diff --git a/anp_1d_regression-from_src.ipynb b/anp_1d_regression-from_src.ipynb deleted file mode 100644 index 94f377b..0000000 --- a/anp_1d_regression-from_src.ipynb +++ /dev/null @@ -1,612 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%reload_ext autoreload" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:40.924406Z", - "start_time": "2020-02-01T05:13:39.398555Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib as plt\n", - "import collections\n", - "from tqdm.auto import tqdm\n", - "from tensorboardX import SummaryWriter\n", - "\n", - "import math\n", - "%pylab inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.307694Z", - "start_time": "2020-02-01T05:13:40.932281Z" - } - }, - "outputs": [], - "source": [ - "import torch\n", - "from torch import nn\n", - "import torch.nn.functional as F\n", - "from torch.utils.data import TensorDataset, DataLoader" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.335249Z", - "start_time": "2020-02-01T05:13:41.319485Z" - } - }, - "outputs": [], - "source": [ - "from src.data.gp_curves import GPCurvesReader\n", - "from src.models.model import LatentModel" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Util" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.354190Z", - "start_time": "2020-02-01T05:13:41.338986Z" - } - }, - "outputs": [], - "source": [ - "def set_seed(n=42):\n", - " np.random.seed(n)\n", - " torch.manual_seed(n)\n", - " torch.backends.cudnn.deterministic = True\n", - " torch.backends.cudnn.benchmark = False" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.386138Z", - "start_time": "2020-02-01T05:13:41.363884Z" - } - }, - "outputs": [], - "source": [ - "def plot_functions(target_x, target_y, context_x, context_y, pred_y, std):\n", - " \"\"\"Plots the predicted mean and variance and the context points.\n", - " \n", - " Args: \n", - " target_x: An array of shape [B,num_targets,1] that contains the\n", - " x values of the target points.\n", - " target_y: An array of shape [B,num_targets,1] that contains the\n", - " y values of the target points.\n", - " context_x: An array of shape [B,num_contexts,1] that contains \n", - " the x values of the context points.\n", - " context_y: An array of shape [B,num_contexts,1] that contains \n", - " the y values of the context points.\n", - " pred_y: An array of shape [B,num_targets,1] that contains the\n", - " predicted means of the y values at the target points in target_x.\n", - " std: An array of shape [B,num_targets,1] that contains the\n", - " predicted std dev of the y values at the target points in target_x.\n", - " \"\"\"\n", - " # Plot everything\n", - " plt.plot(target_x[0], pred_y[0], 'b', linewidth=2)\n", - " plt.plot(target_x[0], target_y[0], 'k:', linewidth=2)\n", - " plt.plot(context_x[0], context_y[0], 'ko', markersize=10)\n", - " plt.fill_between(\n", - " target_x[0, :, 0],\n", - " pred_y[0, :, 0] - std[0, :, 0],\n", - " pred_y[0, :, 0] + std[0, :, 0],\n", - " alpha=0.2,\n", - " facecolor='#65c9f7',\n", - " interpolate=True)\n", - "\n", - " # Make the plot pretty\n", - " plt.yticks([-2, 0, 2], fontsize=16)\n", - " plt.xticks([-2, 0, 2], fontsize=16)\n", - " plt.ylim([-2, 2])\n", - " plt.grid('off')\n", - " ax = plt.gca()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.422421Z", - "start_time": "2020-02-01T05:13:41.388688Z" - } - }, - "outputs": [], - "source": [ - "def test(model, dataset_test, writer=None, plot=False, global_step=None):\n", - " model.eval()\n", - " with torch.no_grad():\n", - " data_test = dataset_test.generate_curves()\n", - "\n", - " (context_x, context_y), target_x = data_test.query\n", - " target_y = data_test.target_y\n", - "\n", - " context_x = context_x.cuda()\n", - " context_y = context_y.cuda()\n", - " target_x = target_x.cuda()\n", - " target_y = target_y.cuda()\n", - "\n", - " y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x, target_y)\n", - "\n", - " if writer is not None:\n", - " writer.add_scalar('val/loss', loss, global_step=global_step)\n", - " writer.add_scalar('val/y_std', y_std.mean(), global_step=global_step)\n", - " writer.add_scalar('val/mse_loss', mse_loss, global_step=global_step)\n", - " writer.add_scalar('val/kl', kl.mean(), global_step=global_step)\n", - " \n", - " if plot:\n", - " fig = plt.figure()\n", - " plt.title(f\"Iter {global_step}\") \n", - " plot_functions(target_x.detach().cpu().numpy(),\n", - " target_y.detach().cpu().numpy(),\n", - " context_x.detach().cpu().numpy(),\n", - " context_y.detach().cpu().numpy(),\n", - " y_pred.detach().cpu().numpy(),\n", - " y_std.detach().cpu().numpy())\n", - " \n", - " writer.add_figure('test', fig, global_step=global_step, close=False)\n", - " plt.show()\n", - " \n", - " return y_pred, kl, loss, y_std" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Init" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.451774Z", - "start_time": "2020-02-01T05:13:41.435188Z" - } - }, - "outputs": [], - "source": [ - "\n", - "MAX_CONTEXT_POINTS = 50 \n", - "random_kernel_parameters=True \n", - "\n", - "dataset_train = GPCurvesReader(\n", - " batch_size=16, max_num_context=MAX_CONTEXT_POINTS, random_kernel_parameters=random_kernel_parameters)\n", - "\n", - "dataset_test = GPCurvesReader(\n", - " batch_size=1, max_num_context=MAX_CONTEXT_POINTS, testing=True, random_kernel_parameters=random_kernel_parameters)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Replicate ANP paper" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:13:41.471810Z", - "start_time": "2020-02-01T05:13:41.457847Z" - } - }, - "outputs": [], - "source": [ - "epochs = 100000\n", - "PLOT_AFTER = 10000\n", - "PRINT_AFTER = 1000" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.036471Z", - "start_time": "2020-02-01T05:13:41.481257Z" - }, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "runs/Feb01_13-13-41_mjcdesktop-anp_1d_reg\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "96123dbd631e462a894b9a594f729f73", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train: 0 loss= 0.7616 val_loss= 1.174\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x,\n\u001b[0;32m---> 33\u001b[0;31m target_y)\n\u001b[0m\u001b[1;32m 34\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/model.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, context_x, context_y, target_x, target_y)\u001b[0m\n\u001b[1;32m 106\u001b[0m \u001b[0mnum_targets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 108\u001b[0;31m \u001b[0mdist_prior\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlog_var_prior\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_latent_encoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 109\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 110\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtarget_y\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 539\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 540\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 542\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 543\u001b[0m \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/modules.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x, y)\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0mencoded\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_input_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoder_input\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 241\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mlayer\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_encoder\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 242\u001b[0;31m \u001b[0mencoded\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlayer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mencoded\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 243\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 244\u001b[0m \u001b[0;31m# Aggregator: take the mean over all points\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "\n", - "\n", - "writer = SummaryWriter(comment='-anp_1d_reg')\n", - "print(writer.logdir)\n", - "\n", - "hparams = dict(\n", - " x_dim=1,\n", - " y_dim=1,\n", - " hidden_dim=128,\n", - " latent_dim=128,\n", - " latent_enc_self_attn_type=\"multihead\",\n", - " det_enc_self_attn_type=\"multihead\",\n", - " det_enc_cross_attn_type=\"multihead\")\n", - "model = LatentModel(**hparams).cuda()\n", - "\n", - "optim = torch.optim.Adam(model.parameters(), lr=1e-4)\n", - "\n", - "for n_iter in tqdm(range(epochs)):\n", - " model.train()\n", - "\n", - " data_train = dataset_train.generate_curves()\n", - "\n", - " (context_x, context_y), target_x = data_train.query\n", - " target_y = data_train.target_y\n", - "\n", - " context_x = context_x.cuda()\n", - " context_y = context_y.cuda()\n", - " target_x = target_x.cuda()\n", - " target_y = target_y.cuda()\n", - "\n", - " optim.zero_grad()\n", - " y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x,\n", - " target_y)\n", - " loss.backward()\n", - " optim.step()\n", - "\n", - " writer.add_scalar('train/loss', loss, n_iter)\n", - " writer.add_scalar('train/mse_loss', mse_loss, n_iter)\n", - " writer.add_scalar('train/y_std', y_std.mean(), n_iter)\n", - " writer.add_scalar('train/kl', kl.mean(), n_iter)\n", - "\n", - " if n_iter % PRINT_AFTER == 0:\n", - " y_pred, kl, val_loss, y_std = test(\n", - " model, dataset_test, writer, plot=False, global_step=n_iter)\n", - " print(\n", - " f\"train: {n_iter} loss={loss.item(): 4.4g} val_loss={val_loss.item(): 4.4g}\"\n", - " )\n", - "\n", - " if n_iter % PLOT_AFTER == 0:\n", - " test(model, dataset_test, writer, plot=True, global_step=n_iter)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.043813Z", - "start_time": "2020-02-01T05:13:39.400Z" - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "for i in range(5):\n", - " set_seed(i)\n", - " test(model, dataset_test, writer, plot=True, global_step=i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.045314Z", - "start_time": "2020-02-01T05:13:39.400Z" - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "# Final validation\n", - "loss = torch.stack([test(model, dataset_test)[2] for _ in tqdm(range(100))]).mean().cpu()\n", - "print('val loss (n=100)', loss)\n", - "writer.add_hparams(hparams, dict(val_loss=loss))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T03:26:03.797075Z", - "start_time": "2020-02-01T03:19:32.800Z" - } - }, - "source": [ - "## Improved\n", - "\n", - "These have no been extensively tested:\n", - "\n", - "- use torches ~50% faster multiheaded attention\n", - "- calc loss in log domain for stability (and untested changes to clipping)\n", - "- dropout" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:20:15.678601Z", - "start_time": "2020-02-01T04:20:15.671286Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.046831Z", - "start_time": "2020-02-01T05:13:39.400Z" - } - }, - "outputs": [], - "source": [ - "writer = SummaryWriter(comment='-anp_1d_impr')\n", - "print(writer.logdir)\n", - " \n", - "hparams = dict(\n", - " x_dim=1,\n", - " y_dim=1,\n", - " hidden_dim=128,\n", - " latent_dim=128,\n", - " latent_enc_self_attn_type=\"ptmultihead\",\n", - " det_enc_self_attn_type=\"ptmultihead\",\n", - " det_enc_cross_attn_type=\"ptmultihead\",\n", - " use_lvar=True,\n", - " use_self_attn=True,\n", - "# attention_dropout=0.3,\n", - " dropout=0.3,\n", - "# batchnorm=True,\n", - ")\n", - "model = LatentModel(**hparams).cuda()\n", - "\n", - "optim = torch.optim.Adam(model.parameters(), lr=1e-4)\n", - "\n", - "for n_iter in tqdm(range(epochs)):\n", - " model.train()\n", - "\n", - " data_train = dataset_train.generate_curves()\n", - "\n", - " (context_x, context_y), target_x = data_train.query\n", - " target_y = data_train.target_y\n", - "\n", - " context_x = context_x.cuda()\n", - " context_y = context_y.cuda()\n", - " target_x = target_x.cuda()\n", - " target_y = target_y.cuda()\n", - "\n", - " optim.zero_grad()\n", - " y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x,\n", - " target_y)\n", - " loss.backward()\n", - " optim.step()\n", - "\n", - " writer.add_scalar('train/loss', loss, n_iter)\n", - " writer.add_scalar('train/mse_loss', mse_loss, n_iter)\n", - " writer.add_scalar('train/y_std', y_std.mean(), n_iter)\n", - " writer.add_scalar('train/kl', kl.mean(), n_iter)\n", - "\n", - " if n_iter % PRINT_AFTER == 0:\n", - " y_pred, kl, val_loss, y_std = test(\n", - " model, dataset_test, writer, plot=False, global_step=n_iter)\n", - " print(\n", - " f\"train: {n_iter} loss={loss.item(): 4.4g} val_loss={val_loss.item(): 4.4g}\"\n", - " )\n", - "\n", - " if n_iter % PLOT_AFTER == 0:\n", - " test(model, dataset_test, writer, plot=True, global_step=n_iter)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.048422Z", - "start_time": "2020-02-01T05:13:39.400Z" - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "for i in range(5):\n", - " set_seed(i)\n", - " test(model, dataset_test, writer, plot=True, global_step=i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.058258Z", - "start_time": "2020-02-01T05:13:39.400Z" - } - }, - "outputs": [], - "source": [ - "# Final validation\n", - "loss = torch.stack([test(model, dataset_test)[2] for _ in tqdm(range(100))]).mean().cpu()\n", - "print('val loss (n=100)', loss)\n", - "writer.add_hparams(hparams, dict(val_loss=loss))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T05:14:09.062203Z", - "start_time": "2020-02-01T05:13:39.500Z" - } - }, - "outputs": [], - "source": [ - "(hparams, dict(val_loss=loss))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "jup3.7.2", - "language": "python", - "name": "jup3.7.2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": { - "height": "calc(100% - 180px)", - "left": "10px", - "top": "150px", - "width": "384px" - }, - "toc_section_display": true, - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/anp_1d_regression.ipynb b/anp_1d_regression.ipynb index e0629d8..38b12bf 100644 --- a/anp_1d_regression.ipynb +++ b/anp_1d_regression.ipynb @@ -2,11 +2,26 @@ "cells": [ { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.084034Z", - "start_time": "2020-02-01T04:44:56.070148Z" + "end_time": "2020-02-01T08:07:37.153903Z", + "start_time": "2020-02-01T08:07:37.097190Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%reload_ext autoreload" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-01T08:07:37.177010Z", + "start_time": "2020-02-01T08:07:37.157137Z" } }, "outputs": [ @@ -16,6 +31,15 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['test', 'plt']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n", + " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" + ] } ], "source": [ @@ -32,11 +56,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.098951Z", - "start_time": "2020-02-01T04:44:56.087571Z" + "end_time": "2020-02-01T08:07:37.191180Z", + "start_time": "2020-02-01T08:07:37.181460Z" } }, "outputs": [], @@ -49,820 +73,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T02:13:20.324359Z", - "start_time": "2020-02-01T02:13:20.314382Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Helpers" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Data" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.155296Z", - "start_time": "2020-02-01T04:44:56.102292Z" + "end_time": "2020-02-01T08:07:37.204607Z", + "start_time": "2020-02-01T08:07:37.196576Z" } }, "outputs": [], "source": [ - "# The (A)NP takes as input a `NPRegressionDescription` namedtuple with fields:\n", - "# `query`: a tuple containing ((context_x, context_y), target_x)\n", - "# `target_y`: a tensor containing the ground truth for the targets to be\n", - "# predicted\n", - "# `num_total_points`: A vector containing a scalar that describes the total\n", - "# number of datapoints used (context + target)\n", - "# `num_context_points`: A vector containing a scalar that describes the number\n", - "# of datapoints used as context\n", - "# The GPCurvesReader returns the newly sampled data in this format at each\n", - "# iteration\n", - "\n", - "NPRegressionDescription = collections.namedtuple(\n", - " \"NPRegressionDescription\",\n", - " (\"query\", \"target_y\", \"num_total_points\", \"num_context_points\"))\n", - "\n", - "\n", - "class GPCurvesReader(object):\n", - " \"\"\"Generates curves using a Gaussian Process (GP).\n", - "\n", - " Supports vector inputs (x) and vector outputs (y). Kernel is\n", - " mean-squared exponential, using the x-value l2 coordinate distance scaled by\n", - " some factor chosen randomly in a range. Outputs are independent gaussian\n", - " processes.\n", - " \"\"\"\n", - "\n", - " def __init__(self,\n", - " batch_size,\n", - " max_num_context,\n", - " x_size=1,\n", - " y_size=1,\n", - " l1_scale=0.6,\n", - " sigma_scale=1.0,\n", - " random_kernel_parameters=True,\n", - " testing=False):\n", - " \"\"\"Creates a regression dataset of functions sampled from a GP.\n", - "\n", - " Args:\n", - " batch_size: An integer.\n", - " max_num_context: The max number of observations in the context.\n", - " x_size: Integer >= 1 for length of \"x values\" vector.\n", - " y_size: Integer >= 1 for length of \"y values\" vector.\n", - " l1_scale: Float; typical scale for kernel distance function.\n", - " sigma_scale: Float; typical scale for variance.\n", - " random_kernel_parameters: If `True`, the kernel parameters (l1 and sigma) \n", - " will be sampled uniformly within [0.1, l1_scale] and [0.1, sigma_scale].\n", - " testing: Boolean that indicates whether we are testing. If so there are\n", - " more targets for visualization.\n", - " \"\"\"\n", - " self._batch_size = batch_size\n", - " self._max_num_context = max_num_context\n", - " self._x_size = x_size\n", - " self._y_size = y_size\n", - " self._l1_scale = l1_scale\n", - " self._sigma_scale = sigma_scale\n", - " self._random_kernel_parameters = random_kernel_parameters\n", - " self._testing = testing\n", - "\n", - " def _gaussian_kernel(self, xdata, l1, sigma_f, sigma_noise=2e-2):\n", - " \"\"\"Applies the Gaussian kernel to generate curve data.\n", - "\n", - " Args:\n", - " xdata: Tensor of shape [B, num_total_points, x_size] with\n", - " the values of the x-axis data.\n", - " l1: Tensor of shape [B, y_size, x_size], the scale\n", - " parameter of the Gaussian kernel.\n", - " sigma_f: Tensor of shape [B, y_size], the magnitude\n", - " of the std.\n", - " sigma_noise: Float, std of the noise that we add for stability.\n", - "\n", - " Returns:\n", - " The kernel, a float tensor of shape\n", - " [B, y_size, num_total_points, num_total_points].\n", - " \"\"\"\n", - " num_total_points = xdata.shape[1]\n", - "\n", - " # Expand and take the difference\n", - " xdata1 = xdata.unsqueeze(1) # [B, 1, num_total_points, x_size]\n", - " xdata2 = xdata.unsqueeze(2) # [B, num_total_points, 1, x_size]\n", - " diff = xdata1 - xdata2 # [B, num_total_points, num_total_points, x_size]\n", - "\n", - " # [B, y_size, num_total_points, num_total_points, x_size]\n", - " norm = (diff[:, None, :, :, :] / l1[:, :, None, None, :])**2\n", - "\n", - " norm = torch.sum(norm, -1) # [B, data_size, num_total_points, num_total_points]\n", - "\n", - " # [B, y_size, num_total_points, num_total_points]\n", - " kernel = ((sigma_f)**2)[:, :, None, None] * torch.exp(-0.5 * norm)\n", - "\n", - " # Add some noise to the diagonal to make the cholesky work.\n", - " kernel += (sigma_noise**2) * torch.eye(num_total_points)\n", - "\n", - " return kernel\n", - "\n", - " def generate_curves(self):\n", - " \"\"\"Builds the op delivering the data.\n", - "\n", - " Generated functions are `float32` with x values between -2 and 2.\n", - " \n", - " Returns:\n", - " A `CNPRegressionDescription` namedtuple.\n", - " \"\"\"\n", - " num_context = int(np.random.rand()*(self._max_num_context - 3) + 3)\n", - " # If we are testing we want to have more targets and have them evenly\n", - " # distributed in order to plot the function.\n", - " if self._testing:\n", - " num_target = 400\n", - " num_total_points = num_target\n", - " x_values = torch.arange(-2, 2, 1.0/100).unsqueeze(0).repeat(self._batch_size, 1)\n", - " x_values = x_values.unsqueeze(-1)\n", - " # During training the number of target points and their x-positions are\n", - " # selected at random\n", - " else:\n", - " num_target = int(np.random.rand()*(self._max_num_context - num_context))\n", - " num_total_points = num_context + num_target\n", - " x_values = torch.rand((self._batch_size, num_total_points, self._x_size))*4 - 2\n", - " \n", - "\n", - " # Set kernel parameters\n", - " # Either choose a set of random parameters for the mini-batch\n", - " if self._random_kernel_parameters:\n", - " l1 = torch.rand((self._batch_size, self._y_size, self._x_size))*(self._l1_scale - 0.1) + 0.1\n", - " sigma_f = torch.rand((self._batch_size, self._y_size))*(self._sigma_scale - 0.1) + 0.1\n", - " \n", - " # Or use the same fixed parameters for all mini-batches\n", - " else:\n", - " l1 = torch.ones((self._batch_size, self._y_size, self._x_size))*self._l1_scale\n", - " sigma_f = torch.ones((self._batch_size, self._y_size))*self._sigma_scale\n", - "\n", - " # Pass the x_values through the Gaussian kernel\n", - " # [batch_size, y_size, num_total_points, num_total_points]\n", - " kernel = self._gaussian_kernel(x_values, l1, sigma_f)\n", - "\n", - " # Calculate Cholesky, using double precision for better stability:\n", - " cholesky = torch.cholesky(kernel)\n", - "\n", - " # Sample a curve\n", - " # [batch_size, y_size, num_total_points, 1]\n", - " y_values = torch.matmul(cholesky, torch.randn((self._batch_size, self._y_size, num_total_points, 1)))\n", - "\n", - " # [batch_size, num_total_points, y_size]\n", - " y_values = y_values.squeeze(3)\n", - " y_values = y_values.permute(0, 2, 1)\n", - "\n", - " if self._testing:\n", - " # Select the targets\n", - " target_x = x_values\n", - " target_y = y_values\n", - "\n", - " # Select the observations\n", - " idx = torch.randperm(num_target)\n", - " context_x = x_values[:, idx[:num_context]]\n", - " context_y = y_values[:, idx[:num_context]]\n", - "\n", - " else:\n", - " # Select the targets which will consist of the context points as well as\n", - " # some new target points\n", - " target_x = x_values[:, :num_target + num_context, :]\n", - " target_y = y_values[:, :num_target + num_context, :]\n", - "\n", - " # Select the observations\n", - " context_x = x_values[:, :num_context, :]\n", - " context_y = y_values[:, :num_context, :]\n", - "\n", - " query = ((context_x, context_y), target_x)\n", - "\n", - " return NPRegressionDescription(\n", - " query=query,\n", - " target_y=target_y,\n", - " num_total_points=target_x.shape[1],\n", - " num_context_points=num_context)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Modules" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.184430Z", - "start_time": "2020-02-01T04:44:56.160175Z" - } - }, - "outputs": [], - "source": [ - "\n", - "class NPBlockRelu2d(nn.Module):\n", - " \"\"\"Block for Neural Processes.\"\"\"\n", - "\n", - " def __init__(self, in_channels, out_channels, dropout=0, batchnorm=False, bias=False):\n", - " super().__init__()\n", - " self.linear = nn.Linear(in_channels, out_channels, bias=bias)\n", - " self.act = nn.ReLU()\n", - " self.dropout = nn.Dropout2d(dropout)\n", - " self.norm = nn.BatchNorm2d(out_channels) if batchnorm else False\n", - "\n", - " def forward(self, x):\n", - " # x.shape is (Batch, Sequence, Channels)\n", - " # We pass a linear over it which operates on the Channels\n", - " x = self.act(self.linear(x))\n", - "\n", - " # Now we want to apply batchnorm and dropout to the channels. So we put it in shape\n", - " # (Batch, Channels, Sequence, None) so we can use Dropout2d\n", - " x = x.permute(0, 2, 1)[:, :, :, None]\n", - "\n", - " if self.norm:\n", - " x = self.norm(x)\n", - "\n", - " x = self.dropout(x)\n", - " return x[:, :, :, 0].permute(0, 2, 1)\n", - "\n", - "\n", - "class BatchMLP(nn.Module):\n", - " \"\"\"Apply MLP to the final axis of a 3D tensor (reusing already defined MLPs).\n", - "\n", - " Args:\n", - " input: input tensor of shape [B,n,d_in].\n", - " output_sizes: An iterable containing the output sizes of the MLP as defined \n", - " in `basic.Linear`.\n", - " Returns:\n", - " tensor of shape [B,n,d_out] where d_out=output_size\n", - " \"\"\"\n", - "\n", - " def __init__(self, input_size, output_size, num_layers=2, dropout=0, batchnorm=False):\n", - " super().