXuz5i0QrLsjhx4gTOnTuHoaEhKBQK1Go1rK2tIZVK4eLFi/jDH/5AZ9x0Mh1tXBiGodMBx8bGYLPZIJPJ6KhZ0hPTrTO1Hwdyctnr90w8qL6+vvs0oDZDZvB0W3hiNyHyQyQR2m2GhYSfNRoNnE4nXC4Xjh8/TjvsyaRY8trNJ5FH9aBZloXBYNj2WjaHi8jr6/U6DR0RuZNegYT/LRYLvF4vLQ8mPVdkdHEgEOiKZ61jjYtaraYdvqOjoxgdHYXBYADP8wgEAvjf//1fBAIBWlEmcDBkMhl88803tKHzMIXMGIah4UKyAVerVSrJ3y0NlFKpFP39/dDr9Th9+jReeukl6PV62O122rPTyubP+GGf+aPeE1u9vrXp78qVK1hbW8Pt27d7Jlqh0WgwODgIo9GIiYkJDA4OQqVSgWEYOqhuZWUFoVCoa56xjjUuSqUSTqcTHo8HQ0NDGB0dpR5yKBTCH/7wB6yvr7c1HQnsP9lsFpcuXcLS0tKhM/QikYiqcmu1WroZEOPSLQPFWJbFwMAAPB4PTp8+jVdeeYXmNjefUABsWaTwoA1vN15PjEsmk8GNGzfouOleCYmp1WpMTk7CbrdjdHQU/f39NORaLpepDlg35Zg6zriQIzGx4KRqhGEYhMNhBINBLCwsIJfL0fK9XiEUCuHrr7+G0WikUyc3I5fLMTk5SSs9AoHAjj0ZMl2xNRENfBcSITFuMobW5XLReDvJIbQOICLHdaIS0OsNg5sRiUQwGAx0zDbZFEkfUjeELgiku57kUA5i+Bsp7ybJZrJ+zea9CaukBNnn8yEejz9ypVQnQvJXKpUKLpcLfX19tLiB9LGFQiFEo1E6vrhb3nPHGRdyg4+OjuKtt96C2WyG3W4HAFy7dg3/93//h0gkgkgkgmKx2FUP8INoNpv4+uuvwXEcxsfH8Q//8A9bjg02GAx466238Morr+B//ud/8Otf/3rHBpZ0StdqtbaGNeC7iZdGoxEvvfQS+vr6cPr0aXg8HipVQWZtVKtVFAoFZDIZ+P1++P1+BAKBQ3eKlEgkGBkZoRpRrYa7m2a9t07bbJVy32+InBFR8SVhxWazCZ/Ph08++QTJZBI3btxAIBDoOgO+FWSei81mw+nTpzEwMECV3hOJBG7dugW/349vv/0W8/PzXRUG7CjjwjAMFAoFFAoF1SYyGo00qUWseDKZ7KqHd6eQWQuk6mgrSDKTJDilUiktg30YLMtCoVCA53lUKhW6qRBJCI1GA5PJRKVetFptW3iE9BYRjyoWi1EPslQqddWN/ySQDnK5XA69Xk/LZmu1GnieR7FYpOvRLV7m40JC1eTvRw13tZLL5eiznclkaFix2WwiHA4jEolQyZheEbaUyWRUR5A0jBItxVKphHg8Tp+xbnvPHWVcpFIpzpw5g+npaRw9ehROpxMsyyKZTKJUKmFtbQ3Ly8tUh6zXsFqtOHr0KIaGhqgEzGbIrOxarQar1YqhoSHkcjmEw+EHxvhJqHFwcJCGExqNBsbHx2lNvcPhgEKhgMPhoJ3XpFqHiAyura0hHA5jZmYGly5dAsdxNPd1WMJiarWaVvM8//zzOHPmDBiGQSgUgt/vx40bN7CwsEDFLTsd4jSUy+VHrniLx+OIRCJIp9NYXFx8oo55Uv1ZLpfbVCeazSYVpq1UKj0zr4hhGIyNjeH06dMYHByk9xTJ262vr+Ojjz5CLBbrSrXzjjIuYrEY/f39VAxQp9NRxWOiQxSPx3u27FWtVsPpdMJisdAQy1YQtWitVguz2QyRSLSjjUypVMJkMoFlWfp6t9uNoaEh2O129Pf3085qMlsG+C75WqvVkEwmEQgEcOfOHXz66addk7TeTWQyGSwWC52EOjY2hlgsho2NDcTjcQSDQWxsbHTV2rTmiYhD8TDjQjZ9khP45ptvthVQ3AmkQZDMZuo2T/1xsNvtOHbsGJxOJ4xGI9RqNTXyZAxBMpns+J6WregI4yKVSmmXr9frxeDgIC07zuVy+Prrr7G+vo6lpaWuF63bDiK3cuLECZjN5m2bFknoUCwWY3h4GM8//zxCoRCV4M5msyiVSrDZbBgaGqK5EoZh4HQ64XQ6odfr6c946qmnMDw8DI1GA6PRSENgpMwW+K5SJ5/Pw+/3Y2lpCbFYrCc/h60gCW6bzQabzQaHw4Fnn32Whm1LpRJ8Ph8uXryIQCCAVCq17fCmToTnefj9fhQKBYyNjaFQKFDByK36SEj1EsdxmJ+fx+zsLNLpNJaWlp7o5FIsFmnO5TCEWBmGgU6ng8fjoT0tpGEyHA5jcXERmUyGTjftNjrCuMjlcrjdbpjNZoyPj2N6eppWJMXjcbz//vu4fv06MplMT990Ho8HL7744rYPNXBvoyMNbUePHoXdbsfy8jI9UWxsbKBUKsHtduPNN9+koS0A95WWymQynDlzBsPDwwDu14Ei/0+qwsgGcuvWLZpQ7XWI/DvLshgZGcGpU6fg9Xrxve99j459yOfzmJ+fxzvvvINkMknnkncL1WoVCwsLEIvFOHLkCLLZLBqNBs23baZYLOLrr7/G4uIiZmZmcOPGDSrH9CT3RKu00GFxXMiep1QqIZPJwPM87t69i+vXr+Pu3bt0PlU3rkdHGBdSLUFGGkskEpTLZSSTSTpVspv6Bh4XjuOwsbFBE3pbwbIsbDYbHepD8iFEvJJ8n1KphN1up6eP1p9XqVSo6F80GqWhsO1+J+kvyGQyiMVi4Diup0IWLMtCp9PRUu1WSRORSAS5XA6pVIrh4WG43W7aGU5CF/l8HsFgEKlUCrlcrisdIBISi8fjmJubg1KppIKJm8lkMlhdXUUgEEAymUSxWKTFDN24Ce43pJCGyO2T/ybDD0ulEp2C2s2Rmo4wLiaTCW+88Qb6+/sxODgIsViMcDiMCxcuIBAIwO/3U2+qV2k2m/jqq69QKpXa5itsxmq14