__init__()\n", - " self.input_size = input_size\n", - " self.output_size = output_size\n", - " self.num_layers = num_layers\n", - " \n", - " \n", - " self.initial = NPBlockRelu2d(input_size, output_size, dropout=dropout, batchnorm=batchnorm)\n", - " self.encoder = nn.Sequential(* [\n", - " NPBlockRelu2d(output_size, output_size, dropout=dropout, batchnorm=batchnorm) for _ in range(num_layers - 2)\n", - " ])\n", - " self.final = nn.Linear(output_size, output_size)\n", - "\n", - " def forward(self, x):\n", - " x = self.initial(x)\n", - " x = self.encoder(x)\n", - " return self.final(x)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T03:10:39.791917Z", - "start_time": "2020-02-01T03:10:39.775892Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.244731Z", - "start_time": "2020-02-01T04:44:56.190841Z" - } - }, - "outputs": [], - "source": [ - "class AttnLinear(nn.Module):\n", - "\n", - " def __init__(self, in_channels, out_channels):\n", - " super().__init__()\n", - " self.linear = nn.Linear(in_channels, out_channels, bias=False)\n", - " torch.nn.init.normal_(self.linear.weight, std=in_channels**-0.5)\n", - "\n", - " def forward(self, x):\n", - " x = self.linear(x)\n", - " return x\n", - "\n", - "\n", - "class Attention(nn.Module):\n", - " def __init__(self, hidden_dim, attention_type, attention_layers=2, n_heads=8, x_dim=1, rep='mlp', dropout=0, batchnorm=False):\n", - " super().__init__()\n", - " self._rep = rep\n", - " \n", - " if self._rep == 'mlp':\n", - " self.batch_mlp_k = BatchMLP(x_dim, hidden_dim, attention_layers, dropout=dropout, batchnorm=batchnorm)\n", - " self.batch_mlp_q = BatchMLP(x_dim, hidden_dim, attention_layers, dropout=dropout, batchnorm=batchnorm)\n", - "\n", - " if attention_type == \"uniform\":\n", - " self._attention_func = self._uniform_attention\n", - " elif attention_type == \"laplace\":\n", - " self._attention_func = self._laplace_attention\n", - " elif attention_type == \"dot\":\n", - " self._attention_func = self._dot_attention\n", - " elif attention_type == \"multihead\":\n", - " self._W_k = nn.ModuleList(\n", - " [AttnLinear(hidden_dim, hidden_dim) for _ in range(n_heads)])\n", - " self._W_v = nn.ModuleList(\n", - " [AttnLinear(hidden_dim, hidden_dim) for _ in range(n_heads)])\n", - " self._W_q = nn.ModuleList(\n", - " [AttnLinear(hidden_dim, hidden_dim) for _ in range(n_heads)])\n", - " self._W = AttnLinear(n_heads * hidden_dim, hidden_dim)\n", - " self._attention_func = self._multihead_attention\n", - " self.n_heads = n_heads\n", - " elif attention_type == \"ptmultihead\":\n", - " self._W = torch.nn.MultiheadAttention(\n", - " hidden_dim, n_heads, bias=False, dropout=dropout\n", - " )\n", - " self._attention_func = self._pytorch_multihead_attention\n", - " else:\n", - " raise NotImplementedError\n", - "\n", - " def forward(self, k, v, q):\n", - " if self._rep == 'mlp':\n", - " k = self.batch_mlp_k(k)\n", - " q = self.batch_mlp_q(q)\n", - " rep = self._attention_func(k, v, q)\n", - " return rep\n", - "\n", - " def _uniform_attention(self, k, v, q):\n", - " total_points = q.shape[1]\n", - " rep = torch.mean(v, dim=1, keepdim=True)\n", - " rep = rep.repeat(1, total_points, 1)\n", - " return rep\n", - "\n", - " def _laplace_attention(self, k, v, q, scale=0.5):\n", - " k_ = k.unsqueeze(1)\n", - " v_ = v.unsqueeze(2)\n", - " unnorm_weights = torch.abs((k_ - v_) * scale)\n", - " unnorm_weights = unnorm_weights.sum(dim=-1)\n", - " weights = torch.softmax(unnorm_weights, dim=-1)\n", - " rep = torch.einsum('bik,bkj->bij', weights, v)\n", - " return rep\n", - "\n", - " def _dot_attention(self, k, v, q):\n", - " scale = q.shape[-1]**0.5\n", - " unnorm_weights = torch.einsum('bjk,bik->bij', k, q) / scale\n", - " weights = torch.softmax(unnorm_weights, dim=-1)\n", - "\n", - " rep = torch.einsum('bik,bkj->bij', weights, v)\n", - " return rep\n", - "\n", - " def _multihead_attention(self, k, v, q):\n", - " outs = []\n", - " for i in range(self.n_heads):\n", - " k_ = self._W_k[i](k)\n", - " v_ = self._W_v[i](v)\n", - " q_ = self._W_q[i](q)\n", - " out = self._dot_attention(k_, v_, q_)\n", - " outs.append(out)\n", - " outs = torch.stack(outs, dim=-1)\n", - " outs = outs.view(outs.shape[0], outs.shape[1], -1)\n", - " rep = self._W(outs)\n", - " return rep\n", - " \n", - " def _pytorch_multihead_attention(self, k, v, q):\n", - " # Pytorch multiheaded attention takes inputs if diff order and permutation\n", - " q = q.permute(1, 0, 2)\n", - " k = k.permute(1, 0, 2)\n", - " v = v.permute(1, 0, 2)\n", - " o = self._W(q, k, v)[0]\n", - " return o.permute(1, 0, 2)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.271718Z", - "start_time": "2020-02-01T04:44:56.247784Z" - } - }, - "outputs": [], - "source": [ - "class LatentEncoder(nn.Module):\n", - " def __init__(\n", - " self,\n", - " input_dim,\n", - " hidden_dim=32,\n", - " latent_dim=32,\n", - " self_attention_type=\"dot\",\n", - " n_encoder_layers=3,\n", - " min_std=0.01,\n", - " batchnorm=False,\n", - " dropout=0,\n", - " attention_dropout=0,\n", - " use_lvar=False,\n", - " use_self_attn=False,\n", - " attention_layers=2, ):\n", - " super().__init__()\n", - " self._input_layer = nn.Linear(input_dim, hidden_dim)\n", - " self._encoder = nn.ModuleList([\n", - " NPBlockRelu2d(\n", - " hidden_dim, hidden_dim, batchnorm=batchnorm, dropout=dropout)\n", - " for _ in range(n_encoder_layers)\n", - " ])\n", - " if use_self_attn:\n", - " self._self_attention = Attention(\n", - " hidden_dim,\n", - " self_attention_type,\n", - " attention_layers,\n", - " rep='identity',\n", - " dropout=attention_dropout, \n", - " )\n", - " self._penultimate_layer = nn.Linear(hidden_dim, hidden_dim)\n", - " self._mean = nn.Linear(hidden_dim, latent_dim)\n", - " self._log_var = nn.Linear(hidden_dim, latent_dim)\n", - " self._min_std = min_std\n", - " self._use_lvar = use_lvar\n", - " self._use_self_attn = use_self_attn\n", - "\n", - " def forward(self, x, y):\n", - " encoder_input = torch.cat([x, y], dim=-1)\n", - "\n", - " # Pass final axis through MLP\n", - " encoded = self._input_layer(encoder_input)\n", - " for layer in self._encoder:\n", - " encoded = torch.relu(layer(encoded))\n", - "\n", - " # Aggregator: take the mean over all points\n", - " if self._use_self_attn:\n", - " attention_output = self._self_attention(encoded, encoded, encoded)\n", - " mean_repr = attention_output.mean(dim=1)\n", - " else:\n", - " mean_repr = encoded.mean(dim=1)\n", - "\n", - " # Have further MLP layers that map to the parameters of the Gaussian latent\n", - " mean_repr = torch.relu(self._penultimate_layer(mean_repr))\n", - "\n", - " # Then apply further linear layers to output latent mu and log sigma\n", - " mean = self._mean(mean_repr)\n", - " log_var = self._log_var(mean_repr)\n", - "\n", - " # Clip it in the log domain, so it can only approach self.min_std, this helps avoid mode collapase\n", - " # 2 ways, a better but untested way using the more stable log domain, and the way from the deepmind repo\n", - " if self._use_lvar:\n", - " log_var = torch.clamp(F.logsigmoid(log_var), np.log(self._min_std))\n", - " sigma = torch.exp(0.5 * log_var)\n", - " else:\n", - " sigma = self._min_std + (1 - self._min_std) * torch.sigmoid(log_var\n", - " * 0.5)\n", - " dist = torch.distributions.Normal(mean, sigma)\n", - " return dist, log_var" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.306635Z", - "start_time": "2020-02-01T04:44:56.292227Z" - } - }, - "outputs": [], - "source": [ - "class DeterministicEncoder(nn.Module):\n", - " def __init__(\n", - " self,\n", - " input_dim,\n", - " x_dim,\n", - " hidden_dim=32,\n", - " n_d_encoder_layers=3,\n", - " self_attention_type=\"dot\",\n", - " cross_attention_type=\"dot\",\n", - " use_self_attn=False,\n", - " attention_layers=2,\n", - " batchnorm=False,\n", - " dropout=0,\n", - " attention_dropout=0,\n", - " ):\n", - " super().__init__()\n", - " self._use_self_attn = use_self_attn\n", - " self._input_layer = nn.Linear(input_dim, hidden_dim)\n", - " self._d_encoder = nn.ModuleList([\n", - " NPBlockRelu2d(\n", - " hidden_dim, hidden_dim, batchnorm=batchnorm, dropout=attention_dropout)\n", - " for _ in range(n_d_encoder_layers)\n", - " ])\n", - " if use_self_attn:\n", - " self._self_attention = Attention(\n", - " hidden_dim,\n", - " self_attention_type,\n", - " attention_layers,\n", - " rep='identity',\n", - " dropout=attention_dropout\n", - " )\n", - " self._cross_attention = Attention(\n", - " hidden_dim,\n", - " cross_attention_type,\n", - " x_dim=x_dim,\n", - " attention_layers=attention_layers)\n", - "\n", - " def forward(self, context_x, context_y, target_x):\n", - " # Concatenate x and y along the filter axes\n", - " d_encoder_input = torch.cat([context_x, context_y], dim=-1)\n", - "\n", - " # Pass final axis through MLP\n", - " d_encoded = self._input_layer(d_encoder_input)\n", - " for layer in self._d_encoder:\n", - " d_encoded = torch.relu(layer(d_encoded))\n", - "\n", - " if self._use_self_attn:\n", - " d_encoded = self._self_attention(d_encoded, d_encoded, d_encoded)\n", - "\n", - " # Apply attention\n", - " h = self._cross_attention(context_x, d_encoded, target_x)\n", - "\n", - " return h" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.337107Z", - "start_time": "2020-02-01T04:44:56.308937Z" - } - }, - "outputs": [], - "source": [ - "class Decoder(nn.Module):\n", - " def __init__(self,\n", - " x_dim,\n", - " y_dim,\n", - " hidden_dim=32,\n", - " latent_dim=32,\n", - " n_decoder_layers=3,\n", - " use_deterministic_path=True,\n", - " min_std=0.01,\n", - " use_lvar=False,\n", - " batchnorm=False,\n", - " dropout=0,\n", - " ):\n", - " super(Decoder, self).__init__()\n", - " self._target_transform = nn.Linear(x_dim, hidden_dim)\n", - " if use_deterministic_path:\n", - " hidden_dim_2 = 2 * hidden_dim + latent_dim\n", - " else:\n", - " hidden_dim_2 = hidden_dim + latent_dim\n", - " self._decoder = nn.ModuleList([\n", - " NPBlockRelu2d(\n", - " hidden_dim_2, hidden_dim_2, batchnorm=batchnorm, dropout=dropout)\n", - " for _ in range(n_decoder_layers)\n", - " ])\n", - " self._mean = nn.Linear(hidden_dim_2, y_dim)\n", - " self._std = nn.Linear(hidden_dim_2, y_dim)\n", - " self._use_deterministic_path = use_deterministic_path\n", - " self._min_std = min_std\n", - " self._use_lvar = use_lvar\n", - "\n", - " def forward(self, r, z, target_x):\n", - " # concatenate target_x and representation\n", - " x = self._target_transform(target_x)\n", - "\n", - " if self._use_deterministic_path:\n", - " z = torch.cat([r, z], dim=-1)\n", - "\n", - " representation = torch.cat([z, x], dim=-1)\n", - " \n", - " # Pass final axis through MLP\n", - " for layer in self._decoder:\n", - " representation = torch.relu(layer(representation))\n", - "\n", - " # Get the mean and the variance\n", - " mean = self._mean(representation)\n", - " log_sigma = self._std(representation)\n", - "\n", - " # Bound or clamp the variance\n", - " if self._use_lvar:\n", - " log_sigma = torch.clamp(log_sigma, math.log(self._min_std))\n", - " sigma = torch.exp(log_sigma)\n", - " else:\n", - " sigma = self._min_std + (1 - self._min_std) * F.softplus(log_sigma)\n", - "\n", - " dist = torch.distributions.Normal(mean, sigma)\n", - " return dist, log_sigma" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:18:32.397629Z", - "start_time": "2020-02-01T04:18:32.390652Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:08:07.311127Z", - "start_time": "2020-02-01T04:08:07.302500Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.352616Z", - "start_time": "2020-02-01T04:44:56.340428Z" - } - }, - "outputs": [], - "source": [ - "def kl_loss_var(prior_mu, log_var_prior, post_mu, log_var_post):\n", - " \"\"\"\n", - " Analytical KLD for two gaussians, taking in log_variance instead of scale ( given variance=scale**2) for more stable gradients\n", - " \n", - " For version using scale see https://github.com/pytorch/pytorch/blob/master/torch/distributions/kl.py#L398\n", - " \"\"\"\n", - "\n", - " var_ratio_log = log_var_post - log_var_prior\n", - " kl_div = (\n", - " (var_ratio_log.exp() +\n", - " (post_mu - prior_mu)**2) / log_var_prior.exp() - 1.0 - var_ratio_log)\n", - " kl_div = 0.5 * kl_div\n", - " return kl_div\n", - "\n", - "def log_prob_sigma(value, loc, log_scale):\n", - " \"\"\"A slightly more stable (not confirmed yet) log prob taking in log_var instead of scale.\n", - " modified from https://github.com/pytorch/pytorch/blob/2431eac7c011afe42d4c22b8b3f46dedae65e7c0/torch/distributions/normal.py#L65\n", - " \"\"\"\n", - " var = torch.exp(log_scale * 2)\n", - " return (\n", - " -((value - loc) ** 2) / (2 * var) - log_scale - math.log(math.sqrt(2 * math.pi))\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.401418Z", - "start_time": "2020-02-01T04:44:56.356207Z" - } - }, - "outputs": [], - "source": [ - "class LatentModel(nn.Module):\n", - " def __init__(self,\n", - " x_dim,\n", - " y_dim,\n", - " hidden_dim=32,\n", - " latent_dim=32,\n", - " latent_enc_self_attn_type=\"dot\",\n", - " det_enc_self_attn_type=\"dot\",\n", - " det_enc_cross_attn_type=\"dot\",\n", - " n_latent_encoder_layers=3,\n", - " n_det_encoder_layers=3,\n", - " n_decoder_layers=3,\n", - " use_deterministic_path=True,\n", - " min_std=0.01,\n", - " dropout=0,\n", - " use_self_attn=False,\n", - " attention_dropout=0,\n", - " batchnorm=False,\n", - " use_lvar=False,\n", - " attention_layers=2,\n", - " ):\n", - "\n", - " super(LatentModel, self).__init__()\n", - "\n", - " self._latent_encoder = LatentEncoder(\n", - " x_dim + y_dim,\n", - " hidden_dim=hidden_dim,\n", - " latent_dim=latent_dim,\n", - " self_attention_type=latent_enc_self_attn_type,\n", - " n_encoder_layers=n_latent_encoder_layers,\n", - " attention_layers=attention_layers,\n", - " dropout=dropout,\n", - " use_self_attn=use_self_attn,\n", - " attention_dropout=attention_dropout,\n", - " batchnorm=batchnorm,\n", - " min_std=min_std,\n", - " use_lvar=use_lvar,\n", - " )\n", - "\n", - " self._deterministic_encoder = DeterministicEncoder(\n", - " input_dim=x_dim + y_dim,\n", - " x_dim=x_dim,\n", - " hidden_dim=hidden_dim,\n", - " self_attention_type=det_enc_self_attn_type,\n", - " cross_attention_type=det_enc_cross_attn_type,\n", - " n_d_encoder_layers=n_det_encoder_layers,\n", - " attention_layers=attention_layers,\n", - " use_self_attn=use_self_attn,\n", - " dropout=dropout,\n", - " batchnorm=batchnorm,\n", - " attention_dropout=attention_dropout,\n", - " )\n", - "\n", - " self._decoder = Decoder(\n", - " x_dim,\n", - " y_dim,\n", - " hidden_dim=hidden_dim,\n", - " latent_dim=latent_dim,\n", - " dropout=dropout,\n", - " batchnorm=batchnorm,\n", - " min_std=min_std,\n", - " use_lvar=use_lvar,\n", - " n_decoder_layers=n_decoder_layers,\n", - " use_deterministic_path=use_deterministic_path,\n", - " \n", - " )\n", - " self._use_deterministic_path = use_deterministic_path\n", - " self._use_lvar = use_lvar\n", - "\n", - " def forward(self, context_x, context_y, target_x, target_y=None):\n", - " num_targets = target_x.size(1)\n", - "\n", - " dist_prior, log_var_prior = self._latent_encoder(context_x, context_y)\n", - "\n", - " if target_y is not None:\n", - " dist_post, log_var_post = self._latent_encoder(target_x,\n", - " target_y)\n", - " z = dist_post.loc\n", - " else:\n", - " z = dist_prior.loc\n", - "\n", - " z = z.unsqueeze(1).repeat(1, num_targets, 1) # [B, T_target, H]\n", - "\n", - " if self._use_deterministic_path:\n", - " r = self._deterministic_encoder(context_x, context_y,\n", - " target_x) # [B, T_target, H]\n", - " else:\n", - " r = None\n", - "\n", - " dist, log_sigma = self._decoder(r, z, target_x)\n", - " if target_y is not None:\n", - " if self._use_lvar:\n", - " log_p = log_prob_sigma(target_y, dist.loc, log_sigma).mean(-1) # [B, T_target, Y].mean(-1)\n", - " kl_loss = kl_loss_var(dist_prior.loc, log_var_prior,\n", - " dist_post.loc, log_var_post).mean(-1) # [B, R].mean(-1)\n", - " else:\n", - " log_p = dist.log_prob(target_y).mean(-1)\n", - " kl_loss = torch.distributions.kl_divergence(\n", - " dist_post, dist_prior).mean(-1)\n", - " kl_loss = kl_loss[:, None].expand(log_p.shape)\n", - " mse_loss = F.mse_loss(dist.loc, target_y)\n", - " loss = (kl_loss - log_p).mean()\n", - "\n", - " else:\n", - " log_p = None\n", - " mse_loss = None\n", - " kl_loss = None\n", - " loss = None\n", - "\n", - " y_pred = dist.rsample() if self.training else dist.loc\n", - " return y_pred, kl_loss, loss, mse_loss, dist.scale" + "from src.data.gp_curves import GPCurvesReader\n", + "from src.models.model import LatentModel" ] }, { @@ -874,11 +95,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.415822Z", - "start_time": "2020-02-01T04:44:56.404603Z" + "end_time": "2020-02-01T08:07:37.222137Z", + "start_time": "2020-02-01T08:07:37.211349Z" } }, "outputs": [], @@ -892,11 +113,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.434892Z", - "start_time": "2020-02-01T04:44:56.418611Z" + "end_time": "2020-02-01T08:07:37.261948Z", + "start_time": "2020-02-01T08:07:37.226890Z" } }, "outputs": [], @@ -940,16 +161,16 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.457667Z", - "start_time": "2020-02-01T04:44:56.437848Z" + "end_time": "2020-02-01T08:07:37.296245Z", + "start_time": "2020-02-01T08:07:37.268603Z" } }, "outputs": [], "source": [ - "def test(model, dataset_test, writer=None, plot=False, global_step=None):\n", + "def test(model, dataset_test, writer=None, plot=False, global_step=None, seed=42):\n", " model.eval()\n", " with torch.no_grad():\n", " data_test = dataset_test.generate_curves()\n", @@ -964,6 +185,16 @@ "\n", " y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x, target_y)\n", "\n", + " # Lets order the result, for plotting\n", + " target_inds = torch.argsort(target_x[0, :, 0])\n", + " target_x = target_x[:, target_inds, :]\n", + " target_y = target_y[:, target_inds, :]\n", + " context_inds = torch.argsort(context_x[0, :, 0])\n", + " context_y = context_y[:, context_inds, :]\n", + " context_x = context_x[:, context_inds, :]\n", + " y_pred = y_pred[:, target_inds, :]\n", + " y_std = y_std[:, target_inds, :]\n", + " \n", " if writer is not None:\n", " writer.add_scalar('val/loss', loss, global_step=global_step)\n", " writer.add_scalar('val/y_std', y_std.mean(), global_step=global_step)\n", @@ -971,7 +202,7 @@ " writer.add_scalar('val/kl', kl.mean(), global_step=global_step)\n", " \n", " if plot:\n", - " set_seed(42)\n", + " set_seed(seed)\n", " fig = plt.figure()\n", " plt.title(f\"Iter {global_step}\") \n", " plot_functions(target_x.detach().cpu().numpy(),\n", @@ -996,11 +227,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:44:56.472422Z", - "start_time": "2020-02-01T04:44:56.460171Z" + "end_time": "2020-02-01T08:07:37.313674Z", + "start_time": "2020-02-01T08:07:37.301998Z" } }, "outputs": [], @@ -1026,11 +257,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T03:19:33.175871Z", - "start_time": "2020-02-01T03:19:33.122446Z" + "end_time": "2020-02-01T08:07:37.333356Z", + "start_time": "2020-02-01T08:07:37.317664Z" } }, "outputs": [], @@ -1042,11 +273,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T05:07:39.487430Z", - "start_time": "2020-02-01T04:44:56.475211Z" + "end_time": "2020-02-01T10:44:05.162964Z", + "start_time": "2020-02-01T08:07:37.337349Z" }, "scrolled": true }, @@ -1055,13 +286,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb01_12-44-56_mjcdesktop-anp_1d_reg\n" + "runs/Feb01_16-07-37_mjcdesktop-anp_1d_reg\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2138f524a03f4f109cc7b6dead2fb25d", + "model_id": "9b548cecf6b64cabb8f98b700599c6a9", "version_major": 2, "version_minor": 0 }, @@ -1076,12 +307,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 0 loss= 1.123 val_loss= 1.562\n" + "train: 0 loss= 1.022 val_loss= 1.164\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1095,21 +326,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 100 loss= 0.4587 val_loss= 0.6413\n", - "train: 200 loss= 0.2329 val_loss= 0.6051\n", - "train: 300 loss= 0.3573 val_loss= 1.295\n", - "train: 400 loss= 0.426 val_loss= 0.5766\n", - "train: 500 loss=-0.08328 val_loss= 0.5137\n", - "train: 600 loss= 0.1441 val_loss= 1.05\n", - "train: 700 loss=-0.09933 val_loss= 1.253\n", - "train: 800 loss=-0.2678 val_loss= 0.8743\n", - "train: 900 loss= 0.04808 val_loss=-0.0923\n", - "train: 1000 loss= 0.3288 val_loss= 0.3959\n" + "train: 1000 loss= 0.5298 val_loss= 0.9961\n", + "train: 2000 loss= 0.4239 val_loss= 0.8271\n", + "train: 3000 loss= 0.04399 val_loss= 0.5867\n", + "train: 4000 loss=-0.3301 val_loss= 0.8107\n", + "train: 5000 loss= 0.4517 val_loss=-1.358\n", + "train: 6000 loss= 0.001537 val_loss= 0.1418\n", + "train: 7000 loss=-0.2426 val_loss=-0.9051\n", + "train: 8000 loss= 0.2109 val_loss= 0.4143\n", + "train: 9000 loss= 0.07544 val_loss= 0.7437\n", + "train: 10000 loss= 0.7867 val_loss=-0.3666\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1123,21 +354,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 1100 loss= 0.1042 val_loss= 0.8696\n", - "train: 1200 loss=-0.07648 val_loss= 0.7987\n", - "train: 1300 loss=-0.1327 val_loss= 0.5146\n", - "train: 1400 loss= 0.01851 val_loss= 1.122\n", - "train: 1500 loss=-0.1384 val_loss= 0.267\n", - "train: 1600 loss= 1.163 val_loss= 0.8228\n", - "train: 1700 loss= 0.002209 val_loss=-0.6582\n", - "train: 1800 loss= 0.02812 val_loss=-0.5332\n", - "train: 1900 loss= 0.03089 val_loss= 1.108\n", - "train: 2000 loss= 0.0444 val_loss= 0.268\n" + "train: 11000 loss= 0.07031 val_loss= 0.03497\n", + "train: 12000 loss=-0.05091 val_loss= 0.2469\n", + "train: 13000 loss=-0.6072 val_loss=-0.1233\n", + "train: 14000 loss=-0.8565 val_loss= 0.6324\n", + "train: 15000 loss= 0.07174 val_loss=-1.635\n", + "train: 16000 loss=-0.4332 val_loss=-0.1369\n", + "train: 17000 loss=-0.4748 val_loss=-1.025\n", + "train: 18000 loss=-0.1203 val_loss=-0.06882\n", + "train: 19000 loss=-0.2705 val_loss= 1.093\n", + "train: 20000 loss= 0.6047 val_loss=-0.5318\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1151,21 +382,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 2100 loss= 0.3157 val_loss= 0.2536\n", - "train: 2200 loss=-0.1212 val_loss= 1.005\n", - "train: 2300 loss=-0.1426 val_loss=-0.4149\n", - "train: 2400 loss= 0.4952 val_loss= 2.515\n", - "train: 2500 loss=-0.02337 val_loss= 0.6737\n", - "train: 2600 loss=-0.1221 val_loss= 1.173\n", - "train: 2700 loss=-0.2397 val_loss= 0.08649\n", - "train: 2800 loss=-0.262 val_loss= 2.026\n", - "train: 2900 loss= 0.3973 val_loss= 1.033\n", - "train: 3000 loss= 0.473 val_loss= 0.3988\n" + "train: 21000 loss= 0.2304 val_loss=-0.1315\n", + "train: 22000 loss=-0.1885 val_loss= 0.04099\n", + "train: 23000 loss=-0.8853 val_loss=-0.5017\n", + "train: 24000 loss=-0.9157 val_loss= 0.4445\n", + "train: 25000 loss=-0.03504 val_loss=-1.767\n", + "train: 26000 loss=-0.6069 val_loss=-0.3324\n", + "train: 27000 loss=-0.6874 val_loss=-1.327\n", + "train: 28000 loss=-0.2541 val_loss=-0.09209\n", + "train: 29000 loss=-0.4341 val_loss= 1.182\n", + "train: 30000 loss= 0.3092 val_loss=-0.7948\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1179,21 +410,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 3100 loss= 0.1286 val_loss= 0.7313\n", - "train: 3200 loss= 0.1505 val_loss=-0.4278\n", - "train: 3300 loss= 0.1239 val_loss= 0.07454\n", - "train: 3400 loss=-0.3603 val_loss=-0.6223\n", - "train: 3500 loss= 0.1256 val_loss= 0.1965\n", - "train: 3600 loss= 0.1861 val_loss= 0.3888\n", - "train: 3700 loss=-0.02808 val_loss=-1.615\n", - "train: 3800 loss= 0.002729 val_loss= 0.4251\n", - "train: 3900 loss= 0.09646 val_loss=-1.225\n", - "train: 4000 loss= 0.08507 val_loss= 0.1615\n" + "train: 31000 loss= 0.3467 val_loss=-0.147\n", + "train: 32000 loss=-0.3655 val_loss=-0.04438\n", + "train: 33000 loss=-1.062 val_loss=-0.5238\n", + "train: 34000 loss=-1.104 val_loss= 0.257\n", + "train: 35000 loss=-0.1402 val_loss=-1.82\n", + "train: 36000 loss=-0.7252 val_loss=-0.2135\n", + "train: 37000 loss=-0.8674 val_loss=-1.468\n", + "train: 38000 loss=-0.4853 val_loss=-0.1831\n", + "train: 39000 loss=-0.5404 val_loss= 1.302\n", + "train: 40000 loss= 0.1784 val_loss=-0.7937\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1207,21 +438,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 4100 loss= 0.3127 val_loss= 0.002504\n", - "train: 4200 loss= 0.183 val_loss= 1.372\n", - "train: 4300 loss= 0.4749 val_loss=-0.8027\n", - "train: 4400 loss= 0.02496 val_loss= 0.5185\n", - "train: 4500 loss=-0.05285 val_loss= 1.298\n", - "train: 4600 loss=-0.059 val_loss=-0.7782\n", - "train: 4700 loss=-0.3106 val_loss=-0.7015\n", - "train: 4800 loss=-0.01025 val_loss= 0.03005\n", - "train: 4900 loss=-0.01599 val_loss= 1.313\n", - "train: 5000 loss=-0.03248 val_loss= 0.1122\n" + "train: 41000 loss= 0.5599 val_loss=-0.1626\n", + "train: 42000 loss=-0.5496 val_loss=-0.1829\n", + "train: 43000 loss=-1.236 val_loss=-0.6471\n", + "train: 44000 loss=-1.201 val_loss= 0.1932\n", + "train: 45000 loss=-0.1587 val_loss=-1.955\n", + "train: 46000 loss=-0.8089 val_loss=-0.4458\n", + "train: 47000 loss=-0.9849 val_loss=-1.459\n", + "train: 48000 loss=-0.6127 val_loss=-0.1561\n", + "train: 49000 loss=-0.5869 val_loss= 1.431\n", + "train: 50000 loss= 0.05727 val_loss=-0.8966\n" ] }, { "data": { - "image/png": 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\n", 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0tYc07JWqJ1GpfAWprz+Hvieu4JF7T2DZDxNIayYMHOInGAox7903OO7kU/nw2x+Y8uY7dOjk4d2Fz3D62RNIStqXdh2EZ14Uevbe9ZxduqZz/2NPsXjtFlbnhdm8ZStjxoxJeIk+Hp/lBL6/XLXOMcfBVddDNGr4y3BDJNYhp33HTnyf/R2du3ZjY15hnd9vU6C9cZSqJ5vizGBZVAQP3214bqwBVmFMEt2P2MEr7wqB1N7c88/1JCcnA054l+i0D0yaIZQUeqtqXzVAm2SDt55XjPIYp5/+5iIpXeYQ4M/3Cv95GxYvMjz5EIy8W2jWogUffb8cy7LIB34rtGnuMzqPzm7QsFeqHmwPV6ynX7kchl9ZyA/fp+DxCFdc05Wb/rIOr7eQQGzamZKgr0x1nWgM0CbFkNKAQrJlsnMvJYGfGoRHnhYGXQBP/tPgSxKni2asC2ZxcTEkJbE+KqRYQvMkDf2a0GocpepY2Hb6npf1wVynp80P3z+MZXUgGvUwZUI3IpEttGjVqtau3SrZGQjV0LRMNgTLVOKf1Av+Ntqpvx99v8WwgYZNG8C2bfqfdRpnH3ckudu3U2jD+kJhWw1W5HI7DXul6tjmol0HGc2YBpmXGfJ3GI4+9hDatndK763btuPXn1fX2nVDPkNq+VbRBsT5INr570FDYcLLQmpQeOctw1nHGv5++1QWfbWQHTvyWPT1Qk497EBmv/YKW8MVP0DVrjTslapDuWGhMDZyav3aX3nm8Si3XjefaPQvXHLF5zw0pjv7pafzzar1fJXzKz1OOKlWruv3QItGsBJU62RDUplU6t0X3vlCOP4UZx6d58ddxSmnz2fC9A8ZdP7Z/LxqJatWLAecFa+26wIoldI6e6XqiC3C1lgYRSIRzj3pHDZu8OEs7Teb/Q9I46BD/sr0uR/U6nVTLKdBtjGwjKF1Mqwv2DmaeJ/94MW3hRfGCw/fY/j4w55cdZFw670fcuyJHv544s4PxC3FznKMusRhRRr2StWRbWFK14V94I6lbNywHkjl+hEP4fEcxmln1X5fdwunesTU0vQHdcFnGVoms0u3VMuCq4dBzzOEW6+Hb74w/Otvvej2B+HG222atfgPq3NW0Puc86BTZ2yBFkk0qtedaBr2StWBsL2ziuHZp+H5cYcDv3DnP35m6E3pQO8qj99TLRtAF8s9keo12OKsu1vW/gfAK+8Kzz8jjH/csOwHw41X55Gccj2HH70/6QcdTIdOncmNONNPtE6m1ub5aey0zl6pOlDSeDjnzVzuv30jAI8+44sFfc0YIOg1tE8x7BswdA4Y2qVUPslYmrdhN8hWJ81nnKkVyr0EjweuHQ6f/E948N82Kf6JFBUK69c+RNcDe5U+ryAKG4p0mcMSGvZKJVhhVMiPwvKlRdx41WXALYy40+bSjKqPswwEPNAsFnqdAoZWyU6fcmMMHuP0l2+bsmujJjj19C2SEvaS6kyq19DRb0iL86GVlAQDr4X5343gwINX8ctPx9HvDMPK5cKOvDwACjXwSyU07I0x+xhjZhhjthljthtjXjfG7JvIayrVkIgIm4uFcBhGZXqIRr7D63uHwVm5cZ9vGadE3j7FWf2pTYpF8ySnhO6ppDrCMk4Jv6TbYpIFrVMaVz19VTzG0DK2Kla8IQLtOzpVO0f0ENas/oWzju3LVRcNKN1fEKXSaSncJGFhb4wJAB8CBwNXAYOAA4F5xpiaL0OvVCOWG4H/LfkfZ/7xErL/O5nmLR7i2VfeItQsbZfneY3T7bCz3wm23R0RahlD2xRnVan2KZV/MDRmfo9Tyg/GKeW3aAUvzhaOOzmFcHgBX3/+DgPPG8KhHZqzf5qXrm2bc+11WeTk5NTDnTcMiSzZDwW6AheKyBsi8iZwPtAFuC6B11WqQYiKM7Lz5SmfsmrFImA+/zd9ED3POLH0OR4DLZOcEEv17n1p3DJNp0Qfj2Wcqqw2yQZfuZeZGoQX3mzNIYc9AKTw6bzJ5OXmIiLk5ebywnMTOfzww5k7d2693Ht9S2TYnw98ISIrSjaIyCrgU+CCBF5XqQZh5fpN/LQqlzemXwIcxOlnn8axZcZIBUvqo31NO6ATIeA1dAxYFdor1v+aw6qce4FCKLfuVyQcJj8/n379+rmyhJ/IsO8OLI6zfQlwSAKvq1S9yMnJISsri1AohGVZdN+vE6ce1pyNvz/Ewd3vYOzUqwDnl65NslNC1W6Be8fvcaqtmsWK+ROefIxwOFzlMcXhMI+Ofqwubq9BSWQ/+5bAljjbNwMt4h1gjMkEMgHatWvH/Pnz9+jCeXl5e3ysUtWJ9/5auHAh9913H+FwmGjUmc4yXFwc2/s0553bidXfCQbwWuC+cmXi2QKvv/gCkWrCPhIOM2Xy81zW/9I6urPdl5AME5GEPIBi4OE42x8AItUdf8wxx8iemjdv3h4f2xgsXbZchl4/TNLS0sQYI2lpaXLd9cNkxYoVFZ4bsW0pitoSse16uNOmqfz764MPPhCv1ytApQ9/ICAff79MiqP6/5BIxpgq/x9KHsZY8mt+VKIN8PciYtt7lWHA1xInUxNZjbOF+CX4ykr8Kg5bnNn8NhTa/F5o88LMtznqyCN47tmJ5MYan3Jzc3l24kT+cMghPP/KTH4rtFlXYLMm32ZNvrCuQGJ/2uSGBVv7HNeauXPncuaZZxIpWVKpEuFwmGnjnsDXCEezNibBYLBGz0tNCxK2nS6Z0oB+H4qiQrFd/fP2RCLDfglOvX15hwD/S+B1m4wfl69g8HVZ7NO6Ge0CXvZvHeKa/hdSkJ9f4atqJBImXFzM0IED+HF5DsU2FVZBKrad4ee/5gsbi2zyIw3rjd7Y5OTk0K9fv9Jqm6pEwmFenDq1Du7K3TIyMvCVW1S9Ih9nnOOMaCuIwubiap5eh8qu2FXbEhn2bwHHG2O6lmwwxuwHnBTbp6ow++05HHXkEbz4/LOl3cfyd+wgWk0JMmpHufric/jqs08oLIy/VqcN7Ig4IwvXFghF5T8VVI2MHj262sbAsvJiozpV4owaNaoGYW/x1WeD2RarX8iLNIypkSO2sKPqX++9ksiwnwD8BLxpjLnAGHM+8CbwCzA+gddt9JatWEH//pfGLcFXR2ybVSuWs3Tx94wcciX7BT18s/Dz0v1LF39PUVEROct+ZO2aX4gI/FYoFGjg77apU6fuVtjXtIpB7bn09HRmzJhBIBCoEPoeT8nKKEWsWb2CzMsNRUXOli3F9f87kJvAoIcEhr2I7ABOB5YBU4BpwCrgdBHRIk4l3n3vPW4cMXK3QqQCYzjj3PP58rNPABj993v4/KP5vPLCJLIG9efdt2ZyQc/jWPfrGsBpsdpQKBRq4O+W3Smp+3w+Bg0alMC7USX69OlDdnY2mZmZpd1g00KhXRbobdOuDws/Mdx5syldpH1jkRCx6+d3wBYhL4FVOJDguXFE5GcRuUREQiKSJiIXishPibxmY1YctXnhpVf4z9uzd7tEX1YwLY32HTvxyNgJ+AMBPlvwIR998B4fffAffvlpFe++NRNjDLNenU4kEmHr5s0I8Huh83VW6/FrZndK6j6fjxEjRiTwblRZ6enpjBkzhm3bthGNRtmyZQtHHvNHgmlpvPj2+0yakUaKX5gx1TD+CecYW+pv0rT8yM61DhJFZ71sAEoWoF5fCOvXr9urN5vX6+O0MzJ4fw6sWX0OF1/2X1q1OZ6vPz+eee9+TvpBpzHq3ke54bY76Xnm2VzQ83h6dO3A8+PGIDhfZ38r1B47NZGRkVGjka9er5cZM2aQnl7z6YxV7fJYFgvmfcCilWs5sWcvDjsKnpgowDIevhveneU8r9iGTfWwlm2iS/WgYV9vCqPClmJhbb7Nys353H///Uwa+xQDr72O5JSUPT5vJOJj9msjGdLf4p5RFtMmHcSmDZ/z1WcXsiMvh6WL3+GiXl1Yt+bP7LNvHy66bCCRSIT0bgdx1y3DObRDczqmemnWrBlZWe6eOKo6l1xySbUfzB6Ph3fffZc+fWp/FSq1e1L9frq0TMVjoLi4mOmTzwEOAu7ilmsNS7Kd5+2IUKeLlxdGhaJYd8uC/PyEXUfDvg5FbGdirF/zbX4rFKa/8iqPPfwgHq+XULPmPPnw/WzdsplLrriyTGNSTfmAAJb1Kl0P7ErPM4TLBwu3/NXmgSdsHptg8+f7PHQ/wrBti+H5ZwxnHWf45aeRPDJ2GpmXX8z0yc/uMnHUxInunjiqOqeeeioXXPIokIzz89/J5/MRCASYNWsWp59+er3cn6rIazlTJackJXHhgCvo0KkzPU44hIJ8w5BLDb+vd563LSzk1VEPnbI9gb5Z+Bmff/ppYi4Ub6RVQ3g0pRG0hRFbNhRG5ae8XR/HHH+iJCUny/vfLJGvctbKaWeeLd3+0F1mffSl+AOBakYAeiTFHxRjLAmmhWRQZpbM/26Z5GyreJ3yj9mfRuWyq22xLFtghRhT9bUCgUDc0bluVfL++m6JLf6A8zM85fQsCYVCYlmWhEIhGT58uP7MGrD8iC0/5UVl+ZZC+XFTVI453hYQOaKHLUs37PxdKYgkdoRtYew+yj4+WPBxoxtB63r5EWfU6vrCiv1nRYReZ/bhsKOOoV2HjrRp147nX3+b977K5rCjj+G2v72CsyRA+e5jPvyBAJNee5OlG7axKjfM4nVbuP+xp9gvPZ2afCE49Ah4eIzw9mdCWmg0IlU3BofDYR5//PHdfPVN15dffslNN4+g38XfU5BvuHhAV+a/v7MxcNu2bYwZM0br6Bswv8fQKsng8/lIToYHHv+Vlq3f4Luvs7l9OKU9dDYUCuEEtpxujZXqN/z2W+m2E046qbKn7xUN+wSwxRmhuqGo8qHPxhhuuO2vvPb+x063sJhoFMaOhgfv6ItINqnBofj9IYyxCIZCXHHtUN75YhG9ztz7OuA/HAq2PRWoPuynTJmy19dr7GzbJhwOM2fOHJ568gmW//genbsIz4zTRa0bo6DPEPIZtm7ezDkndWHzxouAI3nzlf8wLjYppo0zDiURXTILo8LqNWu579ab+WN6R/775Re1fo2yEjnrpStFbKky5AE+fOdtIpEIJ/fqTSB156Jdv/4CI4caFn7iBMfVw7py231PEUh9KmH3m7+jZn3Fc3NzOe/88znkD3/gn//8Z8Lup6GKRCIceuihdO7cmRNPvoMFC1phWQN5bgq0aaFB31i1SDJE27bkmONO5KvPP4ltLeSRey3atHPWCY7GumS2S6ndD/UtxcKt1w3m4w/fB+D+v4xi5ocJqq9Hw75W/bB8BQ89OpqZ06exIy+P1GCQCwcM5OLLM3jtxSnY0Sh/f3wMtw0bwsYNvzPh5Zn07ns+P+XAm6/A+CcMBfmG1m2Ff40XTjsj8fecGgySlxt/PdSyAsEgi77LZvasWQwbNoz99tsv8TfXgKxevZoff/yR/AKbhQtPB87itrtsep+iQd/YtUoyvPXBArK/X8yn8z+koOAUHr0Pbs8ypKYKfS9yumRuKBTa1FLgF8YmPOu4j7Mkd+bNo+hxwkmIwPr1e336+OJV5DeER2NroH3trbfFHwiI1+cr15BqJMUfkLbt2wsgz702S869pL90PfAouezqPNlnP6dhqOTR90Jbvl5ZfSPr7jx+2RGVtflR+a0gKmt27LovY8j1Fe65qsexJ54sX3/zTZ3/fOvLihUrZNiwYRIMBmP/n8kCw+TkXsulONzwpsdVeyYcteWXMr8bg7NyBGzx+Wx5fubO7etqaVrk9fk7z5mzrVhWbg/LqtyoDBtlS5s2tkyc+OUen5tKGmi1ZL+Xim3h26UryLjs0rh9ZEWEwoJ8RGzufmgsv/zUl5XLz2HlcsPK5c5zmrcUTjoNBl4rnNhzz+7DAizjLFzt9xpSPDu3lS+JFEWFvIgzkGPoTSN5rZoFHyzLwrZtuh7YjenvzCMtyR1NPXPnzqVfv36Ew+HS6StEioCJfLNwMu//Z4b2n28ivJahTTKsK7DJOO8sPp3/ARcM+IY3Xz6aoQOymfjKYfTsDUU2rC8U2iY7x+yJgqhQWKaat6Sb9ZMPw7jRBo9HWLduz8faVMYdv7UJELGFTUXOXPFjHq/BUmhFUSQE6gcAABRcSURBVB68czH3jLL4X7ahRUsh82bhzQU236wSnn5h94Pea6CZz1mWbZ9Ui04Bi3Z+i5DPkGQZvFb8Ze+SPc6SeO1SDPunpzN26iv4AwG8FWYL9OH1Bnh2xlssWb+ND7/9Acuy2BGhyc+UWTJ9cX5+fpz/2zAFLl7LtKlK9hhaJ1sMuOoaLMvC532SE3tOI1x8NkP7G96f4zwvbMO6QiG/klGv5ZenDIVCpQMUo7ZNztqN5OXmMmfmjNJBec+NhccesLAsYdILcPLJm2r/BcYr7jeER0Osxonatmwvtnf5CvZTXlSCaWk1rAYJySmn2/LvSVH5cdOeV8usy4/K9mJb7Fr4Olkc+/q6IHuZDMrMkmAoJMZYEkgNCWQJrJAX3971+l/m/Crjp7wkmzZtqoWfasM0bNgw8VVTveXz+WT48OH1fauqlm0usmXh8l9k+ZZCuf1vD4nXmyrwiXg82+SEU4fL4xMnl/4u/FYQ3WX1sTlz5kggEKjw3vF4POLxeGTQtZmSlJRUuv/SQYPlvkejpdW4j4yNSn4kMStV1XuoV/ZoSGFfFLVlY6EtP1cSvruzFNre1L2vz49KYQIGeRRH47+2m+9w2hNatbbl3YXOtrseHl0adIsW/6+0TrvsEonDhsVfIrExSavhB3goFKrvW1UJsLHQGez05/selAFXXSuZt4QF3hFAuh9xt3y/dtfflS1FtixbvlwC1QyG9JRZvtKyLOl2yEelQX/nP5xzJSrstc4+jpycHEaPHs3UqVPJK9OrZuhNI+nSteJAmZr2aElN27P5zP0eaJ7kVM0kgs8ytE5xZr0s64bbhP9+CR9/YLi8L7z4tnBlZhbh4mI8Hg/fL1/JdQP771KnnRubZmHy5MnMmNF467RrOn2xLkjSNLVKNgjC8Fv/Urot58eP+OCdA1jy3dWcfZzhgX87PeaMcaZXuP+R0RRXU51rjOGci6/CskYw+zVY9r8jaNNOuPth4fxEr38e7xOgITzqo2Rv27a8OettCcTpVeP1+cQfCMhzr8+uUALOGHK9eL1Vf+X3+nwyKDOrxqX4tflR2VDofMrXlc1FFYduL90YlZ5nOCX8Fi1tmfO5s31B9jJJ8fub7DQLWrJXIiKbCnf9nXh3YVQOO6qkB93XEkwbLBlD1krG0H9XmwE7HyEBEY/HlmuG2xW+JSSqZN9kGmhzcnIYOHAgSUlJ9OrVC2MMSUlJZGRkVNmIVhSNTS9cYPPJ4hVcNuBS8uOt8Rp2GuWyMvqzeqVzPufnCgcfOpJIpOql0Hw+H0NuuKXa15FkQZtkQwe/RetkC7+n7vpxN/dB0Lvr9VJSYPxLQq+zhC2bDQPPcWYHnPDkY4SLq168szFPs5CRkYHHU/3/qS5I0rS1TDa0SNr5O3FQd3j9Q2H4n38FTiIv9zmmTryAqRNuJhKp6RoUeZxxrjD7U+GefwppoeqPqBXxPgEawmN3SvZz5syR5OTkSj9Jk5OTZc6cOaXPL4g4dfC/7EGf87Il9PMvzZJg2tECMwUuE2OlVPh0r+obQfmSfF4D6bedW1yxhP/jpqj8qY9Tomne0pZAatMq+ZZve0hJ8Qt4q3xtjfmbi9o9BZGKeTHj/U9l5F2vy/Ujo9Kh06MCKTX6nQiGQlVmgTbQVmLFihWSklL9D9nv90v20uWyNj/+D3hB9rJqe1+UPFJSgnJ6n48FkgVaiTH7CCBdDzxolx4twZAzG+WC7GVxBzptKbKlIGJLpBZ61dS27dUEPtSsUdqyrPp+KdWqrAcFWAJOT4qy2z0ejwQCgV0KEKrpi9h2acNtvMfuFhbrOuwbfTXO6NGjKSpZNbgKhYWFPPrY43HnrJn33lzOPv7IGq/7WliYx4dz/VjWG1w66AfeXbiQM8+9gHsffZz7H3uKxWu3OLNRrnVmoyzbqJtkQcskQye/oXmSIcVj8DTASbTSfIbUcs33ycnw2P8JrdsIULPG5oa+yHbV/el3vlmCwWBpn+lzzz2X7OzsRtv4rPaMxzjjU9qnGPxxZpfNumUkSRXGquyqptW5idDow37q1KmldedVERFmvjR1l21bNm1i2rPjycrov1srxBgT5PqRR/PeV2fy6LhWdDukHf83/XV69j4r7vN9BkI+Qwe/Uxef5jM1Ws6uvrVIMhXeIM1awJ0PCZBB+emXy/N4PBx11FE1+v+pL6NHj672Q96yLK666qrS6YtvueUWnb7YxZI9hrYpFvsGnEJbR7+hc8BwQvcDmTFjBoFAAJ8v/mI2r776KgfU03un0Yf97nR9y8vNZUj/97jrlmLuHWW4oOcQ7rw5i4L8whqfw+P1kTHkSv7yd+GAgyp/noUzurWj39AxYNEigV0nE8VjnG8f5V04AI7640iqC3uABQsWMH/+/Nq/uVoyderUasNep3hW8RjjjFL3WTu/nffp04fs7GwyMzN3GUGbmZlJdnY25/TtS+uUioWoutDo+9kHg0Fya9DH3ZHE+3P6ANcCE4Edse1VzEdcjs/nZciNVX8N83ucfroNsXpmd6X5DBHZdek0Y+Bf47ty1rGvEolciscTJhrdGZgej4doNEo0GsXj8fDDDz/Qq1ev+rj9aml/elXb0tPTGTNmDGPGjIm7P8kytElxZtGsefLsvUZfss/IyKhhlYhh3/16AHDJFb0YeuOXjLhzKrAbgWwMTz7/YtyBVcTO1DLJ+YrXFIK+RIskZ5GHstK7wfA/9wGysTxDCaSWXWDlOjp06gzAvHnzyMrKqoe7rpmatik09LYH1bikeAzt/QZfHSZwow/7UaNGkZycXO3zUlJSmPLWc6zcHubqYd1489ULGZyVTLCGo1q9Ph+zP/6KM885P+5+nwUd/IY0X9MJ+bLiBf5NfxHOOq8r4eKnCTXbyoLsnY3SL78zj6Ub8jj8uJPr6Y5rJiMjo0L9annan14lgs9yGnsDNVhKtDY0+rBPT0/n9ddfrzLwk5OTefalV+nSNR3Lspg8/mlSg0FenvwsFw4YGGe2x115fT4uHzyUQ488qsI+AzT3GTqkOHV3TVmLpF0HmHg88O9JwrEnCuvXGs7vaXh3lrNv3/27kuL3szUsFERlN6ra6tbNI0bi8VYf9iNGjKijO1JuYhlDmxSL9imGZj6nl0+iQrnRhz04jSJLliypUEpLSkpi4MCBLFmyhCsuPIcOfkPQaxh6wy0cf3JPzjjnfIbeNLJGJbt43aVSvdDRb2iW1Dh619SGkM/QvEwJP8UPk15zRthu3Wy47nKLv95kKIh1bvp9/Tr269yJgw8+uJ7uuHIiQqHlp3nLy4EUjInfg2LGjBna+0YlVLLH6QzRNsUiOVGj5uN1vm8Ij0TOjVMyVfGvsRFxz70+O+4qU+VHv66OTWm6rdiWcLThDYSqS+UHp63Kjcq9j0QlKckZdHXYUbZ8uzoqK7eHxR8ISGowKFu3bq3v2y5VXFws6/MjcmXmFGfwl6enDMjIklAoJJZlSSgUkuHDh8cdIVsfK6Epd9FBVbXEMk7deseA8/Xp4nP7suCrRQy8ZijB0M6GxoxrhrLgq0VcfG5fZ4GQgPPJG/KZPV6lpqlolbzr6zcGBmfBGwuEffcXvv/WcHlfw+aNFvMWLeX7tVvYWCQMHjyYRYsW1dNdO0SEO+67nzNOOpkZU9cB13LRgIFMnTyGbdu2lfanHzNmjJboVdMR7xOgITzqaz5727ZrZY1JN9gSZ5bMn/KisnB5VNK7OSX89G62LFzubL/hz38VQHqfccYu56nLOfGjti3rdoSl4z77xr7BLZDjT7Flc2HN/8+1ZK8STUv2dcCY+Ev5qYqa+ZzpH8pr1wGmzxUOOkTIWWYYcLZh7RoYetNILh10NTfccQ9Lly3nl19+YdKkSXTv3p2JEyeSm5uLiJTOiX/44Yczd+7cWrvfgqIiRtx+JytW/cypf1oMzCTU/GT+NU5ollRrl1GqQWr0g6pU/THGWaT5t0Kh/HKcbdrBS3OEQRfAku8M/c+Cl95uwaPjnuW3dWs55siDOeaYY/js00+JRqMVzl2yIEq/fv3Izs7e6+qUsC383wsvMf6px9m0aRDTn08jKfkCnpkmHNFNP+BV06cle7VXvJazcHm84QUtW8OLs4UjeghrVhv6n2VYuRxmTp9G/o4drP99I7Zd9RjC2pgTPz8irC8QVv/8M0WFhUyb9A4ej7PI+2m9INhEx0YoVZaGvdprXssZDdjMZyjfa6xZC5j6lvDHE4R1vxouOt3QsfMonn31TX79eXW1k6TVdF6anJwcsrKydpmPJCsri//+sIINRULEhi2b7ga2Y8xg/jVeOPMcaJ2sQa/cQcNe1QorNmla54BF6+RdQz8tBJPfEHr3FbZtMdw02Mvs186joKBmM41WNy/N3LlzOfzwwyvU+0+YOJGTexzBnDdmM2zgZp4fZ0hKCjJ2SoiLLnN6FDX1gXBKldCwV7Uu1evM9ll2GHggFSa8LDzwhE2KX5g53VDTOfE9Hk+FEnvJUpNVzUdfspTk8EEDeHdWGzyeS5j0mtDnQmdG0lSvBr1yDw17lRAlw8BbJZnSqeaMgYwh8PanwhHHCCLVz4kPEIlEKu2pU5P56EXCgEWfC9tyci9nnd14Uzcr1ZRp2KuECvqc+vyy1Trp3eC1D4TBWSOoSdiXr9cPh8Pk5+fTt29fxo0bV4MVxqKkBoP8ffTfSPVWHBCmlBto2KuES7JM6bxEJbxeuPeRdB595hU8ngA1Cf29kb8jjy7t29A6Wd/yyp30na/qRMn6nR3K1eVfmtGHD79dRO9zhmJMCOctGaowKdneCqYFaakleuViGvaqTjmr9DhzEpUUsrt0TWfiy0/xw+9b+OuDYZq33IpIpNau6fP5uFLno1cup2Gv6kWyx9Deb9Em2ZROuZDih8yb4aPvBV9S7a0MpfPRK6Vhr+pZwGvo4Hd67ZS8GUPNYMCV1S8qUx2dj16pnTTsVYMQ9Bk6BgxpsUbcmiwqU5VQKERmZibZ2dn06dOntm5TqUZLJ0JTDYbHGFomQ5oPAgemM3bqK2Rl9CccDhOptnvlTj6fj23btiXwTpVqfLRkrxocX6wR98oL+/L1t99xzZChhEKhGh8/YMCABN6dUo2Thr1qsCxjOKTbAYwf+zTbtm1jxYoVVS4sD87i8vfdd1/d3KBSjYiGvWo00tPTmTlzJikpKRUWeDfGkJKSwsyZM7UxVqk4NOxVo9KnTx8WL14cdzrjxYsXa2OsUpXQBlrV6KSnpzNmzBjGjBlT37eiVKOhJXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHIBDXullHKBhIS9MaabMebfxphsY0yeMWadMeYtY8wRibieUkqpqiWqZH8m0AuYDJwHZAFtgC+MMcck6JpKKaUq4U3QeacDT4uIlGwwxnwI/ATcDFyZoOsqpZSKIyFhLyIb42zbZoxZBnRKxDWVUkpVrs4aaI0xLYFDgR/q6ppKKaUciarGiecpwABPVPYEY0wmkBn7Z54x5sc9vFZroMK3C6Vqib6/VKLtzXusS7yNpky1eqWMMb2B/9TgIgtE5LQ4x98B/AO4VkQm1eA8e8UY87WI9Ej0dZQ76ftLJVoi3mM1Ldl/BvyhBs/LL7/BGHM9TtDfVRdBr5RSqqIahb2I5ANLd/fkxphBwFhgtIg8uLvHK6WUqh0Ja6A1xlwEPAdMFJFbE3WdSvxfHV9PuYu+v1Si1fp7rEZ19rt9UmNOBd4DlgA3AnaZ3UUi8m2tX1QppVSlEtUb53QgGTga+LTcvtXAfgm6rlJKqTgSUrJXSinVsDTpWS91QjZVW4wx+xhjZhhjthljthtjXjfG7Fvf96WaBmNMP2PMa8aY1caYAmPMj8aYh4wxabV2jaZcsjfG3IAzSGsy8F+gOXAbcCRwsoh8U4+3pxoJY0wA+A4oAu4CBHgACACHi8iOerw91QQYY74AfgbeBNYARwH34fSCPFFE7MqPruE1mnjYtwY2lZuQrRnOhGyzREQnZFPVMsbcDDwGHCQiK2Lb9geWA7eJyGP1eX+q8TPGtBGRDeW2XYlTUP2TiHy4t9do0tU4IrJRyn2aicg2QCdkU7vjfOCLkqAHEJFVOJ0PLqi3u1JNRvmgj/kq9metZFWTDvt4dEI2tQe6A4vjbF8CHFLH96Lco2fsz1rJKteFPTWYkE2pcloCW+Js3wy0qON7US5gjOkE/B14X0S+ro1zNqqwN8b0NsZIDR7zKzn+DuAK4IayX8mVUqqhMMYEcRpqI8Dg2jpvXU5xXBt0QjZVH7YQvwRfWYlfqT1ijPEDs4CuQE8RWVNb525UYa8Tsql6sgSn3r68Q4D/1fG9qCbKGOMDZgA9gDNE5PvaPH+jqsbZE/U8IZtqGt4CjjfGdC3ZYIzZDzgptk+pvWKMsYBpOFPNXCgiX9T6NZp4P3udkE3tNWNMKs6gqgJ2Dqq6H0jDGVSVV4+3p5oAY8w44HrgQWB2ud1raqM6p6mH/X3AvZXsXi0i+9Xd3ajGLDY1wuPAGTi9uT4AbhGRn+rzvlTTYIz5iUqWEwT+JiL37fU1mnLYK6WUcjT5OnullFIa9kop5Qoa9kop5QIa9kop5QIa9kop5QIa9kop5QIa9kop5QIa9kop5QL/D0Uqzuh4k1y5AAAAAElFTkSuQmCC\n", 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" ] @@ -1235,21 +466,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 5100 loss=-0.1601 val_loss=-0.7915\n", - "train: 5200 loss=-0.2264 val_loss= 0.02281\n", - "train: 5300 loss= 0.585 val_loss= 0.4562\n", - "train: 5400 loss= 0.00639 val_loss= 1.94\n", - "train: 5500 loss=-0.2998 val_loss=-0.02642\n", - "train: 5600 loss=-0.2697 val_loss= 0.4015\n", - "train: 5700 loss=-0.151 val_loss= 2.61\n", - "train: 5800 loss=-0.04946 val_loss= 0.03269\n", - "train: 5900 loss=-0.1889 val_loss=-0.07903\n", - "train: 6000 loss=-0.718 val_loss=-1.348\n" + "train: 51000 loss= 0.3433 val_loss=-0.2608\n", + "train: 52000 loss=-0.6517 val_loss=-0.3402\n", + "train: 53000 loss=-1.316 val_loss=-0.7089\n", + "train: 54000 loss=-1.252 val_loss= 0.1413\n", + "train: 55000 loss=-0.1212 val_loss=-2.049\n", + "train: 56000 loss=-0.911 val_loss=-0.5511\n", + "train: 57000 loss=-1.067 val_loss=-1.474\n", + "train: 58000 loss=-0.6328 val_loss=-0.1816\n", + "train: 59000 loss=-0.6415 val_loss= 1.425\n", + "train: 60000 loss=-0.03002 val_loss=-0.9892\n" ] }, { "data": { - "image/png": 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/g33g4MN9xuxqn/Vojf/gx095Tk7cs6KN69nHPCen4+vZd3qoNzd0tbBvbigprfJvf/fyZksCtUN7L8mk60k37F9//XV/5qU/+gtL3/FzL5zoV153gx92xFF1x8RxJ57sKz+rbLVQMXHS5GZLwo2HCZde0eqxCHhhr34+69F1Pur0i71f//191BlXtDEk8a+ePNEfe77GH39xuz/zlxp/4Y0a/+Pfa3zJyhr/35dXem5ey8EZiUR84ZI3/eW33/M1ZdX+4IKn2rwPwXri3qv3aQ54Ue+b2rGOmMM5Dlemvm/7PrQ0FBQW+XOvve2FRUX+8B+eb/XvffmVk33u3LntPj6bC/seV/Wyxp0XFy3m4C+fkIG9alomq1FJ15NO1cv3S1ZzxMjD+fJXTuCB+X+oGz/r7un89MZ/55dzH2XMN8e2uI7yMvh4HWz+FDZvgk0bYdOnxmeboXwrlJfDtnLYVhZ8v2M7bK8sobzscKCligIGLAKOAv4FmADcAqTXUOBOi4ETgGOBGcB+wALgXOAnwCygpYfFESKRoUQiufTp9zs2bTyyHfsAkA+MBl4BHgG+DlS1aQ0HFh/Nxk/eo7Ky9c9xW5lFWFOWoKamhqysrFbn3zvXeO2Vxe2u3ttc1ctQdF6SaZ1RjUo6V0lJCdOmTWPu3LmUl5fXtb00ZcoUPi/bRjK/N3367UU02rAm1yVXfZ9jv3oih44YWTeuqgpWvANvvwHvvm2sXgVrVsGnG9rzjshQYD4wjiBo64dtDLMY+wx8jN59TiA7G2LZy/lo7dVs3FAdlEPTlJVVxDHHf5Utny1lxTuvkZf3fRKJT6iu/oC9+p/B5k1zaTnoAZIkkytJJs9h08Y7aF/Qg1kl9z50D/sO7kufvjHu+fklPDb3vrSXj0ajDBxcxNrVmfl85hcGNWrSCfpMUth3gPyCgrRK9slkkqKiIiZMmMB1112n3rC6qddee40zzzyzQZMbZWVl3HfffcycOZPq6mqm/vcvuO/hxxh68BcbLBuJRBg+8kg+KIHnn4KXnzeWLoGqHbsGe3aOM3h/6L8P7LV38LX/3k6//lBYBPmFkJ8ffC0ogNw8UgF+Ous/eYvZv7yDJ343l21l5eQXFnDO+RO49OprOGBIMfWTffiAueCtBfNO0ViMCy6ewM23O59uHMh1k07jnPO/zeZPP+WJeQ/z+z8OZFjfctK7aWDccuf53PKfl1KxLe1daCC/sIAx5+xT9/+rr5/Cgt/OTPslx7Hfvoj/uefXaV+ht0U0FuOc8yc0Oa22eYfGTTZkqj58j7qNs307/PgmZ/2GD9hv2AHk5gYfgNqhoBD67QV994I+/SDaQae6qddcxbzZ9+/yEktzat9knPfoY5x15tc6ZidkjygpKWH48OFs3769xfkmX3cD1//k1gbjamrg6QXw8P3Ga39qGO5DvuCMPBoOO8IZeggcWAwDB8OeKAweVBilLTmQF4/z7JK3UieNph3Sv4DtafQfUVBUxDufbGnzPtQKTjyXcfPtdzcY/7uHHuCGyZe1unxObi7P/3UZBwwpbvPnOB3xeJxX33ibLwwtJqteuz1ZrbzZvztvaYfiNs7WrXDb/xhwUKvzmjm9+sBe/WHAYBi0Hwwc7AzaP/iQDdoP9h0UlJRac9m/TeHxRx5K+yCpTr3Gfv7483jxr2/xpWFDyY+2fgBI50unDZtoLNag6QN3WPwC/GyqsWJ58DfOiztnnAWjTne+MioogHSWdK9MIQj6e+c+2mLQA3zzW9/msTkPtli6rl/qbcs+1BeLxbj06mt2Gf+t71wCDjf+2xUkm9mH7Jwc7ntkft3P0tbPcTrmz5/PyEOGdtj6dkePKtmXlcGddzn/WLGW/L4HUFkRlPa3VwbD1lL4bHMwbPkM3FsO16ws56ChcPChMOxQ59ARcNSXm/5gNtceSUvMjLO/dSF3zHoIgLwsKIgaeVnBNOl60m3DprbEumkjTL3GeO4Pwd9z0P7OlVOcs8cHt2K6gnRLtMMOHc7MeQtaDXoI3io949iRVLbwRnn9K4T2Xh231s7P2tUlTL/lJzy94DESiaq6Zb8+djzX/uePd/lZaj/HVVVV1FRXp7UvTTEzLrzwQubOnduu5TNRsu9RYQ/p18apqYHPPwtqOKz/GD5aB598ZHzyIXz8IXzyYTC+qRPC0IOdL38FThnjHHdicIsIggNr1ow7eGLeXMpbaRa5vgcXPNXggM0yyI8aBVGIRRT6XUm6DeOZRfjl3AQ3fs/Y8plRUOh8/0Zn4iTITe9N+T2mrcGcrrY0yJbOPkAQovmFhY2eP3SMWASyI/DRmtXcd9d0HvrNg012ZRqNRqlu5USwu81Rd7uwN7P9gOnAaQTPHl4ArnH3da0t2xWqXlZWQMlKeO9deG+58fYb8NZS2LF9ZwDn5jlfPQW+fq5zypjguQC07T5obm4ez/317SYP3JxIEPz50d1vwVN2X7ol+1h2EYmqoJrtV092fnaPM2i/TO9d+2Wqpcz6BaCmHxRnfh8ai0UgZhCNGDHbGfJNXU2XlJQwffp05syZU1frauLEiRx55JF873vfS7tfjLbqVmFvZnHgbWAHMJXg8f9PgTgwwt1bfPbeFcK+KVVV8Pc34ZUX4cWFxt/f3HmA5OQ6p46BCy9xLr+wbU/2Tz7jTB6Y//tmpxs7S/s5WQr9zvDAAw8wZ84cXnnllZZrelgMfBJZWXfzn7c6l0wOalt0dW0J5q6+DxGDqNUGuwVfI8G4jrpF2tyJ4Nprr93tmnbdLey/D9wOHOzuq1LjDgLeB65399tbWr6rhn1jG9fDs0/CU48br/9l50FUVDSZ8vJZJJPpP+xZvGxlWgd0LBLc249nBaUTyTx3p7i4mDVr1pCdnU1VVUsv7cTp3edt7ntkCMd+tX3bM3bW3GhcRS+Yvuvf3fG6XqbwoLnvYN8brripnptSi4DvfPWztneqrtRZSX1Rg2gqzKORnf+PdkA/Fp2tu9XGOQtYUhv0AO6+xsxeBc4mOBF0e/sMgIuugIuucD7+0Jk/Fx55wNi4/jpgNq2/WLLTrBl37FKFrCmJJEGPN0BOxMlPPdRV8O+exi9KRaNRxo4dy5AhQzjooIO49dZbmTZtGueeey43//SnTTyMjwEx+vV/jCdeGsL+rVcKIwJkZ0F2xMiuF1jtq5mVub9/0p0aD3qESqa+7hy8wf87Uqw20CPWIMw7soQeFpks2W8AnnT3yxuNvxc4z937t7R8dynZN6W6Gl54Bu7672d59+9npr1cbQ2O9opFIDcSXLLWlQob9btZ188mDT8s7l5XorMmpvd0zfVNXN/KlSsZMmQIi/74Ctl7DWpwuyESKaCmZiID97uGR58bwuD9m99WxCA/K3gO0xNvydW473JCqN+vLey8CoGd/cXW1kPPso6/5dLddLfbOFXA7e7+H43G/xT4D3ff5arCzCYBkwD22Wefo+bNm9eubW8tKyc3v2v0HPXD//wZf33tubTnNzPy8vI4+ZRTGTt+PAMHDsrg3qWxP6l/at/sa3zp3xN8/PHHXHrppS2+KGVmzJ49mwGD96OifOfx5Q63/+Jgnn92AH377eDOGX9j7713NL0Odp6ERVpS+wygPUaNGtX1w76+7lyyr2/t6hJOHDGszct19f5CsyOQm2XkRCAnq/u+EFZSUsLZZ5/N8uXLW5wvGosx4ZLLuGna3bz32h/rjq9HH4LrJ0fIizuPPuccdkTTyxfFjF6x7n8vWfaMTJTsM9kt4RagTxPj+6amhcIBQ4oZdXrbm0To6v2FViWDbh437Qi6ePykMslnO4KuHZNd9N2NxhYuXMiIESNaDXoI/h7zf9vwBZmV78KPrgvC+5Y7mw76mMG+uUafbFPQS6fK5APa5cCXmhh/KPBupjYaIXiIs2+u1d2jrr1s3qXmAQ3vJdbWPEjWu89Y7U61B52YtzfCbvr5Hfx58UvsaKU9labU9heazoPbzpRIQiLplKXeNcmOOHlZRm5W8K5AV7v3WlJSwrhx49rUZ/C2sp2tIlZWwFXfMbZXGuMmOOdesOv8+VHoq5CXLiKTJfvfA8ea2ZDaEWZ2IHB8alpGmBkRggdfsYgRjQQftogZVm+oHReNBPPlZBl5WUZ+1CiMGb2zjb45xt65EQbmRdg/P8KgPKN/jlEUC2pOpOuAIcXc98h88uJxoq10Xt5YdSLBE/Pa98p1Z6pKQmliZ+fun25PUpbYtUP3zpJOGzeN1TZVC3Dnz4z3VxjFw5z/mrbrz9Qn29grJ6Kgly4jk2E/E/gAeNLMzjazs4AngQ+BX2VwuxkTjRjxaHBJPiAvwuC40S87KL22ZtToMTy75C0uuPgyCoqKMEv/V7+trJwWq3V3cUmgsgY+q3I+rgxu+WypcrbXeLtaOuwIc+fObVPY12+0q6Qkn5l3Bo3p/eJXTjy/4by1BQKRriRjYZ96Q/ZkYCUwB3gYWAOc7O49ohePLDMKYsY+uUGpv3csqD7WnAOGFHPz7XfzzidbWFOWoKCwMK3tuBdw3CHGtP8y1n/cQTvfiRKp+/0btzvrKpz1lUn+ucMpSwQngOpkcN9/d08E7sF6qpNOVTJY97Zqp7TK29yRTG3rijU1cMe0g6mpMS66HI74l4bz9c8JCgQiXU1GmzhOtYHTct9rPUQ0YvTKhqIYVNQEYVaVbHmZb37r22m09GdAJZs/zeLu2wq4+7YJnHDqFK64dgj/54Tu8Rp+a6qSUNXs7Z1gfG3d/7oHL77zSzqnhLWrS5h51+387+8eZlt5eZvbb7937qMMGFzMj6YYK98rYsAg599/3HAd/bIV9NJ1ZfI2TiiZBff9B+RF6J/T8r39y/5tCrFW7+E7wVu4DpQBs/jjC4dz4ZnPMfpfjId+FfRV2tM5DR+gJ1P/bymy164uYeo1V3FI/wJOHDGMubPuo7ysrE1BP+zQ4Ty75C32HTiG8acbD99vRKNJ/nuG1zV6B0HVygLdupEuTGGfQfFU6O+VE7zq3dgBQ4q5d+6jbXxwmyDoTHoc769YzY+ui/DlLxg3Xm288lLw9q4ELSiecexI5v1mVlo9JjUlLx7nxpsXcNf/DOXrxxtvvW7sO9CZdsebnHTazvmyI9C7bc/dRfY4hf0ekB81BubV1rVuOK2pB7fRWKzVqorRWIKvnnI7xxzvbCs3fvsbY+JZEY480Lh0vPHrO+HPi2HLPzP4g3VRa1eXMHnCeCorKlptd7wp0ViM7Ow4Q77wGBeP/QKPP2y4w79e4Tz3V+eQL+68lDJgrxzrclVLRRrrUd0SdmVmRlEMCqJQmgju6deqfXBbW5c+nY6PqxMJ3nx9Lu98cjcr33X+MN94+glY/b7xwjPwwjM7w2efAc4hw+GQ4VD8haBd9UH7B90x5uRk5uftTDPvur3N1Soh6HAkGi3AIhOo2jGF5W8Xk5vnjJ8Il37P6xo221Bvmd7Zpg5mpFtQ2O9hETP6ZENhFD5PONuaKHhuS7OmSO1LPsMOhet+5Fz3I/hwrfPXV2HpX4wVy+G95bBxvbFxPSz+f1D/1TIzZ+99g752+/SFXr2hdx/o1Qd69XF694G+/WDvAXDAQTS4R93V1H8A256+TCGCew2154jhI53xE5OcdR707tv0EtkRVMVSug2FfSeJRoy9cozCqLOlytlRr+ZOup0v13/Jp9Z+BwTD2AuDK4dkEtatcVa8A/94x1i3Bj5eF3S9uP7jnSeCXe0aYgMGOUMPgaEHB10zDj0YiodBv/6dWyuoPf3/7qqAvv2cs78F5010Dj2s9SX6ZivopftQ2HeynCxj3zyjotr5POEkkulVyaz/kk9LIhE4sDgYzji7YS2URAI2fOJ8uh5KP4fPt0DpFvh8i6W+wj83w4aPYe1qWP9xUM//lReh/skgv8AZvD8MPoDU153/HzgY+vQL9iMT6t+fby+zGKNGT+BX85x0n5MXRK1HNk8sPZfCvouIR4M62uUJ54rvT+HxRx5qMexrX/LZHbHYziuBhnatmlhdDR9+4Kx6j9RgrHoPVq+Esq0W9NNb1+JRwxCMRp3++8De+0L/fWHvfYLnCHvvG4zruxdk50BONsSyg++rdkBZGWwrC6qW1g7byqGs1Nj8KWzeDOzPCqoAAAyOSURBVG/+dTqVFe0tzQdy82L8+OfXpB30BvTO3q1NiuxxCvsupiBmHPelocyZ9xgTzz9vl1sTFomQk5NL3379uePWnzB91kN7ZL+iUThoaDCcdibUnhDcYevnzofr4KO18NE6+GitBV8/gPWfQOmW4Iqg4du/HVUqnktbegOrLysaJTs7m3vnPtqm/k2z2t2TlEjnUdh3QWbG2G98jcPffpvbpk1n3iNzKS8rJ54f57Qzz2bwAQcy47Zb2HfQ+Z29q5jVPtCF4YfXjm14ZbC90tm0ET7dUH8wNqa+//yzoCP3qh3BraWqHUHpvqAQCgqgoAjyC6CwMPi+unoVbyy5ieVvP0ZNTfuCPjcvj/MmXtymjqzjWUHtmzXt2qJI51LYd2FDhw7l17+8h1/dO6NBEwx/fPF5jjn+BHJycvnJ9dfy/f/4Ib37NlNlpAvIzYP9DgyGndrW7k1tbZs5M2e3+yWpgqIizjl/QpsC3iDVEmrQT6xId6Ww7waCJhiC0KmscUafNppjjj+BQ/YKmls8/qSTOfVr3+jkvcyc2to2VVVV1LTzJakLLr6sTX0C5ESC33d+VL1LSc+gsO9m8rKMvDyjdP2nnP71b7CmZDVfPWV0Z+9WxnREbZt0H2ZnWVDLJj+KXpSSHkdh300N2X8w53z9TE49Ywy98nMoT3iPfGW/vW/DQsN+fJu7bWNAPHXVlKeqlNKDqW2cbioajXL55ZdTfMD+lLz1OgcVRrnorNEMH9CbgwqjDB/Qm6nXXNUl+69ti//93cPtflHqgosv49klb+3SYbsBeVlBk8SD40GPUgp66ekU9j3AjBkzAFj80ot1TfiWl5Uxb/b9nHHsSBY9v7CT97D90m06orGCoiJuvv1uDhhSjAG5EegVM/bJDQJ+79wIBTH1DyvhobDv5kpKSliwYEGT06oTCSorKrhqwng2rO0eJfzaNuhrr1Da01uVmfGtCybQN9vYN9fYL27skxehd7aRm6WAl3BS2Hdz6XScnUgkmHPvnalbFkZB1OiK7XfVtUE/+/42dzJSX05ODjf+YAqFsaBJg574LEOkrRT23Vw6HWcnEgnmzJlDVqoXrX45xsB4JHU7I+g7Nz8atOLYWQdEgzbo292YWRD0CxYsoLg4/TdiRcJAYd/NpdtxdlPzZVlQA6VXdvCQckBehP3yI+wXDzpb2Sc3uBLokx1cDeRmQdTa19DB2tUl/PDaqxo8QP7JlKv5bN1q+mYbc++ZvlshH4vFmDBhAsuXL2fMmDGtLyASMqp62c0VFBRQlkZzyAUFuzaH3JyIBT1q7dou2M6YT7rX9QXr3vB92Nq5IqkTw3PPLmT8eUE7P7VXIeVlZcx9cBa/mzub+fPnM++R1q9Q6vYvEqGgoICJEydy7bXXqhQvkgaV7Lu5CRMmtNppeSwWY+LEifzlL39h1KhRDBw4kGXLlu3WdiNmRCNGdiS4L55bb8hJDbGIsXbNasafdx4VFRW7hHkikaCiooJx48aldcKCIOhramooLS1lxowZCnqRNCnsu7nrrrsurbC/9tprqays5OWXX+bGG29k+PDhANx888185StfYevWrRnZv3QfIEej6V1ktuUKRUR2Uth3c8XFxcyfP594PL5L6MdiMeLxOPPnz6e4uJgjjzyS+fPnM2HCBCKp3kRWr17Nq6++ytNPP52R/Uv3AbKZpX2FIiJtp7DvAcaMGcOyZcuYNGkSRUVFRCIRioqKmDRpEsuWLat7YNm7d2/Gjh1Lnz59ePLJJ7nwwgvJysri9NNPp1+/fmzbtq3D9y3dB8jV1dVpX6GISNsp7HuI4uJiZsyYQWlpaVr3tBcsWMDTTz/NsGHDePbZZ9m0aRN9+vTh3nvv7dD9ysvLS2u+/Pz8tK9QRKTtFPYhNW7cOA499FBGjw5azBw1ahSJRIJVq1axfPly/vSnP3XIdvr06dPqPNFolPPOOy/tKxQRaQd375LDUUcd5e21aNGidi8bFslk0l966SXfunVr3bhrrrnGCWpR+mGHHebJZNJXrVrls2fPrptnxYoVfvvtt/vChQsbrO/FF1/0559/3pPJZINtXHrppW5mdettaojH475q1arM/9AdRMeXZNruHGPAUm8iU1WyDykzY9SoURQWFtaNmz59Ojt27KC4uJjjjjuO7du3M378eC6++GKSySQAv/3tb5kyZQplZWVs2bKFcePG8cADD3DXXXcxevRoIpEIp556KieccAK33XYbM2fO5KmnniIej++yD7o9I7Ln6KUqaSA7O5v33nuPrKws1q1bx8qVKznmmGPYvn078XicoqIiDjvsMI499lheeuklHn/8cd566y0+/fRTjjjiCN58801efPFF8vLy2LRpEzfccANf+9rXWLZsGVdffTWvvPIKlZWVeilKZA9T2MsusrKyANh///3ZsGEDeXl5dVU1p0yZwpQpU4DgXvt9991H//79OeaYY9h777257bbbeO6551i6dClTp06tW2dxcTELF3bfppZFujuFvbQoPz+/2WkDBgzg8ssvbzBu6tSpDUJeRLoG3bMXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGQkbA3s2FmdqeZLTOzcjNbb2a/N7PDM7E9ERFpWaZK9qOBUcBs4BvAZKA/sMTMjsrQNkVEpBnRDK13HnCPu3vtCDN7CfgA+D7wnQxtV0REmpCRsHf3zU2MKzWzlcCgTGxTRESat8ce0JpZX2A48I89tU0REQlk6jZOU+4GDLijuRnMbBIwKfXfcjN7r53b2gvY5epCpIPo+JJM251j7ICmRlq92+rNMrNTgf+XxkYWu/tJTSx/I3Ar8F13fyCN9ewWM1vq7kdnejsSTjq+JNMycYylW7L/M/DFNOaraDzCzK4gCPqpeyLoRURkV2mFvbtXACvaunIzmwjcC0xz91vauryIiHSMjD2gNbNzgAeBWe7+75naTjN+vYe3J+Gi40syrcOPsbTu2bd5pWYnAM8Dy4HvAcl6k3e4+5sdvlEREWlWpmrjnAzkAEcCrzaathY4MEPbFRGRJmSkZC8iIl1Lj271Ug2ySUcxs/3MbL6ZlZrZVjNbYGb7d/Z+Sc9gZuPM7HEzW2tmlWb2npn9t5kVdtg2enLJ3syuJnhJazbwN6A3cD0wEviKu7/Ribsn3YSZxYG3gR3AVMCBnwJxYIS7b+vE3ZMewMyWAOuAJ4GPgCOAmwhqQR7n7snml05zGz087PcC/tmoQbZeBA2y/cHd1SCbtMrMvg/cDhzs7qtS4w4C3geud/fbO3P/pPszs/7uvqnRuO8QFFRPcfeXdncbPfo2jrtv9kZnM3cvBdQgm7TFWcCS2qAHcPc1BJUPzu60vZIeo3HQp7ye+tohWdWjw74papBN2uFLwDtNjF8OHLqH90XC48TU1w7JqtCFPWk0yCbSSF9gSxPjPwP67OF9kRAws0HAfwEvuPvSjlhntwp7MzvVzDyN4eVmlr8RuBC4uv4luYhIV2FmBQQPaquBiztqvXuyieOOoAbZpDNsoekSfHMlfpF2MbM84A/AEOBEd/+oo9bdrcJeDbJJJ1lOcN++sUOBd/fwvkgPZWYxYD5wNHCau/+9I9ffrW7jtEcnN8gmPcPvgWPNbEjtCDM7EDg+NU1kt5hZBHiYoKmZb7r7kg7fRg+vZ68G2WS3mVk+wUtVlex8qepmoJDgparyTtw96QHM7JfAFcAtwFONJn/UEbdzenrY3wT8uJnJa939wD23N9KdpZpGmA6cRlCb60XgGnf/oDP3S3oGM/uAZroTBH7i7jft9jZ6ctiLiEigx9+zFxERhb2ISCgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIfD/AZuBBlOetX/JAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -1263,21 +494,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 6100 loss=-0.07253 val_loss=-0.06845\n", - "train: 6200 loss=-0.2002 val_loss= 0.758\n", - "train: 6300 loss=-0.2808 val_loss= 0.2902\n", - "train: 6400 loss= 0.1788 val_loss= 0.4741\n", - "train: 6500 loss=-0.1916 val_loss=-0.497\n", - "train: 6600 loss=-0.4884 val_loss= 0.1198\n", - "train: 6700 loss= 0.3179 val_loss=-1.102\n", - "train: 6800 loss=-0.2717 val_loss= 0.1815\n", - "train: 6900 loss= 0.1442 val_loss= 0.06652\n", - "train: 7000 loss=-0.2529 val_loss= 0.2183\n" + "train: 61000 loss= 0.1685 val_loss=-0.3074\n", + "train: 62000 loss=-0.6884 val_loss=-0.4832\n", + "train: 63000 loss=-1.371 val_loss=-0.7573\n", + "train: 64000 loss=-1.325 val_loss= 0.0732\n", + "train: 65000 loss=-0.2572 val_loss=-2.091\n", + "train: 66000 loss=-0.9498 val_loss=-0.5306\n", + "train: 67000 loss=-1.147 val_loss=-1.504\n", + "train: 68000 loss=-0.5728 val_loss=-0.2233\n", + "train: 69000 loss=-0.6582 val_loss= 1.293\n", + "train: 70000 loss=-0.08883 val_loss=-1.121\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1291,21 +522,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 7100 loss=-0.5139 val_loss=-1.043\n", - "train: 7200 loss= 0.1175 val_loss= 0.2555\n", - "train: 7300 loss=-0.01821 val_loss=-0.5002\n", - "train: 7400 loss=-0.1937 val_loss= 0.7815\n", - "train: 7500 loss=-0.2515 val_loss= 1.878\n", - "train: 7600 loss=-0.4304 val_loss= 0.2497\n", - "train: 7700 loss=-0.4573 val_loss=-0.5104\n", - "train: 7800 loss=-0.1097 val_loss=-1.595\n", - "train: 7900 loss=-0.169 val_loss=-0.5469\n", - "train: 8000 loss=-0.4157 val_loss=-0.652\n" + "train: 71000 loss=-0.01866 val_loss=-0.4101\n", + "train: 72000 loss=-0.7331 val_loss=-0.4254\n", + "train: 73000 loss=-1.388 val_loss=-0.6802\n", + "train: 74000 loss=-1.333 val_loss= 0.07043\n", + "train: 75000 loss=-0.361 val_loss=-2.153\n", + "train: 76000 loss=-1.023 val_loss=-0.5553\n", + "train: 77000 loss=-1.163 val_loss=-1.52\n", + "train: 78000 loss=-0.5401 val_loss=-0.109\n", + "train: 79000 loss=-0.7097 val_loss= 1.312\n", + "train: 80000 loss=-0.1576 val_loss=-1.143\n" ] }, { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -1319,21 +550,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 8100 loss= 0.02136 val_loss=-0.3302\n", - "train: 8200 loss=-0.242 val_loss= 4.426\n", - "train: 8300 loss=-0.2305 val_loss=-0.1257\n", - "train: 8400 loss=-0.4046 val_loss= 0.007771\n", - "train: 8500 loss=-0.3791 val_loss=-0.5331\n", - "train: 8600 loss=-0.3371 val_loss= 0.4644\n", - "train: 8700 loss=-0.06009 val_loss= 1.061\n", - "train: 8800 loss=-0.01898 val_loss= 0.01321\n", - "train: 8900 loss=-0.7999 val_loss=-1.097\n", - "train: 9000 loss= 0.2256 val_loss=-0.1066\n" + "train: 81000 loss=-0.1231 val_loss=-0.441\n", + "train: 82000 loss=-0.7588 val_loss=-0.5596\n", + "train: 83000 loss=-1.447 val_loss=-0.7187\n", + "train: 84000 loss=-1.452 val_loss= 0.03446\n", + "train: 85000 loss=-0.4053 val_loss=-2.196\n", + "train: 86000 loss=-1.026 val_loss=-0.5255\n", + "train: 87000 loss=-1.18 val_loss=-1.591\n", + "train: 88000 loss=-0.6189 val_loss=-0.2184\n", + "train: 89000 loss=-0.7835 val_loss= 0.982\n", + "train: 90000 loss=-0.2503 val_loss=-1.158\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1347,244 +578,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 9100 loss=-0.01695 val_loss=-0.6275\n", - "train: 9200 loss= 0.1429 val_loss= 0.3768\n", - "train: 9300 loss= 0.108 val_loss=-0.2208\n", - "train: 9400 loss=-0.4627 val_loss= 0.3817\n", - "train: 9500 loss=-0.5703 val_loss=-0.3627\n", - "train: 9600 loss=-0.2133 val_loss=-0.5779\n", - "train: 9700 loss=-0.5141 val_loss=-0.7667\n", - "train: 9800 loss=-0.605 val_loss=-0.194\n", - "train: 9900 loss= 0.4604 val_loss= 0.5109\n", - "train: 10000 loss= 0.08941 val_loss=-0.4082\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train: 17100 loss=-0.4972 val_loss= 2.187\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 34\u001b[0m y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x,\n\u001b[1;32m 35\u001b[0m target_y)\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0mproducts\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mDefaults\u001b[0m \u001b[0mto\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \"\"\"\n\u001b[0;32m--> 166\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 167\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m 97\u001b[0m Variable._execution_engine.run_backward(\n\u001b[1;32m 98\u001b[0m \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 99\u001b[0;31m allow_unreachable=True) # allow_unreachable flag\n\u001b[0m\u001b[1;32m 100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "train: 91000 loss= 0.01111 val_loss=-0.5071\n", + "train: 92000 loss=-0.8187 val_loss=-0.5373\n", + "train: 93000 loss=-1.51 val_loss=-0.8606\n", + "train: 94000 loss=-1.489 val_loss=-0.04642\n", + "train: 95000 loss=-0.4914 val_loss=-2.129\n", + "train: 96000 loss=-1.122 val_loss=-0.6488\n", + "train: 97000 loss=-1.238 val_loss=-1.619\n", + "train: 98000 loss=-0.6839 val_loss=-0.2788\n", + "train: 99000 loss=-0.8457 val_loss= 0.7723\n", + "\n" ] } ], @@ -1638,23 +641,25 @@ " )\n", "\n", " if n_iter % PLOT_AFTER == 0:\n", - " test(model, dataset_test, writer, plot=True, global_step=n_iter)" + " test(model, dataset_test, writer, plot=True, global_step=n_iter)\n", + " \n", + " test(model, dataset_train, writer, plot=True, global_step=i, seed=n_iter)" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T05:07:42.329572Z", - "start_time": "2020-02-01T05:07:40.964521Z" + "end_time": "2020-02-01T10:44:06.538750Z", + "start_time": "2020-02-01T10:44:05.165756Z" }, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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yazVNpYJFr+xDxOMXDpaxy7To2L+vP7cmYzMzDJdcKcx+S4qVPagr3f8ES78SLh4gZB+ejrugdk/T8mPV2NlfIOzIFfbk+dmf7+dAgfW1P9/62lf4dbBAOKyfCpSqMr2yDwG/WGHmL8ym7776AoBzz+8FwIqPYOwIQ0G+4ZohwtMvCZVsqg0pVxOY9abQuWUqbndgp2k9PP25arVV4K/sEcUD3mkTnAYi7QaHAYcNDNZ5uj4Bvxx9hoj1y8XrF4q2AtgN2AzYMDhs4DAQYQOHTT9hqMZFr+xDoGjdOYDP5+PO0SO4ceDlbPpxI8s/hKShVtAPv1mYMbtmQW+AeIehdZShfbShXbT19yZOg7MG/7dtNvB4AqvQGcrTtDx+yPVZ8wGrf9rMmNuSad60CTFOO8c1b0JycjJr/7eZDLdwyGN9KsjxCm6/VdMn1ytMfeABEm8YRIbb+qW8K0/4z4ZfGH3b7bhcLmw2Gy6Xi+TkZNLTS09CK9UQaNgH2SF38YO7sw8f5k8X9eH4kxL4bVdnxo4weDyGm8cJj/5TKixmVhmX09A+xtA80hBtNzhsBqfN+nvTCEO7aBvHRRliq/l5LjbACp2BnKZV21Z8vIz+Pc9k4dw5FU4c79qxnbNOaM1LzzzNvr17eOivk3juqUdZveorDmdmHnmty847k9RX55BV+FpZWVnMnj2bM844g2+++Sbk359SNaVhH0R5vqMTskWaNGvG9Jdf4+9P/ZfbhjtwFxhG3ipMeUKqVecGrGGHttGGZhEGeyUvEmk3tIy00T7aEFfFte/X3jACRwAVOss7TStYtm1JJzlxCHm5uXhL1Hrwejzk5eaSnDiEbVvS2b1jO4d+/531339H4pWX8toLzzH0pjHccsdduAsi+H5VOrePKPu1PB4Pubm53HvvvcTFxemVvmpQNOyDxOsXDhSUPYH4/SoYM9hGfp7hhhuFh6ZVL+gN0CzC0DbaRkQVx5gdNkOLSEObKIM9wKfeeuddAVfoDKVZz06v9LSv/Lw8hl3RD5vdzmVXXcukKY/Q4cS+NGvRlbXfXU/KU3fTvWMs1/e7jfy8gkrbzMnJOXKlv2xZ2ctNlapPNOyD5GCBsDW9+OajU5pHc8UFfRh5zXpycwzXDRMee7Z6QzdRdmgXbXDV8BzYKLvhuChDZAB9OKFjAjNTF1kVOkuFvhOI4frhi8pddhks7745v9RVeEkiwu4d22nf4QSuG/42ySM68emyKWQc7M//Np5F1mFDVNQaYAXgq/C1ihRd6Q8aNEiv8FW9p2EfBIfcwrIPS48he9xuNq77nNycCzj3/KU89YJgt1fttW0GWkYa2kTZam3FiMNmTeJGB9CXPpcO4MNVaxk2+tZiFTq7dLsC+I75cy7nw/dqpVsBy6nC0Y633tCM24bZ2PSTof3xLbnz3qeY81Zrvk338+O+P1arfY/Hw4wZM6r1XKVCRcO+lhX4hPU/by53DNmSy4a1g9m1vWpXg3EOa3VNbBDqzNiMoVWkISqAwD+hYwIPT3+ODbsz2Jrl4W8PP8GP65dw9nkvI2K48ybDkkW13sVyBTpxDC5+WBNLy9bCQ0/7Wb5GuOt+4eIB0LqNdfRiXHx8ldv3eDy8Pm+eloJQ9ZqGfS3yizVOH8gYclU2H0XbrQnYFpGVT8DWhCkM/ECGdI7VpdtZREVHc1rXfG65Q3C7DRNutvHCdGtte7Bde8MI7JV+RHISGZXIXx/y8/kPwo1jKbOwXCCT0GXJzspmd54e3qLqL91UVYt+d1ubdQIZQw5k85HdQPMIE9KKkTZjaB0F+/IlgA1OljO79+C/v+4lOiYGEI5rLzxyr40nH7CxcZ3wRIoQV/UL5mJ8Pti6GTIPWWv+o6IhOhqcEXDSyb3x+V6s8PnOCCcffDGRUzqXfX+MHWIdhin3TOadN16v9P9fSbFxcfgKi77F+aBZhJZ+UPWLhn0tyfUKOV7r74GOIVe0+SjOYeosMIoCf3++VbQtENExMWzbks6sZ6fz7pvzgWwgjg/eTuSrz+5i+OgE+l8rdDkjsKMU3W5Y8y18ucLw9eewYR3k5RY9MR2YBqQeaQe6A2uw1ih5j7yO3e4kItLJzNRFnNK59MRxrIPCDWfWa3c6+WTS0tIYNGgQHo+n0k9oFicOZyLpmyChk1X+Ic8HraOo8ioppYJFw74WiAiHjql7ExsXR3ZWVqXPK2vzUaTNWk4ZGeh6yCCxGUOrKGtVUW4Ai1NWfLyM5MQhuAsK8PmKnpAFzOb3A3NJ+UcaKf8YwPEnCWecDW3aQkQkOB3gcForknw+yMsz/LwRvvkCcnOK/wzadxAio5exdfNgxO8BPMe0sw5jnLRsfTGHM/+DuyCb2Pg4Bg5N5JbxE0utELIBLaOsDWclDRgwgPXr1zNjxgzmzp1LdiW/vI1xcOj3Hlx1oeGRZ4TrhlmlGvbmCS0itZa/qh807GtBtteq217kqsEjWPDKHI6GUWklNx85jXWMX30KBivwDRluq8xAeY7d1FSaFcp2xyBcrnVs33oy27eWfEzZ3/MpnYVefa3Km2f3gKzD6fTvORjxl92OiIfsrBV8/G35VTfBCvrWURX/Qk1ISCAlJYWUlBSWLVtW5pW+w+HAbnfg8RRgt99Jbs6V3HVrC376QfjbIwI2a1inJQRlUl2pqtCwryGR4rtkReDg/snA61QU9kWbjwxWyMc7jlbArG+aRRgMlNoNXCSQCWljPFxx3QwGJT7Hll/gwD7weMDjBo/b+r5tNoiKEdq2hwt6W1f/x5r+SOAT3+XNhRgqD/qSjr3SnzdvHllZWcTHx5OYmMiYcRO5a+IdNG3WnBM67uC5J29m1rNt2bP7BZ5+yTpdrGhznQa+qkumvpaJ7d69u6xevbpaz125ciW9e/eu3Q6VI8sj/H7MEE7KU/D0VBvOiPcwZih+v7fYZJ/D6cTptMaQL+s/gJaRR8eL67tD7tLlHwC6tm0a0LBVnMvFht0Z1W6/pu0UBX1UDYfISr6/st1etv+ew57fdnPx2acX3voQ3bqfxTufXnFkL0XLyOAsm1WNT00yzBjzvYh0L3m7Lr2sgZJX9e+nWUFvjHDPQ+1wF+TRpGmzYpuPho2+lQ9XreXqyy/nuKiGE/RgfQJpEVG6v7UxIR3Q82vQjg1oUwtBX5a4CAcJrVyc3KkTM2bPZcioe4G/s271NB6+x/Br4U7q45o30Qqaqs7oME4N5PqsiTiAjevhL7dbQXLf48IpnffTrHkLzrvgQmamHt1hZIAWDfgKL66wVPK+Y+rz12RCuiqq247DWFf0wfzFGmk3HBdt4/phifS7/DC7tv/KN1/czGsv/ot5swZhbP4jn/CKKmjOnTuXtLQ0BgwYELR+KVVEr+xroOiqPjMDxg435OcZBo8Ubhrro/VxbVmzfR/TZ79+5PHOwuqUDTXoi0TaDW2jDBGF755QVcMMZPNUyXaibHBcdGg+QUXYrMJyTZq4mP/BfO59+ATgGny+gnIraGpdHRUqGvbVlOs9eiDJEw8Ydvxq+ONZwpQn8rnojydzVa9zyTh4kKioKMDatNPQhm0q4igMtlhH6Kph3nrnXUSUte21nHZcTqvmTzB3HZcUYTO0jrQmtH9Nr7xejtbVUaGiYV9NRUsR//stLHjV4HQKM2YJriaRJJzambZ/6MC2rdYVW7MIQ6soW6PbUWkzVm38MzufXG41TIfDgcPp5MF//LNG1TDz8/IqrLrpcDqJjolhZuoiOiYk0DrKqu9fFyucIu1WaQtrc1nFu9I8Hg/PP/+8juOroNOwr4YCn1VKwO+HB+6ywuTWCXByZ5g36wWuvH4In3z3A2d270GryJqXIa7vXE7D9VdeXmY1zFO7dMXr8bBx3Zpqv76IMLDvBfx76fvlVt0cNvpWPv5mLddecTntosveLBVKsQ5TpWqcx56EpfXxVTDo0stq2JfvJ88HixfCpFtstG0vLF8jQC5ntG+O1+tl42+HOKllfFBWf9RXJZdmut1urr6wB9t/3cLnP2ymZevW1Xrdr1YuZ/iVl9DhxJP4/IdfMMZgM9bEq9MGkTZr/iBUu44DfX+5XC6yAphQLikmJob169eTkBDacwFU/aFLL+sBr9+qe5KfD09PtcLlrilCdIwVbsl3/42rB90QdkEP1tLMY486jIiIYO67S/nvtn3MTpnB+BuH4fcHWGznGN3P78WLc+fz9wcf4g8xNk6ItdEhxkbbaBstI23EO+u+vERZEhMTK53LKIuO46tg0LCvouzCGlvzXoZd2w2du1i1UACaNG3K5Pv+zpsL3gi7oC/SIrJ44Ldp245fftrIe4sWcNofu1VpDH371i3sSv+Z412R3DZqOGNuHFlrB7aEwuTJk6sd9vPmzQtCj1Q407CvomyvkJkB/3xiC5DMr1uacHJTB13bNuX+iePI2rWlXl5lhlKLSEOTY+Ypvv3qC3bv3MHWzZswxrBtS/HjGot+dtu2HJ2cjLLBO6+8wAXdTuf9xW/XxbdRYwkJCaSlpRFT5jGOFaus+JpSVaVhXwX5PsEncO/4D8k+3A2YTX6edeRgdlYWC16dxblnddMJNqwhnZaFSxD7DbiSvz70GFOnPccn/3qfy3qcUey4xuysLBa8Npve3U7l4b9MoFWkoU20jXZtj6N58+a8++67df3tVFtRXZ2bxlgTyoGKC/j0LaUCJCL18uucc86R6lqxYkW1n1uRA/l+efvfmwRiBCj3KyYmRjZv3hyUPjQ0bp9f9uf7ZFu2T978cIUYYyr82QGSlpZW192uUHXeX36/X3bm+CTxlrHicDgr/P6dTqeMGzeu9juuGoyaZBiwWsrIVL2yD5BfrCPn/u/OGVRUzRJ0gu1YTpu1Fr9DjOGTdxYilaz+stvtLF++PES9Cx1jrHX/t955F86Iiod0RITRyXeGqGcqXGjYByjPB7t2wc8/phJI2OsEW3HGGN5c8Ealj/P5fKSmpoagR6EX4zCcevLRjWHGVjz07Q6rVJXX6+XbNesYMzYZl8ulxdNUrdCwD1C2R5j7ksE6Bi+Ax+sEWymB/kwa88+uaYQ5ujHsplux2VyADWeEi+E3J3HPQ4/S/+qBTE66iddfmU1W4byGbrpSNaVhHwCPX8gqgLRUsM47rZxOsJUW6M+kMf/sIu1WPaETOibw2LPPsXhFBna7F6/nEFde9xyXDxzMZ//+iLzcXC2epmqVhn0Asjzw6TI4sM/gapJY6TI6p9PJyJEjQ9S7hiOQTUbh8LNresyy1G7nwLi7QcRw91jDzGnTcbvdFT5f54QaL78IXn9wqhpo2FfCL0KOV3hzrvUPNDFpUkCBNWnSpFB0r0EJZJNROPzsHLbi9ZLG3yN06Sbs+NXw9hvz8Xm9FT5f54QaJ58Ie/OFCo57rhEN+0rkeOHXrbDyY4iIEG4Zl8Cs+YuIiYkpFVxOp5OYmBjS0tK0rkkZjt1kFO4/uyZOKNoMHBEB014SIiIEr0fnNcJRUdC7q15NJGAa9pXI8loTsyKGqwZD85bQ2hXLu+++S1JSUrHVEklJSaxfv15PHqpA0SajcP/Z2UzxXcadu8Kk+4VA54Ri4+I47AneR34VOn4R9uUfPR8jWBrdsYT+Wqzime8TMjJhUeFhU6OThRi7MP722/jll19YuXIlKSkptdZeuEhISCAlJSXsf3bxDjjsOXq0ZdIEeOX5RPbvnU1Fy3uNMVw84Coy3EIG4LQJUTZDpB2i7TS6cxMaMxFhf0Fwr+iLNLorewG8tZT3WR7h7fmQddjQ43yhazdwuHPp1asXnTp14vzzz6+dhlRYMsYUm6y122HWwkkYU/mmq2VL3mbFx9YSTI/f+gR6oEDYkSvsy/eT79Mr/obgoFvI94WmrUYX9gB+sY4NrAmvX8j2wGsvWv8YRycLUXZo5opnzpw5/Pjjjzgcje6DkQqxOOfRs3wBzjw3gUefWQREV/i8gvx8khOHFCseVyTPB3vzrdD36DBPvXXILeRUPBdfqxpl2AP87pYaDelkea1J2a2bDe07COf3zqZfj7N49NFH8fv92GyN9kenQqxZRPFhl+FjBtCrz7VAxcMxHo+H2SnPlHt/ng9+yxMO1fDfgqp9Od7iB/2EQlATyxjTwbgTGSIAABtoSURBVBiTZozJNMYcNsa8Y4w5PphtFvEJZFS8XLlcfhE2/LyZ+yaMB1zs2mHnvFOOY8MP60lLS9OgV7Uqym6IsRe/be3qD7AGJcvn9XhYvLDi0hICZHqE3XlClkdDvz5w+4WDBaH//xC01DLGxADLgc7AjcBI4BRghTEmNljtHivbK+RVY+xy8QfLuKTHmfy2azaQBQj5eXnY7XZ++ukn3a6ual2zCFPsOj7Q82tzsgJ7nE+sT7u7cvVKvy75RTiQL5X8Gg+OYF6i3gp0BK4VkXdFZAlwNXACcFsQ2y3mYIHgq8Ib+5fNmxk5dDAF+bmUXBHh8/koKCjQ7eqq1pXcaBUbYMmI2PiqlZbwY13p78q1rvRVaP3uDt6mqcoEM+yvBlaJyOaiG0RkK/AlcE0Q2y3GJ1TpI9OTT0/H49YSxir0mjihKO+vvWFEpWU5bHY7A4cmVqstP1bw7M3361V+iGR7QjshW1Iww74LsKGM2zcCpwex3VLyfHA4gF+nPhHefCMVr1dLGKvQM8bQItJK+1vvvKvS0hJ+n48uZ1xZozbzfbAnTzdnBZvbL/zurtufcTDXDjYHMsq4/XegWVlPMMYkAUkAbdq0YeXKldVqOD8nm5+/+bzU7U5bxesbvBL4WGlWVla1+6catuzs7KD+v/eJ9XXf/Q/w8NQH8Xo8+HzHLsZ2HPnz3vFZvPJcNr377OPCi/bTunVBtdo0gKOSfx+q+jz+yqbbj9pis3Kott9jprKTg6r9wsa4gekicm+J2x8B7hWRCn/RdO/eXVavXl3ldn0ifLriM04978+l+wS0jDTEOIq/pTdv3sxj/5jOWwtSyc7KCqgdl8tFZmZmlfunGr6VK1fSu3fvoL2+FG6fz/fDti3pzE55hsULU8nJyiY2Po6BQxM5rWsiq77owvJl8WRn5Rc+M5quZwr9rxYGj4Q2bavWrt1A6yhDhE0jvzYdLBCyA9j3k5ebS3RMDK2jDN/857Nqv8eMMd+LSPeStwdzGCeDsq/gy7viDzoB9hdYm02yPNZKnXfeX8oZ3box79XZAQd9OJThVXXHGEPLKIPdWHXvH57+HBt2Z7A1y8OG3Rk8PP05ht98Hs++Esdbn/xMi1ZdsGrquNiw1s7TU5vSs9N4br1hC5t/Drxdn1BYjEuHdGpLrjewoN/040ZOax3PotdfCVpfghn2G7HG7Us6HfgxiO1WKs9nTU599+NmEocOLvOgiIqEQxleVbfsxtAq0lQ6rPLCtKkc3L8VY4OiZcKQhchsPvlXNy7p/iH3jjf8tiuwdv0C+/J1DL82eP3CwQDH6dd8twqAV2Y+h98fnEI5wQz794CexpiORTcYY04ELii8r87NenY6niqGfDiV4VV1K9JuaBVVftxv25LOJ/9aAoCUCggPkIvIYBa+toULuxjuSjL8vLHydn0a+LXC2sUf2GNvuHEMS7/+L4s+Whm0TZvBDPtZwK/AEmPMNcaYq4ElwA7gpSC2G7B335wf8BV9OJbhVXUv2m5d4ZclkIsVu8PDCR2n4/fDO28YLjvPxujrDV9/DhVN13kKh3Q08KsnxyvkBVDgbMsvm7h50FV8uOQdTv9jN1xNmgStT0ELexHJAfoCm4B5wHxgK9BXRIJ28sL334PHU/kE0+KFqQEfAGGz2cjMzCQlJUWv6FXIxTgMLSJKv6cDuVjxeT0cPJDKynXCqCQhKlpY8ZFh2OU2ru1t+Ozf5T/XK7AnX7SYWhX5pPJllnt27+L+ieMYf+Mwln+4lE+Wvh/0fgW1yIuIbBeR60XEJSLxInKtiPwarPYOH4ZLLoZRI3ry/NNw6PeyH7d29bdMThpd8aXNMRrzAdiqYYhzmlIF06pSUuH4k2DqdOGrn4RJ9/lp3kJY973hxmtt3DfBkJ9f9nN9hYFfoCWTA3bITaXDN9988Rmps18kLt7F/z36FIm3jA16vxpVRa8dO+D44+H3g5H840Ebf+ps+Nt4w3dfwe6dO/nwvcXk5eZyxtnduWrQWOLiuwF6ALZqGFwlAr86JRWat4QJf4MvfxL++pAfp1OYP8cw8ipT7sWRv3BIR2vkV87tD2z1zR/P6s5fHnyUm8aOI2nCZM4697yg961RhX2XLrBmHTz25DouvFjIy/2JBa89xeBLD9O/5xuMGzWSgX3v4rqLd7BkUQrZWW8SSNjryhtVX7ichpaRBhuBlVRwOJ1lllSIjoHkybB4pXBcO+G7rw3X9zPs3F726wiwXwO/UocCXH3T8ZROjLv7Xi4fOCjIPTqqUYU9QH5+HinPXsG0l3+j65ljgXtp0uwjDh/6Mz5vP/634UTWfteEyCgYNroTz8xZRHRMTKl/NLryRtVXsQ5D22jDhEmTKy2p4HQ6uWX8xHLv79oNFq8QTj1dSN9kuKG/Yce2sh/rx1qlk1NbR8E1Mvm+yidlU2e/yLxZL5CbkxOaTh2j0R21NOGOO9i9axd33Dic4TcP5/tvTmL4zcfjLjiP/377LnY7tG0PfS4TXE0ABnDWuWuZk/IM7xZO2sbFxTFy5EgmTZqkQa/qJYfN0P30k3nrrbcYMngwbo+n2GStw+nE6XQy5fFp9DunC2PumMS9Ux8v87Xatoe3PhFuHAhrvjUMuxwWLhP+UMbJEwIcKBAKfNA0Qs+7PVZmJVf1brebGY88yMED+zml8+n0vPCi0HSsUNDKJdRUdcsl7N6zhzFjbmHUuEmcf1GfgJ/XLKJ4iVmlyhPscglVlZ6ezowZM5g3bx5ZhRcr1w5N5JbxE4mOjaVHQntatTmObzfvJOvwYWJiY8s8UvNwJoy61rD2O0OHE4VFHwlt25ffrtNAi0hDpF3/3eT7hL355Wdp1uHDfLni32QeymDTTz9y/+NPY8r5RdkQyyXUiTZt2jBp8t1VCvooOxr0qsFKSEggJSWFzMxM/D4fhzMzmTUzhdM7JdCqdRtmvbmYlet+5n8bf6Bnpw48dt9fy3wdVxN4/V2h2znCjl8NI6407NtbfrtFa/Fret5zY1DREYNer5fR11/J2BGDcbvdTHliWrlBH0yNLuyrym6s4mhKNSaRdkPLSBvtY2xcd801xMfH8a+33yLe1YRTT+/CLz+VXbEk42A6nU5PxmZzseUXOz1Pacrdt40r82BzOFpvKpwDP98n5FcwVm+z2Wjd5jgArhkyPES9KqMfddZyPWCAVpEGu447qkbKaTM0jzT8Idpw6kkd8Hk9fPfVF1xy7h+5edDVdG3blJPiHXRt25TR11/FZT26sXjhHPx+q86O359F2vw5XHbemaz4uOzjOLdtSee225NxuVzYbDZcLhfJyclhc5pbZStwbDYbM1MX8b8DOZXukN2wDpJuBp+v9jMprMO+VZSON6rwYIxh+A1D+GH9ehI6tANgxUdLyc7KQkTIzspixUdLyc/PK2NXrof8vFxuHz6k1BX+io+X0b/nmSycO4eswtfKyspi9uzZnHHGGY3+vOYcr1AQYN2yqKiocu87nAkP/sVw9YWG1NcN771XxfrUAQjbsG8ZaYjWoFdhpHnz5uTk5PDcs88CVt38qsjP9zD9kWeO/Pe2LekkJw4ps2qsx+MhNze3UZ/X7Bcho5Kr+n8+/jDzZr3A4XLOvhCB99Og3zmG114wGAN3TBAuu6yCyZJqanRLLwPRMtIQ69CgV+Fn2rRpVar0WpyHJYte4YqBo9iw7l8c3L8Pt9td8TMKz2tOSUmpZpv112GPVU6iPHm5ucyc9gQF+fn0v/o6KDGEk74JHrzb8J/lVhad1UN49J9C73MN3/wngCpqVRRWYV/eSVVKhYvU1NQahD1APknDegIQERGJz1vxCdoej4eXXnqJXr16MXTo0Bq0W794/VLhudbff/M1nU7rwtRpz5K+6WdatWlz5L6cbHj2ScMrKVbRxibNhHunCjfcCEGqbgyEUdg7bdAiQsfoVXgLtNJreYyJQCQVY97A7V4S0HO8Xi/t2rWrUbv1ze9uKfdM2ZSnHmPaww9w7vkX8vqSZUfG6kXgvbfgsfsMe38zGCMMvUn4y9+FFq2C3+ewCPsmTkMTJ3WytlWp+iQuLo6sAI/fLMnhdHLDqFuIiBzEqzMHAy6s07Eql2MieejhR8jNzuKJJ55o0P8WcyupVd+t+7lcdMlldDnjrCNBv2EdTP2r4dsvre+72znCQ9OEM0ttfQqeRh32Tps1bKMHKCtlSUxMZPbs2dUaynE6nSRNmMgJHYULegvjRiZSUDAb61Ssstlsds49vxdeDA8+MIXu5/2Jwzm5xEZFYrfbG1zoB1Kr/sK+l/CnP/fB4XDwazpMe9jwfpr1fTZvIdwz1ToQPphDNmVptKtxXE5D2ygNeqWONXly5cXTSnI4nUTHxDAzdREndLRqRfW7HBYsm4TNVvFrRUZF8tTMWezeuYPIqCiG3HgzG3fs4/wL/8w7ixdX+/uoKwcLpMJJ2SIZBx3cN8HQ7xwr6CMihDHjhRVrgz82X55GF/YG64q+WYRpcFcNSgVbQkICaWlpxMTElAp9p9NJVFQUV1555ZENUnEuF8NG38qHq9bS59Lix3Ge3SOBWYsWYXfEULJUeMlfEOdf1JdFH61kyKib+ej9JXy36mv+MeOf3Hxbw9mMlekuf/hGRHh15nPc0L8vT0zZQN+zDPPnGPx+GDxSWLFOmPKE0KRZaPtcqpP18eucc86R6lqxYkW1n6tUZRrD+2vz5s0ybtw4cblcYrPZxOVyybhx42Tz5s3FHufx+WVXjk9+zS7/a+W6TfLHs5MFXAI2sdtdcv2IZPls/aYyH792+365fsQoiYqOFofTKVhVFwQQp9MpMTExsnTp0jr6yZQtx+Mv9/v//Idf5OEZKcd8H/8UEOnb3y+ffFfxz66sr1yvv0bvMWC1lJGpje7KXilVuWOLp/l8vnLPWHbYDK2jDM4KkuLEhATe//w5Xl6YQas2Xny+TD77OIXfdpVdHjzzUAZLF6eRn1d6t2593Izl9gsHCsofu1myaAFTJo0nJnYk8AMtWo5j1pt+XkkTTjktdP2sjIa9UqpCDpuhTSWBD3DplfDRN9bk7YH9VtXMh+8tfdzhrGenVzpBXLQZq655/cK+/PKXWQJ43C1xOM8jN2cA3c7pwkffGi65ImRdDJiGvVKqUnZjaB1pqGybSvOWMPddYexdgt8Pc1IMfz7D8NIzHDnU/N0355dRf6c4j8fD6/Pm4a3s5O4g8ouwr4IJ2YyDB7l77AO89uLleD2r6HnhUOZ/ILRsHdp+BkrDXikVkKIr/MoC3+GAe6cK738h9OojHD5kePx+G33PNLzyPOQEuLErOyub3XlCpluqXMenNhwsEDwVFDm7+/ZppKU+yuHMZPpdLrz2jhAXH7r+VZWGvVIqYE6bdf5ttL3yx3btBvPeE+a+66dzF2H3TsPUe2yIxAXUVmx8HAIc8gi780J79m2GW8gtZ+WN3w//eNDw6dJE4Er6Xz2FF+YLUdEh6161aNgrparEbgyto2y0DGBYxxi4qB8s/Vp4eaGfc/8kQCIll2qW5HA6GTg08ch/e8U6+/a3PD95gSx0r4FD7vLr3hzYJ9w0MJfnnzbY7V2YOm0JL77RgypuXagTGvZKqWqJdVhX+VEBXOXbbNYE7lufCDNTJ2G3V5yOdrudW8ZPLHW72w/78oW9QQh9vwgHCvxlHjHodsO8l+His7/n809bExF5O6++I4y6rVa7EFQa9kqpaiuauI2tQuGVy69NYPZbi4iKjsFWKvStjwpndj+PWc9OL3aS1v0Tjx6PmF8Y+rty/WS4hXxfzcb1c7xFQ0VWnf77J4470vapLZty9gnjmXLXVjIPrQUKGDg0kj9fXO3m6kSjro2jlAo+Y0xhDSrhUAXVII/V59IBfPTNWmanPMPiBamFk7ZxiFwDFPDtlx/w3Vdf4fdbq3ays7JYOHcOb7/xOjNTFx3ZzesVOOwRDnusK9couxBltz5tOCsplSJijctneY6eNrXi42UkJw7B4/EcWTFUkJ9FQf5sjJnLuLsXcdnV3/CH40+o3g+rDumVvVKqVrichnYBTt4CnNAxgYenP8eG3zLYmuXh54MZTJ4yBWM+QCT3SNAX8Xo85OXmkpxY+nhEAD+Q67PKD+/OE3bk+tmX7+eQ25rczfEKWR7rF9L+fD87c63NUgV+62p+ws0jGX3dlWWevAUeRHKZ8/wQXE2a0KxFi+r9kOqQhr1SqtZYO25tNI8wVQ6XiAjY+9t07I7K1+DPTnmmwscA+AXyfJDpsUL9QIFVsTLTY13RF62qLDpH9723FlT6moG2XR9p2Culal2809A+xtAsovIVO8cKZMOV1+Nh3sszS43jV8ex5+gGMubv9XhYvDC12u3VJQ17pVRQ2IzB5TS0jzaF5z5XHjiBbrgCaxx//itzuOTcM3n/rWVV7p/fDw/fM538vKrV9s/JqtlpX3VFJ2iVUkFljBX0sQ6DRFhDKNleocBHqcnc2Lg4sqtwkpb4PbgLPNwxeggPTF5H564JnNIZTkgQjmsLx7WDNu2gZWvIPgy7d8LWzbDmW8OyJbD3t/lUdPhKWWLjA9sUVt9o2CulQubY4Afw+K3ljllewS9w7Q0jWDh3TqVDOaV5yPj9Gb7+PIWvP4eiJZyVq9pVesnNXg2Jhr1Sqs44bYamEeByQrYXbp9wF2+/8Xq1wj42bh4prz/LLz/Bzm2GPbth72/W14F9EO+CNm3hpJPh5FOh3xXCiCur9knC6XSWudmrIdCwV0rVOWt8H87vegoL33yLYTcMxn3MWvdA5OZk0+dS6HMplB4gsmzbks5LzzzNnOfnk/KPXBwOB8aYSidnjTFERUcXO5qxodEJWqVUvXL1lZezfv16bktKwuVyBfy86JiKK5EVLbFcOHcOuTk5iAgejyegVTgjRoxg/bp1DL/mclpFGppHWCuNmjitSeh4hzU8VVnN/7pUj7umlApXx56kdfvttwd0SPopp3UBrJ2xPp8Pt9vNy/+cxo8/rCu2xNLvK6ecZQlOp5OYmBiWLl3KvHnzOPnkk4mwGWIchvjCkG9aGPrNIw0tI220i7bRLtr6JeCoZ0dga9grpeq1yZMnVxr2doeDO++5j907d9Cz0/EsXZzG96u+4rH7/sqkMaOs07HcFQ8JGWNwOp1HDj9PSkpi/fr1DBgwoMLnlWTNQxjax9hoFWntKA4kaK1yD1RpX0JV6Ji9UqpeS0hIIC0tjUGDBuHxeMo80vC2225jxMCr+MdTT7L3t918u+Jjku+YQOKNN5Fw8ilMf+oJvN6Kw15EiI6OJjMzs9b6HuOwPgmAtfLI7QePH3wCgmDDOu4x0g4RldTyqSkNe6VUvTdgwADWr1/PjBkzmDdvHtnZ2cTFxXHhhReyadMm7hg/nki74ZK+fej81ltcddVVREZG0vO1V8nNzeWhKfcF1E52FTZ1VZXTVvIc39CO82jYK6UahKJx/JSUlHIfc95553HeeecVuy0mJga73Y4vgLH6uLiGuWEqEDpmr5Rq9EaOHInDUfG1rdPpZOTIkSHqUehp2CulGr3777+fiIiICh/jdDqZNGlSiHoUehr2SqlGr2iSNyYmptTKnqIllmlpaSQkNMwNU4HQsFdKhYWiSd6kws1aNV1i2dDoBK1SKmwEMsnbWOmVvVJKhQENe6WUCgMa9kopFQY07JVSKgxo2CulVBjQsFdKqTCgYa+UUmFAw14ppcKAhr1SSoUBDXullAoDGvZKKRUGNOyVUioMaNgrpVQY0LBXSqkwoGGvlFJhQMNeKaXCgIa9UkqFAQ17pZQKAxr2SikVBjTslVIqDGjYK6VUGNCwV0qpMKBhr5RSYUDDXimlwoCGvVJKhQENe6WUCgMa9kopFQY07JVSKgxo2CulVBjQsFdKqTCgYa+UUmFAw14ppcKAhr1SSoUBDXullAoDGvZKKRUGNOyVUioMaNgrpVQY0LBXSqkwoGGvlFJhQMNeKaXCgIa9UkqFAQ17pZQKAxr2SikVBjTslVIqDGjYK6VUGNCwV0qpMKBhr5RSYUDDXimlwoCGvVJKhQENe6WUCgNBCXtjTCdjzD+NMeuNMdnGmN+MMe8ZY7oFoz2llFIVC9aV/aVAH2AucBWQDLQCVhljzglSm0oppcrhCNLrLgSeFxEpusEYsxz4FZgAjApSu0oppcoQlLAXkQNl3JZpjNkEtA9Gm0oppcoXsglaY0xzoCvwU6jaVEopZQnWME5ZngMM8Ex5DzDGJAFJhf+ZbYz5uZpttQRKfbpQqpbo+0sFW03eYyeUdaM5Zli9XMaYfsAnATTymYj0LuP5fwMeA8aIyCsBvE6NGGNWi0j3YLejwpO+v1SwBeM9FuiV/VfAaQE8LrfkDcaYsVhBf38ogl4ppVRpAYW9iOQC/6vqixtjRgIzgWki8mhVn6+UUqp2BG2C1hgzEHgVmC0idwernXK8HOL2VHjR95cKtlp/jwU0Zl/lFzXmz8DHwEbgDsB/zN0FIrKm1htVSilVrmCtxukLRAJnA1+WuG8bcGKQ2lVKKVWGoFzZK6WUql8addVLLcimaosxpoMxJs0Yk2mMOWyMeccYc3xd90s1DsaYQcaYt40x24wxecaYn40xjxtj4mutjcZ8ZW+MGY+1SWsu8F+gKfBX4Eygl4h8X4fdUw2EMSYGWAcUAPcDAjwCxABniEhOHXZPNQLGmFXAdmAJsBM4C3gQaxXk+SLiL//ZAbbRyMO+JXCwREG2JlgF2d4XES3IpipljJkATAdOFZHNhbedBPwC/FVEptdl/1TDZ4xpJSL7S9w2CutC9WIRWV7TNhr1MI6IHJASv81EJBPQgmyqKq4GVhUFPYCIbMVafHBNnfVKNRolg77Qd4V/1kpWNeqwL4sWZFPV0AXYUMbtG4HTQ9wXFT4uKvyzVrIq7MKeAAqyKVVCcyCjjNt/B5qFuC8qDBhj2gNTgX+LyOraeM0GFfbGmH7GGAnga2U5z/8bMBwYf+xHcqWUqi+MMXFYE7VeYHRtvW4oSxzXBi3IpupCBmVfwZd3xa9UtRhjooH3gY7ARSKys7Zeu0GFvRZkU3VkI9a4fUmnAz+GuC+qkTLGOIE0oDtwiYj8UJuv36CGcaqjjguyqcbhPaCnMaZj0Q3GmBOBCwrvU6pGjDE2YD5WqZlrRWRVrbfRyNfZa0E2VWPGmFisTVV5HN1U9TAQj7WpKrsOu6caAWPMC8BY4FHggxJ376yN4ZzGHvYPAn8v5+5tInJi6HqjGrLC0ggzgEuwVnN9CkwUkV/rsl+qcTDG/Eo5xwkCD4nIgzVuozGHvVJKKUujH7NXSimlYa+UUmFBw14ppcKAhr1SSoUBDXullAoDGvZKKRUGNOyVUioMaNgrpVQY+H/vVM72bOE7GAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1714,18 +719,94 @@ } ], "source": [ - "for i in range(5):\n", + "for i in range(3):\n", " set_seed(i)\n", - " test(model, dataset_test, writer, plot=True, global_step=i)" + " test(model, dataset_test, writer, plot=True, global_step=i, seed=i)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T05:07:48.898112Z", - "start_time": "2020-02-01T05:07:42.333019Z" + "end_time": "2020-02-01T10:44:07.754247Z", + "start_time": "2020-02-01T10:44:06.544009Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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4d5ltbApit3acS9gzLwe2+sXAXtwdHefW5uh6xbLf/zHGRbb9W/6F7BIoZFkMw+j6TX1D1EJOpfadzSWToX3k43vsqhuiLryXGjvthFmfsM9+/gu29ZVX9m5jJIfvduvs+j26y93jGwI7/4JdlkhcYdIMk9rtY7NCO2X2PEsm+39/C3UmNxLi3tA2Gq8BbBNdQFnFGWXTPeztl/cssVX1gV1YvcQOPewiSyT+e28lkEg8ZJLs0MNm2oLfBfbYC1E30ISJUT/+k3Vb9g59u+iSS6ysrMyee+65vcexdu1aW/n449YZRheB24PQLp03dGOgjz/+ePvDH/5gHUH88e+VmYztbIsqjKaO0Dp7jeDo7yLbuHHj7MwzzxzWLoHhKIstnVFX3xP1gX3/3wI74eTQksl9YeBcaNNmvGCJZMoqMgfas1t32o7W0O5dHPWT9xWayWTSbr/99oIedxBG3ZTdFf+arYF99ZuhjSsPTWo26WiTZN/94b22sSmwR9euH7LRWaPBUI5G61YsAfCQpD/1MX+FPL8InO8oG5dIm7TBpB92tZAvs5NOC+1HNwe2/LFNNvPDH7W5l9TY1j2BbW8NrKE9tOnHHWeHHXaY7dy5c+9+586da5Js3rx5Q3p82abeF66GsrVTTH2/w1UWO8MwepxFV2X69ObA/t/PAjv1U6GVlnWHwUaTltq0GaFd/A/rrSzHRXdJAw6B/s4swjAa/dU96uyFNwL7lx8FdsABm0xqM8ns9LNDu/k/H7f/euBh29TYaQ3t0T0Pvj0pdazeB/B1RUM+J/eYd5SkDkmX51p/tAdAXx+OSy6tsaee22BfqZ4XY6hbzylliUStfeiEp+y8L9xkv1n6hG1sCuyV5ugOxpaY45yDILDm5mZra2vLuWy2Qhm3G6evirwQrZ1iMNxlsTOMzox2tO4bAPDsq4Hd+IvAzjgvtPT47jCoMSmR870qKSnJ+2+eq9L6z3uW2MamwJ5/PbBrbwns8HeGJv3apAqbdMT37O4H9wXZjtb9z/KKKeCHw1D+vsUSAOMl1Sm6+evTks6W9IykFyVV5Fp/NAZAGEZdKPcs7nt4WjKZspJU2lyiNO/WdEVlxl7uauH31S1SCNkK5YMPPjjginwstu5Guiy2B1Fre1tLdH3nr9ujUWAlJfGv5VTX1Ga9M7Z3Y2b8+PE5r8OUjUvb2Z/ZYBWV+x62dviRD5ok+/Rn/85eauy011oCa+vnblwMTFEEQHQcOlLS3YoeA9Eo6V5JR8VZd7ABUMgLX0GvG6y2tewbd//A4/FOu/Od8hkGNhwGU5GPtdbdSAdAT903/+1qC/O6ezqVytgPfhLYsj8FtqUh6kZs7Qxt6dK+GzO5pxKT3mbSx+24qtB+fGt0n8mSP62yrc2BNXdS8RdK0QTAYKZ8A2Con1sThNGDodb+dYNddGmNVXQFSUVlpX3x4nm2fOV6u++RqA/20q+H9onTw67T3KG5Yan3VIyPBh5rFflAFVMA9JT/85P+1qSNVloa2nEzQzvz/HWWKh1cY6Y8XWEv7u6IRp/tCWx3u3/PNhpu3gXAQJ9b092Sb+q6g3ZHa/S4hJf3RCNpbvzFEisbl+7jm4FSFt2UtGzv6W007TSpfMgr/7E07G0sKtYAqKmpybusvXPyGz3K8/sGVW6dc/bsq2/a5j3RtaqBPI8H+csnAIr7jpEYen4zUFzt7R267FvXa87cG7XtVWn7a9K2V51ef03a9lr08/VX69XR8VlJfW23Q1KHnJujWZ98RjOqJmvqe6Xb/n2OnlrVMlS/2l6pVEqXXXbZkG8XY9vll1+u2267Led3CpSUlOj8z3xWcz73eZ0y+yDt2BXq6aekz33qBUU9uQNTUVmpqYdklEq43AtjRIz6ALjuuuv2+0q4XDo7O7T47l9q8d1fVvTE6rf3sdT1iir67MyaNWHCVfrOdxeqNOG0a+vpWvOXR2J9iUd5ebmcc+ro6Mh6/KlUSqlUSosWLdKUKVNybhPoacqUKbrtttt00UUX9btcaWmprr7qe3vL2EGHOh19uvQ5DfwLS1KplC6cO5fKv9jFPVUY7iluF9DAnxMfXR84+j3ftEsvC+27PwrsimvWWXk6YzOqTor9UKry8vK3HFc+Y9179qE75yyVSllpaak557ztTx+NirULqNvtt9/e56idkpKSfq+JDeY7GEbjcN6xQj5dAxjoc+LHjRtnM46fadff9FPb3R5dB1jx6GMmyao++MEBP6RprI51R3bFHgBmA7tgP5BvxRrNw3nHCq8CYCCtlGwXVYMgsF27dtnrr78ee7t9jc4Zi2Pdkd1oCICBiNOYSSaTVlFR4fUosGKTTwAkNMp98YtfVCq1/9Mv+5PtomoikdCBBx6oiRMnxtpuKpXS3Llz95s/e/ZsrVmzRtXV1cpkMkokEspkMqqurtaaNWs0e/bsvI4XGAlTpkzRokWLlE6n9/sspFIppdNpLV68WI2NjQqCQA0NDbrpppu4XjWaxE2K4Z7ingHk89yafFrgdOUgrrF6BtCN+z1GF/l0BtBfK8U5t/dnvi3wOK0fRufAB1OmTNFNN92khoYGWvpjzKgPACl7l0ttba3q6uoUhuGACi1dOQDGsoJ9I9hgVVVV2erVq7O+vmLFCs2aNWv4DgjIgrKIYuKci/2NYGPiDAAAkD8CAAA8RQAAgKcIAADwFAEAAJ4iAADAUwQAAHiKAAAATxEAAOApAgAAPEUAAICnCAAA8BQBAACeIgAAwFMEAAB4igAAAE8RAADgKQIAADxFAACApwgAAPAUAQAAniIAAMBTBAAAeIoAAABPEQAA4CkCAAA8RQAAgKcIAADwFAEAAJ4iAADAUwQAAHiKAAAATxEAAOApAgAAPEUAAICnCAAA8BQBAACeIgAAwFMEAAB4igAAAE8RAADgKQIAADxFAACApwgAAPAUAQAAniIAAMBTBAAAeIoAAABPEQAA4CkCAAA8RQAAgKcIAADwFAEAAJ4iAADAUwQAAHiKAAAATxEAAOApAgAAPEUAAICnCAAA8BQBAACeIgAAwFMEAAB4igAAAE8RAADgKQIAADxFAACApwgAAPAUAQAAniIAAMBTBAAAeIoAAABPEQAA4CkCAAA8RQAAgKcIAADwFAEAAJ4iAADAUwQAAHiKAAAATxEAAOApAgAAPEUAAICnCAAA8BQBAACeKkgAOOemOuf+3Tm3xjnX5Jx71Tl3v3PuuELsDwCQv0KdAXxS0smS7pB0lqRaSRMlrXTOzSzQPgEAeSgp0HZ/K+lmM7PuGc65hyRtlPQ1SRcWaL8AgJgKEgBmtqOPeQ3OufWSJhVinwCA/AzbRWDn3MGSpkl6frj2CQDIrlBdQH25UZKT9G/ZFnDOVUuq7vpvk3PuhX62N0HSfmcawAigLKKYHBN3Qdejmz77Qs6dKukPMbb3iJnN6mP9f5L0A0kXmdl/xD24HMe02syqhmJbwGBQFlFM8imPcc8A/izpvTGWa+7jYOYpqvyvGKrKHwAweLECwMyaJf0134075+ZK+qmk68zs6nzXBwAUTsEuAjvnzpW0UNICM/s/BdjFbQXYJjAQlEUUk9jlMdY1gHw55z4u6feS1kn6B0lhj5fbzOypId8pACAvhRoF9AlJZZKOl/Ror9c2STqqQPsFAMRUkDMAAEDxG/VPA+XBcxgJzrkjnHOLnHMNzrndzrl7nHNHjvRxwT/OuTnOubudc5uccy3OuRecc9c45ypzrjvazwCcc19VdPPYHZL+IulASf8oaYakE8zsyRE8PIxBzrm0pGcktUm6QpJJ+r6ktKTpZrZnBA8PnnHOrZS0WdJ9krZI+oCkKxWN3PyomYVZ1x0DATBB0hu9Hjx3gKIHzy02Mx48hyHlnPuapOslHWNmdV3z3iVpg6R/NLPrR/L44Bfn3EQz295r3oWKGsWnmNlD2dYd9V1AZrbDeqWYmTVI4sFzKJSzJa3srvwlycxeUjTg4dMjdlTwUu/Kv8uqrp/91oGjPgD6woPnUGDHSnq2j/nrJL1vmI8F6MtJXT/7rQPHZAAoxoPngEE4WNKuPubvlHTQMB8L8BbOuUmSvifpj2a2ur9liy4AnHOnOucsxrQiy/r/JOkLkr7a8xQdAMY651yFoovBnZK+kmv54XwcdFw8eA7Fbpf6bulnOzMACs45Vy5psaTJkk4ysy251im6AODBcxgF1im6DtDb+yQ9N8zHAsg5l5K0SFKVpNPMbG2c9YquC2gghuHBc0BP90v6sHNucvcM59xRkj7W9RowbJxzCUm/UvQInnPMbGXsdcfAfQA8eA7Dyjk3XtGNYC3adyPYVZIqFd0I1jSChwfPOOdukTRP0tWSlvR6eUt/XUFjIQCulPSvWV7eZGZHDd/RwBddj324QdJpikacPSjp62a2cSSPC/5xzm2U9M4sL/9fM7sy67qjPQAAAAMzJq4BAADyRwAAgKcIAADwFAEAAJ4iAADAUwQAAHiKAAAATxEAAOCp/w/EfC3/CFCF1gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(3):\n", + " test(model, dataset_train, writer, plot=True, global_step=i, seed=i)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-01T10:44:15.349154Z", + "start_time": "2020-02-01T10:44:07.756902Z" }, "scrolled": true }, @@ -1733,7 +814,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e796d265654f4679b0d9bd53d71997db", + "model_id": "418cddc150874517b944c31c1b3bda31", "version_major": 2, "version_minor": 0 }, @@ -1749,7 +830,7 @@ "output_type": "stream", "text": [ "\n", - "val loss (n=100) tensor(-0.3734)\n" + "val loss (n=100) tensor(-0.9326)\n" ] } ], @@ -1783,8 +864,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T04:20:15.678601Z", - "start_time": "2020-02-01T04:20:15.671286Z" + "end_time": "2020-02-01T07:27:59.578047Z", + "start_time": "2020-02-01T07:27:59.573762Z" } }, "outputs": [], @@ -1792,26 +873,25 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T06:53:06.702274Z", - "start_time": "2020-02-01T05:37:12.812682Z" - }, - "scrolled": true + "end_time": "2020-02-01T12:28:41.594690Z", + "start_time": "2020-02-01T10:44:15.353507Z" + } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "runs/Feb01_13-37-12_mjcdesktop-anp_1d_impr\n" + "runs/Feb01_18-44-15_mjcdesktop-anp_1d_impr\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d7c94b3f28674ff38a33e0fd4c4288b7", + "model_id": "ddc127a913cc438a97eea8d5f67b9ce7", "version_major": 2, "version_minor": 0 }, @@ -1826,12 +906,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 0 loss= 1.039 val_loss= 0.977\n" + "train: 0 loss= 2.082 val_loss= 1.465\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1845,21 +925,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 100 loss= 0.7623 val_loss= 0.3867\n", - "train: 200 loss= 0.3706 val_loss= 1.19\n", - "train: 300 loss= 0.3864 val_loss=-0.298\n", - "train: 400 loss=-0.0994 val_loss= 0.5596\n", - "train: 500 loss= 0.1252 val_loss= 0.5187\n", - "train: 600 loss= 0.5242 val_loss=-0.9601\n", - "train: 700 loss= 0.3148 val_loss=-0.7317\n", - "train: 800 loss= 0.241 val_loss=-0.05659\n", - "train: 900 loss= 0.1712 val_loss=-0.8253\n", - "train: 1000 loss=-0.03109 val_loss= 0.8899\n" + "train: 1000 loss= 0.0669 val_loss= 0.2721\n", + "train: 2000 loss= 0.03866 val_loss= 1.889\n", + "train: 3000 loss=-0.1742 val_loss= 0.1717\n", + "train: 4000 loss=-0.4161 val_loss= 0.5655\n", + "train: 5000 loss= 0.2036 val_loss=-1.208\n", + "train: 6000 loss=-0.2205 val_loss=-0.1958\n", + "train: 7000 loss=-0.4805 val_loss=-1.411\n", + "train: 8000 loss=-0.265 val_loss=-0.5896\n", + "train: 9000 loss=-0.3367 val_loss= 0.5671\n", + "train: 10000 loss= 0.1358 val_loss=-1.043\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1873,21 +953,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 1100 loss= 0.276 val_loss= 0.3529\n", - "train: 1200 loss= 0.2217 val_loss=-0.1563\n", - "train: 1300 loss= 0.5401 val_loss= 0.5245\n", - "train: 1400 loss= 0.8359 val_loss=-0.05774\n", - "train: 1500 loss= 0.3175 val_loss= 0.8792\n", - "train: 1600 loss=-0.09157 val_loss= 0.534\n", - "train: 1700 loss= 0.3483 val_loss= 0.1397\n", - "train: 1800 loss=-0.02089 val_loss= 2.601\n", - "train: 1900 loss= 0.2503 val_loss=-1.012\n", - "train: 2000 loss= 0.1343 val_loss= 0.3402\n" + "train: 11000 loss=-0.4013 val_loss=-0.3997\n", + "train: 12000 loss=-0.6028 val_loss= 0.1656\n", + "train: 13000 loss=-0.8203 val_loss=-0.6262\n", + "train: 14000 loss=-0.964 val_loss= 0.03497\n", + "train: 15000 loss=-0.134 val_loss=-1.76\n", + "train: 16000 loss=-0.6873 val_loss=-0.2673\n", + "train: 17000 loss=-0.9001 val_loss=-1.782\n", + "train: 18000 loss=-0.5137 val_loss=-0.9692\n", + "train: 19000 loss=-0.6706 val_loss= 0.4089\n", + "train: 20000 loss= 0.02585 val_loss=-0.9062\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1901,21 +981,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 2100 loss= 0.1657 val_loss=-0.2696\n", - "train: 2200 loss=-0.05159 val_loss=-1.301\n", - "train: 2300 loss= 0.8252 val_loss= 0.2365\n", - "train: 2400 loss= 0.3221 val_loss= 0.1705\n", - "train: 2500 loss= 0.04954 val_loss= 1.105\n", - "train: 2600 loss= 0.1437 val_loss=-0.7773\n", - "train: 2700 loss= 0.2654 val_loss=-0.4883\n", - "train: 2800 loss= 0.002986 val_loss= 0.595\n", - "train: 2900 loss= 0.07299 val_loss= 1.221\n", - "train: 3000 loss= 0.1594 val_loss=-1.085\n" + "train: 21000 loss=-0.4756 val_loss=-0.7886\n", + "train: 22000 loss=-0.804 val_loss= 0.01887\n", + "train: 23000 loss=-1.075 val_loss=-0.601\n", + "train: 24000 loss=-1.189 val_loss=-0.1606\n", + "train: 25000 loss=-0.4006 val_loss=-1.998\n", + "train: 26000 loss=-0.8637 val_loss=-0.4377\n", + "train: 27000 loss=-1.054 val_loss=-1.729\n", + "train: 28000 loss=-0.7242 val_loss=-0.946\n", + "train: 29000 loss=-0.7902 val_loss= 0.3754\n", + "train: 30000 loss=-0.09739 val_loss=-0.9359\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1929,21 +1009,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 3100 loss=-0.2822 val_loss= 0.935\n", - "train: 3200 loss=-0.1226 val_loss=-1.146\n", - "train: 3300 loss=-0.3602 val_loss=-0.001027\n", - "train: 3400 loss=-0.05214 val_loss= 0.2538\n", - "train: 3500 loss=-0.01916 val_loss= 0.1442\n", - "train: 3600 loss= 0.1837 val_loss= 1.818\n", - "train: 3700 loss=-0.1006 val_loss=-1.171\n", - "train: 3800 loss= 0.4553 val_loss= 0.005888\n", - "train: 3900 loss= 0.06757 val_loss= 0.5989\n", - "train: 4000 loss=-0.1009 val_loss= 1.03\n" + "train: 31000 loss=-0.5755 val_loss=-0.9449\n", + "train: 32000 loss=-0.841 val_loss=-0.3225\n", + "train: 33000 loss=-1.172 val_loss=-0.6508\n", + "train: 34000 loss=-1.359 val_loss=-0.2052\n", + "train: 35000 loss=-0.5233 val_loss=-2.012\n", + "train: 36000 loss=-0.861 val_loss=-0.4675\n", + "train: 37000 loss=-1.173 val_loss=-1.794\n", + "train: 38000 loss=-0.828 val_loss=-0.9717\n", + "train: 39000 loss=-0.8202 val_loss= 0.2912\n", + "train: 40000 loss=-0.192 val_loss=-1.109\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1957,21 +1037,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 4100 loss=-0.08626 val_loss=-1.088\n", - "train: 4200 loss= 0.2895 val_loss= 0.2456\n", - "train: 4300 loss=-0.1925 val_loss= 1.026\n", - "train: 4400 loss= 0.07102 val_loss=-0.6227\n", - "train: 4500 loss= 0.1956 val_loss=-1.439\n", - "train: 4600 loss=-0.2481 val_loss= 0.4849\n", - "train: 4700 loss= 0.07167 val_loss= 0.09917\n", - "train: 4800 loss=-0.1421 val_loss= 0.2718\n", - "train: 4900 loss= 0.006028 val_loss=-0.568\n", - "train: 5000 loss= 0.6336 val_loss= 0.3573\n" + "train: 41000 loss=-0.8205 val_loss=-1.016\n", + "train: 42000 loss=-0.952 val_loss=-0.6836\n", + "train: 43000 loss=-1.283 val_loss=-0.6939\n", + "train: 44000 loss=-1.436 val_loss=-0.298\n", + "train: 45000 loss=-0.6037 val_loss=-2.021\n", + "train: 46000 loss=-0.9512 val_loss=-0.5059\n", + "train: 47000 loss=-1.29 val_loss=-1.786\n", + "train: 48000 loss=-0.857 val_loss=-1.17\n", + "train: 49000 loss=-0.8692 val_loss= 0.3089\n", + "train: 50000 loss=-0.2524 val_loss=-1.184\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1985,21 +1065,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 5100 loss= 0.2498 val_loss=-0.289\n", - "train: 5200 loss=-0.2592 val_loss= 0.2616\n", - "train: 5300 loss= 0.1011 val_loss= 0.3723\n", - "train: 5400 loss=-0.1931 val_loss=-0.6247\n", - "train: 5500 loss=-0.06607 val_loss= 0.2876\n", - "train: 5600 loss= 0.4056 val_loss= 1.881\n", - "train: 5700 loss=-0.09319 val_loss= 0.4558\n", - "train: 5800 loss=-0.05693 val_loss= 0.3464\n", - "train: 5900 loss= 0.1772 val_loss= 1.176\n", - "train: 6000 loss= 0.3083 val_loss= 0.9466\n" + "train: 51000 loss=-0.9286 val_loss=-1.034\n", + "train: 52000 loss=-0.9744 val_loss=-0.8707\n", + "train: 53000 loss=-1.309 val_loss=-0.7361\n", + "train: 54000 loss=-1.478 val_loss=-0.3777\n", + "train: 55000 loss=-0.659 val_loss=-1.942\n", + "train: 56000 loss=-0.9757 val_loss=-0.6741\n", + "train: 57000 loss=-1.356 val_loss=-1.75\n", + "train: 58000 loss=-0.9549 val_loss=-1.217\n", + "train: 59000 loss=-0.9542 val_loss= 0.2796\n", + "train: 60000 loss=-0.3208 val_loss=-1.304\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2013,1693 +1093,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "train: 6100 loss= 0.2372 val_loss=-0.1747\n", - "train: 6200 loss= 0.1842 val_loss=-0.544\n", - "train: 6300 loss= 0.01722 val_loss= 1.928\n", - "train: 6400 loss=-0.1007 val_loss= 0.4004\n", - "train: 6500 loss=-0.5583 val_loss=-0.3931\n", - "train: 6600 loss= 0.1616 val_loss= 0.6044\n", - "train: 6700 loss= 0.008324 val_loss= 1.023\n", - "train: 6800 loss=-0.3208 val_loss= 1.214\n", - "train: 6900 loss= 0.2049 val_loss=-1.457\n", - "train: 7000 loss=-0.133 val_loss= 1.104\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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222+nf//+RFGUdR4zo6CggPr6+na/n4KCUg4a9DDvbPw2caNBz5FKpbjqG9/gp3ffQ10UP8CxPnL6FRqLn3ma0aNHt2u5ZvaCu4/cZ0Jz3wCdMQCbgPubGT8V2Jxt/vbU7Ddvdr/4y5Gf8tEtfvKpkR99XOSHfCDysvLIzaJMBDQM9Q7/7fCkx80l7nCvx7Xtrzlsd7ja4VmH4x1KPa4xu0Ntk2XFQzIZ+Qc+GPngIRPdrPUaWkEy5V8cN8k3Vcft/7X17ev109kmTsxeu0ymUn7qaWd6YWHfLq9BNQyFfYr8x/e95OdceIN/Ysw/+U231/pBg0bs9Zqjh83yo4e96oOHPOSDDn7FCwpO8kTi8cznd37mdVc5nJP5fXPmc8/HOicdJjk0tO//0LvLWdXLL7+c877QeCgvL3d3z6lW23lDw9nxFof8NeHkaygqLvef/zLtt/w47Vd/N/JLroj8/M9F/uCDf2v3MUwLNft83kF7ALC1mfHvAwOam8HMxgPjAQYPHsyiRYvaXOiEb8KOyir6lpTuNT6KoLa2gOrqJDXVSRYv/jMzpl2/Z/rgg49lzFnfZ9YjpRw3rIghQ55h7px7gHsAOOSQb3L8iL6UlKyjpLSe4pI0pSX1lJTWU15ex+CDd3LggbsoKIANG0Yx4Rsz2LWzjpakkgVceO5prPyfP7f5PebTqFGjmDFjxl61vqaSBQVcPelK1q//NDfeeCPpdO612XzZvauW7064AngJuJBn5lcBL2emXgnU8fqKs4BBwG7gBmAp8Dz9+p3DQQOnsWvnFE752HeoqnyMZ/78HGeeNZ25T+RyhtZ2yWSKz5x7MdVVn+bpRWMZc/blLJx/B+l0VV7Ka4uvfvUKbr3tVu677769zqKyqaysZNGiRRQVFeV0NtAZCvsUc/c9zzPkkFoeuO88npw7p1vsj7mqrdnBNVfcD0zMjImABCedQLvyr1XNfQN0xkB8RP2omfG3AvXZ5u/IBdo/zluwp529Ytsuv3PqA/7a5iqf98IK/+a13/Wla9/1NVVpv2DsxX7vr/7TBx08xPsWFfnyDVv9Lyvf9OdXb/Af/uwe/9BRx/jCl17z/1n9dk5t+m9VxT11duyOfPacOT22n3VbelLMnz8/5wvSDcsoKCjIy4W0RKLM+/U/zUd/+kW/bHzkE6+t9v8zpd7vuDftv5iZ9pmz0/7Jsy71MeeO84fnvu433znNX9tc7xtq0r5lZ+Q7dsdnWA29q+qjyMvKOv+CdXFxsT/+xBzfmWmrr66Lh69/c2KbtmX+hnJPpca3Y/sX+nkXRT5o8ESHbGcEqRxek31fGj9xku+sjz+vN97Ifn2l2w2W9GSyzC/5WrWfOPIaLykd6D+5+3WfNesv7T5+6YILtO+wn5tx3N3Xvf22nzbqdP/xfdN9TVXaZ8ya7YCP/Pgo/8wFn3fAx5x73l4h/drmKv/N7Kfa3RVzy874oI2a3IBVUVHhkydP9vLyck8kEl5eXr7nAll315Z1b61HRUM3ysbLyKXnSHsGs4RvqEn7ptq0v1sb3x+xZWfk7++KfOuuyLdnLrpWZ7rM5nLfRC5NGalUyocPH55Tk8fw4cNb7V/fPcIq4bDQ2x7GFzu4Q4VD6++jqLjYv3TJpR2+V6PptmytotK3b1/v06dPN9i+8ZBMpfzAgQP9k58a42eceZYDPvSII33+wkU9rjfOAuDZZsYvAp7ONn97w/6vf/ubA37AgQf58g1bfcHSlZ5IJPyuB2f6kr9v9PO/8CV/ZsXqDvXK2VATt7Pv7Cbt7N1BW7/YWjooOzI0tBl39vvKpTdOZ3V9zNbPvrWhtXsXiouLc+pVA3GX4FVvR/65sRO8oCC3zyeVKvJ/mbLK7/912h95Iu3//svsZ7a5frk1PdvJdnbc2r7Y0n7XUj/7fJ5pJRIJf+WVV3zjxo17xh144IG+fPnyHhf23ybuZnlko3FDgTrgO9nmb2/Y16XTfvEll/q8F1b4mqq0r96+21/ZuK1D4f5WVVxTrKqLT+2lczQ9KBtCrukBlmtXvuZuUuoMbe1n39Gmu4btUlratovDDV86LQVdrmcpDdsx1zDu27dvs+8tlwpAtm02ffr0Tj87bmm9Wtp2LfWX7+gwZcqUPev00EMP+cyZM/f83dPCvgSoIL6R6kLgc8Ay4O9Aabb5u/qmqk01ad++O26/lf2nuQNx3Lhx3rdv6z1/2nvDUHvWy8xaDJ18Nt119MukPY9xyHYGdv7553f4vfWE5s6mn39hYeFe26QtPZDGjRvnK1asaLW8HhX2cZkcDswiflRCJfAYMDSXebsi7DdlLq6q9t79dKcHi3XkQOyojgZje7ZjTwjjrtT0i6C58G/rftrjwr4jw/4K+7cy/dxzfciZdJ3uEjpdGfadobtsx96qM7Zvj7qDtqPacwctQNqd+Quf5uiPfbLV16UM/ZcqaZdFixa1++5GkVx0ZB9r6Q7aoP4toQElSaM0CX0KFPAiEo4gwj5hUJY0ylJQoFq8iASoV4d9YSIO+WI11YhI4Hpl2CcMBvc1+qqpRkQE6IX/cLzAjKShoBcRaaTXhb2IiOxLYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEgCFvYhIABT2IiIBUNiLiARAYS8iEoC8hL2ZHWVmd5nZy2ZWZWYbzewPZnZCPsoTEZHW5atm/2ngU8BDwAXAJGAgsNjMTs5TmSIi0oJknpb7n8C97u4NI8xsAbAG+BZwWZ7KFRGRZuQl7N19SzPjtpvZKuDQfJQpIiIt228XaM3sAGA4sHJ/lSkiIrF8NeM05+eAAf+vpReY2XhgfObPKjN7vZ1lHQTsc3Yh0km0f0m+dWQf+2BzI61Rs3qLzOws4L9zKORpdx/dzPzfB24DrnL3B3NYToeY2RJ3H5nvciRM2r8k3/Kxj+Vas38OODaH19U0HWFmE4iD/qb9EfQiIrKvnMLe3WuA19q6cDP7KjAV+Im7T2nr/CIi0jnydoHWzC4CZgDT3P36fJXTgn/fz+VJWLR/Sb51+j6WU5t9mxdq9kngKWAFcA0QNZq8y92XdnqhIiLSonz1xjkT6AN8BPhLk2lrgaF5KldERJqRl5q9iIh0L736qZd6IJt0FjM7zMweNbPtZrbDzH5nZod39XpJ72BmY81slpmtNbNaM3vdzG43s7JOK6M31+zN7Grim7QeAl4E+gM3ACcCp7v7C124etJDmFkxsAzYBdwEOHArUAyMcPfqLlw96QXMbDHwFvA4sB44CbiFuBfkae4etTx3jmX08rA/CHivyQPZ+hE/kG22u+uBbJKVmX0L+ClwtLtXZMYdAbwB3ODuP+3K9ZOez8wGuvvmJuMuI66ojnH3BR0to1c347j7Fm/ybebu2wE9kE3a4nPA4oagB3D3N4k7H1zYZWslvUbToM94PvOzU7KqV4d9c/RANmmHYcArzYxfARy3n9dFwnFG5menZFVwYU8OD2QTaeIAYGsz498HBuzndZEAmNmhwA+Aee6+pDOW2aPC3szOMjPPYVjUwvzfBy4Frm58Si4i0l2YWSnxhdp64Gudtdz9+YjjzqAHsklX2ErzNfiWavwi7WJmRcBs4EjgDHdf31nL7lFhrweySRdZQdxu39RxwKv7eV2klzKzFPAoMBI4292Xd+bye1QzTnt08QPZpHf4A3CqmR3ZMMLMhgKjMtNEOsTMEsBviB8183l3X9zpZfTyfvZ6IJt0mJmVEN9UVcs/bqr6IVBGfFNVVReunvQCZvYLYAIwBXiiyeT1ndGc09vD/hbg5hYmr3X3oftvbaQnyzwa4WfA2cS9ueYD33b3NV25XtI7mNkaWvh3gsC/uvstHS6jN4e9iIjEen2bvYiIKOxFRIKgsBcRCYDCXkQkAAp7EZEAKOxFRAKgsBcRCYDCXkQkAP8fI/yfv3e+1ckAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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3L/63bS125uWW2rzcUpuyaJW12bO9jf/pF1td5Fup79feCxhH0WjUdm+1h+3Rdm874KBhsdfwDUvP6GktWu5rE39dZjNX5VtOoWcFpZtegzlz5ti1115rWVlZFolELCsry6699trftKjr16/fb1rhbO9UvoXP/DzPvp053yb9umzj3/9buNLm5Zba/DzPflywwp586V/28YQf7ejux9txJ5xkucXRuLTGiWtgA62B4cB6YAMwEmhTnXVrOuyXF3q2oSRo1lTmo48+srQKmlo556p8QxMSEi09/VCD4wxmWkbmMQbYkcf1sNfeHmF+Pf3Q1WennHKKATZmzBgzM1u9dp0dctjhNnXp2s3OpeqE/XW3bQr69nv7dsJpvl13m2833ePZmX18a9Xat4SETY9xzrfTzvZt1PhtC/2b7nnAALvtgUft88nTbe7aIltX7JtXj84/z/dt/tp863nuAItETjRYbZlZvt3zaKHd/uBj9s3UWba+xLeot/3Pec6cOTVW+AMsPaOp/emia+x/C1da+733sd4XXLzxS/qgrofZ1TffbvNyS+3Gu/9qzjm78+HHbF5uqc1cmWcFpfFpehnPoE8DZgPTgLOBs4CpwFwgvar1ayLsF+Z5tqa48pOgom/+Cy64wFJTUyt9M1PT0mzclF9s8DueNW76s0E7S88YYKPGB9/Yywu8evWBq+/WrFmz8b199NFHbdrMX2xh7MO5ZcBWFfbDP/MsKSkI8hGfb/1xM1d59tF3np1zkb/x8WB25HG+Pfe6Z+994dmIzz17dYRn//yXZwNe9uzDbz2bl7tpG2+8/4ldfv1N9tbHY635bi1t7/32t6+mz7WF+Z6tL6n7oX/HHXfYeX0vs+tuz429PsV24ukL7fu5ni3J9yw/WnPPb2uFv6SkJEtJSamyX86mKTn273fWbLf+Bli3E/rY3PUlNm7KrKD0n5lp/1u40g476lgDbOaq/I3vaV0M+xsAD9ir3Lw9gVLg5qrW39GwX1nk7dAlbWVvfFpamo364ENbUhC8OT/M9+zwY/INzFLTfBv0VjB/cb5nq9bnWk5OznYfR31RF650CgsLrWPHjgbYvY89tdWQrijsZ6707NF/enZUN98ikSC4L7jcr3YJ/b+zPbvqJt8ysyqv+gGz1u18u/IG38b+uPk2zr/sKsvIzLQh//5osyrLNcW+FZX6deI9KG/9hg3lPnueRSK+/bnvKAOsaXZ2XJ5PZdU+1anqSUhIso6d+lqXrvMtuYFvsMBgioHZ3vv5dttfPbvzkcH27cz5Ni+31IZ/9qX9tGTNZu9jXQz7McA3FcwfD4yvav3tDXvP923MDrxQ5VVV3+f7vq0tDj7Qv6zxrPcFZR/UOXbi6U/aK+++b42aNLFzL+prJTtwibmr82I9/+atWGdf/W+6Lcr3bFG+ZzmFnuVFfXvggQescePGNmnSpNo+1EoVlfr20hvDrOe5F9jobyZVO+yff8Oz7OabQjox0bdLr/Vtzrpt7z370xLP7u3v2dHdfTvoEN+6HOrbcSf49odewVR+P2B2TA/fXhrm2Zx1nk1ZtMrGTZm1cVvTl6+36cvXb/x7Ub5na6u40t1VlPq+Lcn37PSeMwwOtwYpwfP850uDDbC+ffvu9GOqTlVPalqajf/pl41Xbq+ODK7cGjbe/H077Cjf/va0Zz8u+O05UBfDfjnwUgXznwdWVrX+9oa9me3QC7U9Ckt9W5QfXF5f0u9ng4hBsp1y5lcG2EGHHGqvjvjA/v2fMXXig1YVz/dt7Jdf25wlK2xpfqmN/maS/W+hZxde8ZIBtkfbO6zbib5dcLlvr70XtY6duhhgb4/6cGN38Ftuu83+1r9/rZc2fd+3H6fPsrkrN1Q7kMvCfs46z/7cd9OH+MAuvg0c7NnEudse8tWd5q737N1Pg/2mpG7ad8tWvt1yn2ffz9n02IzMTEtLT7f/zl70m+2UfRHX9utfEc/3bcLPc+2Sa4oMzBqk+Pbm6OCLyvd9+/rrr62wsLBWjq2yK/7UtDR7beToCt+32Ws9+9fw4H5N+fctEvGt65G+3XyvZ//3gWdTFscv7OPWzt45VwIMMLM7t5j/CHCnmf2m2adz7krgSoAWLVoc8tZbb23XvvPy8sjIqG4PupoT9YN3/vlnf+T9fw/FbCCtW+9GdvN7mDrlPfr86c/0veRSEhNcnezNNnvOXKb9PJ1ZM2byn08+5vfHX853346msHA5sJjgdkw34C1gFfAD8AoZGRNptcdEunU/if06bqDl7vk8/8x9TJ40kbdHvEeD5GScAwc4t/N6+vnAsGFvMXjQS2RnZ/NI/8fZs337Ktcrys/Ddw15vH9HJnybTYMGHldcNZfTz1hKZCe+sbm5iXz+aQtGv9+KxYuDNpyRiHH4Eas57Q9Lue/ugzjs8CO4+JJLad+hA5EKDs4BCQ52hVabOTk5tGjRggWLl9D3wguATiQkTOKBh2dy1BFrdoljBFiyZAnvvvsun332GYWFhaSmpnLiiSfSp08fWrVqhWeVt68vKEjgm6+zGft5C6b8rxGet/n70qpVAVdcMZVu3Qq36/h69OhRYTv7eJbsS4DHKpj/CFBa1fp1qWRfptT3bVmsHn/EGM/2aOsb+Aa3WWJiO7vu9iU26VfPvp+z2M45/0IrqKXSSXWVeL6tK/ZtaUFQMul+0rUbSzIucpTBvQaXGmRaQsIY69J1np3ec7Q9OyTfUtMaWouWh1nbPXPKXb5ONuhs8LLBXgZYuw4T7YxeRXbvY569/UnQZHFRvmeri4J65oqU1Z9mZmZu8wB1ZYNNPfD4UzborZE2e22R3XLfQ7Z/5y6b3SSrbHr2hYnWrkNQOmvY2LcRY+JXkq/ONC/Xs6EfeHbKmb4lJm4qNe6+h29/7jvZGjRItT9dfFml21iY79VqK545c+ZYVlaWXXjZlXbnQ8UG1xlgf7nzP7a+ZNe7+qhK1PNteWHV793UpZ69ONSzvv18+91hfqye3+yZZyZv976phZJ9DvBvM7tqi/nPA33MrFll629PD9oy48aN2+7eZzvKt2Awo0IPiopg+P/BiwMdixcUAamkphknnTGeUW/34IY77+WxRx4iJWEXKbIQjNlRWAoFnpFfDN+MK+Wd12cy4ctOrFn9ALAWuBFoz34HGkd3N448roSjuiWTng4NItAgwXH/nbexYMECnhnyNrNnwQ/fw7BXB/LjxFtJz5hEfl4G8AYwD8gG/g3cR2LiCZx8ZjP6Xt2ArkdGSEmAzCRHWkIwFPDHH39M7969iUajmw1YVdZRZvjw4Zx66qm/eV6+GXmlsCFqjB/7OReccTI33HU/N93z1+CDUI3fhC0thSEvQf97oLQ0wn4HGs+9bnTYpyZe+ZqxIgdGDIW3XnMs+NUBfwUeIin5Kg4+7AW6HArdjjcOORIaNPjt+g5IT3RkJAbvYzyVlJTw8ssvc9ZZZzH2y6+58tK+dNj3NH7+aQSwnvMv/5D+j51B66ZZcT2OeNoQDQY5q65oFNbMc6xb+RUnnbR9vbS31oM2nmE/Fkg2s2O2mD8utt9ula1fV8MegqultSWQG/vRlGgUxn0KQ19xjPvUAWOJJFzLaWdfx+HHRJg5ZSLP/mMgjRo2rLXjHfvNBLzEFJo068gXn5bw9ReZjPsMNqwbCfQGFrD3fq05o7fR6WDo1AWymwdVAKkJjvTEIOjLQtPMWL9+PQ0bNqTIhw2FJfQ48lDSMjJ588PP8b1kTuy6L4sXziUpKZVotJCshj3ZsH5k7Ki6s3vrS2ne4mOu+MufOP3s08lZNI8eh3ahoKBgq88lLS2NH6dMYZ+99qLUD8YeKfSgoNQ2jnzy0w+TuOeGaziqWw/ueuTxKl+f3A0wegS8/LTj19nB87voSuPuvxkpKdv/useT78OEL+GDEY5P3v+BtavbAM0ILsxKSUtP5Khu0O1E45QzoVmL324jJQEaJzuS41R/8sgjj3Dfffdx6dXXcN8Tz/DEg7/w/JPZQDYPD/C59lpH4+RdpyC0vYo8Y2Wx4VczapunOP771fgaHy4hnmF/I/AksI+Z/Rqb146g7f2dZvZUZevX5bAvU1AafKuX/6GsH76H/vc4Jn4H4NijzRgWLzyBY3scz+hPPiUjyRGpRimzphR6xsp849guR7Jw3vdAFtAAGAScTaPGN7Bu7dOcevaVvPDGCyQnQHLExUrwbFMX/bJzzTMo9Y1vv/2WkSNHcO8jjzP83be5/tKLaNy0OWtXr4itcQ3B/XzoesQjtNxjMR+PqnyIi8SkJM695IrNuqsvX7qE8Z99Qqs2bTmg8+9o3LQpvu/jeR5JSUm/2Ybvw3fjYcQwx5RJsOBXKC0NnmebPY1LLpnGJTcfUO3nXdvMguEaRrw5nsfv/z2ZWb3I3TB84/KEBKP7SdDrPOP40zYv8Tsgu4EjLbFmz8kiz3juhRe59fprePntzxj55vF8PCrYx12P+Nxyq6Npg7of9GVKfWNFkVGdX0qti2GfDkwBCoF7CYoUDwOZQGczq3TYyfoQ9mUKPaOgFIq94M02g09GQf/7HAvnLQB60fmQJ+h1rs/yJZ9xXLfjOPP000hJIC7BX+wF1Uz5pcZ/PoLH73f8MqMv8B3OdSISGcNpPQdy8z0X02K3PEYNe51ePXvSvnVLEuL4RRQtLaWEBOYtXcHLL7xEXm4n3nvr36xd/XrsERGqGpkQIDU1jRkrg3FOVubkcHTHdpSUlABw3Akn8fq/N41MuHY15CyDlStg1QqYPsXx4UhYtmTT83TOOOxo+NPFxhm94dcfvmTf7RgILdGx2Rd/goOkCJT4bLXUFwHSEh0pCZAcCcLXs2CdYt8o8qo/2NYP30+g1/HH0LZ9B14c+g1TJmfz6WjH+M82fZk1bGyc/kc4/lTjmN9vCv7mKY7UHazWsVhV2roSH59gWz9OLOEvlySzaH6EzCzj8eeMXr2hWQNXraq1usQzI6fIiFZxCscr7ON2gzb2JdIGGEEwVEIuQcVsu+qsWxdv0FZHiefb6iLfFuR5Nmu1Z3c/6pXrSPOCOdfAWrU+PmiGtcizJQXBzcq8qG8lXtU30HzftxdeeMF++uknMzP74YcfbOnyHMuP+raqyLdfVnr2yruenXXOPMtuPt0g1yBqrdv59vhzno39cYnNyFlvq4p8y6/FpnmFpb6tKAzajh90yPGVtm2uaPrg6w329KtDbV5uqZ1w2h8sJTXVspvvbmed84Ddcp9np53tW9v2W+/AtPsevt14t2ejv/ZsxorK29lXZyp7Lbf2/hWVBn02VhQGzSJXFnmWW80esMWxG+lljQMqm0Z/M8kef26QJScn29U3327z8zybOLfUjjj2Jmvb/uvNXoOm2b795U7fZq32bEHe9vdW7d+/v13R7xobO3maPfjk05aekWHX3/GC9e3nW3Jy8B7s39m3cVOCX5Gr671+K1Pq+xs7Y25tqnPt7Hd0qq9hX8aLdchamO/Z5HlB78kmTT2DRw0e2/iBa77batun43N27a1BG+6hH3j2/vhc+2a6Z1PmeTZnpWdL8oIPydICz14f/u+NgTdq7NeWmdXI7un/ld31iGedD/7QEhKfMvjGIMXgFEtMOtIAe3Hoe7a22LfCXaynZYnn29LcIntq0KuWmJhYzbBPN7jSAGvc9Hbr9LuoZTWqONjT0n3ba1/fjjzOtzP7+Hb1zb6N+NyzXzdU3c6+qmlRfhBcO7NvRVkHt5VFwf4rOq6/3HFv0NLljntt+Gdf2oFdDjbAzjrnXPvoO88uumqW7bnX1I2v0SFH+DZ9ebDukoKgR25+tPJB1yZOnGjdune3ryf+aB322dcAe+uTcXZQ156x92jmxu1fcLlvM1cF5299HcitvFI/aOG2s8O+Xg1xXJdEnKNRMmQlQcNWcP8jxi33waTv7mT8Z45vxxuzfvZYsfxmVix/h19mnAusBq4GpgOLKD9CdVKSR1JyhLT03+MimSQnncEfT/gE39+bR++aARwDPA38h2bNbyI1/WjatW9ISXEhkyYkcsg+e9BoF7wZlhRxtMxowF8uu5ifJ3/PkH8NrrTOPpKQRLsOF7N00eEUFY5k7erzWbs6eJ2aNDU6doKOnWC/A4P/79MRKnd60UIAAAsJSURBVKi2rxEZicH9l53ZPjzigpvl6bE69lLfNhtXvcSH47p3Y/WK5Zzesw8nH34QAD1OPpWMzCw6Hmic0Ws5r7/UjWeHzOdv97Rh8gTH1efDK+8aJAfjyZdxGJFY34iNfSQcPP/Ka4wfN47jjz2SNz/8nDdfGcPDdxzJ9CmHAn1o1GQf/tDTOPdS44DOkJ4Y/CbEzrxfVVsSnKNFCuQU7dwfL1HY17KIc2QlQVaSoyTFaHEiHP97o9SHktIIfU5ewvxfW/L7k+eybInPV2PHktXwEjKzEigsMAoKoKjQIxptQjSaS0H+n4ANFBcDPI5zv9Ll0LPp1MXw/IuZMmkd/W48hF+mJfPAgw9ixQWsWrWKvffeu5ZficolRhx33XYLw94YUmnYN2iQxKvDb6TNnh1YsrAnublpFOT7tG4btDjZWVkSccEXeW1LjLjNPuTpQK9TTqDXKScA8MeevWjVpi1X33InGY2DX3Sb9fM0nHO02TOHoaNb0/sE+GqM45Yr4YkXje/Gf8S7b7zGI/94nibZ2UEnIgiuq2JuuPsBfIPDjrmWgY/sx9dfHA1Ai5ZJ3Hj3OfQ630hODu5BNEl2ZCTV/5AvLxIL/BVFRvFOCnyF/S4kOeJIjgTBX+aDUUPJbNQEcwmUGrw97A26n3AijZsa7wx9g6O7H08kkshZJ7Rgwa+5tGo9iX8MXsaee7XA7DKSEy6i5W5NSYpAxO9Fgn8W6WnlfjEjrQGNGzeuhWe77Tp06MDw4cMrbWc/aOg7tG3fAYA92lbjl0FqUGK5nqiN60gpdeSITa1yPAtu+Pbp2ZPJ337FimVL6Xww/GuEz7mnRfhg+ALGf96a/Nw/k5AY4egeOXQ5NJukRCguzuesbo0456K7+HPfB/n+m0Jmz3iCIS+lApDVyOh3s9H36uAHWxyQlggNk8L7C28R52ieAiuLg9c93urVzxKW2dVa48TD6tWryc7OBoLf41y7di1t2rShX79+PPPMMyQkJNTyEcbP3LlzGThwIG+88cbGoTEuvPBCbrrpJjp06ECxZ6wpid8l8qz/bt4aJyvJkZkYlKLrE9+M6XMXcsUlF9P1iAt5fsANmP8E8CEwGbgeSAWOAD4A+gMtgYuAx4HXSM+4iAuugH43GY2aBF+GDZOCTlt14ctwZzAzVpcY+aXB3/FqjaOSfR01Y8YMnHNcd911ZGRkkJGRwfr161m6dGm9DnoISvjPPvsszz77bIXLGyQ4WqY6CkqNvNKgmWk8JLigDfqu1AO6JkWc446/9GPKpP+SkZnBnh324PzLskjPeJ9pPxbz1pA2lJauIhJpiO+vJyX1GHbfYzD5ee+TswwOOGg0b46+kIaxC8fMxOA+lUJ+c845shs4Ep2xvjoN8beTwr6OOuaYY1i8eDHNmzffOC8rK4usrLrbtbympSUGnYF8C25SlvqxDl2xTl1+rK65qnbPFW471ru0vpXmt3T//fczduxYOnXqTEpqGitypnDXdecSPT/CwUc8yU+TJ/H1F2NYtKCYL6e+RfPdWuL7N/HeW83oesTRNGwMKRFo3CB+PXHri0bJQTVuvMbSU9jXYbvvvnttH0KdEHGOZBd0StpkU/D4sbrqIi8YG6jUgnuNZR2YyiQ6SElwJEWgWUpdHLd02x1xxBEsWrSIhg0bssESN1Y1JCUl0fPcC+l57oWsWrGCDevX0Xy3lgBEIhF6nXfRxvtP6TXc+7Y+q+meyuUp7CX0Is6RlhjcMCz/JQBBfapnQV1zWfVD2KKrWbNgzMJsoFFScC8k6hP7UjQydm9BpFWLYIhqgtcqZRuH0pD4U9iLVMI5hwqmmyRGHIlbuUKSXVs4rkVFREJOYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQkBhb2ISAgo7EVEQkBhLyISAgp7EZEQUNiLiISAwl5EJAQU9iIiIaCwFxEJAYW9iEgIKOxFREJAYS8iEgIKexGREFDYi4iEgMJeRCQEFPYiIiGgsBcRCQGFvYhICCjsRURCQGEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQmBuIS9c24f59w/nXM/OefynHPLnHPvO+cOisf+RESkcvEq2Z8E9ACGAGcA1wDNgAnOuUPitE8REdmKxDht9y3gOTOzshnOubHAfOAG4KI47VdERCoQl7A3s1UVzFvvnPsFaBWPfYqIyNbttBu0zrkmwIHAjJ21TxERCcSrGqcizwAO+MfWHuCcuxK4MvZnnnNu1nbuKxv4zdWFSA3R+SXxtiPnWNuKZrpy1epb5Zw7AfisGjsZb2bdK1j/LuBvwGVm9q9qbGeHOOcmmVnXeO9Hwknnl8RbPM6x6pbsvwU6VuNxBVvOcM5dTRD09+6MoBcRkd+qVtibWQEwc1s37py7EHgeeMrMHt3W9UVEpGbE7Qatc+6PwKvAYDO7NV772YpBO3l/Ei46vyTeavwcq1ad/TZv1LnjgE+B6cD1gF9ucbGZ/VjjOxURka2KV2uc3wMNgIOBb7ZYtgBoF6f9iohIBeJSshcRkV1LvR71UgOySU1xzrV2zg13zq13zm1wzo10zrWp7eOS+sE519s5N8I5t8A5V+icm+Wc6++cy6yxfdTnkr1z7jqCTlpDgB+ARsDtQBfgGDObXIuHJ3WEcy4NmAIUA/cCBjwCpAGdzSy/Fg9P6gHn3ARgITAKWAz8DniAoBXkUWbmb33tau6jnod9NrB6iwHZGhIMyPaBmWlANqmSc+4GYACwr5nNic3bE5gN3G5mA2rz+KTuc841M7OVW8y7iKCgeryZjd3RfdTrahwzW2VbfJuZ2XpAA7LJtjgTmFAW9ABmNo+g8cFZtXZUUm9sGfQxE2P/1khW1euwr4gGZJPtcAAwrYL504H9d/KxSHh0i/1bI1kVurCnGgOyiWyhCbC2gvlrgMY7+VgkBJxzrYCHgM/NbFJNbLNOhb1z7gTnnFVjGreV9e8CzgOuK39JLiKyq3DOZRDcqC0FLqmp7e7MIY5rggZkk9qwlopL8Fsr8YtsF+dcKvAB0B7oZmaLa2rbdSrsNSCb1JLpBPX2W9of+HknH4vUU865JGA40BU40cym1uT261Q1zvao5QHZpH54HzjCOde+bIZzrh1wdGyZyA5xzkWAoQRDzZxtZhNqfB/1vJ29BmSTHeacSyfoVFXIpk5VDwOZBJ2q8mrx8KQecM69AFwNPAqM3mLx4pqozqnvYf8A8NetLF5gZu123tFIXRYbGmEgcCJBa64xwI1mNr82j0vqB+fcfLbyc4LAg2b2wA7voz6HvYiIBOp9nb2IiCjsRURCQWEvIhICCnsRkRBQ2IuIhIDCXkQkBBT2IiIhoLAXEQmB/wcprdvZWO8xQQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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1asudd93Nm+9/Amh5ycNNYFQGNAVwzz33cOiQ5lljle7tPna69elP05atua9+A5dt0qxgKpJTsIJl9OjRXLp0iZMnTzpNZZAfoVy7bn0mzZhFxD01nPQrKU7hkBlF7rGaOHFiriISzrBYLPzy8wrWrlyWtU2i5R9X3HocPHiQoUOHEh4ejsFgIDw8nKFDhxITE+P5YB2k6rTptH7sSfoMfpFqEXe5bJOuZvbXHbPZTL9+/ejYsSNVqlRx2sYXY+o/B2HzL3D2dBk6de9DvQYPOLTJsFFoVMBFbmY/b948j8LearEQEBjI1Fnf5dqeZJEUM5HLqKMo3MyZM4d+/fphMBiw2TQFamJiIlFRUcyePZslS5bQoUOHfI2hR4WjF2Wkvf6YTCYmTJjgcr9NStK90K3bbPDfUYJ5Udly4I5Kkt6DJP1fgOCQ3O3TrBBSCCRtkZvZ6009mpGeQd37G+baZpW4DJpRFD5iYmJ44YUXALIEvR2z2UxKSgpdu3b1aYY/atQoatSowdJly3SrANLS0ti6eSNrlv/oso3S218/YmJidK3ovFXhfDhWE/T+/pKHmkoqVZWcO3uST96ZTKN7FrNxTe72hcXwXuSEvd7UoyFhWruMjAyuXc0On04yF44bp/DMxIkTsVjc61h8rSp09OhRjhw5QpoXScySEhLo+UQbXh060K1LXrqaUOQbuxNGVFQUiZlOGPYVXd26dXPVifVGGC+cDTOmCEwmSdRiycI1kt/2SYaO2QGMISF+Fs93EyxdkH1MYVmtFTlh37t3b4+Fg/1MJjo/05s1K5byQMQdfPzOm1n70mxq5nWrMHfuXI8qO1+rCs2dO5f9+/fT8JEWuo8pVaYMTVu2ou0TncjIyHDZzhuVgsKRnE4Yee+/sxWdXmF8MRbefU1T3XwwVdKslbbdYICezz1I/xdH0PaJZ5BS8NqLgph/tP2FZbVW5IT9qFH6UpQOfGkk5SrcQXxcHMfy5DNxFxavKBykpqbqVtn5UlWoePHi3FuzFv6hxXQfI4Rg3sp1TPzft7mqVeVFZcDMH3qcMOwrugybfpfLGVMEKcmC1o9LuvXOva9SlaqMmzCZrxf0oVsfidkseP/NggvY8oUiJ+wr3pmdojQvOVOUVq0eQZ3I+9l1IpbFv/yaq11h0cEpXHPhwgUMBn2Pt69VhfS+9JOTYOrH8FRLwXNdBbu2u29vloXHg+NWRI8Thn1Fp9eTKu4KzNdqjzPyTff35o3xkqBgycY1goOZIRWFQWYUOWGfaslOUfpo+8fx9w9ACEFoeDjPDhiUlaIUtBm+s1wmGUqVU+ipVq0azz//PH5+7t0gTD5UFUpJSWHQoEG8++44j23//APaNxJMfM/A3r8EG9cIurZJZv7M826PU3p73/FmRafX5fLbL7VZfYu2kjr1nLe5GHueHVt+R8qL9Oinbfv6M212n2bVvH5uJkVO2NtvbtXqEXyzZAX/XE3hRKKF/efieG/S1KwUpZ4oDMsyhXtef/11/P393bYxmUy88sorXvV77do1oqKiWDx/jtt2P/0APR8XnDkpqHmfZPp3Npq3WYiU4bwzZhSXL7o+VuntfUfvSi00NFRXPqOEePg2s578S6+6FtjvvjqS7u1asGXzep5/SWI0SlYugbOntf03W2YUKWFvsUm8daZZtXQJzz7Wms8+GJ9ru7sMh4qbS2xsLHFxcVSvXp0lS5YQHBzsYKcxmUwEBwezZMkSIiK8qyoUEhbGh1O+YsTrb7lss+4nGDFAYLUKnn9JsvxXSfuOMPrt6ghhwmI2s3C26zEKW8bEW4nevXvrsss926u32zZ25s6AxHjBQ00lDRu7bndPrTpEPvAQIaFhVK4KTzwNVqtg7gxtdn+zZUaREvY536yT33+XNSuWuvWKAChZugzbftvEzC8+42Js9tI7vRBFxilyM3r0aEqWLMm8efPo0KED0dHRDB48OGvGZzKZGDx4MNHR0T4FVIWEhvHsc4Pp3vc5p/vjr8GbIwQ2m2D4a5KxH0rsC4za9SKJWpwI/Mj3swQ2FzPLDNvNX/bfqowePVqXsB8y3POKLiUZZk7VhPXw193fj5f/8zbLNm2l9WNPAtD/Ra39wtmQlqrJn5t5T4uUsLeHol+MPc/nH47nlYF9HYJt8tLokeas37mf3ScvULZ8hVz79GQ6VNx4jEYjoaGhVK6sFQqJiIhg2rRpWa52/v7+fP75517P6EFLWevp9zr5fcHli4KGjSWvjJXkDLg2Go20bGuiQkXJ2VOCv3e57qcwZUy8lYiIiNC1oqtQrbrHvr6fBVevCOo1lDRp4d15RDaEuvdLrl0VrFispVy5maqcIiXssy60EIx4420GvzyGgIBAjh2G/XvB6uJG3FWjptOZQmGwsCscmTNnDgkJCTRrlrsIRdmyZVmwYAF//fWXbk+dvGTY4PSZ02xc8zOnjjtG3sb8A3P+BwaDZPwkibNhDAZo11H7vGaF69QbStj7Ts4VXc4IWvuKrl379h7tIunp2QbWl17N/dJ2R1JiIjabDSGg7xBNRthVOa5qFNspyPz3RUbYZ9gkdgeasuXKM2rsOGrWeYe2DwhaNzTwRFMDXVoJTp/Q32dhK06gyEYI4VSg9+jRg5o1a/qc3yjDBr//+ivPde3IwjnfOOz/4lNNfdOjL9S6z3kfS+bP5pefawOfsGY5LlcKGcrjK1/YV3Tx8fFYrVbi4+OZNm0aERERul6kP8yHC+cFNWpLWunU9nVr05w6FYpz4thRAJ7oAmHhkn17BMeOaBNOd+rf++67j5YtW3Lt2jV9A3pBkRH2eaPkViyGF3oZOHpYULykpFgJyd87BY83EezY4nj82JHDaFKrOhfOn8vaJiHf1YkUNwablKRZZb51puk2Sbly5Wneph331KyVa9+p47B8IRiNkqFjXI9jtVj49/Qh/AP2c+q44PAB5+0ylMdXvujSpQsPP/wwhw8fdtjnKWrWYoGvJmkTgmGvOl+hOaNYieIEBgXx75lTAAQGQftO2r7lC+2GWufHXrx4kQMHDrBr1y7CwsL0DegFRUjYZ//4fvlpM2+/cgSwMvJNG3/FSH6LlrR9QpKYIOj7lGDLptzH/3PwAP+ePsWRg7krWSm9feFi5cqVREREMG7cuKxtiWbJuVTJhTTJ/pPn+OCDD/j444996j/DCq3atGH20lU81aNXrn1fTtS8b7r0hMrVXPfR+rGO/Lx1Fx27fgHAmuXOVxlmqYy0+WHnzp1s27bNabSyJ2+nlUvgzElB9bslj3XWP+aHU79m37k4mrVqm7WtU3dtrOWLtVWcK1VO2bJliY2NZfXq1RiNRv2D6qTICHu7fi4jI4MX+zxF/LVa3P/QRV7+D5hMUKwEfDVf0qOfJC1VMKyfIDZ7Es+bH3zCqm27eahp81z9plhVQfLCxL59+zh+/DgJCQlYpeRCqo2rGdkh8VcTknjrrbf44osvvO7bJl277p49rS37DQbJMDezetBy5NSuG8mT3bRcuGuWu25rVitHn9m8eTO//fYblSpVyrXdU0pjKbXUCABDRkq8kbtlypVzsO81bgZly0tOnxDs3qHJIosLFV25cuVo0qSJ/gG9oEgI+5z6+v1747CY2yFEIz6dXi6PpwR8OFXSvI1mQf/4v9k7Ixs+SK376jnMEmxSqXIKE2PGjGH//v28OOwlYlMdi4BXubM6w14Zzbhx47x+SdsFRFpqqsOxc/4nsFgEHbtBNZ1OPo2bQVgxyZGDguNH3Y+p0I89tXFkZCTNmzenVKlSuVIbe7qm236Dg9GC0mUknXrk/3yMRujUXfu8YJYmU5LyaAR+/vlnpkyZwtGjLh6E60CREPY59XNLvy8PLKZr7y1Uv9uxrcEA//eZxGSSLFsIhxzrjzvgycKuuHH4+/tzT81aBFWohrPbYjQaee29T+g3YIDXRlp7CoMXhwzi3lLBnIw5BkBaGizOTJw5YKi+Z2HxvFn8Z/gAGjwUDcCmdc7bKSOtd+hJbexJXz9zmvZc9BksCQz0/hzGjhxG6wZ1OHYk21bQ8zntPq5YDNeuOsqMOXPm8PLLL7NlixOD4XWiiAh77cKmpcKyRdq254e5bl+5KvQaCFIKJozTbrzNZuPLiR8zanB/B9/8FIvSrRYWpJRcTnefyVDiWwF5e5xGWloaGRkZlChVGoDVyyDuqqBOpKTu/fr6+n3DL/wwfw7l79Ac7X9b7/zFo4y0+tGb2vjw0WMu+zhzEjasFvgHSHoP9O08zp8+ybEjhzhjz3EM3HkXPNJKkp4mWDIfLDK33eCpp55i4MCBNGrUyLdBdVAkhL192bZhNSTGn6N2PQs16rg/5qVXJSGhWua6HVvAYDAwe/o0fvxuLmdO5vbPlChDbWHg3Llz9OjZmy+nfOa2XXJSEqvWrmPlzz971b9d8H6/aAmHLiYSXkxLbzx/piaoez2v3xe7a+9+fDDlK7r3fQTQEqalpTm2U0Za/ehNbfyVm+dj0RztBj72FJRyzIHokdIBgk8//pA9e/bQ7fG2BOXQ9/cZpN3HeVFa5HRCDgPQs88+y4wZM6hRw7Fo+fXithf2OfX1q5ZZgCocPhDqsYJR6bIwaIR24KfjMwMrXnuTj6b9j2LFSzi0T1KqnJvOgQMHWLzgO9atWOa23aF9f9O7Y3vefNN1bpu8pFslOddzQcHBCCE4vB92bhOEhkk6dtN/rs1ataXnc4O5/8EIat6nOQXs2ua87e0QXBUdHc348eP555/s2a4WjXz9fjd6UxsvXTDP6T6LBRZn7nqmv/fnVcpfEOIniIyMJDIykpDgYMoGGrIE/qPttVq1J2MEf2zSfO5vpJruthf2dv1cRgZs/uUSUJZSpct6TH0L8PxLEF5csmOLloO8z6AXeab/QIqXLOnQNl2lPb7pVL2nFhOmz+S5YSPctqtVN5KHmz9K/Ycae0yXYceVUe+7b7SJQOdnIMS3tPhZFY9+2+h8WXCrpjvOWQM2MjKS9957j1q1arFt2zYsNklsmuRsiiQuI//xD6A/tXFyovN2v62H2HOCO++SPNTUu7FL+gtCTc7vX0l/bbufX7bu3h5ReyXNyvjx41m/fr3uZ9FXioCw1y7uru2QnFiRu+49x5ZD+izeYeHQd5D22R5g4Q5VwermIaUkuEwFuvXuT/tOXdy2vXQhlup338PSBfPx8/NzWYg6J/bnaPvvv/La6FFMnzyB5CT48Xttf6/nvRNWFouFTetW8+P3c3mklXbs7xuct02/BScRzgylFosFm81Gq1atWLhilZbsDU2dcSEt/7P8QJ3WVHt96bwsX6T9xrv10a+OAyjhLwjLIeiTk5N5//33GT16NAB+BkFI5tyyez8wmSQbVsG5sxC97wDvvPMO/fv39zmqWy+3tbCXUmbNirZu1i5ks9Z4zIiXk/4vSgICJetXCQ7vl+zY8jvTJ09w+hZOsiif+5tFkgVd5eU2rVtN+0aRLJg9kyQPhajt5HyOTsYc5e+9ezh25BDLF0FSopbwzJMNyBnPd+3IqEH9qXt/Bv7+kkP7NE+NvNxqahx3hlIpJampqQzq1T1XbqEMm6M7ordjespgC+Dn50fnZxxTG2dkwMY12ufHvQiiCvGD8DwzepPJxDvvvMPkyZNJT08HoFhmm7Ll4JFWMdhsw2hetzgdGtfHZPKnXPnyHD9+HCi4FCy3tbC3zxwAtmRWFmzSwrsLWbos9OirfZ743nH6d3mcj95+g4hi/tSpUJyxI4dlPbRWefMLFBRFpJTEmyXzoqaz+Zc1LvW2p47HMLR3d1JTUrDoKERtJz3Hc9Sqw5N88PEE+g0ZTlRm6lu74c0b/Pz8eLxLN7r27ocQaUQ+oHl/7djq2NZ6i5Up1GsojZqW21CamA+718SJE3XNjCUw8KWRDtu3/gqJCYIadSRVPSfDBMBPZKtocuLv78+7777LV199hTUzu6LJIAg2apONLZvrAVGYM7TJhtmcQXR0NPfVrcvcpT8XWNzObS3s7YI3KRH+3glCjOLzj5qwdfNGr/oZNEJiMKzil58jSU1JBTQBk5SYyILZM2nfKJJN67QZYaK31VEU+SbJAgmJSYwdOYxB3Z9y2W7GlEm6C1HnJKenVZly5fBlqZwAACAASURBVGjQsCHn/63P8aOCipW9C6fPydRZ3/Hp9G8ICw+nUaaO+M8/XLhg3kKzez2GUosTQ6nZ5nvRlnnz5nl0ugBt1u2sGt3azJQV7Z7UP2Zxf4HBxQvmrbfeYsiQIQTnqHV95cxxhvbuTnpaCpD7+ljMZlJTUhjSuzvH3agT88NtLezTMx+cHVu0ijEhoXuI3rUdq8276bfNFoMQ3YAUpMz9q7PfpKG9tWVpmjLU3lCklCSYJelpafQdPJROPXq6VNMtWzjfYUafF3sh6pz9J+cRQFLC9Mnaj/y5lyReaAVd0ugRu03A+f5byd8+P4ZSXydLesdMT0t32Ga1wi+ZXrjtOuob3yggxM87HfuUyfomG1M/m+y2ja/ctsLeJrND5bdk6uu79prDwjWbqHv/A171NWPKJPK+ifOSc1ma6EPAjsI3ki1agErJ0qUZP2kqn053TDuc1daLQtR2UqyQ8929aM4CXhn+B7v/PEvxkjJLxecLUkrir10jPi6O+g+Cv7/kYDTExzm2vZUiafXWgA1x0i7F6jpvzHUZ04lxdvefcPmSoMqdkpo6bS959fR5SUpKYsOGDaxduzZr27x58zxONixmM9/Pd+4aml9uW2GfMyR6a6a+vu0TFXmoaTOKFS/uVV/LFs7HatW/LE22XB9XMoV7bFJyzYuZoDPh4oycgiPvTHPy+19x6NDbwHE+nCIJ9TET7anjMXR+tAn1KpWiXuXSPBBRnOIlhiHlcf5y4m9/K6lx9NSA9TOZ6Pys8xqwvhhqdY/pxDhrLyDT7kl0eeEIINSD5/bu3btp3bo1b72VHcuhd/WRqLOdt9y2wt6ur79yCQ7t08Kf7/cxElnvjNC+LLWRP88ChT4SzZrxUkrJhtU/kRAf77b9Uz164aejNmmfPn0ArRJZXv96o7EbMJTBL1ehg2vzgFvsHkHRu3dmbUtKTOTSpSigLj9+v8bhGMstFEmrtwasM0MpaIZab7+rr2NKCWtXap/bPalvzBA/17p6O5GRkTRu3DhXtTS9q48wne285TYW9pJTx2MY+fwwIJyMdCN1KgQy+JkunDoegwAMOlVuemeEOZeIylBbsFgzdfUAx4/+w/PdOtH2gfvcuq0NGjFK1+xv+MsjsUkt2CcnqSkQe244BsM0Xnqtqk/nndMjyJanDqa0mYEU1izv5rTk4a0yu7fXgHUWuOhnMhEUHMyEr2aycc0q/ti03qGNTXqvCs1ZdzavV44pc8wv5y1yMM4eiIazpwRlyknuf0jfWJ5m9QDh4eFs3bqVSZMmZW3Ts/oQBhPdXax48sttKewlsH6tNnv6Y9NMIBGQWMxm1q9aSftGkez7dQ0VgzR3KE/omRHmXSJaJKQUgRQKGTZ5UwzS1zKy3SFTkpOo/2AjHm7xqFv3u6rVI/hy3iKCgoMd7qdfDoEQWrE6F9KkQy75PTvAYhFUr55EeDHfzluPR5DNZubrzx3zt9xKkbQdOnTg8OHDDB06lLDwcIQwEBoezrMDBrFm+14uX7zIu6+N5OvPJzo9PsGH2b297qw9atded7Zn5pgt2zrWFlyXqcJp8zi6qlGZDBBg9C34Sc/qQ9pM/P7bK5w8Gey2nS+IwhoE1LBhQ7lz507PDZ0wd958hgwZTGpKiss2wcHBREdHU716da5muM9tc+p4DO0bRbrtLyg4mDXb9+aaOQQaoFzQ7fc+NdskaVbtmh09FkPUlEksWzifpKQkQkND6d27N6NHjyYiQmdidy/JsEnOp/r+3J46HkPUtM/4Yf5sUlNSCAkNo/OzvRn40kinbnl2Ph1vZdonh2j/WDrTFzXwasxAgxZJWa1MMZISEz22Dw4J5+CF3JbaICOUDbz1nqczKTbyzgeuXLrEp+PfptZ99egz+EWnx5XwFx4NoZ64lqHFYLii7QOCfw4JZi+z0by15/6KmQTFnfjWuyI2NpYFCxbQvHlz6tevz+rVq+ncuXNWsJUdP5MJo8FEePHFXLrwGO++u5///teHSD1ACLFLStnQYfvtKOw7durE6tWr3Vq+TSYTgwcPZtq0aQBcTre5TXewad1qhvbujtlsztWv0WjEPyCAL+ctcjpzqBAk8NerLyrkmG2SS2nZ1ZpcXROTyYTJZGLJkiV06KCzUrMXXEi13ZSCMZ1bnmPPX5UJDS3N/tgLuo4JNwnC/DRBD1r2VD2/OSEMnMijyzAKqBRc+IW9xWJh/vz59OrVC4swciHNNxljFFAxSPicRsBs08pRuuLEMWgZaSCsmGTXCYm/v+c+7wgSmLz4PQ8aNIioqChMJhMWi4XQ0FCaNm3KgQMHuHjxIunpGYSEhdL5GW2yUapMBH/8LLg34ldatGihe5ycuBL2hf/J8RKblGxYv95rf+oS/sLtxWjZtgNrtu/l2QGDMPmHo9nkoWLlKi6XiHD7uGGmWbXEVXZBryca9cknn2TjRu8C2DyRbHGsPqVHeJ7/F5Yu0IqE6Ii9cSAtDfb/nQ7UoWq1Kh7bG4DygYIS/iJL0IN+I53R6NjOKm+NGI4NGzbQv39/nn76aZcR5VYrfPEpTPsELsa6aCO9d3RISkqiadOm9OzZk6sZ7q/V+lXav4+2Q5egNwm8EvSrV69m3rx5CCEwm81ZqTnWr1/P5cuX+fHHH0nKsLD/XBzvTZpK1eoRhIZB3/66h/CKAhX2QojKQoglQoh4IUSCEOJHIYTnX0o+kEBqaqqutjldoYwidzIjZ1StHsF7k6by44Y4YBtClKFBo6Zul/7JFnlLhbo7w56oKqecmTFlEmYPuUisVivt2rVzmm/GF6xOjKYAg5/twgMRFdmyyTGTWHISvP2KoElNwSsDDQzoYmBYH4GUsHPbFj599202rV3lcey9f4E5I4IataOZ5ELPnJMygcKpblePkQ5MBAQ6N9LdCuk4zGYzkZGR3HPPPaQ6iYiVEsa/JpgwLpFPx/9Fy8gYNq110hEQb/Yu31RMTAxbtmxh1549HitSbVyj3Z9H2+vrP8iLICp7fqC0tDSH88+ZmuP8qeP5VlXppcCEvRAiGNgI1AD6AX2Au4FNQoiQghoXICgoSFe7vLOscJO+C1InEu6860GkvEiXnrPctpXcurN7m5RcTrc5FbBLF87XFZ5usVic5pvx7VycV6C6cO4cly7EEhSS+7E6cQw6NBbMnSEwGKB5Gy2p3dqVgm++hP179zBtwges+2mFx/H//EP7V0/q2xL+gkAXRjw9RjowkZw0igvnHfc4E56FjSeeeII9e/bw4cefOC2Y/s2XMPt/AvgcaERy0jcM7C743cki0Coh3ovfz913381vf/zBuxOnum2XEA9/bdUKxOvR1QO6nDns6M0PNHnyZC1rppfRuL5QkDP7QUB14Ckp5TIp5XKgI1AVGFKA4/Joq9YYjfr9qe0YhD6DkBBkFaqwp0V1R4JZ+hQVeDOxSW0278yOsWndalK8CPzIMJtzuaB5izkz97mrmdqPG7ew/Z/T1K5XP2vbwX3QrY3g9AlBrbqSlX9IZi+VTPlWuw8fjRWUKPUII954m8c6P+3xHLb/LgDJQ03d38dAo/voypwugq48gmrXWwxEsPtPx+PTrbeOv72zVciWTfB/b2SmmhhWm1p1I3mwSSmsVsGYIVoFp7zEm6XunDnBwcHUaNCYxs0fddvuj42aZ1WDh6C4Y3kKB0zCOy8cvYVU7KrkkgH6PAPzQ0EK+47AdillVsFHKeUJYAvQqQDH5enu3RHCs7B/5ZVXHLaHmTTDkCc6dtMevrUrnJeTy4kErnjQHxYmpJRcSpdZft1nT59iXtR00tPT2f77rwzo8oRX/VnMZubMm+fTrNRik07dIHPi5+dH+TsqEhAQgM0GUdOgRzvB5UuCRx6VLPklOwy+3ZPQb4jEbBZMfj+SoaPH8cijbdyeQ9wVLb+SEM/xf/+JYMef2522M6BVK/KE3UWw14BBhIaHI4TAz8+PR9s9xprte2mVadTevcOxL4nrQiqFBbuQy3u/bTb4YKxASsGI1yX//bgzq7buYsHqUVSsIrlwXrBvj/M+L6frc8VMtkhSdKi6Nq7Vrm1LnSocb/Pg6I2WzdmuZIDQHfvjCwUp7GsD+51sPwDUKsBxueOOilSuthgIdpjhm0wmgoODWbJkiVPXQL2z+4h7oHTZ/5CYUInRg8Z5bJ9mLfyBVvYycVczcqeb2Ld7J2NHDmPu11/iHxDAI62ewN+/GqB/KpKcmMTFNJmr7qYnbJkvHW/eER+8Jfi/NwwkJgg6dJJELZYE51Ea/ud9yb21tPJwX0zwfK9/WaUl0gsL/4dzZ0+6LJJRLI8x1h0RERFMmjKN/efi6DdkGBaLhQaNHqZq9QgaNMosuONkZg941EXfTFJSUggODqZWrVqk5nFnXrUUDvwtKFdBMnRM9j6DAVq11z5vWO38+lklHg2uFptkwqTPiZo6mcsXL7psZ7PB5nXa55btdHwpyCo+ohe9hvic7YxCOE2ZfL3w8it4RUnASUonrgKORVwBIcRgYDBAuXLl2Lx5s08DXziXwcmYDhgMc6ke8RZnTp8kPT2doKAg2rRpQ7du3QgKCnLbv9mmzaLcUfe+8mzckMbvG9bz9+bGBHqwFQi0oIzCyunTp3n11Vdp3qIlzVq0ZMF386l25500aNiQ0LAw0q7FsWJeeXZtX0p6+imgLuA69iAnQUGBHPnzN0CLXNYzUTJLzZjnju3btrH6559o3qIFpUp3I2pqJH5+Nsa8fpgWLS9ycq/z44YMCWfUy/fz5cSj2FKX06z5XRQv4fSx5Luv6wEl6Nt/OpH19xAeEpz1Xez4cm9tgMUG9WrVYPSrr3N3lYoc+fM3QoUf0JR9uyX7fv8df//cF6EwP0cnT57EarWSnJzMkR3ZKTytVvho7INAMD16/MOp6GyDhNlsJqJySaABq35I4vE2u1z2bxSuV94WCV9/PoHz585RtXwZqlRx7gty5HAYly82oEzZNETSdo64eKnaMQg44aUMbtmyJT///HNWPntnGI1GWrZs6VQOJSUl+Sz/XGKfzV3vPyAD+MjJ9v8DLJ6Ob9CggfQFi80mX3/zgAQpq945XgJy4PBXZJLZ5lU/cek2eTLJ6vZv2xGrhGTpH2CTf59139b+dyHV6tP3uhFMmTZNArJjt2fkorWbJSCr3Fldnki0yO1HY2XLdv9mil8pm7exyc9m/iSNRqNEey+6/PMzmWSfwUN1X4d0q02eSdZ3PYeOeUMCcuiYsbL63TYJUo4aq+/YHv1sEjpIQP7v+x+dtvl9v5Z9JzDIJqP/1bat3bDJoV2yl8+XlFJaba6fsbtraN/lhw3O95ut3o93o0hNTZXRx07lOt/p32nXsWIVmzwal739iae7S6PRKL/9cZ0MCta+8/Z/3N+3cylWabFlf3+rzSYvp2nX8p1PPpP9XxwuD15IcHn8y//Rxun1vOff+Mkkq0yzeH+tjx07JoODg93+LoKDg+WxY8ecHr9p0yZfL78EdkonMrUg5wdxOJ/Bu5rxXzf+3F4KgGatmzJoxChatG1PoJfGDz3LtgoVoUmLIDLSRVZVek+kWgtvGoWu/Yfw05adDB39Bg0bN+H/PvuCRWs3Y7MJPnizLJvW3kFYMcmc5TZmL5U81aMDc1esxeiheLuzBFSpVria7ngdki2SC6n6VTfPDhjEtNnfkxjfleNHBRH3SIY4mmKc8sZ4SWBQI6A90bvDnbax561/7ClcpkjwN0CwD94UBiEIcPELtOdp2esirrAwu2AGBgZS6o5KWf+XEv73mXZ9Bg3Pnf8/LCwcP5OJ9NR4mrTUtrlyw7STYYPzqZIr6ZLzqTbOpMisCPgBQ4czbsJnBIe4dviz99+qg+eHLNDH9Ag5DfF5va88qZILioIU9gfQ9PZ5qQUcLKhBMzJgx5+asB84vDlvfTCBlq1aY/QyCs9kcP1DzEm/F7QHZvZ0K25WbLmIy7j5tWpjYmIccoi8NnI4YWHh1KhzHwaDgd4DX6Bs+Yq8OUKwYrEgNEwyZ5mkWavsfh5u3pKoRcu0fDN+uR9qg8HgMgEVaNkNr2VonhaJZklsqk0zxHnxPSpXrUatut1ZOLsuAO9/LgkI0HdsiVIwftJYYDULZz3qkEf+2BFYOFtzz3vsqf28/FxvvvliikM/3oTP5yXIKDh1PIbnu3XinlLB3BnmR50KxTl5bCgQw4G9zvsuzC6YFltug/rObbBnh6B4SUn3PPn/h732JjuO/Uv7Tl14tJ32nTas8Xw9tYAr6XVyuIuxEL1bEBAoadzMc/vwfNxbuyF+8ODBuX5ngwcPJjo6ukCiy91RkMJ+BdBICJFV0VEIUQ1okrmvQNi4EVKS/ahRO7uWZJCPiYs8BVkBFCv+BwZDec6c7JRVsNgTFgkJN9H3fvXq1dStW5eoqCgScxTdzlti0WKB14YKFs4WBAZJvlkiqe+k7ktWdPFzgwgJzY4uNhj8+WnLTpfRxaC51V1Ik1zNcEwnrAebDf4zXJCRIejWR9LoEe+O79oLHmgsuXxJ8NpQQVJm2hqLBd4cIbBYBN37gsX6D8sXfc/WX3MHbgUYfH++AH7NTHe8YfVPZKSnZ5W73PnnTKAuf/7hPCAtzVpwhanzw8CBA+nZqxdnT5/K2maf1fcdhIOxvFKVqln1JR7NNNJu2eTZw80Zsef+Zee2LVy84CIkl2zD7MPNIchDrjFTPu8taDP8adOmER8fj9VqJT4+nmnTpt3QGb2dghT2M4CTwHIhRCchREdgOXAG+F9BDbpimfZv/Qf3smH1TyQmJHitwrETbPTshlmiZAkMhnigDbO+0v9gxN8k33t7ZF9KSoqDH3DOEov/HIrhhZ6CJfMEQcGSqEWSB5s479MosqOLD8TGMTnKDAxG8jXXrt5ZYN8lLS2NoX0+4c8/FlGqtOTN//P+ehoM8N5kG/4B11i7UtCklmD2dHh9mGDHFkGJksewWoYyalB/AP7YtJGpn03OSkGcn1l9TEwMz/bo5jTBntWipTv+90w3jhxwDEiTcFPyA3li+fLlLF7wfZbq4vhRWL9Km0n3HeL+/pS/A2rXk6SmCJflGd2xbuVyurZpxuT/G+eyjTdRs8VuUGTrjaLAhL2UMhl4FPgHmAvMB04Aj0opC6QUi80GKzLXDNfipvN8t07Mnj5NlzrGGUIIj/61d9WoSftOXfEPqMmWzYIjB/T1LfHsSlYQ6IrsyzDTp9NnrF+lLb3n/yRp2tKxnQDKBQrKB4pcL8XOzwh6Pjcdq6UPw/sFcOXS9f0Odg78fZY1y/8DvM5/P5GUKOV9H+f/PctTLcMIL3YfDzSWxMcJ3hlj4If5Aj+/VaQk12PpwpmkJGuPbFpqCqtX/Uz7RpFsXb/aZaSsHvTcCzAz+QPHdMcAqdepQI6UkrFjxzJr1iyGDRtG48aNSXGT4dVdP8uXL2fS9JmULV8B0NwtAR7vAqXLOj/uy4kf82j9mixbOD/LBXOjCxdMdxQrUZx6DR/k7hrOPbvT08mK0rWvIlxhFN5FzN4KFKgDl5TytJTyaSlluJQyTEr5lJTyZEGMFRMTwzPPDCU2thhgYPO6eQQFB1OzRg2PVWXcEebBUGswGJg2ezY9+rYDdtC/y1PUqVA8S/c6duQwp4Uo4OYYa/VE9lksZi6cm0eZcpKFqyX3P+i8XakALS2An0FQLlCQ8yq/M0FS/0HJubOCEQOET8nH3GG1wkdvBwOjqXJnn6yIZm8pVaYs6WlpWC2pfL/awpRvbTzQWFKvwTGMxm6kpzsmerNaraSmpDCwZ/d8pYHQcy/AzKa1zq3/10tvf+jQId5//30mT57M999/z/bt29myZYvX/QgheKBRY7r07p+VqXLtSruB2/W5JiUmcPzoP5w+cSIryGnDGs9ut3np1L0nyzdv47lhI5zu/2srJCcJatSWVKzsvq9QP9+zbRZWCqm3rnfYddDLlkVhL1SSmpKCOcPM8IH98pWIy88gCNLxhq9U9VvgIc7/u5KkTD14UmIiC2ZF8ej9tahRJtTpCyAu48bWq9Ub2QdJLF4nudeZiR0t/0vOVY/JkDvPt8lkY8jI3wkJ+Zwtm2Hie9f3h/PpeMFfWytRqvQEFq55V1ftUGf4+/uz//w19py+iJ+fkY7dYPEvkvvqT8Rq05fbxFf03ov0NOftLNcpC+a1a9eoXr06VatW5bvvvmPevHk88IAT44wOcnoJXYyFfXs0NaCzlaGd3gNfYN2OaJ5/aST1GkCp0pJ/Twv+uc5uHHYVTksPs3rQV43qVuOWF/ZuddCW7Oxy+ZmBeTLUnjoew2cfDHe6z2KxYLVYSEtNzX4B5DCEWrxM9JRf9Eb2hYSGUs2FDamki6ISYX7ZwT5CCMaO7E5y8kiE+IvpkzTD2/VgzXL4aqLAaJRMnS2pUDF//TkrO7ls4Xyv02R7i957YTC4bpfi44oppzdW06ZNuXTpEpUqVeLuu++mV69eFM80mnrDTz/9xOeffUbMP0cA+C3Tlt24GQS6iTe8o1Jl7qlVm5DQUAyGbGG8QafDA2gqpLwFQfJid7m0e/24IiRH/YHbiVte2HuTXc5XgozCbcSnnlJzOclpCD11PIYEsyT9BrnS6Umxa/Qz0aWn8xS7pfxdp4IWQlA8c58Qgp7PDabX80Po/0JxpBS8MkjkW39/7DCMHpLpsz3iMJWqHNeVfdNb9BaZ179SckRvumMpe5PmImt3ig/PjStvrKioKOrWrevzSnjBggX897VR7N6xDYDf1mv3qVkr5+dYOkBkFgPJvb1Vpipn3U/6Be7Vy5epUTqEtg/Udbr/+FE4cUyzQdV3oZa0E3oDMlDeDG55Ye9tdjlfcTe71zMLdIbZbCZqmmZ8u3qDfO9Hjx7tsZ6uv79jEBRoP4JQD6ucYL/s+IRRY8fx/udfMvaju3iwieRirODVF4XXulg7Fy9A/6cFyUmCx7tIDu1/hWb33a0rH707VixewDMdWvHdN19nbdNbZF7v7NwZetIdC2FCylEc+Nv5/gwbXnl1uVsJ2/Osd+7cmcGDB5OQkKC7X4C2jz1O38FDqRN5PzabllkS4JFWjm1D/TQ1oMkgKEYGE8e/zZsjXkRKSfM2EBQs2fuX4PQJfWOf//cMBoMBk4sqJBszZ/XNW4O7GECTIF9G98LMLS/sfcku5wvuImr1zgLzYjGb+eG7OYD2o70R6pyK1arz5bxFTo1PQphcBkH5G6CEjmo+oOnzc2I0wmczJcVKSDauEcz6yvvz/ucg9O0oOHtKUK+BZMJXkpKlSlOhYiWqVKvuuQM3XLl0ie2/b+ZgdLZE1VNk3lmabG9wF2VpT3fcrJWW7njPX677cVdOMy96VsLp6enMmDGDvXtdJBZyQceuzzB+0lRq1qnLgb/h6hVBxSqS6nfnbmcSuZ+l4MAAZn01le+++Zqrly8THAJtMxOrrlisb+w6kfdz+HIys5c6f/GvXqbP5dLTZOZW5pYX9r5kl/MFoxAuBb7eWaAzUpKSsoKY4m+AOic+Q9KsVVsebPIIBqORgMBwwAAinKd7DXJaYtEooEyA0O3VFGDMnt3HXbnCH5vWY7Od4uNp2nf7cKzg4D5952uxwGcfwONNBIcPCO68SzIzM5Pl5Kg5bDtyintr+1aY2U7N++rSqsMT/Pj9vCwjemJCAkaje8u8qzTZ3mCPshw0KDvdcUhoKM/2H8ia7Xt5vIumwN7jJN2xnWQvnhl9HkAQEBBAxYreGUNy5pz/bb32b7NWOBjPi/vnfpaEELz//vtMnD4T/8zw507dtb6WL9K/EjSZTJQu6+jfeewI7NouCAmVtHncfR+3m7tlTm55Ya9H75nfGZgdV7o8PbNAd9h19wCX0mWB1RlNt2r1W41GI7N+/Jk+g6ZhtVwDrEybFcen06c6zOgFmqD31mBlN+B+Ov5tej/ZjjXLf6R9J+j1vCQjQzC8n3Cph7ZjtcIrAwWffWDAbBb0fE6ybLN06a/tC5vWrWbA00/w6/q1pCQnZRnRf166GCkl/gEBGPIIfaPReF1zm0RERPDFF19wLDaOsGLFSE5KYvTb46laPSIrYtndzN5sgwydz4zeFa7ZbPbqu8UnJLB127as6NVfXejrTS7yCA0fPpxe/foTFq7lKHqkFZQoKTl6WHBYZ+yKK77+XBvvya6OEbw5CTDcnoZZO7e8sNej97weMzDQdHnOUssOGjFKh6HNNTl191apJXlKLgD/+5zFmw9GB7Nw9hAsFsGQkZInnBRrMggtaMqXRFDBftq1qv/gQ9z/UGOKl9TKAb39keTuGpKYf7TSgK7IyIBRgwQrl2g5eb77ycYHUyTFMp1E7AWc84O7oukWs5mM9HQMwkC9Bg9kqb3Cw8N54oknCiS3ib9RULFyVe6oVJkrlzVLdsS9EBauxSvEnnN9bJJOFaBub6yQED788EPGjBmjq/2fO3fzdKumvNCzK4kJsPtPLafQwy1yt3MXlRqQQ9CaTPBYZ+2znmpwc/73JUOefZrfNqzLtf3wflgyD/z8JC+84v558SWZ3a3ELS/sb3R2OWe1IqtWj+DLeYsICvaQbMMFFrOZpQuyA2ckWmUebwp9eMImtRdISnIyf22NY0BXQVqqoHtfyRvvOY5jFFDeR0Fvp5hJ0LVXP37c8Adde/UDNBe8cRO08b78VHDZSY2J+Djo31mwfJEgOEQy60dHoTFvxnQiq5Thf5996vP56fGislgt1Im8nxOJFhLSLcTHxzNy5MgCyW0SYIDlv25n6+GTRNxzL6Clc4hsqO3f605vb9Vn4Ne7Em7fvj1vvvkmEydOzErgNXToUJcuzFZhpF6DB7i7Rk3+/EMr+Rf5AFkvZ3AflWo2m9n660bmz8zOpGJX5axYhMckg3t3/snalcu4GJudJ19KrTKWzSboPRCXrsR2bmcVDtwGwh4cs8sJIQosu1yIn/OLZk8Gdk9NF1FIyqkkYAAAH7lJREFUHkhOdFxex2VcP4GfbNFeIssXrqRb29IkXOtH2yckH0yRDjrVQANUCNI8JfJDiJ/zlVCTltCynSQpUfD5h7nHOLwfOjYXbP1VaBG8ayQNGzv2cfzoEeLj4gjylM0qE6PQXtSlchR31uNFZX8R+wkILeCKIYFGLcgrL9mqHNf3wybRVY5Pz0rYYDCwcuVKDAbt++pxzazfqAnLf93Ox1/MYNtv2nk2aZ67TbjJdVRqYmIiT7Rrw7gxL5OSnAxAw8ZQuZq2qlnvweFq0Muj+XLuQho90iJrW9RUzf0zrJhk+Ovuf0eBt7kKB24TYQ/Z2eWuXrvGLxs2Flh2OYMQLpd7VatHMGPhUp9m+CFhzpfXcRky3ymRpdRSCFutMPOLeCCEchXuYMos6eCGFuonKBdk8DoltCvsy/b4a9dyeS29+X8Sg0Hy3TewaR2cjIHZ06Hzo4JTxwW160mWbpLcV995v+MnTWXbkVN07PaMx3MI9dP8uUsGaK6jJQMEFYKEbi+q5MQkivsXfPi8QQicaTnqP6jd+z073B8fb/b8nORcCefFZDIRlFltLS0tDVue6t9218y8QYo2mTtjqT2JWeNm2ecicB+VWrJkSXr37s1zQ0eQlqoZcwwGGPBi5ipwontDbc06dXmsc1cqVamadQ4fva1dzAlfSUqVcX0s3P4qHLiNhH1OCtpN1t1Dm1Olo9do62cy0fkZ50FMAAlmyZ8Hj/HCi7nzz7tbVuckyaKV+Fs0B44deZESJeNZsOZt8pZSDTRASZ3ulXoJ8ROMfflF6lUqxZoVP2Ztv7smPDtAq+06oIuBFvUMvDPGQGqKoMuzkh/WSyo5ryoHaB4cFSpWyrIFuKKYSVDKiSeRv0F44aElad+ymVeBc74SdzGWLq2a8uQj2ZE/djVO9B5wdwpmW267jCvsK+EXX3yR0NDQXHnWO3fu7CDkHcbJE6SYZtWM2gDXrsLBaPD3l1kFWEB7Djx5c82ZM4fxH31CydKls7b16Aely0r+3in46QfP3w0g9hy81FdgtQpeHC1p39HzMcG3YXqEvNx2wv56zUjdEWB0PgOzk5XffcAggnUIFGeVnHKyad1qHn0wkpkzvY94tNgk1zJn9XavhHcmCO6MyB2/bhRaYrOCmL3eWaUSAYGBxF25kmv72A8lfQdL7qgkqVhF0rSl5Kt5NiZ+Ld2G1+ulmEm4TUGsR3/t5+eHlJLDhw/nywivlwplS7N/zy727dmVJUBLlII775KkpXrOqhpv1pdrKSIigi+//JLExMRcedZXrlzpdZDikWMnqFOhOF3bNOPPLSClpq/PeQ/DdV46/zyqlJBQGPNf7ft89F/hMs/97Olf8MN3c0hJsTCsr+DyJUGTFpLRb+uoRmW8MXLjZnPbCfsbhafgC3t+94Ox8Xz7408EBAQDeSo5GY1uKzmBe48RV8tqO1YptcpPUivacOLYDipWsTh43vjqXqmX10eP4siFeAYOz+0RFRQM4ydJth6WbDkombdS0uEpR7/svPy19Q/6d3mcWV9Nc7o/xE8LxfeUa16P/trf359NmzaxalX+onT1Ehpo4vvVG9l1IpbQsLCs7Xa9/W4PxbGtEuIyfB/flyDFIzExmEwmQkJD2f67ds1zVoEKNKDL/mOz2bh8/l8O788dhNGtD9SorSVHyxmQd+p4DGNHDqN2heK8M2YEowcPoHOLl9m1/TgVKkqmfOuopnRGyG0aMZsXJex9RE+NWjst23Zg3V97ebrXIAyGzCAmwmncbAhrtu+lRRvXafj0eIyYzWY+/HQS1zIkl9NtnE+1cS7Fxr8p2brUmdPOA41JSa6JlLn7KxWQP68bT4SEhFAq6PrNig/ti2bzujUcPhDtsC/MT1A6wOCxDgHo9+Rq0aKFz1kgvcXfIHjgocaUKpNbyVz/gUy9vRsjrZ0ki2bncUejRo3o3r27g3D3NkjRYpM0btGaAxcS+HT6t2z7LbP/R7LH16sPj4mJ4e5qlXm+e6dc241GePMDrb9pnwhOHNNWu+0bRbJg9kySM1dAAEcOahW+Bo5Y5VFPD9pEpyiocEAJe59xF1HrjKrVI5j4v6kcuhTHM/0tQDxbNo2mT8cxDHj6SZfH6c2+uPC7ecSbJckWLfWCWWreNwBnTsLWX08B1akTeW+WYPMTUDbQc4GW60GoSZBw+RL7/96T777aPtmJrxf8yDP9B+baHuBFSgc7OT25AjONGMHBwTetTihoqSnyYk/etduDkdZOglkryO3MYHvp0iX+/PNP1qxZQ0iewtzeBinaUxr7+/tjMJTj8H6tKlXOZGN6UoQDVKlShXLlylHhjooO592slZYTPylR0OvJ47zYy/lqF7QKX5++291lHYmcBBnJV72LW4ki8k4rGEL9hNfBTwEB8OFUSZ1IybgxxTl9cjXx11qwa/sRli6YwrKF80lOSiIkNJSnevTyymPEFfOiBPAwXZ49yvufa25tIX5aquIb9aCfOHGCx1u0IDg0nLU7XGT10kn5OypS/o7cofxGoalufLE52D25pk1zVAv17duXihUr8sYbb1CsWDGfz9kbLp3/l08/+Rj/gADe+mACAPfWhrBiklPHBUcOuK4zkJMki8QioUxAboFWokQJ9uzZw/nz5x2u1+jRo5k9e7bb1WTOIMWcBVTsXjgNG5Fl/Dd54dIYEBBAbGwsl9NtTvP9TJj+/+3deXhU5fXA8e+ZzJDMMGEVMIKyxAVcAIGqiLX6U5HFBagoYBClgIqIqC0+IlRckFoFlEVbFSzEBQGXChXrwqP+XBC3XxErKlFAoFBciEBCkkne3x83k2WYmdyZzCSZ3PN5Hh7iLPdekuvJO+973nMM32+Dzz+bixXUIwtuVLxn7oKor6uLgU5DoSP7WshIk7gyf0QgZxwsX9sCr28y+fuGc9kFfXj2b4tDGp8stp1yGSl188e9kPu49fWY6wxenw9/+VRHXY5o2rRpw84dOzhUWJDw6p7JWnP4+eefyc3NZd68eRWj/rrgpoylf13ES889U/GYxwOXlnfjem6Z/X/nodLD5/Ddbjc9e/YM+6kllk2Kxhh27fmB83qdxO2TruX9t63rOvM3lT/feBp2hy7SBjX1Q+7fDS7XU9QU7EM3Kobjwv6njsZAg30thdtRa1efvpD78rWIawrGFJQ3ma4UCNhL9YuWuvng3ULBwec49Vfr6HpyEelJSK+0w+/3U1JSwhdfb6lVxk8gEGDO3X/k5ZXLKx5L5JpDIBBg926rvkt6ejovvvgiCxcuJL28QFdd6HJMB6bPfpD75j9a7RfjiKutr1941uqnateBgImphWHoJsWgsWPHVpvaKiyFTRs/I+/rzXy9+d8V8/V9q2ymyogjmEbrGd2iFdhtYR3t0y6A102jaz0YjQb7WvJ7oDa3y0vL55KWVrv87Uipm2+/Ac8+aYAJfPbRefyybx8t62BzUDh5eXlMmjSJrFbNbfXnjWTbt3ks+PMs7r9zGq7yapyJ+ii+f/9+0tPTK0atPp+PIUOGMG7cuJrfnEBN3GlMmHwzFwy+pNrP6uSecFIPw76fhNdWx3bMH4oqK6rOmTOHWbNmsWtX5GI7wamt/Px8zjzzTPr168e0adOqbVIsKDWc1u9sVv/vBibcdD/ffmPVMereq/I40QJ3qLy8PPr164fXk0Ynf1rEe8RuldlIn3aDfA7JwgnSYF9LaSK16mwTS+OTcJu03B4P855YxuYvrHS1oiL452qY+XvhulECFNK910jOvXAgHbLaJTXrJpJwnZFC2zPa5WvalBun3sGoq39HVkbk3czxyMzMxO/38+tf/7pONlBFEylIjhhjBeznlsb27y4zsPuQYV+x4dFHH2X69Onk5+fX+L68vDx69OjBxo0b6dSpU8Vmvm+2bKEgYH36OeXU3hw8cCYAp/WrbA6S4bK/+Bm8R9avX1/xaSbSPWKnymxNGxWF+D51pDKpi+5I8ejTp4/5+OOP43rvW2+9xTnnnJPYC4oiUGbYWRjf97FzptvmHLaQ2fx6ig89RXHxAXxN/Qy49EouHz2F5Uvns2bVYoaP/i+vvORn30+V/4P99kqr0YfLZS1g1vWCVF5eHt27d6egoCDia7w+H6+u/7+Iew1CJXNx+YMPPuCMM85ARJg/fz7t2rVj0KBBZFbJea+L++vf3+3gn2++yRFt23H2ef0rHs/fB6cdKxQdEt75vIxjOsd+7OV/e5zv87Yw7Y8zae73Rbwn1q5dy2WXXUZJSUm1X37u8mju9ngoOnSIpn4/bY/M4dtvbmX67M6MK2/H3MIjNK9hrwPEfo9s+zaPAWf0pLAW95QvDdpkNNyxbm3uMRH5xBjTJ/TxhvuvTSFul8Q9d2/3I6lIJvvzF1FUlI8xpRw8kM/zTz/CFQOO58Vn11NSks4zSzaz7yfhxO6GKdPKWPlaGXP+agX6aBUHk8luj+Bgiedo0l3WtE0yF5f79u2LiLB9+3ZWrlzJqFGjKC6uxS6lOH347lvcMv5qch+v3tareQsYPMz6Ovfx+L4HI64ezx/uuZ8Sj5cfigx7Dx1eHiFa+8JAIEAgEOBQYWHFp7Rvv3kC6I6nSeUI3O7IOdZ7JFpJkmCHr2gbFcEZtXBCabBPkOZN4vtm2v1IOup3OTy2vIxz+hu8PkOzFoY27QxZ7Q1ZHV6gzxn/ZeLv+/CP98t45X3DlGnw3ZYl5D72KKWlpfjd9TNXb6czUk2ZE363cLRPaJchrH5+Bdu3b0/0ZR5m48aNbNiwgSeffJLWrVsn/Xyh+p1xOgMuGVptVB909XXWJ8HlS+Fg7bptAla1zB+Lqn+6tBOAq7Py2/80w8pvF8LvFwgnnnskWJLk7PP6V9zX/mbNGHlN+G5rVQnOysIJ0jz7BEkTIdNj1SaJxfjJt/D8M8uiztt7PB4mTJ5Cxy7Q/6Jwx+8AwO5dO9jzn11s+pebxQvm8eLypwHolJ3NyIsvjOm6EsXu9vtImRNVpwI2b97MiBEjyMrKYufOnUn95TV48GB27dpVL4Ee4PjjjmPxs6sIdzt17wW9zzB8sl544VnD6PH2j7vt2zx2bNvKsV270S7rqIrHDwQMpcbQqomVwmq3fWGo4Aj8gYcX2P75xHuPdOySzYBLhrDu1X/w2yuvYs5fn7R1nAwHbaSqSkf2CdTME3vFzUR8JAUoLChg7GWXcNPYHF5f83JFoL9qwkQGXdi/3go92e6MFJI54cKasqk653vw4EEGDBjA0KFDk/4pRUTqLdAHNYky+gyW/l2ySGps7FHV88/kcuXF/Vmy6OHDnisstbqk7Ss2tgNwqOAIPCOGPQ9275Fwex2GjbqKDVt2cNtd99k+n5M2UlWlwT6BXCK0tLEgFapqlUyr6bTL9kfSoLff+Cd79+zG19TPwEuHMekP03j9o8+ZNW9BjQXBkslWZcmQzAmPwJHewzNtevfuzdq1a1m0aFFSrrWhCRwqZMtXm9m7Z89hzw24FI7pbPhui7B6lf1jHtWhA71O70uv08N0hAHKsD6d2l1LCufg/gMxZbrk5ORULPpGU1xcdFgaptvtpu2RWbQ9MsvWuZw6hQOajZMUew6VcSiG0VYiHNi/nzfXruGCwZfgq1LvpF2GkFGP+cSxZlrUdRmHeNTV/TV6zBieWraMJunplBQXV5TQGD/5Fjp2yWbFMpg60UWX4wyvf2xIS2AQmz7lBpYvXWw7Lbgqf7Nm/LJvn+1PX3l5eXTt2pVAIHox/jS3m1FjJ9RYAiEaqyJqwx/jajZOimjVROr8G+vPzOTSy0dWBPomrvoP9GBv+/3KlSs5/cRjae+NnmmzZ8+ehJdaaKjWrl3LiuXWLuHioqKwexOGjrTa9n37jfD8MzUcMEbjJ98SV/1+t8fD8JE5MU2zZWdn2zpXaSBQbZG2uLiYyy88l/vumFpjw5Ugp07hgAb7pPC44pvOScy5rSCf5XXVe6APCt1+73K5yMzMZMCAAbzzzjsMHjSI9LTotW2Kiopo3749rVq1qvcNT8kWTHsMl/IZKCmhsKCAiTmXs+v7vIrmHPfPEPJ/jn7cvXv2sO+nn2xdQzwd18D6BX7jTTfX/MIQhyJ1JQlRdZF20/99yob33mHdq69U9MuNxiXWRi+ncvA/Pbn8nthKINeWS6zMlawGMJoPp+r2+9LSUvr27cvq1av5/vvvbb1/69atdOjQgY4dO9ZJx6j6FEve+aWXw2lnGn78QXjgrug/98cefpCex7ThiQXzor4uKNxaktfrIy0tjbSQOXa3uzKZoOvxsfd9jmchP/v4rjz5whrumP2Avfem1U/6cUOhwT6JWjWJryqmXS6xFptaNhHae63MlVS5mc866yz69etnO3CfcMIJ5OXlsXp1jEVhUlAseeciVrcvt9vw1BPCU08QsTF3cVERGV6v7Z3KUNlxbdOun/lufwlf7t3Pus++ZNTYCWR4rUY8LlczRo6tTCaIZ0o8noX85i1acG7/gbYSGMCqY+VkGuyTyCXCEenxBd8Ml7WZqLnHmhJq2cT62u8WmnmELK9wtM9F2wwXzTwNe0EznBkzZvDuu+8yePDgiK/Jy8tj4sTKJustW7Zk9uzZtpqsp7JY8867ngy33W1F+OlTXNw8Ttj4qVUnKdi67+SsFix77BHcbjdvvfZqzAXoqgr+Ahh6xT6glCnTfuaeuQvo2CWbJjHUw6nKTovImno1R+NNi1w62Sk02CdZRprQJl3KbzYrDz/4TXdh/be7/I9HrNcckS6087poXd5HtZnH+tOiidA63Qr8jf3GDVc8zW6T9VQXz5TGuBvhgb+UkeE1vPSccMnZLk5s+yrn9OjJM0uq90l4btmSmAvQhSorgzdftb4+b1Dl4/FOIda0kB9uv8m8WXex6unojVbASresrzW0hkSDfR3wuYW2GS6yvC46+Fwc3dRFx6bW3x18LtqX/znKZ73GSRkDW7duZcOG6r32otVlqanJemMQz5SGCAzPgb+/ZRh5teGYTlsoLR2OMQWUlYXUtqmyyBvvCP/TD+G/u4WjOhhOPKXy8dpUkgxdyBcRvF4v48aN44NP/lVtuuanH37g4dl3c+etk2vM0W+dLrYanjd2GuxVvXnvvffo3Lkz48db+/2D0zbdunWLmpcPVtCfN8/eQmOqqc2UxgknweyFhrPPn4PbHX3EW1xUwh1THmKfvQSdap5/2gqeFw+3ftEE1TaFvepCfvv27SksLOSWW27hlBOyqRqvRYSb75jJmOsmRVynCu7CdtLgKRoN9qre9O7dm6ysLLp06cKaNWsqpm3spFaWlJSQm5tbB1dZ96JNadgtofHSc0/X2OmstLSEd9c9xQW/Er7cZP/6CgtgzQvW15eNqlwNTo9zvj6Svn37Mnz4cNxuNy6pXlm2ZevW3HT7DKbOnBX2vWkRdmE7mQZ7VW8yMjLYuXMnDz74IFdccUXYaZto4q3fkgqqTmn4fD4AXK402yU07DaqhwPs3SNcM0zYHblxVTWvrYH9vwg9+hiO61b5eKJTflesWMGKFSvo1KkTAHu35zHjZmuxOVq3szSx9pro1E11GuxVvRIRZsyYEddGKbsLmakqOKWxY8cO7p23kBfWvVuR9VITu7Vt/Jl+ftXXsHuXkHOxsNXGFP5T5XX0q47qIbmdn9auXUvPHj1Y/rfqi82hnayCzec10B9Og72qdytWrIg52Hs8HkaPHp2kK2pYWrZsydhrr6dnn9Nsv8d2676ROTy23HB8N8OWr4T+pwkPzJSwdfKLi2HJIvjoA6FZC8PQkdWft1u/PhalpaW88sorkRuphCw2H5HA5vONjQZ7Va8CgQClsdToLefxeLj55ti35aeq9BhHqnZq2wQXeVu2hpWvG4aNMhQXCYseFPp0EcZdISy4H1bkwiNz4Jzuwt23WSFjwmSDv7JTY8Ln64NGjBjB4MGDKSoqivq6kpISch95SOfoo9Bgr+qV2+2maZUqnXatWrWK7OzYt+Wnqv9s/455985kzNBBNc5ZQ2Vtmwyv77Dnwi3yNm8Bcx8zvLCujD59DYUFwhv/EObc42Lq9S7+fKeLXTuE7OMNC5eWccMfqh8zWaPpU089FRGpcUAQKClhxTORu50pDfaqAbjqqqtiqnfj9/sZONDeFvnGInfx4zz8p3t4543Xos5ZV2XVtvmMIVdcidfrs9UnoddpsOp1wwdflXH/ojKuvdkwaIhh2EjDklVlvP6x4aLfVk+3hNqnXEZy22232X5tY16wTwRtS6jq3a233srSpTXvhARr6mHMmDF1cFUNR15eHvPnW52lQks8B0pKCJSUMDHn8oqeAFV1yj6WhxYvi/mcWe3hijEA9kpKJ2txNi0tDb/fz/79+2t8bWNfsK8tHdmrehfMKw/Xdi6U0+bqwaqCWVNjj2AVzPqQrPn6oJycnBpLGDtpwT5eGuxVgzBw4EA2bdrERRddFPb5YKMTp83VQ2xVMEPlPv4oc++5k615W5J1eUkvqX3++efX2JzEiYOAWGmwVw1GdnY2q1evZsuWLdxwww0V1S6bNWvGhAkT2Lhxo+Pm6iH2KphVvbj8aebffy+7d+1M9GVVSHZP12HDhrFs2bKo3c6cOAiIlQZ71eCENjrJz89n4cKFjv2fOZ4qmEHXXH8jN069g2NP6BbmHbWXJsnLxKlq9OjRh3U7c/ogIFYa7JVq4OxUwQQ4qsPRFWmYe/fsYdEDs+l2Sg9u/ePdHNG2bVKuzVuHG5h0EFA7GuyVauDsVMEE+PbrryrSMN945WUeuGs6s6dPTeq1JXsKRyWOBnulGriqVTCj1W4PBAIVpQPcHg8jrxnP8NHXJO26XGiwTyUa7JVKAcEqmF27dq3xtSUlJWz89BNmL/gLAy4ZGvF1TVy1C9Y+d+r0PFYa7JVKGdnZ2Wzbtq3G1wXTMJt5hA4+4cgMqShS5hGrt/FRXiHLa/UwjrdPsl+3ZKYU/XEplULsp2HuRwrySWvRgrQ0yPJGDuhN3UJJGeSX2NstC+Bx1U0WjkocHdkrlULspmEaYxg2bJjt4wYb29uVqdUlU44Ge6VSiJ00TJfLRevWrZk8eXJMx27ZxJryqSnmu0WncFKRBnulUoidNMyMjAw+/PBDhgwZEvPx09OELK/QJl3wuwWPy+r+JFiLua2bCO0ydGE2FWmwVyqFRGtGnqjSASJWo+7W6cJRXhdH+4RjmlqLuX6P4NaWfylJg71SKaZqM/K6KB2go/jGQWfelEpBwdIBCxcurO9LUSlCR/ZKKeUAGuyVUsoBNNgrpZQDaLBXSikH0GCvlFIOoMFeKaUcQIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB9Bgr5RSDqDBXimlHECDvVJKOYAGe6WUcgAN9kop5QAa7JVSygE02CullANosFdKKQfQYK+UUg6gwV4ppRxAg71SSjmABnullHIADfZKKeUAGuyVUsoBNNgrpZQDaLBXSikH0GCvlFIOoMFeKaUcQIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB0hKsBeR40XkYRHZKCIHROQ/IvKyiPRIxvmUUkpFl6yRfX/gXGApcDEwEWgDrBeR3kk6p1JKqQjcSTrucmCRMcYEHxCRdcBW4CbgqiSdVymlVBhJCfbGmB/CPJYvIl8D7ZNxTqWUUpHV2QKtiLQCTga+rKtzKqWUsiRrGiecBYAAD0V6gYhMACaU/+cBEfkqznMdARz26UKpBNH7SyVbbe6xjuEelCrT6hGJyPnA6zZO8rYx5pww778duA/4nTFmiY3j1IqIfGyM6ZPs8yhn0vtLJVsy7jG7I/v3gW42XlcQ+oCIXIcV6KfXRaBXSil1OFvB3hhTAGyO9eAiMhp4BJhjjJkV6/uVUkolRtIWaEVkKPAk8IQx5vfJOk8Ej9Xx+ZSz6P2lki3h95itOfuYDypyNvAa8AVwI1BW5ekiY8xnCT+pUkqpiJKVjfM/QDrQC3gv5LltQKcknVcppVQYSRnZK6WUalgaddVLLcimEkVEjhaRVSKSLyK/iMgLInJMfV+XahxE5DIReV5EtolIoYh8JSKzRSQzYedozCN7EZmEtUlrKfAp0AKYCvQEzjLGfFKPl6dShIj4gH8BRcB0wAD3Aj6guzHmYD1enmoERGQ9sB34O7ADOBWYiZUFeaYxpizyu22eo5EH+yOAH0MKsjXHKsi22hijBdlUjUTkJmAucIIxZkv5Y52Bb4Cpxpi59Xl9KvWJSBtjzN6Qx67CGqieZ4xZV9tzNOppHGPMDybkt5kxJh/QgmwqFpcA64OBHsAY8x1W8sGl9XZVqtEIDfTlPir/OyGxqlEH+3C0IJuKw0nApjCPfwGcWMfXopzjN+V/JyRWOS7YY6Mgm1IhWgE/h3n8J6BlHV+LcgARaQ/cDbxhjPk4EcdMqWAvIueLiLHx560I778dGAVMqvqRXCmlGgoR8WMt1AaAaxJ13LoscZwIWpBN1YefCT+CjzTiVyouIuIFVgNdgN8YY3Yk6tgpFey1IJuqJ19gzduHOhH4dx1fi2qkRMQDrAL6ABcYYz5P5PFTahonHvVckE01Di8DZ4hIl+ADItIJ6Ff+nFK1IiIu4GmsUjNDjDHrE36ORp5nrwXZVK2JSFOsTVWFVG6qugfIxNpUdaAeL081AiLyKHAdMAtYE/L0jkRM5zT2YD8TuDPC09uMMZ3q7mpUKisvjTAPuAArm+tNYIoxZmt9XpdqHERkKxHaCQJ3GWNm1vocjTnYK6WUsjT6OXullFIa7JVSyhE02CullANosFdKKQfQYK+UUg6gwV4ppRxAg71SSjmABnullHKA/wcL7xizCnHW9wAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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Nuhhgfa+YZfMWfGXJycmH3Qfu+77lhn3bW+Cb5/s2c+ZM25nnl9o/X97t+2zPtuV6tjs/sk3P92M8kbz/lphUz+4f8a2NGVdoTZufa4lJx1qozopiJ5QfNphV4iTzr/aPPGp2tt0+/Es7s9P11qPXS3bZFcvttDNusjF/yLPXpnv26tSvbOQTz9vm3VmWVehbQSmvmcr8j8aMGWN33zPcJv1jr9Wt2zZan/cNdltiUmNr1uJHNn32VluzK9eWb9hmv3/kMduwLd3yq2D/R4NCz7fvsz3LCftH1wla4E7AA04utqw1EAbuKa98ZcLe933r0KFD0UF90aV9bG1Ggb01Y46tzSgoesHtzNt/AH/wwQeWkpJy0IstFApZSkpKXEc/yOHLLfTtqRc8S6nvG/hWP/U+u6T3IPtuwwYzi/x/k5OTLTExscr+vzNnzjTPj7wwYwn4TTme7S0oOzQrMkQ0FArZrbfeekD5/LBn6dm+/Xexb58t8O3zxb4tXuHbyvW+bdju264s30aMesQAe+eddyw7O9vefPPNyMnppKSK/9GrwILFS+zxsR/bz6/3rU5d3yDPoNDgbXMJzaxB2hnR1/Avbc0ezzZkRd4kMw7xdzyaFXq+bYoeT0dj2M8A/lvK8tnA7PLKV7Zlf9XVV1tCQoIBdu+I0fbl+m3WvsOZNvyhRw56Ec77alW5L7KqHv1Q2U8RFSm3ceNGGzZsmK1fvz7meuXm5lo4HK7w86kpnu/blyt8u6CHb/CiwVt2+ZW+rd9a+ie3W2+91dLS0iwhIcHS0tLs1ltvrfT/dd8LscDzbUM5gb81xzMvhlEo+96Uygv7ihyPX331lc2YMaPo9yVLlhT9XFhYaHfffbdNmTKlYk++iuWGfVuzzbOxkzy7pK9vySnPRJ/rzdH7ayylvm9du/t2128jo6TWZkSCPy9cO0I/7Pu2KWf/MXM0hv1WYGIpy18EdpRXvnIte7PP5qTbP17/rGjSy0fz/mdnnNXZevbpa6t359m3ewvtjX/NsvVZng0YOMSSyvn4HAqFbOCQYbYn37eMAt+yC/1KDyGr7KeIssolJSVZYmKi9e/f33bs2GFz5swxz/Osf//+1rBhQ+vWrZvddNNNlp+fb5mZmXbfffdZfn6+rVy50rZs2WIPPPCA/eQnP7F33nnHGjZseMCbw65duyr1HOMtN7/APp27zG4aPNtCdSYazDCoa4DNX7CoWupQ/IVY6Pm2Pbf0oN8cY9Dvs2bNGuvbt2+Zx2FFPon4vl9U9pVXXqnoU6x2BZ5vu/N9e+Tp5+3cn1xmo57ebf2vzbCT2h4876Hxsb4NHe7bonWebc2NhOPRqmTQxzPs43aC1jlXADxrZg+UWP4o8ICZHTTs0zk3CBgE0Lx5886vvfZahfaZlZXI5Zf/JLotIzU1TFrDAnbtuoiTTrydZs17snDhZWRnfUnrNnNYv643ZuWfGKtTJ5UHfzeXY5vkc1LrbOrW9XEOEomc/I3Fpk2bGDhw4CGnzderV49JkybRqlWrCpUDGDlyJCNHjuSWW27hiy++YMmSJTzw4IM8+cQT3HTTTXzzzTfMnz+fpk2bsmPHjqJyZ3Q4j2VL5wIwadIkjjvuOO688042b97M22+/TZ06dWJ7gnFmwJ69SYwe9Tr/WzwNsx8BH9KmzQguujiL9J3ruOOOO6qlLllZWaSmph6wzDOKTuI6INHFfmyUtGnTJt58800++eQTcnNzSU5OplevXlx99dUHHBvlee2111iwYAGjRo06qL5HOp/9o/c3bw5z792D6XL2e/xvcWu2bkkGoG49j379N3HNLzbQqGGYRBf52x9NCqNvYcWFEiC7lGMsVj169Kj2E7QFwJOlLH8UCJdXvjIt+40bzdq18y0trcCcK94i2GqwM/rz/4u2eM41iG0iCyQUbSsxMdJ18OR4z5Z8v/+k2/bcyLmAzxYstgVLv7bs6IktP9qyi+UkXFJSkrVu3dpef/31oucUSznnEu24H/zCAEtrdK2d3tG3k9uttDanzDHnkq1B2qV2QusJdsyxQywl5TmDCw1uN3jUYKXBJmva/Hm7eUjYRj3lWctWZ1iduvXtkacW2TcbPNu2O+OAFmp1ndDOC/uWnufbhL9/bV3Om2R16+UZpBqcak2b/9bO7Xqt/XfeF1W6z1iU1eoq8PzAnEysTlf8/EoD7L7fj7R1mZGunIsu3f/6btDQt3tHePb1tsggjIp8mqopnu/b5pzSPxEejd0426jmbhyz/TNo12Z4tvBbzz7+wrMpH3j2wiuePfdnz174W65dftWD0XCtE1PYJ4XSrGcf305p51ti4v6DrG49335+nW9PT/Ts34s8+2TBagOs8bFNbPXuvANGYKTGOJtz3+3+B39n85fstlCoboxl0gz+d9BHXki3yMmvfb/PNue6WPOWq+yUdpEZoMkpJT8qrzLINZhncLrVT73Wrrqh0E7v2M9uu/uJMruUKnvC0y/24izwfNue49u0mZ4Nvsu3E9v4Bn0MBhjssfYdplnP3sNsT553QLnqpGsvVa/Vq1fbgAEDbPr06VboefbQqNF2bJOm1rXH1XZBD6/ouG3SzLdRT3v27R7Pco/grp1DBf3R2o3zKVDHzC4osXwWkfH9Fx6qfFVNqirN57Nn8uG7b7FtyyY+/deHhAvLnr0YCoW48de30PuKK0msm0zDhq35w5i32LLpBubPaRR9VDrQGPgM6E5iYluSktJoe+oLnNj6XJJC8N7URKjAxJmI/wJdY3qkcwl8PDtM3bqR3/f9W30fCsJQGDaS6zlOPB6aN4OkxP0febNy4T+fG59/Hpn8kp0F4TBs/G4Dixf8kMh47MuAZ6Ilyn4edevVY/wLL9Gz58WcePwPyp0lmZ6eTuvWrTm1XTve+GAuL//F8Zfxjk3fO+Bd4Lc4txnncpg2YwPduzanflLNzr48nAkvcnh27NjBww8/zOrVq3lz+j/JtiRmf2r836gEliyMHBNnnGU8M9Ho0tHRKHRkzdQ1M3bkG7le2Y9pVs8x/ygbZ38XkWGWbYotOwkoBIaXV/5wW/aHGiGxIcuzXfm+fbNqdUyjcWbOnGnOObv99tvt5b/93QD70Zmd7J//3W233b/JUuqfYin1B1koFI62ov9rcGW0u+RZg1cq0KpvYNDSYKClNco252Ibf52Wllapv1dJnh+Zi1DgRcaBv/PBp/bejGz75S3/tobHnG+QFPNzOaH1r+3Rp8M2c65vcxd9ZZ/MnG25Yd/ywr7lFHr23r/+fcDjG6R9a5BtYNbqeN/OOnukATbxlSn22efzquT5VQW17GvO9u3b7Y477rAPP/zQPM+z9PR069a9h9394Aib8A/PWp0Q+ZRap45vDz7q2feZ3hE1VDM9hvkZR2M3Tn0i0/SWEZlQ1Q9YAnwLpJZXPl5hv7NEn15ZI10SExOLuiUefDDS7TN69GgLh8M2cOBAa9++vX393RZbujHdevbpa+07nGnLNu+xFds9+3hBuiWnpNoPTji9aHtNmrW18s4ROBey9h2G2Zhx6TZvSb5lFfg2eMhQS0o6dMCWNvY6HmK9sNj+27kG+QbTDLDk5B9bp3NyrfO5G6zRMT2sddu1BvWijz3L4D5LTGxoI/5voW3P8e0PL7xkgwcPPmDI4JFAYX/kGDdunAF23nnnWUaBb1+s2mM9L5tvsMnA7OzzfZuzPDLPoaZlFsQ2Ee+oC/vIPjkBeAvYC2QS+Vx+Uixlqzrsv88uux+v5Djs1NRUGzx4cNEJx/T0dPv8889L7SNev369Xdq7j63dtM325Pu2Jz8yhOyb77fZF8tXWcNGjezmWwbboq9j+xSxcvXqg+pW3XMByuJivDKjcwk2fuJnduHFw+3yq9KtWct3o+vmWqSD6fno77+xhIQ8a/cjz+rWa1JUvm/fvnF/LodDYX9kWbx4sb399ttmZjZw4EAD7PpfP29Nm0da+akNIufVtlVwKGxVyg3HPuP6qAz7w7lVZdjvzq+5M/QFBQVFbxJVPc6+umf5xtqyL96l5Pu+7c7MtsUr9tjHczyb9m/PHn9uobU47lR7+Y0N9t0uz7Zl5tnox58wwDp27Ghr166tludTWQr7I9cLL7xgjRs3NsBuvOUeu7Tf/sEHvfv7tnRD9Z+8jWXyncK+EoqH/ZacI6u/zqzyszmrehZoZcQyDDSWLiXPq7mRNFVBYX9kGz16dKR1f8MA25Lj2VMTPKufGgn9Zi18e2Va5LIL1WHf9W4qcv2ko240zuE63NE4P77gwiPuTPzRbu3atXTo0IGcnJwyH5OSksLSpUtp27ZtmY852mk0zpEtNzeXt99+m3bt2tG5c2cyC40lK427BzkWzo3kweC7jBGPGC1SHQlxygjPjG25RmEFIzZeo3Fq3ReOOyIz0I6p4xT0Vaxt27ZMnTqVlJQUQqHQAetCoRApKSlMnTq1Vge9HPmSk5O54YYb6Ny5MwDf/G8h3y17g3c/NoY/5JOYaEx8ztHnIsfcr4280r604DD5ZmzPq3jQx1OtC/sE5466KdNHk969e7N06VIGDRpEWloaCQkJpKWlMWjQIJYuXUrv3r1ruooiRbZs2UKvXr34zX334u/exIiHHK9/ZLQ63liy0NHrbMeI0UZ6dtWlspmxM98o8CtbvsqqcoBaF/YSf23btmX8+PFkZGTgeR4ZGRmMHz9eLXo54rRs2ZJ+/frRtWtXQqEQm9Z8Q7dOGXwyz+h7pZGb43hqVAKXXAwr1h1+yvpW/qSpsuzYBi88DZ3OgIyMqv/GWIW9iNRqEyZMoGfPnjz55JO0b9+eSRMn0K6lY+zzOxh42x9p1mIjX853dD8fvvhf5QM/7Bvb8ioW9Fs2wZSXYdAvHOe3czw1MoGV3zhmzWpW6XqURWEvIrVaSkoKt9xyC5dddhlJSUm0adMG5xxZOzbz5t/uJyHhfE5oPZbtWzdzSY9NPPz4x6xes4Zhw4Yd0FU5bNgw1q5dW+o+csLGltzyu27MIl9O/+QIx6XnOM47NYEHb0/g4/cdnge9+hrvvm9cfvnmKv87VP1nBRGRI1DPnj2ZNGkSLVu2BOChhx4iIyODcDhMdvY9wD1k7GnII7/L4NER9UhwHuFw5LpZmZmZTJo0icmTJzN16tSic1O+GXsKIDNs+L7PujWraXPKDw8aHBIOwz/fhgljHSuW7V9XP9Xo2h0u7GVc3BtaHLdvNE7VP3+FvYgEgnOOm266qej39957DwDf97nhhhsYNPQOrrziZnbv2ovv5VGykV5YWEhhYSFXXXUVS5YsocWJbdlT7MvoX/3TBEYMv50pH8zgvG7dAdi2BT58F/78guP79ZGQb9LM6Hc1XHyp8eOuUPIrI/Lz8+Px9BX2IhJsCQkJTJkyBYBrr72YSX9aV9SiL01BQSGjnxrLI8+OK1rm+/DO668DsOzLbBbNg0/+6ViyaH8rvvXJxqA7jSuug1VfL6RDp/1D4V9+cRxJoSRmfPg+eZl7eeLxx6r6aarPXkRkn7+/+uohgx4gHC7k1Umv0vs8x0VnOc46wXFyI8fiL94AXuHx31/A048ksGSRo24944TW93Bpv98x5YMtXPcrePHpkfTrdg4P3DYIgI/fn8aUl//EWT8+hy+/mIeZkZ2dXeXPTS17EZGorKysmB7n+5msWPYyMBF4GigkOSWNxk0G0PhYaNJsDgkJb/LsH5/kyp4f8dH0FbT5oU9iQiKtTzmFesnJXNjzpwCkNkhj1YrlzP1sFp8sWMYZrVsx/z+zq/y5KexFRKJSU1PJzCz/e6lTUlI5+bS/s3TRF5x86q2sWbmMHpdcyYuvvkFhYSHnnHwFxxzbhJ07htD/mut4ZvQIJo59igYNG7Jo3VYuvrQvDY85BoCGxxzD8Ice4eahtx80M70qqRtHRCRqwIAB5QZuKBTi+ht/yTXX/4yxkybzt+nvEwqFOLZps6L1AwYOwTmH73n07v9zvly/jYlT3uKWO4aTmJhYFPQAp3c4k9t/87u4Bj2oZS8iUmT48OFMnjyZwnK+qvSBe++hbdu25HtGRqHxx9ffoU5o/7Cau373MOdc0I0T255Mnehwm559Lqdnn8vj/hzKopa9iEhURS/2VzfR0axeAl6l3bgAAAYmSURBVNf268OFF11c9NiEhAS69ri4KOiPBAp7EZFiKnOxv+RER8tkR2rSkXsZRnXjiIiUsO9if+PHj4+5TIJzHFsXkhNhd4ERPoIubwwKexGRKpWS5EhOhKww7C08ckJfYS8iUsWcczQIQYOQIyds5HhGngdx+J6UmCnsRUTiKCXJkRLtyy/0I5dAzg5X/stNKkthLyJSTUIJjlACpIUcuZ6xp6D6Ql9hLyJSA5ITHcnJjjzPyCw0cirx7VYVobAXEalB9RId9RIdvkX69eM1elNhLyJyBEhwjpQ4JrImVYmIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIAcQl759wPnXPPO+eWOueynHNbnHPTnXMd47E/ERE5tHi17C8BegCTgcuBYUBTYJ5zrnOc9ikiImVIitN2XwNeMDPbt8A59ymwHrgTuDFO+xURkVLEJezNbGcpyzKcc6uAVvHYp4iIlK3aTtA65xoDPwJWVNc+RUQkIl7dOKUZBzjgubIe4JwbBAyK/prlnFtZyX01AQ76dCFSRXR8SbwdzjF2YmkLXbFu9TI553oCn8Swk9lm1r2U8g8CjwP/z8z+EsN2DotzbqGZdYn3fiSYdHxJvMXjGIu1Zf85cFoMj8spucA5N4RI0P++OoJeREQOFlPYm1kO8E1FN+6c+yXwIvCMmT1W0fIiIlI14naC1jl3BfAyMMnM7o3Xfsrwx2renwSLji+Jtyo/xmLqs6/wRp3rBnwMLAduB/xiq/PNbHGV71RERMoUr9E4FwF1gU7Af0us+w44KU77FRGRUsSlZS8iIkeWWn3VS12QTaqKc+5459xU51yGc26vc+5t59wJNV0vqR2cc1c5595yzn3nnMt1zq10zj3hnGtQZfuozS1759xtRCZpTQa+BBoB9wNnAheY2aIarJ4cJZxzKcASIB/4PWDAo0AK0MHMsmuwelILOOfmARuAacBG4CxgJJFRkOebmV926Rj3UcvDvgmQXuKCbA2JXJDtPTPTBdmkXM65O4FngVPNbE10WWtgNXC/mT1bk/WTo59zrqmZ7Six7EYiDdWLzezTw91Hre7GMbOdVuLdzMwyAF2QTSqiHzBvX9ADmNk6IoMP+tdYraTWKBn0UQui91WSVbU67EujC7JJJZwOfFXK8uVA+2quiwTHhdH7KsmqwIU9MVyQTaSExsDuUpbvAo6p5rpIADjnWgGPAP82s4VVsc2jKuydcz2dcxbDbVYZ5R8ErgduK/6RXETkSOGcSyVyojYM/KqqtludlziuCrogm9SE3ZTegi+rxS9SKc65ZOA9oA1woZltrKptH1VhrwuySQ1ZTqTfvqT2wNfVXBeppZxzIWAq0AXoZWbLqnL7R1U3TmXU8AXZpHaYDpzrnGuzb4Fz7iSga3SdyGFxziUAfydyqZmfmdm8Kt9HLR9nrwuyyWFzztUnMqkql/2TqkYDDYhMqsqqwepJLeCcewkYAjwGvF9i9caq6M6p7WE/Eni4jNXfmdlJ1VcbOZpFL40wFuhFZDTXDOAuM1tfk/WS2sE5t54yvk4QGGVmIw97H7U57EVEJKLW99mLiIjCXkQkEBT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEA+P/Hv/hoilGGmwAAAABJRU5ErkJggg==\n", 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iI+jBwt6YeiugyrZCZY9PueKif3L7dS2BnvQ7eyqzFyzkjDPP5O/hOi617bprJ5OYWLWwr46ncfcO+6zMzFJVmZykLotq2ItIOxGZKyI5IrJHROaLyOHRPKcxThBQZWuBUhiE2c9s5vV5NwEeJlx3I8/Mmcj555zFW4sX06FDh9q+VADS09OZO3cuHo+n0vseauhWbWLwqk1OUpdFLexFxAO8CxwNXASMBI4E3hORBtE6rzGxTlXZUagUB5VH7/uCWyY2AvL5y0Xvct2tzWieKMTXwac7BwwYwMqVKyOuzbPXoYZuVSYGFxFGjhx5SOeta6LZsh8DdAQGq+orqroAGAS0By6L4nmNiWm7fVAYhJuuep6p/ziJYLCYK65L5t7M3jRLFJJquY++POnp6Vx66aWVCvwLL7yQrVu38s4770TY3/6bXbt2MXPmzEqHfVJSUqnlIuqzaIb9IGCZqmbtXaCqPwMfA3+K4nmNiVkFgVAf/azp8OKMV4Ag52Ys4dpblSaJoflM67rJkydHHPZJSR5OPG0AJ518Mm8tWUJhYWFE+wVV2Znr5djjjq90N1BiYiLz5s2rcyWKD1U0w74b8E0py1cDXaN4XmNiUlBDBc2eefwjpkwqBp7mvAteYMp9J5MSL6TVwvDKqti//77sOVzjAA+FhS8x9R4/fn8SvvhkfvEqj82YyQ+bdrCtMMiWgiCXT5zMN79sY5M3yOaCIJsKgqzLU15d7OeXdWsrdW3Dhw9n9erVdWrSkeoilf1YFPGBRYqBB1X1xhLL7wRuVNWDyiuLyFhgLEDLli17vfjii1U6d25eHqkxdnPF1B15eXm1cvMuoLB23W4uvXgI0JyhF7zPJWM24xKoBw36g2zcuJE5c+awePHiA1rsycnJnPC7c1Am8enHx+Pz3Qu0okGDUXRML2DtzyfRICWFwefNZseOjXz84W3s3LmalJR03AlNKSosIC+vEL//QuCvwI3AdKDsrpy4uDgGDhzIxIkTo/xdR+ZQ3mN9+/b9UlV7H7SitCetquMFFAP3lrL8TsBf0f5VfYLWHwzq4nfe0zxfzT/1ZpyhNp6gLfCHno49pd/7Cj21YaPzNGt3QDd5A4dU56YuCgaDmu8L6paCgH61NqBX3RDUZi2C4aeCixVOUuii4Fd4oeyyC6kT9aobgzr7jR80uYLibXWlCNte0XiCNpqTl+wCGpeyvEl4XVTtKAp9YqkPfZjGlGdv983bb8AHS04hMelr5rztx5MALZMEl8TWe1xE8MSDJ15o0k6Zcrsy6RbYvlVZvTKOTz94ni8+eZWjuhWQmNgfX/E3NG3Rlk0blpCc7OGbFc/TrLmbP53/Oy64AFLiO9Fo7lwyMjLw+XwH3Kx1u9243e4ySzrHkmiG/WpC/fYldQXWRPG8++woUoTQm8aY+urXYmX7DrjpytD7+LrblC5d42ieGHtBX5LbJTRLFBq5lebtoVM76N+/PQG9EpeASyBO0hAEYQgKuGQAiS5IimPfz2fvsM9p06Yxc+bMfd0kI0eOZNKkSTEf9BDdsH8VeEBEOqrqTwAicgRwMqFOtBqxo0hpKdT6I+PGVEWuT8n3w5RrhB3bHqFrj9/x1/En0LSOjqWPlniXEO+C0AM6Vfu+09PTyczMPGiqRaeI5micp4G1wAIR+ZOIDAIWAOuBp6J43gMosK1I8QWjcyPamGgpDobq3rw2F16f9wkwkU0bBiGFuSRb48VUUtRa9qqaLyKnAdOAmYR+Hb8DTFTVGi06EVTYWqi0SsJRrSFTfwXDT8n+nL23+6YbvU8aw8mntuTwZmm1fXmmHopmNw6q+gswJJrniFRAYXuR0jKJmO/nNPXfr8XK/XfdzUN3TwGyGfCnDjw+60l7/5oqc1TVy+Ig7C6u7aswpnx7wv30a1b+AQCX6//4x7RCUt1Ccryj/suaahTVln1dlOtXPPHU6fohxrmKAqF++jfmw1uv/564uOe5+5F2tGyZSOOE2r46U585spmwo0gJRunJYWMqKzs7m/Hjx5OWlkayO45OjZO56uKhwC9MufcC/nLRyTRJiP1hlia6HNeyh1D//a5iaJpY21dinG7RokUHPezj9xUD84iLW0T7ji+TEn+2PStiDpkjW/YAeX6lMGCte1N79p9Uo7QSvIGAl/Ejh7JrffXNwWqcy7FhD6ERD2rdOaaWRDKpht/n46GHHqqhKzKxzNFh7wtCrr+2r8I41axZsyoM++qag9UYR4c9QE6xErDWvakFkU6qEWsTX5va4fiwD2Jj703tiLReeaxNfG1qh+PDHkI3a4utdo6pYYP+nFHhNm63O+Ymvja1w8I+bFeRhb2pGapKUUA58pjLqKiCo9vtjrmJr03tsLAPKwyC12+Bb6Jr48aNdOnShb//43EeuecE4Czi4pKILzEBt9vtxuPxOGJSDVMzLOz3s8uGYpoomzFjBt9//z1PPfI+v+4U/nj6Qt7+YiUXXTKGtLQ0XC4XaWlpjB07lpUrV8bkxNemdjjyCdqy+BXy/JDqrnhbY6pi9IQbmf3y0Xy76ijatlMemq60b92Jvk88xvQnHqvtyzMxzFr2JeT4rG6OqV7r1q3jxBNP5MV5rzJmdBzfrsqgabPuPLdAOaK10DTRSiGY6LOwLyEQbt0bU10efvhhli9fzo3XzeHNV4XUhspzryrHdxOaWNCbGmLdOKXI8Skp8TZJhKked955J2t+PJzFr59Nskf5zzzlpF5CowR7f5maY2FfiqBCrg8aWv1wcwjWrl2Lz+fjq9WdeHvh1YAw7ekgZ5wipLot6E3Nsm6cMuzxW9+9qVh2djYjRowgISEBEUFESEhIYMiQIZxwwgm8OGc5l46CYFCY9Lcgo/9iQW9qh7XsyxAM992n2cgcU4ZFixZx3nnnUVRUdMByn8/H/PnzAbjnrtcp8I5gUIZy921Cos2QZmqJtezLYSNzTFmys7MZMmTIQUFfUoH3Fbp0z+LZGZBkE5CYWmRhX46gQr6NzDGlmDp1KoWFhRFsWUyv46fRKMWC3tQuC/sK7PFZy94cbNasWRE+ba28+sqsqF+PMRWxsK+AX61mjjlYZWrMWz16UxdY2EfAWvempMrUmLd69KYusLCPQFEQimxyckfKzs5m/PjxBxQpu+uuu+jfvz8SwUN3ImL16E2dEFNDL4NBOOkkaNT4KPqeA8efAEd2gbi4Qz/2Hp/S3IbNOcqiRYvIyMjA5/Ptmys2NzeXJUuWEB+fgKobKH+as8TERKtHb+qEmAr777+Hzz8ToDVvLw4ta91WGT1OufBiSGtY9WN7A+ALKm6XBb4TZGdnk5GRgdfrLXW9318MJAIJlBX4iYmJzJ8/3+rRmzohprpxOnWCT5cr4yb8yLkZSuu2yuaNwj23uDjpKOGOG4Qtm6p+/Fxf9V2rqdumTp26rzVfFpcrSMYF5zN8+HASEn6rreF2uxkxYgSrV6+2evSmzpC6OllH79699Ysvvqj0fgFV3nnvfY763SkEg7D0LXj6EeHTD0It8rRGyn2ZyoDBlb8mAQ7ziBVIi2FBVfL80LZpQ/JycyvcPi0tjZycnBq4MuMkS5cupU+fPlXaV0S+VNXeJZfHVMu+JJcLTusPLyxUXv84SJ8zlT27hXEjXNx8lVBQ+if0MilW/jhWFQaU7YVB1nuVXcVKfoTDJW1YpakvYjrs99e9J8yYp9x2f5CEBGX2M0LGGcK2rZU7zh6fTV0YS3xBZVthkK2FijcA+Xlw182CamTDJW1YpakvHBP2ACIwehz8d6nSvqOyeoUw5HRh/drIjxHQ0M1aUz8FVfH6ld3Fyo6iIJsKlIIAFBbCk9N8/LH7Hp5+RIARiJRfBc/tdtuwSlNvOCrs9+rWA+YtUXr2UtavFS48R9i8MfL97SGr+qcoEAr3DV5le5GS49N9dY8+fBfOOkG4d8or/LqjMc1bTubv/zyHpOSKw96GVZr6wpFhD9CsBcx6TenZW9mwThg+MPIuneJgqI/X1G2qSq5P2VwQZEthKNz3/1crLoY7bxJGDnKx7iehUZNlAGzf+iB3XD+Q4SNG4PF4cLsPDP24uDg8Hg9z5861YZWm3nBs2AOkpsFz/1W69lB++lEYea7w647I9s2x1n2dVhxUNhcqvxYrxcHflgcC8OVyeOx+GPRHYfqjQlyccu3fg7y57AZmvbaY4aP/SvPmzbnzjjtYuXIlY8eOPeAJ2oEDB7Jy5UobVmnqlZh6qKoqGjaGmQuUv/SH79cIowbDS28qDSq471YYCHUN2GQUdU++X9lZpAe04tf9BHNmCvNfgE0bfvs3O6y9cta5j5KXt5EGnhs498x+7FmfzejhF9KyZUtatmxJZmYmmZmZ+/ZZunSptehNveP4sAdo2hxmv6GcfyZ88z/h+vGQ+axS0XB6K6FQ9+QUK7vDn7oKvLBoAbz8nLDsw9/+nVq0+oK0hk8y5qp76ds/gRPSrwbgqrGXkNa2CePGjauVazcmmmK6G8fn8/HA7VP4ctknFW7bohX8e46Skqq8MV94+pGKj+8NgD9o3Tl1QUBDQyh3+xRVeHMB9D1WuGaMi2UfColJ6znl9Pd5/nU/H3zTnfYdt7B+7TSat2jAlZOvY+LEiRzd+cja/jaMiZqYDvstGzfw1usLuGxYRkRj4zsdBQ88Fdru3inCJ0srPkeuPWRV6/L9+tsQygK4frxw+XAXWzYJXXsodzxYSNNmf+SDd/rw2cf/YPev29m0YQPTM6exc+2PPPLAP5k2bVpEVSyNqa9iLuzXrFnD1PvvY/lHH9D6sHb8umM7+Xm5bFi3NqL9+w+CCdcqwaBwxUXCxvXlb5/vt4esaos//EDUjiIlqLB+LQzpF2TOTCEpWbljapDXPlRGjU3grkceA+CvE66mbdu2fPjZV6zftIVe3Y+u3W/CmBoSc2H/v6+/5q033+TOm64lNyeHGfNf58Nvssn64bsKJ4fe65opyin9lF93CuOGC8XlVLG1h6xqx8rvsvjrZeNJb9GIDqnxHNW0Eaf0OJHVKxrRtPmL/HvuFkZd9lt5675nDmBLQYBOLRvTNllomuSiWaO02v0mjKlBMRf2Z551Foe3b8+P363hzpuv5ZjjevHFpx9x8Z8HcvGfB5a6j9/v5/7bbmHNqhVAKCAeeUZpe7iy8ivhkXvK/3ifa8Mwa4w/qLyw4A1O7NWTF579N3m5uagqRUW5aPBLIJ+d2y/kyamjKC4uZvErcxBvDm2ShZZJLjzxYt01xpFiLuybNWvGfQ88SFFhIQtemo03Px9EOLp7D07pdyZff76cS84fdED52vy8PBo2bsydN167b1mjJjDtaUVEeXwqfLms7HMWBUPjuk105fuVT9dkccmwoRR4vfgPKkH824B6t9vN4pee5bIRFzDk7DNtHgLjeDE59LJJkyZ8sOpHVq/4Gk+DBvQfdB79B51HIBDgnN/34rvVq7jswj/j9/s557wMzvnzUKbddRsFXi9bNm2kVZu2AJxwMlx+DTwxVZg0BhZ+oqSkln7OXB80TazBb9JBVJUdRaFCZf96+EF8xeXXmY+Pd3NYqxZ0ObITvXv35tprry13e2OcIKbr2Zdm0Svz+GDJW3TtcSxTrrmChIQEXvvwc9b+lEXXY3rS7ogOB2xfXAyD+whrVgoXjFbuzSz95+UC2lqt+6jYWaTk+UNDKo9u3oiiwsjrzKuGbqC7XNX3IfZQao0bE4lo1LOPyZZ9eQYMHsKAwUNQVY7ufgwNGzWmc9duHNWte6nbF3h3c2q/5/jxu1G8+J8m9Dtb6Xf2wdsFgXw/pJZfO8tUUq4vFPSbN8KNVwhFhZWrMy9iffTGQAz22UdKRPi/3/+Bzl27HbC8qKiIyy4cwrYtm1FVxvzlPD56bxYjL/0RgBsnCDu3l37MPH/d/JRUXxUGQrVt3lsM/Xpv4/23txGaL6xiVmfemAM5NuzLcueNk1n82ivcfv0kVJX0IzuzNvtHLr2qDSf+UdmxXbj5KqG03i+rhnnoVJUlS5bw3c/r2VaovPzcJ1w+/Afycx8FWrH/TdiyWJ15Yw5mYV/CFdffTN+zBnDGOeficrk4sks3HvnPbNoc1pYHnlJS05TFrwnzZpe+vw3DrDp/ULnl9kzMHyYAAA77SURBVH9wxhlncM5Z/diwPsjNV11FUWEXGjZeSLLHw10PP05ysqfc41ideWMO5rg++4q0bN2GGfNe3/f3v064CoCs779j4/p13Hr/WVx7mXD7dcKJf1QOO/zA/b2B0FR3NtSvfC+88AKpqamcfc45eP2hYZWFQThtUAZ3334rN9zxEJcOVfz+riQk7uCj1R+TlBxHUhz0SG/PX4aej8/nO2AIrdvtxu12W515Y0phLfsI/PTjD/Tr1Y2LBp/NwCFFnDlQyd2zg+suF4JB+Oi9Jaxe+b992+8qttZ9SdnZ2YwfP35fXfhhw4Zx7rnnMvWpGWzYnU9huHcmvfPRzHnbR+Y/+/PtKjcdOs1k2fc/07BhEi0bJHBYaiIDzzm71DrzY8eOtTrzxpTBWvYR6NDpSP7Q93R2bN/Ont2/4oq7DniBTz/4mLv/lsj0R8+icZOmfLVuKyJCQQC8fsUTb617gEWLFpGRkXFQSxzg+nGXUFjgpcfxg/js4xYseDmR1StCb8vD2ivPzFWaNxdaJskBn5bS09MPqjNvjCmbhX0ERIRZr72FqhIMBvHm7wyviefZp44DID8vl6LCQpKSkwH4tVhJisPx4+6zs7PJyMjA6/WWuc2tk69D9UqgO/AVjZvEM+yvcNkkpWFDaJ4o1i1mzCGybpxKEBHi4uJ47pVFZO0uYuioXviKXXTrGeSbLQX7gh5CBdJ+te4cpk6delBrviRVPxBHqzZdyHw2jk9/UK67TUlrCE0TxWYDM6YaWNhXUXx8PH+/T2h3hLJ6RenF0vL9odmsnGzWrFkVhj34aZDi4eNvn2fgEEhKCi1tnCA0sK4wY6qFhf0hSEmFqU+FiqU99sAenpz26kG17XcVK3kxGvglb7qmpaUxfvx4srOzASgI6L4nWSvizc8nLlyP2BMHrZKENLcFvTHVxcL+EJ1wMoy5WlHtyL1TzmPxqwu5cvQwlr795r5tdhYrO4qCMTWF4aJFi+jRowfTp08nN1xmODc3l+nTp9OjRw9efWMhOwqVxKTInmRNSU2hWaLQziM0T3JZ140x1czCvhpMngKpaWcChzFvdjGvzX2Jv19z5QGt/Hw/bCxQthcGyfVpvQ7+/W+6luyi8fl8eL1eLhh6PjdP/JzCghFUNA7A7XYzauRIGsRbITljosVxYe+S317VFSuJifD4zIcRuYklC8/i8A7dufWf07j/9lv4+vPlB2zrDYRu3G4q0Hrbnx/JTdcCbwGzpp8ITMDtTih3W3vi1Zjoi+mwF6BBPDRJEFolCYd7hHYe177X4Q1ctE4WGrmFhEP8Sfzx9GZcfs04VFMQWUlicjsef+BeRg0ewJ6cnIO2V0L9+dsK61/3TmQ3XUPf06ix2fzrpZdJ9nhwuw8sCep2u/F4PPbEqzE1IGbDPs0ttPUIzRJdpLpDw/dKK3Wb4BIaJgitk120SRZSDmH0x9U3Kd16Kut+Eq4d25aMETdz8eVXkpCQwJKFrxEMHlzEqyAAmwuU/HpQMdMX1FBt+QhvuoJw+9Rz+PPAs1llT7waU6tiLuxdQIIrNGwvrpL9v26X0DRRaJMsJMdV/txJSfDcK0rP3sqWTS1Y8NKd5OUN4bj2Lbh06GCeefwR3pg/h4F/+D1fLtvA3uwPAjuKlJw6Oi4/qKGQ31QQqi3fIMLywSmpqbROdpHmln1PvObk5BAIBMjJySEzM9Na9MbUkJgL++qYqMLtElokucKP6Fdu36bNYc5byuhxis8nPPPYsbhcs2mQcgbPPTWaCaMu4Jv/LWdIv685uYvw0N2waUNo390+ZUtBkDyfUhRQgjU4i1hpwyjHjhvPl2uy2OjVfbX6f1lbQIuWHSo4GrhccQwbMcJG1RhTR8Rc2FenpDihdZLQsJLjvRMS4Lb7lRnzghxznJKf9yfy8xbzy8+NgP8SHz+aJk3PYfNG4aG7f+b3R19BesNGdEiN58iWjRg3fjzL12Sx3qtsLgiyuzi6o3fKGkY549/T+eP/9eSdtxYxf/aHnP37lzil+x38lLUSKH9KrqSkRK6ffE3UrtkYUzlWG6cCIkKjBEiOC82FWpkBNH3Pgj5nKj/9qBQUQFIitGg9iNS0Qeza+Svjho/js0/+i6oQCPgByMvN5YUZ/2burOd4bObLnD5gAMVBJdcHae7QtIfVOTyxvNo1fp8Pv8/HpUOHEvCH1se7V+B2ryI17Wy2b70B1UL2n1Ak3soMG1MnWcs+QolxQqsq3MAVgfTO0L0ndDoa0hqGls2bPYPlH89FNQD4D9gnEPBRWOjlkvOHMuCkn7j378Lan0PdPBu9yq5ixXeILf293TZdunQpt0gZQMBfDDSncdPj+OzH7ny77XU+yxrP0hX/Y+TYy0lJS0PERUpaGhddMoaVK1bYTVdj6hhr2VeCS4SmiaHhnDuLlEMZQPPRe+8gIgeVVziQj29XPcS3qzL596MwYgyMu0Zp0UrZ4wO3KHGu0BBTl4RGFiW4INFV/r2L8koOl86Pp0ERX639nP0P275jOnc++CgPPPwoiS7BE49VpzSmjrKWfRUkxcm+8flV/QF+ueyTCoIewEdy8kz+fKHi98OMx4U/dBOmTBJWfb13ztvQ8M18f2jc/tZCZWP4ga3Sjv/tj1llPv1angJvHhcNHsDN4y8h0eelWaLQPFE4zBO6md0wwcoQG1OXWcu+ilwiNEwI9aHn+CKvbhkvoWGh+RGOVS8szOPBp5VLr4JH7oE3XxVmPg0znxbad1TSO4cKsqWkQscjlWOOgx7HQ8ATav1vWpvFEw8/yNwXnic/L4/4+PhKhfxeDRp4+OCdtwGY9Z9nqmXUkzGm5ljYHyKXCI0TfuvaKT74uSkg1NXSKEFIjQ91saSkpJCbm1vh8UXghPQ23PfY0wwcks/AIZ34/JNevPFfWPeTsO6nkmeBlFTl/JHQredCpkwaii98oxWoUtC73W5GjRqFqtK1a1cLemPqIQv7apLgElolwR5faPLsQHh5nECiS2johvj9ujlGjBjB9OnTyw1ft9tN+/bt2bp1K68+/x8+Xb6M9M5d8Pv9zHotkwJvV3Zuh7xcyNkF360WVnwJa1YKMx7PBoYC5d98jYTb7eaaa66x0TXG1GPWZ1+NREKlF9rsV3+nTbKLpolyQNADTJ48+aBaMSW53W7eeOMNNm7cSPv2h7Nl0yY+XvoOyz96n9zdO1n11eMkJS9h3vNn8e03Y7nnUWXhJ8obnwQ5In0qUPlWfMnzW+0aY2KDtexrSXp6OnPnzi11VIx7v7HqnTt3BuD+++8nISGBY489loULF3Jyj6MY2r/vvpuw906dRkLQx87dOXTr0Ywd22ZxKGGfkJDAmDFjmDRpkgW9MTHAWva1aMCAAayMsEBYfHw89913HxdeeCEzZ85Eg0GuvPLKfeu7H3Uklw0/nwemXE+S91fyIrgfUJ41a9ZY7RpjYoi17GvZ3gJhmZmZldqvTZs2PPzww0ycOJF169Zx2GGHsXnzZlq3bk2zJo0jGMNfNo/HYyFvTIyxln0916FDB/r06UPDhg3ZtGkTxxxzDHFxcQwdOhSXq/L/vPHx8Vx88cVRuFJjTG2ysI8RTZs2ZdmyZVxxxRUA3HXXXSQlJVX6OAkJCTZrlDExyMI+RrhcLtq1a7fv73tvAHtKmSGqNDbyxpjYZmEfw8q6ATxixAiGDx9us0YZ4yB2gzbGVfUGsDEmtljL3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHMDC3hhjHCAqYS8inUXkYRFZKSJ5IrJZRF4VkZ7ROJ8xxpjyRatlfybQF3gWOBcYDzQHlolIryid0xhjTBmiNVPVi8Bjqqp7F4jIu8Ba4GpgVJTOa4wxphRRCXtV3VHKshwR+QFoG41zGmOMKVuN3aAVkSZAd+DbmjqnMcaYkJqccPxRQICHytpARMYCY8N/zROR76t4rmbAQZ8ujKkm9v4y0XYo77H2pS2U/brVyyQi/YC3IzjJ+6rap5T9bwLuBi5R1WciOM4hEZEvVLV3tM9jnMneXybaovEei7Rl/wnQJYLtvCUXiMjlhIL+lpoIemOMMQeLKOxV1Qt8V9mDi8hI4HFgqqreVdn9jTHGVI+o3aAVkfOAGcB0Vb02Wucpw79q+HzGWez9ZaKt2t9jEfXZV/qgIqcAbwGrgSuB4H6ri1T162o/qTHGmDJFazTOaUAicDzwcYl164AjonReY4wxpYhKy94YY0zdEtNVL60gm6kuItJOROaKSI6I7BGR+SJyeG1fl4kNIpIhIvNEZJ2IFIjI9yJyj4ikVts5YrllLyJXEHpI61ngK6ARcD1wLPAHVf2yFi/P1BMi4gFWAEXALYACdwIeoIeq5tfi5ZkYICLLgF+ABcAG4DjgNkKjIH+vqsGy947wHDEe9s2AnSUKsjUkVJDtNVW1gmymQiJyNfAgcJSqZoWXdQB+BK5X1Qdr8/pM/ScizVV1e4llowg1VE9X1XcP9Rwx3Y2jqju0xG8zVc0BrCCbqYxBwLK9QQ+gqj8TGnzwp1q7KhMzSgZ92Ofhr9WSVTEd9qWxgmymCroB35SyfDXQtYavxTjHqeGv1ZJVjgt7IijIZkwJTYBdpSz/FWhcw9diHEBE2gJ3AEtU9YvqOGa9CnsR6SciGsFraRn73wQMA67Y/yO5McbUFSKSQuhGrR+4uLqOW5MljquDFWQztWEXpbfgy2rxG1MlIpIMvAZ0BE5V1Q3Vdex6FfZWkM3UktWE+u1L6gqsqeFrMTFKRNzAXKA3cIaqrqrO49erbpyqqOWCbCY2vAqcKCId9y4QkSOAk8PrjDkkIuICnidUamawqi6r9nPE+Dh7K8hmDpmINCD0UFUBvz1U9Q8gldBDVXm1eHkmBojIE8DlwF3A6yVWb6iO7pxYD/vbgFvLWL1OVY+ouasx9Vm4NMI04AxCo7neASaq6travC4TG0RkLWVMJwjcrqq3HfI5YjnsjTHGhMR8n70xxhgLe2OMcQQLe2OMcQALe2OMcQALe2OMcQALe2OMcQALe2OMcQALe2OMcYD/BzzApUPrqCFgAAAAAElFTkSuQmCC\n", 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\n", 