he/+AWmpqZoIp/8icViNCxBSht1Ot19N+fa2hru3r2LZDKJ69evt3mbW/1O0shVqVSwuLiIWCzWVWGfB8EwDCwWC1544QUYDAYa91ar1TCbzXT0tFQqpeq/xDjn83l88sknmJ2dhd/vp3mWbi02aTab+OKLLzA/P0+N61Z5l1qt1iZ5XyqVBEHTR0AikcBut0On01E5faKhBtwrbAgEAkin0139jB2ocSGxfaVSCZfLBa/XS0M+xWIRoVAIkUjk0IhSJpNJzM7OPjCRynEcUqkUnX2dzWbpFMpyuUwNBVGdJevZ+uBLJBLk8/m2k+GDIA2TtVoNsVis5/pZpFIp7HY7rFYrbDYbnQ5ItOxUKhVYlqVjtkkjXzKZxPr6Oubm5pDJZKin2c2Q0leBvUMkEkGtVkOr1dLpkOTUwvM8SqUSLT3uZoN9oMZFp9PBaDTC6/XC4XDQKiliWK5du7ajza9XKBQKCIfDD3xNJpPBv//7v+Odd95BKpVCKpVCOp2m3bvECN+8eRP/9E//BLlcft8NmkwmcefOHTpZ8WElxCT0RtR/e43WPp/+/n64XC5qTIiWXbFYRDKZpGs+NzeHbDaLxcVFxOPxrt8IBPYPuVyOqakpDAwMoL+/HyzLolAoYHV1FclkEnfv3sXKykrXOysHaly0Wi2tYCKVN6QDnMR+0+l0V5bhPQ5ks38Q8XgcGxsb9P+329Dm5+exsLCw7c8RNsLvaDUufX19GBkZQa1WozL60WgU0WgUs7OzmJ+fRyqVwvz8PK3i6eYNQGD/kUqlGBoawvHjx9HX10cd6vn5eYTDYSwvL8Pn8x30ZT4xB2pcFAoFTCYTTeKT0ZuJRALhcLitqUvgO3ZqGAQDsjPy+TwWFhZouHFhYYGGAkulEpaXl8FxHB2nncvlqEKEsMYCj0q9XkcikYDf74fVaqVhMCKl1CuRmgMzLgzDwGAwYHBwEC6XCzKZDI1GA3fu3MHMzAy+/fZb2rMhPMACewVxaN59912qodZaPUe610lFHnF2DoO0i8DeUC6XMTs7i1QqBa1Wi7GxMYRCIVy+fBnr6+sPDY13Cwd6ciEPa6FQQDQaRT6fp5VPqVSKTvUTENhLarVaz3iLAp1Po9FALpeDVCpFPB6nhUukCbpXWi6Y5g53771QSSWlnSqVCg6HA2KxGNFoFBzHIZvNIpFIdGRI7HEMXrdNJtxLhPV7Mh7X4RLW8DsO8h4UiURUFNZqtcLpdCKbzWJ5eRnFYhHVarXjq2N3sn4Haly6FWFzfDKE9XsyBOPy5Aj34JOxk/XrnQHUAgICAgIdg2BcBAQEBAR2HcG4CAgICAjsOjvOuQgICAgICOwU4eQiICAgILDrCMZFQEBAQGDXEYyLgICAgMCuIxgXAQEBAYFdRzAuAgICAgK7jmBcBAQEBAR2HcG4CAgICAjsOoJxERAQEBDYdQTjIiAgICCw6wjGRUBAQEBg1xGMi4CAgIDAriMYFwEBAQGBXUcwLgICAgICu45kpy8UprB9hzDF7skQ1u/JECZRPjnCPfhkCJMoBQQEBAQOBMG4CAgICAjsOjsOiwkICAjsFgqFAhaLBXK5HH19fdDr9ajX6+B5HoVCAQsLC8hkMqjVaqjVagd9uQKPgWBcBAQE9h29Xo9nn30WNpsNP/rRj3Ds2DGUSiXkcjlsbGzgn//5nzE3N4dcLicYly5FMC4CAo+JSCSCXq+HSqWi/9ZoNFCr1dBoNFCpVFCpVNBoNMDz/AFeaecgEokgEomgVCphtVrhcDhgt9tht9uRy+UgFouRSqUgl8shkUggEgmR+25FMC4CAo+JSqXCL37xC7z00kv038rlMoLBIHK5HGZmZjA3N4dsNotgMCgYGABqtRparRajo6P4/ve/D5fLBYfDAZ7nkclk4PP5EA6HwfM8xGKxYFy6mD0zLluV7T1uCaWAQKfBMAxkMhlOnDiBN954g/57sVjEwsIC0uk0yuUyYrEYGIZBOBw+wKvtHKRSKdRqNUwmEwYHB+F2u8GyLOr1OiqVCjiOQy6XQ71eF0p/u5xdNS4SiQRSqRRmsxmnT5+GwWCAVCoFy7JYWlrChQsXUCwWwfO8YGgEuhar1YpTp07B4XDA4/G0fY1lWdhsNmg0Gpw9exZ9fX24e/cu/H4/KpXKAV1xZ8AwDOx2O6anpzE6OgqNRgOpVIpms4lGo4FgMIhLly4hGo0iHA4jm80e+jXrZnbVuEilUqhUKgwNDeGXv/wlhoeHodFooFQq8c477+DOnTuo1+s0Li0g0I04nU789Kc/hdfrxfDwcNvXWJaFw+EAAAwMDKDRaODDDz/EO++8g1QqdRCX2zEwDAO3243nnnsOHo8HWq0WUqkU1WoVtVoNPp8PH3/8MVKpFCKRCIrF4kFfssATsKvGRSQS0dOLSqWCWq2GUqmEXC6HWq2G0WikpYV7ZVzEYjE0Gg1YloVMJoNUKkWpVEIymaSJ1sMAy7KQy+WQyWSw2+1tSeetKBQKyGQyqFarSKfTqFar+3Sl3YPFYoHJZMLw8DBsNhuMRiNkMtl9ryPhnEKhgGw2C47jUK/X9/tyOwqGYSAWi6FSqWAwGKDRaCAWi9FsNlEoFFAsFsFxHPL5PIrFouB87hJarRYajQZyuRwGgwEAwHEcSqUSfeb3Koq062ExpVIJtVoNvV4Pg8FAq0PMZjOeeuophMNhXL16FaVSaTd/NUWpVOLYsWMwm81wOBywWq1YW1vDBx98AI7jUK1WD8WDrtVq4Xa74XK58Nd//dcYGxt74Ovn5uZw+fJlRCIRfP7554hEIvt0pd2BSCTC2bNn8aMf/Qg2mw0nTpyARqPZ0rgA96rG5ubmcPPmTdy9e3fP7vdugGEYsCwLlmVht9sxOTkJnU4HqVSKer0Ov9+PYDCIlZUVRCIRFAoFwbjsAiKRCJOTkzhx4gQ8Hg9efPFFSCQSfPnll1heXsbdu3dx+fLlPVvrXTUuDMOAYRiIRCKIxWKIxWLqxbEsC61Wi1wuB5Zld/PXtiEWi6HT6WA2m+F0OuFyuVAqlaBQKKhH1IvGRSQSgWEYSKVSiMVi6PV6WCwW2O12jI6OYnp6mr622WyiVquh2WzS7+N5Hn6/HwzDQK/XI5/Po1qtHtoTDLmPyZpKpVI4HA4MDw/DaDRCp9NBLpff933NZpM2AyaTSQQCAcTj8UO9WZI1lMlkUKlU0Gg0UCgUEIlEaDQaKBQKNJFfqVSEqronhGEYSCQSSCQSGAwGuFwuDAwMYGpqChKJBMFgEJVKBbFYDCqVCuVyGTzP73pUZ1eNS61WQ7lcRj6fRyaTAcdxUCqVkMlkbYZnLyELarVaMTo6iqmpKSiVSszOziISiWBlZQWJRGJPr2G/USgUsNlsUKvVeOmll+h71ul00Gg0cDqdba9PpVKYmZlBuVyG1WqlYcTz58+jWCziqaeeQjabxbvvvouPPvroUBZfaDQaWCwWmM1mfO9734PH48Ho6CiGhoagUCi2dZAKhQJmZmYQj8fx2Wef4dKlS+A4DuVyeZ/fQeegVCrx1FNPwW63Y2pqChaLBVKpFCKRCNVqFcFgEHfv3kUoFOpJx2+/UalUOHbsGCwWC86fP4+zZ89Cr9dDLpdDJBLh6NGjcLvdGBgYwNDQEMLhMD766CNEo9FdvY5dNS6knJAYmHw+T3MfhL0uLxSJRDQs53a7MTY2Bp7nMTAwAJZle7IkVCqVwmq1wmq14o033sAPfvCDB74+l8vhzp07yOVyGB4eps1sExMTEIvFOHfuHKrVKvx+P/70pz8dSuOiUChgt9sxMDCAn/zkJzh27NiOvq9cLmN+fh7r6+u4fv06rl+/fijXrxWZTIaRkREMDQ3B6/VCp9PRfaDRaCAej2NjYwPJZPLQr9VuoFAoMD4+jv7+fjz99NN4+umn2/bdwcFBAIDD4UBfXx8WFxdx9erVzjYutVoNlUoFpVIJ+XweuVwOarUawD1PcHBwEDKZDEqlcjd/bRskaUgqUUi812g0olQqQSqV7tnvPih0Oh2effZZ2pDWSqlUwvz8PNLpNIrFIgqFAmKxGK5fv077MLRaLaampqBSqaBUKqHRaMAwDGw2G6anp5HJZBAKhQ5VuEIul9ME/k7CuMShCoVCWFhYwNLSEuLxuLBZ4l5I3Ol0YnBwEEajEQBQqVSQTqfBcRz8fj98Ph9SqdShKbjZCwwGA2w2GxwOB6anp+H1emGxWMAwDKrVKnK5HJrNJs0VEn23RCKxJ6mKXTUu1WoVPM8jm80iHo9Dp9PRxL7FYsHp06exsbGBP/3pT7v5a9uQSCQwGo1tFVJKpRIejwcSiYQau17C6XTi5z//OUZHR6FQKNq+xnEcfv/73+P27dvw+XwIBoP0hNlsNmkX9GuvvQaj0Qiz2Yzh4WEolUqMjY3h9ddfx8rKCj766KNDZVw0Gg0GBgbgdrt35AxlMhmsr69jdXUVn376KWZnZw9tvmozcrkc09PTOH36NLRaLRiGQT6fx9zcHKLRKG7evIkbN270bD50v3C73XjppZfgcrnw+uuvw+12U2e6WCxifX0djUaDOvkkbF4oFLYtTHkSdj2hT6rDJBJJW0JfLBZDLpdDLpfvaWisXq+jWCzS5CBwz+BoNBratNVriEQimjDdnNNqNpvgeR6VSgW5XA6JRGJLb7pcLtNCDPL5SKVSWkp+GLqlGYaBQqGAVCqFyWSCzWaDyWSCRLL9Y8LzPOr1OnK5HOLxOBKJBHK5nNCjge9aE+RyORQKBRQKBS0/rlQqyGQySKVSKBQKhzon9aSwLAuxWAytVgun0wm73Q6tVgulUknz4NlsFoFAADzPQyQSIZvN0u+PxWJ74jjuqnGRy+VQqVSwWCxwu93wer3QaDS7+SseSj6fx+XLl7G2tgaVSoWpqSloNBpMTEzAYDDQ8uhms9kzIYtisYi1tTWIRCL09fXRenbg3o3ndrtRKpWQTqexurq65c/Q6XQYGRmBXq+/7/RzWJBIJDh+/DiGhoZw7NgxvPbaa7TycCvq9TrC4TA4jsOdO3fw5ZdfIhqNIp1O7/OVdyZqtRpWqxVutxtarZYmlEkv1czMDILB4LYOj8DDEYvFcDgcVGX6jTfegF6vh9FoRLPZRCKRQCwWw8zMDP7rv/4LqVQKKpWqzcnO5XJYX1/f9Wvb9T4Xcjo5qJMCz/MIhUIol8vgOA4AqCdaq9Ugl8shFovRaDR65gheq9Vodd7mjVAsFtMChwcZDalUCr1eD61WC+DexkkM8GF58MViMWw2G0ZGRjA8PIzh4eEty40JjUYD2WwWiUQC4XAYq6urSKVSghf+/9N6T8lkMojFYnpflUolxGIxxGKxQ90D9KQwDEO12hwOBwYHB2kYlzSoJpNJBINB3Lp1C7FYbN+ubU869GUyGTUyYrGYfr21HJlhmD3ZtEhYjGVZVKtVNJtN2typ0+kwPDyMo0ePIh6PIxAI9EQCsVqtIhwO016MVnieRzQahc/nQyaT2fHPbDabWF9fx8WLFxGPx3ta40kmk8FkMkGr1eL48eM4e/YsHA7HtuGwcrmMVCqFbDaLjz/+GHfu3EEoFMLq6ipKpVJPr9VOIGEal8uFc+fOoa+vD0ajEWKxGD6fD+vr61haWsLs7Cyi0WhbiEbg0ZDJZDh79iyeffZZjI2NtSXmG40Gbt26hQ8++AB+v3/fQ7V7Jv9CjMtmWo0LsPtKyY1GA8VikR6/ge+890ajgZGREWSzWczOziIUCvWEcSEy7wzDYGJiou1rPM8jEolgY2MDHMfteL0bjQZWV1fxxRdf0IbLXkUmk8HpdMJiseDkyZM4f/48dYS2olwuIxAIIBaL4YMPPsAnn3xCxReBw63+TaozpVIpvF4vzp8/T/uFRCIRfD4fvvjiC6yvr+P27dtIp9OHer2eFJlMhueffx5vvfUWzXcT6vU6rl+/jl/96lcHIn2165L72zVJkqQzSTwrFApaXbbbtD7om6+BlEKTMuVeoFKp0FNYLpdr+5pMJsPg4CB4nkexWMTGxgZ9mBmGgVwup4n71vVgGAY6nQ59fX0oFApIpVI9E0YkyGQyyGQyWK1WTE1N0QT+dvcw6eGKRqO0KTeRSBzq7vutILp2arUaBoMBWq2WetQ8z6NcLqNcLtMQmcCjo1Kp4HK5aLl86ym7VqshmUwil8uB47gD01Tct2FhLMtCo9FAp9PBZDLBbDbTPMF+QgQ0Hybk2E0kk0l89tlnMBqNOHv2bNvXDAYDfvazn6FQKOBf/uVfcP36dWokxGIxnE4nTCYT7HZ7m3ERiUSYmJjAm2++iY2NDXz22Wf3Ga5ux2Qywel0YmpqCn/3d38Hl8sFvV6/7evj8TjC4TBu376Nf/u3f0M4HBaS95sgOQCDwQCn04mRkRGqIwaAzmwpFos9ETU4KNxuN375y1/C7XbfF63I5XK4ePEiAoEAlpeXD8yA75txISEzcmSWyWQPLPHcDRqNBk1Ik3AcqWgjZbt7lfvZT2q1Gg15bY73SyQSWK1W1Go16HS6tq8xDAOVSgWj0QilUnmfx65QKKDX65FIJHpyIqBUKoVGo4HBYEBfXx9cLte2r202mygWi4jH44hEIggEAoK45xYQXSsSGiel7ETPjud5qlnX7c/dQUBaPPR6PTweD7xeL+3dq9frqNVqKBQKiEajdCLqgV3rfv0isVgMhUJBE+t6vR7FYnHXN3fS10HCQJlMhoZ9WJal5bbJZBIGg4HKffdayGcnsCyLo0eP4umnn8b09HSbsW82m0gmk1heXu7J7nyGYWA0GjE8PAyXy/XQqsZGo4GrV6/iN7/5jZCEfghyuZyWHjMMg3q9jnw+j3K5jFAohLW1NaRSqZ67p/YahmEwPDyM0dFRTExMYGJigg6mA4BgMEiLSz744AM6MvpQnFyIN0OMzF6cXEi+hTQPFQoFNJtNKBQKSCQSOBwOGI1G3Lp1CyqVCvV6ncZ/DxsSiQRerxfHjx+Hw+Foq+wD7h2vI5EI0ul0T66PUqmE3W6H0Wh86L3YbDaxtLSEDz74oCfXYrcgCX3SjAqAlh7n83mkUilEo1EUCgVhHR8RhmHgcDhoL5bL5WrraUsmk5iZmUEgEMCtW7fg9/sP8Gp32bjwPI9cLodMJoNoNErlBTb3V7RK8u8FjUaDGphKpQKWZan1Jol8Eg4hUhS94EWR2RgzMzM05t26xmq1Gna7nSagNRoN7HY77HY7FROsVCrw+/3IZrNYWVlBNBqlM817DY1GA6vVSstkt4IIeJJ7WuDBkNlNXq+XVohVq1WEQiEkk0nEYjF6ihFyLo8G0fs7evQobDbbfXpgpHcokUh0hPTQrhqXYrGIarWKSCSC9fV1iMViDAwMtBkXMpFOIpHsWbUWiT2Wy2UUi0VIJBKadyHTGU0mE9xuN2QyGeLxeE80ctVqNdy+fRsymQyTk5OwWCx00yRhoKGhIWootFotbRYkZYz5fB5XrlyBz+fD1atXsbS01FMNpwQyt2Z4eBhms3nbsFihUMDVq1exvr5+oMnRbkEsFsPj8eDYsWNUz69QKGBxcRHr6+tYWVlBMpkUKsUeA4ZhMDIygtdeew1SqfQ+45LJZLC6uopoNNoRjby7alzIoKRKpYJsNotsNnufBRWJRPTUoFKp9iTnsvnksrlPozXp2EslyY1GA+l0GoFAACaTCYlEAhqNBiqVCiKRCAaDAf39/dRjVKvV0Gq1bSEhnudpg2k2m+25HhexWAyDwQClUgmr1QqtVkvXpxUy8Cufz7clR3tpLfYCUjSjVqtpn1u9XgfHcYjH48jn84JheUTIGBGFQkEjQcRpJF341WoVHMchm83SNT5o9sS4FItFLC0toVwuw2azwePx0NcoFAqcOnUKTqcTjUYD8/Pzu6qGShL6wD1FYFLptPkITiZjFgqFPQvP7Tc8z+PmzZtYWlrCxsYGeJ6HzWbDmTNn6N/Dw8P0wSZd1K3k83l8+eWXuHHjRk82uOl0Ovz0pz/F+Pg4jhw5gvHxcepktEKE/vx+P+3Cf5Qm1MMGqcZkWRYmkwler5f2DJVKJczMzOD69esIhULCGj4iarUaZ86cQV9fH8bGxtqc4Wq1ips3b2J1dRVfffUV5ubmUCgUOiISsycJfSJMp1Ao7juekdJYsVgMo9HYlvTbLR0rEsap1WoolUpblj2KxWLIZDKwLNszJxdS4ZVMJqHT6bC6uopqtUpvNJJf2e57G40GyuUywuEwNjY29vPS9w2pVIqhoSEcP34cHo+H5t02Q+aNEF0mkhwlJxxyPx32jZIoGZBwt1gspjOBSLUYaeoLh8MPLY3d/Fkc9vUF7jnCRDds8/3aaDQQi8WwurqKYDCIdDrdMfJDe2JcisUi5ubmEIvF8PTTTyOfz1NRS4lEQsvnXnzxRUgkEiSTSczNzVHZ8v0o8zQajRgbG4NcLse1a9f2/PftN9FoFJcvX0Z/fz9efPHFh75+eXkZX3/9NdbX13tuDHQrLMvCZrPdNxFxM2T90uk0+vv726pySqUSTZomk0kUCoX9uvyOw+12o7+/H9VqFfF4HDKZDDabDTabDQqFghrjer2+ZTiMjDkg/W+bxzsQrTbiKB5GY6NQKHD8+HGcOHECHo+nbX14nsfc3By++OILhMPhjlKL2BPjUigUMD8/D61Wi2AwiHw+D4VCQRsnbTYbms0mWJbF4OAgNjY26Ahikq/ZawwGA8bHx2n/Ta8RjUZp5chOVBCWl5fx29/+FvF4HPF4fO8v8IAgysder/eBr4vFYrhy5QpqtRqGh4fbGlA5jsPi4iKy2Swtdz+MMAwDj8eDs2fPIpvN4u7du7SiyWaz0deRcPlWMiTEuJApqHq9vi2fwHEcMpkMyuUyKpVKR+QS9hu5XI6jR4/i3Llz9zlDtVoNCwsLuHDhAoDOOuntiXEheQ8i8Hf37l0qZU4S6AzD0JupUqlgcnKSejt2u52Oja3VavSoRxL1O70GMp6XZdktLfqDxAl7AdIVTTSGNouJkv4D4oEnk0mk0+meKMveDMuytIF3JyNdDQYDpqenUa/X4Xa72yaY5vN5KJVKFItFOBwOpFIpGn6s1WooFov0vn0UJepuJJ/PIx6Pg+d5OmKjNZFP9oF6vY5Go0HzMnK5HEajEXK5HE6nE3q9Hmq1Gjqdjp52Go0G/H4/gsEgOI7r2ZL47ZBKpVAoFNDpdPdV1+bzefh8PsRiMSSTyY4yKoQ9MS4kdl+v1/HZZ5/B7/fj2WefhcPhgEajoXkOnU4HlUoFp9OJ0dFRVKtVbGxs0PkYi4uLSKVSuHLlCi2v22k8kUjGX7hwASdOnMDp06f3fXBZJ0D6NBYXF+F0OtsS+GTYVSKRwOLiIhYWFnqm52czWq0WXq8XXq93R2OLp6am4HK50Gw2IZVK26rJGo0GqtUq9cbr9Tri8Tg2NjaQz+extrYGjuPw9ddf4/r16x354O8GzWYT4XAY33zzDQwGAyYmJmAymag+G9ERS6fT1OCSKk2n04lz587BbDbTcA/p7G8NpX355Zc0XBuJRDqif2O/IPfswMDAfVqIPp8P//Ef/wGfz4e5ubkDusIHs2cd+uQozHEcAoEAvF4vrT5SqVRUI4co05Ju+WazCbVaTevj5XI5LBYL1cxpDUEQz3wrb0YkEqFWq9GGrc0PeKPRAM/zB6YYute0JljJJrjVJkc8bvKnU5KBuw0pP28d4/wgyFjenUJONrlcDjzPQ6VSwWw2Q6vVolar0aKSXivDJeOK5XI57cwnpe1E/YI0TDYaDarQodfr4XQ6YbVa4XK54Ha7aQkz+Xzq9TrsdjssFguVceq1KbIPQiaTwWAwQK/X0zUl65jP5xEIBBAIBDo2LLun8i+NRoN2eJMHzGw245lnnoHdbofVaoXVagXw3WZoNBqhVqthNpvR39+PUqmEkydPIpvNIhKJIBwO02qwSqWCpaWlLXMEDMOgr68PNput7ahNSKfTmJ+fh8/n64iGo91Gq9XS3MLo6CiGh4d35LH3KrlcDqurq2g0GntSpqnT6TA0NASe5+F2u1GpVOB2u3Hy5ElEIhHcvHmTdvn3kro0OZFIpVLwPN9mPAuFAgKBAEKhEDW6o6OjOHXqFFwuF86cOQO9Xg+TyUR7jer1etusp8HBQRpCIw3CHMd1RKntXuNwOPDqq6/C6XTSgpJUKkUjDUtLSwcuTvkg9tS4NJtN5HI55HI5VKtVlMtlWCwWWk6nUChgsVjozUTkuoF71VwulwuNRgPj4+OoVqtYW1vD2toa6vU69bgfdOowGo3QarVbKv7m83lEIhEaL+41yImPJFeJET+sVCoVVCoVqNXqPTmdteaznE4nms0mNBoN3G43dYBkMhkymUzHbgaPA1E4JkaGKJED99Y8lUq15UydTidOnToFu92OqamptnAPcRpbTyVWqxUGgwH5fB4GgwGlUqlj+jj2GqPRSHPRGo0GzWaTNvXG43HEYrGOLr7ZN+HKSqWCZDIJnudx9epV+P1+DA8PIxwOQ6/XY2hoaMswBBHCYxiGzocnNyHP85BKpffNMyDfR+Z3OxwOyGSytq/zPN9R3ay7jcFgwNGjR9uS0fl8Hvl8vq1HQyaTweFw4MiRI3jttdfAcRz8fj/y+TxyuVzHHrk7HYZh6L3H8zyOHTtGZ8Z38oawF0gkEjidTtRqNQwODmJgYABarRb1eh2FQgGxWIw+i+l0GjKZDENDQzQ/K5FIaCsDy7I9Of6BQBqbTSYTJiYm0NfXB4PBQPsBiZgskdDpZPbNuJRKJQSDQUQiEUQiEchkMkxMTGB6ehrDw8OwWq3bGhcyD0KpVNKENNkgn3nmmW1PL63NXZsrhMrlMpLJJJ3U1mv09fXhlVdegc1mg9FoRLPZRCqVgs/no6+RSCQYGBiA2WyGXC6HzWZDNBrFH//4R/j9fmxsbAjG5QkwmUw0Zs6yLCKRCO7cuYPl5eWDvrR9RS6XUw2348eP49ixY6jX6yiVSshms7h16xbW19cRDAaxtLQEk8mEH//4x7S/yGQytc2H6RVFja2QSCSYnp7G0aNHcfz4cYyOjlK5FyLvtLKy0hVjMPbNuLR24BeLRfA8T7t2ZTIZFhcXkU6nqXfCsiwd6LW5Wgf4rpO3tbRZ4N56SCQSqt9GyhiBe5Im0Wi0TS1ar9dDo9FALBbTk6HX6wXLsshkMggEAgf5djoKMieIqH+TPGKrcyKVSmEymSCTyehnIZPJaMm9RqOBUqmk33sYkEgk1IEhpeA8z9P8UzAYpOXGRGCWFKM0Gg0Ui0VacNLrs5eIBiA5vbAs22ZMSe45lUp1vFO8b8aFQKYlVqtVrKysIBKJ4Nq1a7h06RJUKhWGhoZoFcnQ0BCUSiWcTueWyWiRSEQlXIjS8k4Ri8VUWbRXDJNYLKbzScbGxjA6Ogq9Xg+FQoFms4nFxUW89957yGQy8Pl8YFkWf/mXf4mzZ89Cq9ViaGgI/f39GBwcRKFQwL/+679idna2J6vpHodEIoFoNIpAIEC79/1+f9uoY5vNhr/4i7/A0NAQHA4HbDYbva/1ej3Gx8cRDoeprMxhWFuVSoXTp09DKpViYGAADMMgHA7j97//PcLhMObm5hAKheD1ejE5OQm73U6LcYiI6sLCApaWljpG8XevYFkWJ06cwJtvvgmVStWmeddoNOgzTIYcdjL7blwA0AeKJPvFYjFCoRCkUimKxSKN9RONIpVKtWXpIVFUbjabWx6VW3WPNhsQ0sy1l9L/+w0piLBYLDAajbQxjZRscxwHn8+HZDKJxcVFsCyLYDCIRCJBy8ElEglMJhOq1SqsVmtPln6S0mzgu3vkYXH8ZrOJarWKXC5H1y8ajWJlZQWxWIy+zuv14uWXX6afAXDPc1er1ajVarQ6qlQq9cx9tx1kXcViMaxWK9RqNe01K5VK8Pv98Pv9CIVCiMfjsNvt0Ov1VDFdJpOB53mkUqk2xd9ehJzWyMnX7Xa3fZ3kmIlD0w2ntwMxLpsh8vjNZhMbGxvgOA7Ly8uYnZ2FTCaDTqe7LyEP3PPULRYLFclTKpVtDyw5AWk0Gjidzra8i9lsxrFjx6DX63H79m2kUql9ea97iVQqxfPPP48XXngBAwMDkEqlqNVqVOqcVNu1VvZcuHABGxsbOHnyJB2iZrFY2iT68/k8EolExx/Dd0Iul8OHH34Iv99PNzLSAPigUm1SIEIUtvv7+6HRaGA0Gts8SLPZTJsINyOVSjE9PQ2RSISrV69idXW1KzaJx0Wn02F8fJzeN6Rbv1AoQCKR4OjRo/B6vTh//jxEIhFsNhv6+/uhVCohk8lQLBaxuLiIr7/+Gqurqz3bgwXcO/E+//zzcDqdGBkZaftaNpvFhQsX6ITJbnH0OsK4EM+6VqtRb6bVSGzn4UkkEng8HpjNZtqYRTxQkUiEI0eO0FI+i8XSZlxMJhOmpqYglUp7pv+DZVk888wzeOuttwDcW7fW6XRkbVs3tK+++gpfffUVcrkcxsfHYbFYaPm2TqeD2+1GPB5HOp3uCeNSKBTw+eef49tvv4XX60V/fz/9+2H3gU6ng06nQ61Wg8fjgVqtvk+jTKlUQqvVbvn9LMtidHQUBoMBiUQCYrG445OyT4JOp4NWq0WlUkEwGESxWESlUkGhUKAD7RqNBkZHR2G32+kpp1arIZPJoFgsUin5VCrV08bFbDbjhz/8Ia2mayWbzeLTTz/FzZs3sb6+3jWh1I4wLlvRap23s9Ska18sFtOkX6txMRqNbc1Zm+mVQgC5XE7H9W5W+i2Xy5ibm6PVOJvXkvx/qVRCKpWipx3g3kZpNBpRrVZ7pvyTqEY0Gg26uWcyGfpeibMilUrpMLvNKJVKeL1eGvZqhXwWKpXqvupHUp7caDTuO2V3OzzPI5FIQCqVIpfLoVKp0KQ8EYcVi8V0Emy9XofJZEKz2aTqyaQXrlAoYGlpiVZGpVKpntcVk0gk9BTdqv8H3IvskNlUnZ5naaVjjctOaDQaiMfjSCaT98XNRSIRstksnSFx7ty5ntUWMxqNeOmll+B0Ou+L1abTafz2t7/FpUuXUCgUtvV6MpkMVlZWUC6XMT4+Dp1OB4vFgtHRUYjFYty+fbsnGtdqtRqCwSDC4TBWVlZoD8Xvfvc7qNVq/NVf/RXOnz8Pi8WC/v7+LXN5JpMJL7/88pZrSfqyRCLRfQUmEokEDocDVquVeuq9Qj6fx8LCAuLxOJ599lkqCUN6VaxWK60EI5MViXEheb10Oo2NjQ2Ew2G8/fbbWF9fRzgcRiQSacuT9SIqlQr9/f0YGRm5r22iWq0iEAhgaWmpq9agq40LgG0Xm2EYZLNZpFIpZDIZKk0hEol6ymMEQEuPdTrdfRMV6/U6UqlUW9J5KxqNBq3ia/03ombbK7ROKt0cZlGpVIhGo0gkElAoFPR0sxmy3o8D2Uh77R6s1+vI5/NgWRbpdBqJRAJqtZqeXDa3EzAMQ7v58/k8nQdDJJ5CoRDC4TA4juvpcBiZY6NUKulYEgIpVyeKBN22Dl1vXLaj2WwikUigVCrBbDYjFArRpGwvzm/ZbcgI6j/84Q/IZrM9cWp5GDzP49tvv0WlUsFzzz23pRf5JBAVao7jEIvFespok761QqGA999/H/Pz83C5XJiamqKJfYPBALFYDJFIhFwuh5WVFWSzWdy4cYOqoYdCIRQKBfh8PjobvldhGAZDQ0OYnp7G5OTkfcrHwWAQt27dwsbGRlcWHPWscQFAVZQTiQQymQx0Ol3bXA6B7Wk2m4jFYoeqz6Ver9MZ7263e9dj/K2x81YZnl6ASLmUSiXcvXsXoVCIGmeLxQK32w2tVkvDYmScdjwex9WrVzEzM0OFPQ/L/QbcS+RPTEygv7//vorYTCaD+fl5BIPBrlTK6Gnjsjn80EsPcyu5XA63b9+mY6UfB7PZjKeeeor2IxxGyOTDer2OmZkZvP/++7QcW6PR0D87hfRlkLkmpVIJS0tLiMVi2NjY6MlNtNls0tweCSmq1Wr4fD6qTs4wDB12lc/nsby8DI7jUCwWe/YZ3Qqi3H7y5ElYrdb7jEsikcDNmze7Vkm7p40L8J1B2fx3L8FxHC5dugSDwYAf/vCHj/Uz+vr68NJLL0Gn0/V8iex2NBoNKixZLpeRSCRgsVjwxhtvoL+/Hx6PZ8fGhWi5BQIBpFIpLC8vI5fLUePSLY1wjwqZAJvNZhGLxTA3N0cbBDc7eiTn0jpTqRefz+1gGAYDAwN4+eWXIZfL7ysACYVC+Oyzz5BKpbryXul54wJsfcMSbzKbzXZVBcZWkAe0XC4jEolgZWUFGo0GZrMZMpkMg4ODbRIlW+F0OmloI5vNolAoPPR7ehGiRlAqlZBIJNBsNrG2toZqtUpVe3eSjG80GgiFQohEIlRuhygAk8mMvbqRtio6dOOmuNeIxWJotVo6wlgmk1HDQsaUlEolWszQrfvToTAuWxGJRHD16tWujWduRaVSwR//+Eesrq7iueeew5//+Z/DZrPhH//xH5HNZh/4vQzDwO/3g+M4XLhwgY6v7dUN8GFkMhlUKhVsbGxgZWWFTkzdXI33IMrlMq1SJGO/y+UyrQLqxbCYwMNRKpV47rnn4PF4MDEx0VZFx/M8bt26hYWFBdy4caOrIwiHwriQ4WKVSgXlcpk2esViMaRSqa7+AFshCelGo4G+vj4UCgVotVoMDg7ep7HWqlJNZqEvLy8jGo1iaWkJfr8fyWTy0BoXMiIbwKE8wQnsHUSBvK+vDxqNpu0k3Gg0aDg1nU53tQNyKIyLz+fDf/7nf1IRTKlUCp/Ph4WFBeTz+a7qen0QpKm0WCziww8/RCwWg16vx9TUFIxGI+0ALpfLbXmFXC5HjQspEc3lcg897QgICOwu5BleXV3t+nL1Q2FcQqEQ3n777fv+vde8ctLlnE6nqSy8yWTCm2++iYGBAXi9Xng8HnAch8XFxbYEMzEu3RrfFRDoBchAMFIIIhiXLqDXDMlOILNzfD4fnbzp8/lQLBYRCoVQKpUQCoXAcRxyuVxX38gCAt0Cz/MIBAKo1WpgGAa5XI7mXcrlMmZnZ3uiF4pp7vDqe02u4kl4nA/8oNaPYRgqGkgGqrWOOKjValTiZb9OLd20fp3I4244whp+x0Heg2R0O5lSSqbpAvdOLoVCAeVyeV+fyUdlJ+snGJfHQNgcnwxh/Z4Mwbg8OcI9+GTsZP16R5ZVQEBAQKBjEIyLgICAgMCuIxgXAQEBAYFdRzAuAgICAgK7jmBcBAQEBAR2nR1XiwkICAgICOwU4eQiICAgILDrCMZFQEBAQGDXEYyLgICAgMCuIxgXAQEBAYFdRzAuAgICAgK7jmBcBAQEBAR2HcG4CAgICAjsOoJxERAQEBDYdQTjIiAgICCw6/x/TRnZokkvFP4AAAAASUVORK5CYII=",
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"text/plain": [
|
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"<Figure size 500x500 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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|
},
|
|
{
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"name": "stderr",
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|
"output_type": "stream",
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"text": [
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" 11%|█ | 22/200 [01:56<15:59, 5.39s/it]"
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]
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},
|
|
{
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|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Losses D=array(2.28963, dtype=float32) G=array(5.5491, dtype=float32)\n"
|
|
]
|
|
},
|
|
{
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|
"name": "stderr",
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|
"output_type": "stream",
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|
"text": [
|
|
" 12%|█▏ | 23/200 [02:01<15:38, 5.30s/it]"
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|
]
|
|
},
|
|
{
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"name": "stdout",
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|
"output_type": "stream",
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|
"text": [
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"Losses D=array(2.28961, dtype=float32) G=array(5.5491, dtype=float32)\n"
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"Losses D=array(2.28957, dtype=float32) G=array(5.5491, dtype=float32)\n"
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"Losses D=array(2.28959, dtype=float32) G=array(5.54911, dtype=float32)\n"
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"text": [
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"Losses D=array(2.28964, dtype=float32) G=array(5.54911, dtype=float32)\n"
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},
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{
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"ename": "KeyboardInterrupt",
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"evalue": "",
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"output_type": "error",
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"traceback": [
|
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[679], line 32\u001b[0m\n\u001b[1;32m 29\u001b[0m gen_opt\u001b[38;5;241m.\u001b[39mupdate(gen, G_grads)\n\u001b[1;32m 31\u001b[0m \u001b[38;5;66;03m# Update gradients\u001b[39;00m\n\u001b[0;32m---> 32\u001b[0m \u001b[43mmx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meval\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparameters\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgen_opt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstate\u001b[49m\u001b[43m)\u001b[49m \n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (cur_step \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m%\u001b[39m display_step \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 35\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStep \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mepoch\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: Generator loss: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mG_loss\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, discriminator loss: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mD_loss\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
|
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"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Set your parameters\n",
|
|
"n_epochs = 200\n",
|
|
"display_step = 5000\n",
|
|
"cur_step = 0\n",
|
|
"\n",
|
|
"batch_size = 128\n",
|
|
"\n",
|
|
"D_loss_grad = nn.value_and_grad(disc, disc_loss)\n",
|
|
"G_loss_grad = nn.value_and_grad(gen, gen_loss)\n",
|
|
"\n",
|
|
"\n",
|
|
"for epoch in tqdm(range(n_epochs)):\n",
|
|
"\n",
|
|
" for real in batch_iterate(batch_size, train_images):\n",
|
|
" \n",
|
|
" # TODO Train Discriminator\n",
|
|
" D_loss,D_grads = D_loss_grad(gen, disc,mx.array(real), batch_size, z_dim)\n",
|
|
"\n",
|
|
" # Update optimizer\n",
|
|
" disc_opt.update(disc, D_grads)\n",
|
|
" \n",
|
|
" # Update gradients\n",
|
|
" mx.eval(disc.parameters(), disc_opt.state)\n",
|
|
"\n",
|
|
" # TODO Train Generator\n",
|
|
" G_loss,G_grads = G_loss_grad(gen, disc, batch_size, z_dim)\n",
|
|
" \n",
|
|
" # Update optimizer\n",
|
|
" gen_opt.update(gen, G_grads)\n",
|
|
" \n",
|
|
" # Update gradients\n",
|
|
" mx.eval(gen.parameters(), gen_opt.state) \n",
|
|
" \n",
|
|
" if (cur_step + 1) % display_step == 0:\n",
|
|
" print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n",
|
|
" fake_noise = mx.array(get_noise(batch_size, z_dim))\n",
|
|
" fake = gen(fake_noise)\n",
|
|
" show_images(fake)\n",
|
|
" show_images(real)\n",
|
|
" cur_step += 1\n",
|
|
"\n",
|
|
" print('Losses D={0} G={1}'.format(D_loss,G_loss))"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "base",
|
|
"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": "3.10.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|