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tsvUBZoExGy36OBo/9RSt2nWgYuXHsNsFWzaCTUKs6mCV4yixVyhyIZqU3EphUhbAYKwEPMCjj/3La++MSLTOKCDA7OYBpkCTJk2Yu3gZQT16ArD5L4crR2XT5jhK7BWKXIbm6CubmvejVOlpwHnad26A0WhMtM4d5RDSg5dR0PgZ/e+//9RDMFU2bc6jxF6RbqyaXnVR1SzPWsKtujV/OVqm2Fc2KjKSBbNmErw+BoBmLROvd0eRs/RilDY0+3/4F1rO1cuCE0cgVtOrdSpyDhVnr3AZqya5GSOJdcwYWqWgSA5MAroDi10SapWU8soZ++durH7+1JBS8vagvqxdsRy7vS/lKkoCH068jb9JYMhBqx4gKiyU9o3rYTT5AqFs/kvwcHW9MXpOfxEVZJRlr3AJTUpuWOKFHiDMKonMJ5EWt2N1azonYsLDrakL/eWLF/j641FcuXSRchUrYbfbgHBatSNRaQQD4J9DvvqEFC9enEbNmlOrbgcgjL/vlU7IH9dKXkWJvSJNpMOHHKdHa1aE0LnlEKqVKoy/h5GAgAAGDx5MSEhIzg40g0TaJFbHl1hK7hN3EW6V3E4hjj4Oo9HIzCkTeKpaJW5eu0aJUmuBQrRsm3g/P3POW/Vx/L72T35YMBchCrPzX4iK1OPtlesv51Bir0gVKXXXjcUOt29C5xZrGfRSLXZtnUlUZDhSSsLDw5k6dSqVK1embdu2eU70wxJY1dkZIhjmgtAD+PkHULHyQwghaN5mBDeutaJ4CUnt+om3889FLhJPIxQrAY8+BrGxgh1b9GzaGGdJA4psQYm9IlVux+r9RMNCoUOT0+zaFgREAVan269atYpHH32UNWvWZOs4M0qMPbFrKjYbxEiTkjux+k9qhIWGcurYUXz9/Fi+aSvB+49z7FA1AFo8BwmDcPxM7q99kx48DWCzWqn88D+Ads+Voxqa5BxK7BUpEp0gqWfsR4IL57oD0WnvFx1NUFBQnrDwkzbutku9REFWoUmJTZNoUmJ1lD64HC0TPU2kxMBuLzCwexCxsbF4eXnxQIWKrP9DF82W7RLvnxt89QkRQtChcX2WLWgC7GfzX/pyFYKZcyixV6RIXE2W/3bCvBlXgF0u72u1Whk/frybRpY1aNL5BHNm55xtmuSGReNcpMaFKMmlaMmFKF3k71olrujdnVu3OH8mhEsXznHrxnUALpyFIwcEvn6SJ5vGb+tlAI9cZNXHUf3RRwl8qArevnc4fVJw/oz+ZaoKo+UMSuwVTonVJDEaWK3w/lAB3Ae4LihWq5W5c+e6bXxZQZQNpy3+rJlw5dg0yRWL89rz6aFIsWJsPnSK3zfvpEzZ+wFYv0pf17QleHrGb+tvzn1CD/DT7J/567/DNH2mGQB/b9CXO+u2pXA/SuwVTolwuORnfQ/HDn1OiVJ/4uvnl75jRES4YWRZR0ouhcxY9netksx4gW5cu8bRQwcAPQrnwarV7q1bt1IX9VYJXDgGAd6JE2hzDd6OrlhNWujjvee3t6uEvJxAib0iGVJKIu2Si+fh288twHls1t60D+qC2ey6c9gvnV8O2YkmZYqld60ZVGspZaZrwLzSqQ1Der6IJTrx3Mj1a7B7G5jNkqYJsmZ9jDlbGiE1DEJgNkCj5vob/W8wWCyOGvcqKifbUWKvSIbeKBo+fUdgifbE22cDBkMsz7Vp47LYm8xmevbs6eaRZpzU4ultGRSiGM15OWJXiY2NpUzZspw+eYL/dm5PtG7VUtA0QZOWEFAofrlXLrXqQf/y6/j0Uzz9WAAPVjlPdJQeggnkm2S8vIQSe0Uywm2S9X8cZP0fX+HpuZOlf23lw9FjebFTe5YsWYKXl1eaxzCbzQx8fXg2jDZjpNZQwyp1yz+9pNRkxFU8PDyY+etKzoTbeLJJs0TrVi7RrfcOnROfwzMX38FCCMqWLYtmt1P5YX1yf9Pa+CqYGXmPFRknF18qipzAqukJVD9O+hMYyQMV5lDt0VL06fUKJpOJ1q1bc+jQIdq2TV5DPR4PPvhiMcXKVcquYaebtFL3ncXb27SUfc13Y2WGXRNSSr4f9xUrFi8ASOaWOX8G9u4U+PhKnmkTv9woyFWx9c4YO3Ysu89cpd/rnQDYuE6vgqmhOlhlN0rsFYkIt0p6Pd+WvTuXAr3p2utZjAL8EmRnBgYG8vvvv3Pq1CmGDBlCQEAAwmDALyCAh6oNBo5w7HAbrFru7FIUY087/DGp2EupZ7s6i7KJsqVdxCw1tm0OZuxH73Nw7x6n639fov9u8Rx4+8Qv98gDd++DlSpStEhhatWDwkUl588ITp/U1ylXTvaSBy6X/EuMXWZ4MtBdHDhyjOD1a7DZTlGu4g/0fa0dASnURw8MDGTy5MmEhoai2e2cvnaHybO/AwJZtsDCtPGTOXLmfPa/iDRwxaKMs/w1Kbkbq8fKR9t1V03cF4VN09fdTKXJiCv4+vnRtOWz3Ll9y+n6FYsdLpwuSV04uduqj8PbKDAaoXFz/Rt00zp9ebQ9axPYFKmjxD6HuBUjuWrRE22uW7RcIfrRdknZCpV4ps0GYCLPPW/EaEhs1adGMU9B1erQoJEkKvJ1vvxwGEsWLsh1STSuVF+02OFytMalKN1qj9tF9+frf0fYINQqncbqu4IlOpqvPx6FwWBg9rJVjJs+K9k2xw7BiaOCwkUlTz2deJ1nLp6cTcjf61fT6vGa3L2tz+H8tSb+SyppBrPCfSixzwFuxyTuLRpth6vROW/lR9okRqMH+/c8DXTnuU4yXfXRDULgbxK8PEAC7fH2aUb5SoEulQbILuxSulz/xppCdI1En9vIbMneUyeOMeWbMbwzuH+K28RNzLbpCB5JegfkBTcOwP2lS3L8yCEuXdiEyaSxY4seSgoQYVMx99lFHrlc8g9hVkm4E1+lhv4lkFPExYjv2Q43rgnuLy+pXtN1qz4OXxO0aAulyrQjOmojhQu/kKse17OqhPGVaNe/NJIyfcI3PFPnEcJDQzEYDPTs/6rT7aSElb/qf7dPEoVjNpBryhmnRb26dVn0xzrW7thD05YCTROsWa6vs0synW2scI18J/Z2mfHHancTY0+90qElByc0o+1w/OgRPnprGLCSNh3B25T+aA+TQeDvBd376K9jzg/6/rnlcT2rGmhk9CiapjHu0w+5deM6D1WtzpHr4XTvM8Dptv/thIvnBKXvkzzeMPG6vOKvBz26qFWLFpjNZtoF6e9c3BMLkKue/PIz+U7sAZcKTWU3UkquR9s4fGAfoz94h6jISKfb3c2hCz/KLtm+ZTNHD04GlvBsB4mvMWOC4mcSdOsNJpNk/R93GPJyH06cOZe1A84A0knWrKZlTyqnlJKxH3/Aop9nMuJ/n/Fk06cpWrx4qjkLKx0Ts+2CwJDkTs0rLpw44pK/nmkDXt6SPdsFFx1z97GaKo6WHeSxS8Y1NKlb0bmJIyHnqPdQBZ57sg4/TBzH5K9HO90up8IVo+0QUKgRMIYixbpQq65u2WcEbyOUKg2t2oGmvceqZT/z7tBBOX5DWzQS1a3ZtG41gYU8WLtyudPtd23dwpgP37v3/4WzZ9i7a0eGzr3u99/4N3gjVR+tycDhbzFlzsJUyxzExMSHXCZ14UDemZyN4/jhgwzt1Z3vvxl1L1cg7vVB5hPSFGmTL8Ue9CSX3IJdSj78cBTlKlSiQ5duPFKrNo/Vq5/ixFR2P9bG2PXiXYf3PwK8R4cuz+FlAmMGfcIGIfAxQbc+EhiNl3cHPhr7XY5XO0wa1z1/5nSklJw7rdfdnz7hGxpWq8TJo0cIDwujZ4dnmT7+a9auXM7eXTt4pu4jjBjQ+97+Uko2rl3F4jk/pfmEcOPaVfbv3sm+XTtdGuuGVXD7lqDKI5JHaiVeZyB3ljROjaioKFYuWcTfG9bdc+X8nsCVY9Fyn4GW33BrIzMhxAPAeKAFen3cDcBwKaXbg68tjkdDrwy6IrKSO7GSVu07MWJAL8b9MItyFSsRFWWjaY1GFC/Vkv5D/0ejp8HXUTcsxnHhe2bT2C122Ld7F78vvQ+4nzYdJd6ZPLePUfBkE8kDFYpx4exvnD2tEfigpKhMniGaHWhOipS90P1l9mzfxphR72K329n572YunT+H0WTCPyCAdz4ezYmjh2jyTCtMZjMlS5fBZDLxy/x5fFK/MdevXuHrTz7k6MH9WKIt+AX48+cfK5kydxFCCP735uv0GvQ6gQ89TI9+r2IymQjq0cul8S78WX+Pur4iSfp25TWrHqBatWpMnfETpSo9TPWa4F9IcuSA4NRxSeWH9W1CrZKSueB+zbdIKd3yA/gAJ4FDQEegA3AQCAF809q/Tp06MiPYNE2u+2uTPBthl5ej7Bk6Rlaxa9cu+cWYL+Wyjf/KsxF2uSvksjwbYZeHrtjlo4/FSPhEAhIGSvCXIKSfv7/s0e9VufPwiWwb59UouyxctJQEZJFip2VIqF1abFqmjqlpmjwfaZdvf2yXIOVznTR5NsIuozN53IwSFqufP+nPgGEjJCDf+t9ncvSkqXLxumB58o7F6bZnwm0yqMcrslix4vL4rSh5NsIuZy39XTZr1Vqu3LxDFi1WXAoh5D+HTsktR07LQkWKyCqP1JBnwm1Oj5fSzz+H7FIITXp4anL/heTr78bkzHuYWaz2+M+gc09NgpRD30v8uWT2ussvbNq0KcP7ArulE011pxunP1AJ6Cil/E1KuQJoD5QHBrrxvPeI1XI2JXvdunV8MPI91vy2FIASpUohJXwwTHBwrwc+vhccW/4EhAOSiPBwFv48kyb1avHH6tVuH6MmJXejLPj4PAyUp03HcphNZPqpQgiBj1HQoYv+/4bVu+jX5QVGjRqV+UFnAGfhrgAjP/+KDXsO07lnL7r3GcDjDRulWtnz5vVr3Lp1kysX9c+uWas2zFr6BzVq12Xcj7Pp1rs/D1SoyIWzZ4gIC2PQm2+n+0lmwhiBlILnOkGhIsnX50XLHvRIrbiJ5bh5iBWLIaEHLDNlJxSp406xbw9sl1KeilsgpTwD/Itu5WcLOTXxs2HDBpYuW0b3PgN4sml86uPSX/T0d0+vU9jtvziWJm7ebbNaiY6K4sXOnd3exzVGA09PL7y8g4GztOkosqwZhp8J7i8Hjz0uiYmJZcPq31i+dEnaO2YxFru8133qxJHD3LpxA0t0NLu3/cvF8+eo/HAVSpW5L83jCCGYvWwV8xYupkJg5WTrm7VszehJUwF4onFT9p6/QYcu3dM11q1/w9L5ArNZMmxk8mtXkLsrXaaGzWZj8lefM7hHF+o/pXHf/ZJzpwX/bIzfJtqufPfuwp2XTXV0F05SDgPVnCx3C1aZM9Et77zzDnv/+4/ylQJp1rI1ADeuwafv6lZe7cfHYbdbUzsEsdnQx9VihxNH4PRJQZGikvqNyLS/Pg5Po8Ak4LnnJdCAR2pNZ+7KdcRmc4JVeAJr8e1BfalTsTTffPohQS0a06h6YLqPV6JECZe2CyhUKO2NHEgJi36G/i/q7/3gt6CCk6F5GnJmziMrMJlMzP5xOqt/W8qFsyd5qa/+ucz9MfHryanw4/yOOydoiwJ3nCy/DTh5OAUhxABgAECpUqUIDg7O0IktkREc37H53v8nBGR3m862bdtitdkp7GW+N5avRlcl7G4p6tS7zf7dc7BZUxd7m9XKrFmzCAoKcts4T5w6zaKFEUAQdesaCNlzjAtZaALYJTxc3hN4gpNH+3IjZCv/XDlLds7DxWW6apqGEYmPjw81qjxE6TJlaNnq2UTXiiskvb6yghW/leX77x4EoEnT67RsepTjO5KLnlHA0byp9QC89NJLmD29CL0QQt1Hb2M2P8HGNYLNK3dQqlTMve3MhvR0PM5/REREZFj/UkJIN9WlEELEAt9KKd9Lsvxz4D0pZapfNHXr1pW7d+9O93ntUvLXpr95uH7jRMtLeYlsjcwJt+olcePYsgl6tDPg6SX5c5ekSQ2TSzVBhDCgae7JJ7dqkmHvjGTquK+AkUz86XNe7AqlvLNO7a2aXuwtqIVg9zbBd7M1nu8suc8nexzPd2OTlx+22+0YjRk///Edm5NdX5nh3Gl4toEgOkowepJGt94ki8CJo6SXyPAi85UAACAASURBVLInr5ziTqy8F148vK/gt0WC3oMlH42N/5w8DPo9m1dKQmQ1wcHBNG3aNEP7CiH2SCnrJl3uTjfOHZxb8ClZ/G4luyZ+7t69S3BwcKJCZxYLjBquX7RD35OUq4jLzbt9/f3cViAt2g4VKlVFiGeBpjRsGt8kOqswOyblnuukv4aZk5fydL1a/P3Pliw9jzOkjC84N2bUu+zbrce4Z0bosxq7Hd4epAt9hy6S7n1SFnrIu/76hCT8nh/4hv75/PJTfHE00J/GbsbkriJpNk1isctcU+cpvbjz0jmM7rdPSjXgiBvP6xSLnWzxFc+dO5dmzZrxyQfxDzTffy04GyJ4sIqk/1B9WccXX8KURj9Xg9FMp649CE/d25Nhli7/Dav1UaT8g+o1W1C8JFk2OZsQH6OgdUf974P79nP8yCF++HFG1p8oCZE23Y30x9LFTJ/wDXZbLinQk4AfJsLOfwXFS0o+/jr169MjDxU/S43D+/fy5ah3ObTvP6o+Ai3bSmIsghmTEr+2aDvcjs2hQaKLe7Rd71lwOVrjUrTkmkXvbXA5SuNOrMxTk8nuFPuVQAMhxL3edEKICkBDx7psJzsyU+12O0WLFePRWrUBOHUcpn6rrxs9Sd4rU9t/6JtpNu+Wmpm+Q4YTYZNZ3q8zIiqaft2C+PCNxwEbjZrr/mCzGzIzfUxQ+j54pJbEbhtK39dmMOa7aVl+noRIGe++uXr5EveXr8D+Pam7BbPbiDy0D779TH+/v54mKVIs9e3zUvGz1JgxYwbTJnzD5r/+BPSnXYA5P8C1K4m3jbDJbAufllI/1w2LxoUoXdyvW/TryJokQdoqdT25apFcidYIt2bNPWrTpNuMUneK/Y/AWWCFEKKDEKI9sAK4AEx343lTJNLm/lK7rw0dxvaTF2nVvtO9mHqrVdC1l6Tek/Hbla8UyE8LFuPj45NM9HWL3wcpl3DpfCASsty6v3YnjJZtO+Dj2wrwpFEzea9YVVZjNgjMAp5uBVASu60P0uTh1vr9oVaI04h+r7/BlsMh9Br0mtNtb1yD55sLHi4mWDLfbUNKRFQkDO2tXxu9XpU0a5n2Pnk1vj4pHTt2ZMRbb1P/KX3e45Fa0KqdxBItmDgm+Rfa7Rj3u05i7JIrFr3rWJQ9cQ2ltIjV4Lajm9nNGI3IDBpnmpRcj0m7ZWZGcZvYSykjgaeBE8BcYD5wBnhaShnhrvOmRbibn+QjbeDh4YHZbGb9H7Bji6BYccl7nyb+BL2M0LX9cxw4cIABAwYk6uParXd/+g7ZB7Tmx++EY9xZ478MCQlh8ODB1Kr6IOt+/43IiH8wmQdTskyIWyf+vE2Cpq308W9cB6eOH2fG7DmcOHEiy88V6egJGxMTw8BuL3Dk4H4ADElLR6Jb828PEvy3QxAbK/juK4G7C2FKqc/hnD4peKiq5L3PXPtc84O/HqBly5Z88/VYHm/wxL1lb38kMRgki37mXo/aODRItTR4ZpCOtpNXLcmt9/SiSf3+vxmjC396nkg0qbuIMjuG1HDr5SOlPC+lfEFKGSCl9JdSdpRSnnXnOdPCHZ1xpJQ0a9aMkSNHci00wrEMvh+ni+eQtyWFiybep6iHvi5pH9eQa3fo1rsf9Z86j5e3JHi94PjhrGnysGbNGmrUqMGMGTOICA93vA/h2G0zaN+4FsHr12TuBKngY4SadaCIo+n0hNETGNy3F6tWrcrS88RqkluOJjCrl//Kzn//ITYmJsXt/94AwesF/gH6PudOC7b/k6VDSsa8H2HZAoG3j2TKHImXd9r7mEX6ewvkdvwSBANUrgKde4LdLhj3afLXGWXP2nwZTeoRQZeiM9csPuXj66LvSlKnJnV3UUab4bhKPrEVXCfu2zcr2b59O8HBwcyZOxez487d/g/s360nKnXtlXj7ALNI0Teuhd+mf5eOvNbrOTr30D/9GZP1bTMz5xASEkJQUBBRUVFYk8T3S6ln7HZxY8aup1HgYYImLfT/zR5NaNPxBe4rXyn1HdOBJiU3LfHNayLCwrHZrBx1WPbJttfgq//FR0n1GqTvuXdXlg0pEXY7jP9C8OGb+m33xUTJg1Vd2ze7iuJlF1FRUWz44zc2rYsvCTL8fYmnl2TVcsH+Pcn3uR2bOb+4VZNEWHWf/MUovZFQelwm+3bDtPHw0QjBqOGCj98STBgNyxboHd5CncQY3rWm3rAoTuhjsqGtglurXuZWImwSvyzMsqpduzYbN27k4u2we66Cqd/qx+81SOLjG7+tUUChVOZlSxQtQqfOXfh+wrc0b32UeTOqs2IRvP0RlCyd8Uqe48aNSybySbE6MnYnT56c7uO7grdR0KyV5LdFgutXujH/j64YhJ4bkdFyynFIKbkRI0n4fdhzwCCCeryCcOK+AVi1DI4eFJQpK+nZH1b+KgHB0YOCjPei0rlzC/4NhssXwWQCvwBYMlewc6tACMkHYyTPd3P9eO6aT8kp1q1bR+cXnqdWnXo0a6UXuC9TFnoNgunj4csPBb+sSlzx0y7hmkVS1CPtLz8pdSG3Sj0SL8omyciDgZT65zh5rGD7P87OmXhZ8ZKSB6vAg1XgqaclzVtDGHrUTlFPkag0tU3Tr1l3W/T3Rpqb4lgTktVJVUkp4y2ytCZ4XPIQwKH90LahAR9fyb9HEkdZFPcU+KYRy27VJGdDY/Dw8ODV7oK1KwVD3pK8/bHE2wglvdL/QBYQEEB4eLhL24WGhqb7+K4QZZOcuCypU1FgNMLe8xI/f13ISnqKDJcB0BxCn97+snGJXp+N1+jZX4+OafuUgcCHJH/9l/J9kVpSlabp1t/EMYIYS/LXU6y4ZMJPkkZPO9k5Fe73EZn+QsxNREVF0bx5czq+0JkuA4feM5JC70DjGoLQO4IJMzU6vuh8f7NBD+k1JvkyiNV0v3dmPD6aBru3werlgs1/6aVEAPwDJO07Q6WHJGYT2Gxw84bgwlk4cwpCTkB0VOLPqEEjyaRZkpKl9f/9THqvB6um5/44mwgu6SXY8c/fWZ5UVSAte4AIKxT1zMLjJXANTXNY9d16k0joPQ2kKfSgR68EeJnZf/AQ5SpuAXoxb6Y3Q94GfDNW6z4iwrU5cVe3ywheRv39eOxx2LNd8G+w5PKF75g1dRLD336X4a/2T7fgO3sM3rV1Cwf27uHZ9p0o+0A5p/sdPwy7twn8/OMt7MpVwGiUnDkF0VHg7ZO+12exwIgBglXL9NfQsKnkoWpgs8Kd21C9pqRbL5LN36SF2ZDxRjK5FR8fH7Zt24aUut88zp1SqAiM/Ezy3muCdwYLihaXNG6efH+rBqEphMxIKYmNjcXT05Pd2/4lKiqSO7du0bx1W/z8/VMc0+2bMOt7wfJFeu/fOIoVl/R5TX/6C0hW7ih+DJoGly5ITh2HI/th1lTB9n9O06j6OIRhHjGWCHz9/Oj44kv0H/om5Sulvy5TZihwPvs4Iu0Zn6iNi2gJCAjAYDDg4eFB+2dbcO50COdOw+rlYDZL+r2e+PhFPFy/YQPMguH9XuaHiUMoWfp9Qu8Ifp2rr0upXG9q+LmYsevqdhnBIPRs2mYt9fEHrxPYbFbOnznN7t17OHzxJmFW1z8Xm6ZHUST1dy6a8xOfvfsmvy36xfmOwC8/6Z9Fxxfjm8Z4eUH5SqBpgnOn0//6Pn5LF3o/f8mspRrz/9BLAHw2XjL5Z8mgN9Mv9ABe+WxiNiFCCAKSuFRffAVe6iuJjRH066Jb165giY5m5a8Lebzy/Yx+/23OhpwiqEVjXu7QmmF9ejDr+0mMGj6ER8oUpqK/iUfKFGbU8CGcOx3C2hXQsp7gu7GCi+d0196rb0p+Xa+x7YRkyFvOhD4x0VER3He/nSbPaMAYOnX7BIOhBjExM7BE6wERcSXMn21Qi01uDIhwRoG17DVHdItvOt+BNWvWEBQUhNVqvecDt1qt/Bu8kWcb1KL+U7+iaW144SVJmbLx+/mms0a8t8nA+GkzmPzt19Ss04sv3oeZUwQ9+ksigcJmma7ojB49ejBjxoxU/fZms5mePXu6fMyM4G3UQzC/+RT+WgtDR3aj7APleL1Xd7b/8zcb9x4h0gbFPFNvvRdpk44Ju+TrWrbtQHRUFK3aOq+kHRWpT6oBdO+b+AAVAvXQv7Onocojrr+uX+fBwtkCo1GycK3kkZqu75sW+c1fn5CbN2+yZOlSyj9al2o1HwP0chGfjdc/l/kzBQO7we//xHe0Sok/li3mrYF9ADhx9Ag2m42y5cpz6bze7H7il59ht9nuGRMR4eEsnD2TBbPmYLcvAVpT/ym9tHSDRsmbvKfEjWvXGNj9Bf7bsY212/dx7eplvv5kFEaj0WldK5vVis1qZXCPLixYvQ9Pr0BCjsOJo4JTx+DMCXj7LV8y6MVJkQJr2QNEpDO6JfWIFkl0VBTB6zsDpxg4LP7YBqBwBiaEn3q8DpN/XkCfITUoV1EPWVz/u2Ps6YwoGjFiRJoZu2azmTfeeCPd40wPXkaoXgPKV5Jcvyo4drgMTVo8i91uxxIdpT+Ca3AlWnLNonE7RhJu1WuSRNn0aIrrFo2bMc6FHnSxnzJnIZWrOA91+WMphIcJateXVHs08bpyFfXf6bHsF8+Bt1/Vb6Xnu5OlQg/5W+wnTpzIoFdfZcLn/0u03GDQBb99Z0l0lGDQS6cZOTSxVT5iYG96v9COiw4xj/P7/++r8fyy6k+uX71CtRo1+WXVBjw8PLFZrcmeGm02K3Z7FBDEsPdOsmC15MkmKQv9isW/sGf71nv/R4SHUy/wPv7bsQ2z2czt61fx9tDvs7SeUKOjrHRsOpHWDQy89oqBSV8KVv8mOHpEcOZMOn2ILlCgxd6ika4sTlciWsDKA+XHU7lK/JJCHiJDMdK+Jj3z1GiEfq/p45w2QSBl+vMFAgMD+WH+Ykxmj2TrzGYzPj4+LFmyhMBA9/oRPQ1gENDlZX3si2YLfP38OHItjK3Hziby2VvsusvqdqyecHIjRnIrVhKdyXyD+TP1c3Tvk/z9q1ApPt7eFY4chA/f1LcdOFzy+YSsDXjIL/VwUmLYsGE0adKE1wcPSlaG3GDQw1OLl1zNyWM1WTh75r38kIjwcJYtmMemdavZ7yhwZzAYWPLnZvoMGYoQgiebNOPHhctZvXwJmkw95MVksnL79oRUrfnTJ08wrE9PRr7+Kr4mKOYhsN64SJEiRahYsSJz5szBZAmjTeMn8Pf3T7MJPVhBzKXSg5JnnpMMGiEZP0Pj352Shg1vufDupY8CLfaQPgt53rx5Lon9zRvz7v1nNoB/Jpxl/mbBqmW/cvzIMIoUtbB/t97ZJ71JVrGa5KkWren44mFgMGZzAEIY8A8IYMCAARw4cIDWrVtnfKAuIoTA0whBL+mToRtW6+UKfHx90945Dbb+vYlRw4dw4eyZFLc5tA/27xEEFJa0fT75+vKO77qULPsb12D2TxW5exs2/wWvdNSjbl58RTLyc4lnFk76A9laljsnKF68OMHBwVy+fJmhvbqxd9eOROtv3wwhPKwzEIXUkjxNO8R0xMDenDsdQscXX6LuEw3vrY+N1SPjFs2Zn3bvCJuV5Qvj71spJaeOH8NisWCxWAA4d+o4ACeOHuaxyuV5d/hr1Hq0Ordu3WLv3r189NFHdOnShe3bt7sc6CCIYONeyYxFknc/kXTqCo/VBk/PrI/HLPBin54CRq5+gJbo+O2KemQ8pBD01n4Tx3zG/JmTad1RvxEmjtGt+/B0uKEirHqoWPC6QGAKv/55hzPhVq7fvsvkyZPdbtEnxNsoKFUGmj0LNptg7g/6+/PrvNksnjsrw8ed+u1XzJsxjRWLF6S4TZxVH/QSTjNXKzhyvM6cSr4O4I1+ggXzy9OusaD384Ib1wRPNpF88o17QpjzS4mEtJgxYwZLf13M9YvnEi3/cdK3aXZ0s9lsfP/NBHb+Cz9Pg2F9BE1qCKoUF7RtaMAa69p9GxkewdXLl+jW5hkq+pt4pk51qhT35eUOrfExSHo+347r169z7NgxKlasyPTp04mOjkYIga+vL6+++irPPvssTZo0cTnQwdfffQERSSmwE7RxSCDMCoWTezeS4efn51KsetwH6G3MvGUmhOClHj2JiLXRLqgKq3+T7Nku2BosadhMd0OlValSc1Tzm/TlSm7eaEalBwOoWUdP8MoJyzFOwAYOk2xYJZg+EYoUW8J3X73L7Vs3qd+wcYbC0sZ8N53P3xtB78FDna4PD9MbXAN07+1cnMtVBA9PyeWLgvAwiX+Avtxuh94vCLZs0t+vC2f133UaSGYty3qLPo787K9PyJIlS1iwYAFdO7VP1Ozit0UuWOVWK4vmzGPRnCmJlhsMkvKVJJcu+GGzpn3f+vj6MnHMZ2zbvCnR8pjIMIi4zbY9x2nYsCElSpTg22+/5dSpeIvAZDLxxhtv3JvzciUgwmQ20z4ohUQCN1BA7IbUcdW679GjR5qTnCazXoMeSBZSllFGjXyH198ZSbmKJejvCOec+KV+bFcKRIVZ4eLFC0z6shNQmY4v2hAicW2S7MTTKDAIqPckdHxRr2U+e2oNatV9kvEzfqZcxUr3Hp3Tw/3lyjPtlyUpNoZZsRiiIgX1n5KJ5lQSYjRyL+rjxNH45Qf+g80bkr9fvV51o9Dnc399QsqVK8ewYcOYP+dnXmkXXwI00uW8jwhq1JYE9ZB8Nl5j1VaNYzclfx+QdH0l7d4RJrOZ57v3ZNCb79C6QydOXbzG0ePH6du3L02bNOHJJ5+kUaNGfPHFFwDUrVuXrl274u3tvLCRKwERRqORP1f9zqljR1PdLqtQYo9eVS/MhRLCrka09HttOF6GrLOaDUJQyPHF8fJAKFREsvNfwe5teoOH1GrmWDW94NOVS6EI0RBozPPddXPRLwef6+KapHw+QVL5Ycm5M1W4des3SpTqwbHDB2la4yF2bEm7z6vd7trEhZTxLpyX+qb+BflwNf33iQQtdv7+0/m2DRq5dPoMkd/q4aSFxWLh3Xff5cihA+AIWfRKQUyT4ufvx8rNkm+m6clP1WuQrt4RZrOZ/q8Np8ZDgfyxfCmBZUtS5aGHmDFjBhMmTOCTTz7Rt+nf36XxBAYGsmTJEqclzOMCIp5++mluXLvK2I8/cOmYmUWJvYMwq8SehnWf8ANMjhlvHx++n7eY8pUCKZSOBCpX8NBiWTb/Z778cDA9+urLZk6Ot+6d+e+l1OtzS+DQ3keQcgtPNF7C/eV0sc3JKopxiUJ+/vDDQkmJUpL9uwU92hl4o998rl6+xPQJX7N/zy4unDvr9BixsbHUqViaLq2a0aNdSz55540UIyA2rtXr4BQrLmnVPvWxPVhVfy/37BBYrbB2hR5DDzB+hsbq9X/z/hcan47TKFEqY6/fFdzRNSw3U7hwYaZPn06rVq0o7WPCILhXNyc1TGYznbr1SHF9+UqBfD9vMd4+PsksfJNZv29/nL+YBtUrU8jDed/b7t27Ex0dTalSrn/grVu3TlTC3GAwEJAgIGLhggVMmzaN2fNSTv7LSgpsbRxn+JkExTzTFsDdR07Qo0sQJ48edtQ+96Nh0x6MnjSc8pUC8TJkbdNu0GuJFClSBKvVytrtV2n7VAnsdgjeL+/Fhietu3MrRjpCNPXswJPHBFPmaDz3fM43rrZpepp8HKF3Ydb3elno2JhYylWcx+fja9Lr+fqUvq8sG/cdw8vLK9ExDu7dQ7tGj+Pj64vRaCQyIoLTTh7RwkKhfWO9NeSHX2n0HZL62I4dgjZPCjRN4OsniYzQ36eadSSL10vO7svahuPOMAh4wKdg22I2TfL9rDm8NXgA1tiU+xN6+/iwdvu+NOd5zp0OYcbkCSxfOI/I8Ah8/f3o1LUHQ4e9Qe2qgTnqMgu3xPLD7LkE9ezttto4BftqSkKELe2ekpE2SYnylVm7fS+jJ10E7Nxf/i6zl39372IrnMVWPei1REaOHMnoiVO47wEP2nXW0/pnTY0/180YvZZ7uKOMa1yz7R1b4OSxMEqUkrRsByZBjgo96E8VCeu5FSoMw9+HJX9KypT14PyZvowY+BiapnH54gUiwsLubRt69y6jhg8hMiKCPWeu8tOS3/HzD6Brr37JznPnFrzSSRf6qo9KeiTfJBlVHolvlRcZIaj0oGT4+xpzV7rPP5+UgmbVO8NkELzW52V+WrQsVas87mk6LcpXCuSzb7/j0GU9Eu3k1TtM/34ydatVzvG5EYPdyluD+nHhpPv89/lO7P/5ByzRGX9Zt1KpmW2xxzfG0DTBT1P0UnYDh0nirsP0lkVIDx9//DGvD3oV/4AA+jqSrBbP0a3iOCIcSUgJY/A/e+8noDDRUeWJjgrNsYnZpPg4GUeN2npq/OMNJTeuGYFo7i+vsXyhJ3+t1R3nB/fuZt6MaXRt/TThYaE0aNSEzYdOMXrS1ETHunRBr2y5d6egbDnJDwtcF+vh78PWYxp/H9D46z/J8PfTro2SleSWzyinMQhB1/ZtWLdjH91698cvQM8Pievotnb7Ppq1dD0/xMOgB06U9hKU9jbkuNETx4QJEyhWrBi+MtZt4bb5yo0TGgplykiEsNOhi5GOXfW+r67WuIjD1wTFk7zjkTbJ5TAL7RvX58Gq1Wjacj4jBhgpW06ycW+8iNznnXJjkqzicpQdqxR0f06w9W9Bj34pZ27u3wMdmvwF9OWND95k2MihuaZcriYlF6Ok08rxdrte1mDSl4KQEzagOBBG555b6d6nPts2L+Hwvq107/MtsbEQEwOxMWC16r8vnhP88hPcuS2oUl3y82+SUmWyZtyplTjOCkwCyhZwF05SLHY9izq9GNCNCh9TXPZ2zl/3zjh79iyNGjUiJCQEDw8PgoODVYnj1LhyBWo9Btu2mlgwGxbMFpQqI3nxZXh5oKR4SdeOE2kDKTWKO2qsR1j1NP2Qk8c5dvgg0dEW9u3Wb8Y3PogX+tQ6UGUVISEhjJswgXXr1jN26n/s3ubDvBmC+x6QDB6ReNuYGBj5ugBa0Pf1Ywwb6YWvKfeUyzUIgY9JOu0cZjRChy7Q9gXJ2hVGPnzzZW7f3M6vcx/i17kGoAvQhVXLUz9H42ck382WFCrsjlfgHrIqZDc/4WUUFDbrnZ9Swyj0MiOeBj173d33Y1ZRoUIFzp8/n6kEzLTIV2JfpQr8swV+mrWT/w7X44+luoU36SuYPlHPmuw/VFLBhXydKDtcipaYDfFNMSo9+DCL1+3ks/fCObhX8HA1Pb0Z9Am11DpQZRWbNm1i6uTJPFilKoWLnOPLKVUYMQDGfmTAaNQYOFzfTkp4d7DgyAHBAxUkI0bpk5u5zT1QyCxSbcxsNMJzz0PLduPYsjGalb8GcOKoxGgED089vM7sEf+3p6f+f9HieuOIxs0hl3y3uYTZkLMhsbmZQh4CDT0vJuEV42nQXadZkcSYkwghOHfuHBERERnKM0nz+PnJjQOJo3GkhJ3/wo/fCTas0i8CISStO8CA4ZJayR50EnPudAg/TvqW3xbNJzIiAm8fP0zmHoTdHUHRYpVYskFS6UF92yIeyetyuwuLxYLd6MFNR4DC4jnwzmD9SePtjzSe7w4/TBTM+v4IJvN8Js3qTpuO1fAwQJksjhLKCm7HyAzV6M8p3OXGMQCls8ENmB+wabrgG0Xudc1kBne4cXLfnZ+FCAH1n4IZiyQbdmt0eVliMsHq3wQdmxp48VnBpnW6FZyUTevX8GyDWiz8Ob7SXlRkOGF3ZyBEDd7+ePU9oTeJzBU7Sy9eXl74mg2YHZ9el5fhy8l6fPnXnxh44mEDs74HaI/NOoZJY7oDuc+qj6OwB/deS0GmsIcSelcxGfT3Kj8KvbsoMLdY5Sow9nvJliN6Bxr/AMmOLYLeLxho9bhgyXy9rRzoFv3gHl2IjopyUpfDipRRfPpuF86dDgF0q96dvraUCL96kbDQUGJjY3mo2nYm/mSndn2JfyFJ1Udh9vIjfDZ+MuNnznH4MrN9iC5hEIKSniLXji87MAnlvlG4lwIj9nGUKgPvfSrZekzy/hcapcpIThwVvDXQQJ0KgiE9BSMGfEuMJfX6CVarlRmTJ+BjdB5C6G7Gjh1L9Qcr8fPUSTSvXY3nn27Io4+dZNlfkn3nbazZJmnawkzP/oOo+kgNAsy52woyGQTFPQ2U8hLk3lG6j0LmnDEYFAWHAif2cfgHwIBh8M9hydfTNB59TM+UXLVcsHv7fDQt7Up7yxfOo6gLGbfuoHbt2miahq/ZQI3H6lD54ar8PG0yp0+eoPtzLej3YkcuXTgPgDmb3UyZwcsoKFnABN+Ui5+6FPmHAn+JeXhA5x7QuYfkwjnJhlXwyTsu1r+OiMixMMZnnnmGgwcPUr16de5ExXLhTgR1KpTi5+lT8HN0ySlStBgAxTzzltXoZRSU8IIbFucx+PmNwjnkBlQULAqsZe+MB8pD78F6BT1X8HexQYG7qF69OgBFfDwwW8Jp+0IXWrXryF//HeGdj0fj4+tLMQ+RJ6snehsFpbwEeXDo6cLDQKJ6RgqFuyjwlr0zOr74Egt/nplq0wSz2UzPnj2zcVSpUzWwPHPnzuOWo759r0GvJSuMltfwNApKe8GNGL0JeX6kiBvqKCkUzlCWvRNcrX8d15Umt+BnFjzgo1vEZb3zttDHYTLoryc/dmzK60lAiryFEnsnJKx/nVLjgSVLlmRr31ZXMQiBl1HkaK36rCa/hmYqq16RnSixd4LNZqNevcfZt39/io0HWrd2vdKeIvMIoYdmuitLWZC9N0N21FFSKBKSz2ylrOHI3l20b/YUnTp1YtmyZUyePDmnh6RwUMRDL3J1O1aSRusBlxFAKS+BhAxVVkwvHgYonA11lBSKhCixT4KHAXxlLE8//TTFihXL6eEonOBj0n34t2OdV8xML0USRCyZhMSdZXpMAkrksVBYdA/v5QAACLFJREFURf5AuXEScHj3Dsa8O5y7d+4QERHBkCFp9K9T5BgGh1unaCb93l5G8E/gGnLnhKlJ6O0g89N8iiLvoCx7ByYkbw/ux5EjR9ixYwfbt29X1lcewN8sMBkyloAlgGJJviw8ssj8ieuI5GmAWA0kevRNbi5ZocjfKMseOLBnJ4TfZM+ePcybN4+NGzcqoc9DeBsFxTNQtiLAnNzKzorqm74mKO2lh76aDAIfk/63EnpFTlKgxD707l2+/ngU165cvrdMSskHrw/k/jKlOXz4MC+99BK+vr45OEpFRvAxiXS5dAxAgJNJ0oyKfWGzoJBZUMZbdy8pY0GR28h3Yn/16lW2b9t27//Qu3eZ++NUwsPC+PrjD5jyzRgGdH0eu91ObGwsIiqMC+fPU7VqVWrWrJmDI1dkFn+zoLCLoZn+KVQBNYr0l2jwNupdlAp7CDyUP16RS8lXPntN06hWpQphYWG06tKDkqXL0LX10/j4+lKnwZN0ebk3u7dvpd6TT9GhSQNKlirFyqW/sn//fvz8/DCZ8tXbUSAp5KGHUIam0qvUKJxb9QnXuxrWaRRkepJYocgO8pW6GQwGWrRsyZkzZwm7exdvH19iLBYuXThH/xc7EVCoMH9s2cWRA/v4fckirl26wJEjR6hXr15OD12RhRR2CH5YCoJfxCN1/7nZMamaFkYVXaPIQ+QrsQdYtHgxf236m4eqVSciPJygHq8QHRnJd2O/oHrbWphMJmrUrsuOQ8cg/Dbly5fP6SEr3EARD4EmISJJ0Ly3Me0qkyYhIJXYnjht9zYqt40i75DvxD6OPTu2ER4WSu9Br+Pp5cWjtevcc9MYBJQp7IepqH8Oj1LhTop5CjwMcDdWoqFPULnickmrfpxR6MfyzHczXor8TL4UeyklLzzzFADfz11Em05BtGzb4d76oh7q0bug4G8W+JggyqYnULnyuZvSEHGBPjfgmQ8rcSryL/nSNhFCMOLDT6n7REMaP9Mq0To/U/4o/atwHaMQ+Kej8Fhql0fcIVQhM0VeI1+KPcDr737Akj834+cf76rxNEBRjxwclCJPYDI474ErAF9Vf16RR8m3Yp8Uo4ASXqoAlcI1nCVXmQ3kWIN5hSKzFAixF+iVBnOqObgi7+HMlaMibxR5mQIh9sU882bTbUXO4cwfn1VF0hSKnCDfX76FzGpCVpF+nEXaKLFX5GXy9eXra9KzKRWK9KInTMX/72tCPR0q8jT5Ms4edCssaa1yhSI9lPISWDV9YlaVJ1bkdfKl2MdNyKrIG0VmMAiVOKXIP+Q7N45Az4BUGbIKhUIRT74Te4NwnhCjUCgUBZl8J/YKhUKhSI4Se4VCoSgAKLFXKBSKAoASe4VCoSgAKLFXKBSKAoASe4VCoSgAKLFXKBSKAoASe4Xi/+3dSYhcVRiG4fcTRZxwwKxEjVkoDjhmISrOcecErgQFEUQkEhcSCASM88qoiAoiigvBhQomrhyCLpSAEw5xBhMJuDAaIlERxN9FdTBUqrSSrltl13kfaIo+t+75z+Ly9alT956WGmDYS1IDDHtJaoBhL0kNMOwlqQGGvSQ1wLCXpAYY9pLUAMNekhpg2EtSAwx7SWqAYS9JDTDsJakBhr0kNcCwl6QGGPaS1ADDXpIaYNhLUgMMe0lqgGEvSQ0w7CWpAYa9JDXAsJekBhj2ktQAw16SGmDYS1IDDHtJaoBhL0kNMOwlqQGGvSQ1wLCXpAYY9pLUAMNekhpg2EtSAwx7SWpAJ2Gf5MQkjyb5JMnOJD8kWZfkjC7qSZL+XVcz+yuAS4DngCuB24BFwMYk53RUU5I0xP4d9fsC8HhV1a6GJBuAzcAK4MaO6kqSBugk7Ktq24C2HUm+Bo7poqYkabiJfUGb5CjgNOCLSdWUJPV0tYwzyGNAgEeGvSHJLcAtc7/uTPLVPtY6Gtjj04U0Jl5f6tp8rrHjBzVmt2X1oZJcDrw+QpG3q+riAeevAh4Abq6qZ0boZ16SvF9VS7uuozZ5falrXVxjo87s3wVOHuF9v/U3JLmVXtCvnkTQS5L2NFLYV9VvwJd723mSG4AngIeq6v69PV+SNB6dfUGb5FrgWeDpqrqzqzpDPDXhemqL15e6NvZrbKQ1+73uNLkQeA3YBNwO/LXb4T+q6qOxF5UkDdXV3TiXAgcCZwPv9B3bAizuqK4kaYBOZvaSpP+Xmd710g3ZNC5Jjk3yYpIdSX5J8nKS46Y9Ls2GJNcleSnJliS/J/kqyYNJDhtbjVme2SdZTu8hreeAD4EjgJXAmcAFVfXBFIenBSLJwcDHwB/AaqCA+4CDgdOr6tcpDk8zIMlG4HvgFWArcBawht5dkOdV1V/Dzx6xxoyH/dHAT30bsh1Ob0O29VXlhmz6T0lWAGuBk6rq27m2E4BvgJVVtXaa49PCl2RRVf3Y13YjvYnqZVW1Yb41ZnoZp6q2Vd9fs6raAbghm/bGVcDGXUEPUFXf0bv54OqpjUozoz/o57w39zqWrJrpsB/EDdm0D04FPhvQvgk4ZcJjUTsumnsdS1Y1F/aMsCGb1OcoYPuA9p+BIyc8FjUgyTHAPcAbVfX+OPpcUGGf5PIkNcLPW0POXwVcDyzf/SO5JP1fJDmU3he1fwI3javfSW5xPA5uyKZp2M7gGfywGb+0T5IcBKwHlgAXVdXWcfW9oMLeDdk0JZvordv3OwX4fMJj0YxKcgDwIrAUWFZVn46z/wW1jLMvprwhm2bDOuDcJEt2NSRZDJw/d0yalyT7Ac/T22rmmqraOPYaM36fvRuyad6SHELvoarf+eehqnuBw+g9VLVzisPTDEjyJHArcD/wat/hreNYzpn1sF8D3DXk8JaqWjy50Wghm9sa4WFgGb27ud4E7qiqzdMcl2ZDks0M+XeCwN1VtWbeNWY57CVJPTO/Zi9JMuwlqQmGvSQ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EExtpfp0wd7GHj5YIre++cNBD4Z6UzY4xhgqBhmuuhz4DrK6lYY8bDiUJIsU0ub9SqsTQsM/GiWMw8BFDv65HcbtdBAV7mPlZNB8tEa65IffHcRoILsAFVHnh7zCUCzA89axQs7aw5e813HVjF557fmSRlK+UKrk07LOw+HNo1czw6YeGwKBa9B/6Awt//ISWrQPPm8zsQk7NYFlUQvwNFcMNoyYIsJe/N8zlkN65UCnb0z77Mxw6CM8PNCxe4AbuoGr1q3n/8+ep06DaBffNTmgxvMJlnHBrK7j7vrv46tMH+X3t9SRnCCFF/MGjlCo5tGWPNe/8px9C62aGxQsMQcG/AssICPyEOg3yn9ZBDgrlatm8MsZQPtDw/JgAQsM+4I81rflmlfbbq6xleATPGed14uLi6NevHxERETgcDiIiIujXrx9xcXHFWEtVULZv2SfEw4CHDcsWW6F8YythxCuN+GfnF6SmpBTo2GFFcGI2O06HoV516P04vPEKDHvqF9Y/sILnn3u22OqkSo4MjxCfBku+FbZthqhyUKmycOLIYgY82okMlwuXywVAYmIi06ZNY+bMmcybN48777yzmGuv8sPWYZ+aCt3aGdavNUSUEUa8Yk1HbEwodRvcXaBjO4w1u2VxinDCY08JM986zqY/b2Hk8FTua/t/NG7cuHgrpoqFiJDqgcMJwvvvwTsTDbt3OAABugNxwB9A6nn7ujLDv0OHDvyxfj316tQBYNu2bXz++ecMHjy46J6Iyhfbhr0IjBhgBX31msKHXwk1Li6844f5m2Kfm8YYQ83y0P/pMowaNpByFYSwspWLtU6qaO3bt4+bb7mFkyeT6dl3FNu338Cnc6aTmnI9cAuRZUYjfMzJxF243ScveLyUlDQGPzOeuXMnEeJveOKJJwgKCiIpKYmwsDDvPyGVb7bssxeB8aMMn8wyBAULU+f+G/SJCQn89+mBfPHJ3AKVEVZCPkYD/Qx9+kKVaqM4eng0C78pd1b/rPJNHo+H9ZvjSA2txO33jOHAgQRGPfcQc96tTWrKKIzjPsa9ncTFtb4k4cRfjHrl/PsyZEXEzZfzZ3HD9R+yaXcaGzdu5LPPPiOlgF2eyvtKSCQVnYR4axriJV8YHA5hzBSh4Rm9Gnt272T65NepVKUqbTs+kK8yiuKK2byoFG6NvX/6MRg9fB2SHkv/mIeK/ZuHyr+4uDjGjh3L7NmzT7equ3btSnR0NLv37OWh/oNpc2tHkk/2J/5EJ+Bj/PxW4na/TFBwGB3u78iTj5Sh2SXjcbvdtGzZkmeHDs7lBXiJ/P5LF25s3pxXJsbRoPZGypUvT3x8PMuWLaN8+fIEBQXRvHlzb78MKi9EpEQ+rrzySsmPDI9Hvl62QnYmuc97LPzRLbXqeAREwiM9Mu3j87f5Zk2sXHrZ5fLKpLezPEZuHuluT77q7k0HkjxSq45boLwAsnX7juKuUqm1YsWKYi1/0aJFEhISIk6nU7A63AU46/eKlfsJtBZoITVru2T4y27ZuMcthxKS5Z1p0yQhIeG844aHh591vOweTmegOByhAj8IiFze3CNTZidKnbr1BZCGDRuK0+mUtWvXFsOr4xsK8h4D1koWmWqLbhy3G94aD/feZNixzdCgkfDld0Kru87e7vvlSylbvgJf/biWB3o8nK+yIpzemd2yoMoGw9CRAO1wBnRi2560Yq6Ryo+4uDg6dOhAcnLy6dEyp/z7ux+HDrTBz28Xza+txarf3Dw7xNCwmoMK4cE83Lt3lreu7Nq1K05nzjP2OZ1OYmIe5kD8CYa/3IKy5YQ/1hj6dg1j7962VK1+A/6BUbhcLtz8+3cg2nWYI5dHSHQJR9I8pLq981r5fNjv3gGd7za8MsKBy2XoHiN8tly4OPrs7U4mJdGr/f9xdd3qJCYk5Kssf2PdH7YkcjoMHdobrm35Dq70j5g9s57X3lTKe8aOHXteyJ/PQZVqC1n43RJGjuxFzTKBuZqyY9CgQbkK+wEDBlAhzJ//DDWs3SQMG+Uhup6Qkvwy+/Z8R+wf31Cm7H8Y+0YVZs73sDp2F5c1bcqcOXOyPKZdx/VneIT4dGFfiod9KcKxdOFkhvX1ySuyau6XhEdBu3E2H3XLoBFuCQyyum3KV/TIjPnZd718/+c2ueHW1nLNDTflu/smJaPkdd+cKcPjkW/XusXf3yPGeGTJj+7irlKpVJzdOLntagkPj5AMT97fjzl1EYWEhMiiRYvO2yfd7ZGjqR75eLFb7n3AIxFlrL+5Uw9jegggN7UeKAcT3NKjZ0+ZM2eOpKen56u80szt8UhCukcOJGefI8kZHq904xgpoV+vmjVrJmvXrs3zfm4R/jcmlnfeacKObVZr5p77heEvC+UrZr3PuBefp2qNGvxfhwcICQ3N14nLCKcp8I3Ei0JyhvBwzB4+nPE8UWVT2bX/A8JLQb1LkpUrV3LTTTcVS9kOhyNXXSIOhwO3252vMuLi4hg/fjyzZs06ffK3W7duDBgwgOjo6Bz3TXULCanw8y/C8qWGH1bAH2tSEVkE1CAiMgyXqxUpyftpddvt/PDdKlJTzx/Xf0pISAixsbEXLLckc4uQnAHJbiE1F/8lFYMMv3y/Kt/vMWPMbyLS7LzlvhT2+/fDUwOEjz+ywiu6nvDieOHaltnvc/jgQa5tUBO3282abXspXzGbT4QchPhBhaDS0yO2busxLq9XBXDzn1d2MXJoVR2ZkwfFFfbH04WLykeSlJh4wW0jIiKIj48vglplzy1WuB04Ags+F6a9afh7wx/AtcA1+PtvICPjWI7HsM4RxDBp0qQiqXNhcHmEdA+4PJDmyV3An8lbYV96EioXkpJgwecQGOhm6AseFq/OOegBylesyGtvz6BL7z75CvoIpzUPTWnSuE4UXXq/DWxk8mtV2X24uGukLiTBJSS4hMub38SF/mydTifdunUrknrlxM8YQv0N0ZUNAx91sPZ3WP5LUzp134G///VkZBy/4DFcLhezZs0qgtrmX4ZHSHIJR9OEPclW//uRNCHelfeg9yafatkDfDhXcHl+oWW7nMf4rlu7htSUFBo1vYKwLEYm5Eak01CmlHaBJLmEW2+CNT8ZHukvvDmheCZtK42KumWf6BJmf/QJc9+by3fLvgByTpCS3vWR4RE270yhUXQYuT0d+cvvsVxxWaMS8R491XJPc1vdVq5CjlBt2edSp/uhcuXs+wBPmTL2VR648xaWfrUgX+WE+5feoAdrkraXXhPgIDOmzGfD1uKukcpKkssapfHn+o18t+wzoB8VKvUhKDgE/3NGzjidTkJCQpg3b16JDXqwGhWX1g4hPDx30ysYh4NNuw6zN0U4lOrB5Sn6Bmqq22q5/3NGyz0xo/CD3pt8Luxzq94ll9LkimY0bnplnvcN8YOypazrJivXN/PgDLiEjIyOPD14JxnF8EeksncyQziaLojAqqXlgXAqV72NZb+/yde/rKN7r0fOGq4YExNDbGxsqZmVMjfj+sEf8XSmd8ebue9Ww7SpbnYnCifSvX+7TRGre2ZfsoeDqUJShlCa/0R8rhvHLcKyFauof/WNXqgVBDigUpDB4SMnNNve+xALFxxA5DWW/dSIW1r4xvPypqLoxknOEA6nCQf372POdD9ef7kyoWGwYKVQpwGUDTBFcm9jb4qLi6NJkyYkJydnu42/fwi16qwnbks0Hs8eoC3R9T/llYk1ue56KB9Y+BcxesQa757gEjKKIR61G6cE8DNQIdB3gh7g80/fI+aJJUBjhj8D7tLcdPERyRlWN8GGP37j6ro1eP3lDoBh7FQr6CsElv6gB4iOjmbevHmEhISc18I/1SX13icfs3RtbdbvEa67aTSwjrjN++h4m4PHehn++kdIKaSLA91ifWPYm3mBU3EEvTfZLuyXL/mK/j0689OqFXnaz2D9kZWEE0SFyWEMzz4LkVHCz98ZFiwq7hrZW4LLatELkJpaDmOqAruIeSKJO9paLXpfur3knXfeSWxsLDExMVl2SXW5525qhBhqVTCMmzyQkNAw+g5qgjPgGJ/NfYBrLx3PB/OFkwVIZpfH6o/fm2yNoPHV9o5twl5EcLvdfLNwAV/O+4g/1/2ep/3LBRoCc3HJeWl0UUVD/UsGAJ/w2pjiro19HU8XjqcL0yZNYNW3Kxk5+GJEtnHDLTt4+sUQgv3wiRb9uaKjo5k0aRLx8fG43W7i4+OZNGnS6ZPMjswhnM0b1mX7zp0MfyGIpb9G4u//LcknB/PI/VsZNBROpOYtpdPc1lw0+1Ks/ngfzfjTbDHFsYjQvtUNnExM5IOFS3G73dz3YO7HIYf7W282X/Xnn3+y5qfXgZn8/F0rfvq1DNde5bvPtyQ6kW6No9+2eRMvPzcUjwdE9nBRrUpMfE9w+lmterurVL4cAGUaCu0fbIeHe/h0Tj3eHg8/r/qS6bObE+lMYty4cedN/zxo0CCio6NJzrBe6zRPMT+ZImaLsN+/dw+///IzAOGRkYyZ8m6u9w1yQFSAt2pWMlx66aX07t2bXXtv49slZRg/Aa79oLhrZR+JLqv7AOCiWrW5/pZhrFp6nKDgSrw1RyhTFsoE+F4XYkGE+Bs+nPkuCS7o0Fno0X4Ssb8PovX1/UlOfhu320XGGffQfWfaNN6bOZO3Zn9My9tKx2ilwmaLbpzKVauxYt0mPly0jMDAwFzv52es7htfn0rAGMO0adN4Y2JHHA5Y8Ans3uvrX2pLhr2Hj7F4+arTvy9fEsAPy/8LTOTVydaNdXy1+6agjDFEBhjuvc0weHgZIIPjx6aQlpp8OuhPyXC5SElO5tGundi13bdn08yOLcLe4XBQq05dWtx4U6738dUTsjm5pI7h9jaCy7WXcRPSi7s6Pi/NLTz2+ONMGfcqe3bv4usvhce7G9xuw2ODoV0n68b12n2TM6fDEMxeGjW5AmNyvrrY5XIxbdKEIqpZyWKLsM/P7H++fEI2Jzu3XQfUYPrUdSQla+veW0SEvQkpLP58Piu/WcKTPZ+kz4ONyMhYxiNPCIOft177ctp9kyvDhg1j146tiOQ813+Gy8XcGbOZMx3W/AjHjxZRBUsAn++z//m7lTx4161Mmvkhbdp3ytU+kU7fPiGbk8aNarJlyzYSE47xznswoF9x18g3xbusWRH/N2Uav/ywgY9mfgVs4v86luPZlwRjINQfnxpm6W1JSUm52s7lSuLZJ/5t55avIETXh7oNoHZdoVwFCI+AiEjrZ2g4hIVBZBSU5h5dnw/7BR9bd8f5e0NsrsI+xI9SPedNQb3//kxatwngke6GN98QHu8jOG34Dceb0tzWCdmgoCBuvbMLk8cYPJ6XuOLq75kwrQnGWOeLtPsmb8LCwkjMxfTPAYFhtGkvbNsE2zbDkcOGI4fhlx8Asn/NA4OEajXg4mioewnUbyjUrA0VK1uPPJwOLBZeDXtjTA1gPNAa61X8FnhKRHZ7s9wzvTB2Ih279eTyq66+4LYBDqv7xs4CAwPp0kkY8YyLbZu389Hndena3t6vSWFyi3XRFEB6upunevuzdZOhbgN/Zn52E35+1nblfOxK7aLQtWtXpk2bluNtG/2dTu5/qCsvjrP+Dzwe2L9X2LYZtm6CndsM8ScgMQES4iExHk4mWb8nJhi2b4XtW2H5Ejj3gyGqrFCpClSoDJWqQKXKUKmKEBIGqSmQlpb5M9WQlgppqZB66meK9a0hMAgiQ+H6FqEU9owcXgt7Y0wIsBxIAx7Cmst0FLDCGNNERE56q2yAbZs3cWj/Pho2acqVV7e44Pa+OBVCfh05tIeU5OsANy+N3MG9/+ckVFuZBSYiHE4VMjxC/x6d+WdnFOt/60NkVFOmfSyER1jbRThNru4Zq842aNAgZs6cmWPYO51OHn78qdO/OxxQrYb1aNkKcppyOTFB2PePFfab/4Itfxn2/gMH98Phg3D8mOH4Mdi08cy98vf/eEm9wh/v7c2W/SNAbaC+iGwDMMbEAluBPsA4L5bNvA9m8ta4//HksP8w4LnnL7i93Ube5KR69epUqRJOUmI6m/7czptT6zHkcX1tCmr4i6NxGz/ue7Arf/y6nr27NwMX88aMy6hZ29omxI9ScXvLktwZIvIAABYzSURBVOjUXDsdOnTA5XJlGfpvTZvOxbWj83W1bHgE1L/Uetx5D5z5weB2w7EjwsEDcPiA9QFgPQypKVaLPTAIgoKt7p6gYCEw8OxlYLX+A9yGSuWynxwuv7wZ9m2B1aeCHkBEdhhjfgTa4eWwr1K1Oldc3YImV1x4CuOoAHuOvMmOMYZVK1fw+dfl6NPdj9HPC/d3FC6qpK9RfsX9s5/Rzw8HoM19DxEYuAHYSs9+l9CylRUa2o1YcKfm2jn3Hrply5Zl586dfL/8Wx7v8whTZn/MFddcx6qlS7jlzjZ5uv4mK35+UKGS9eCyM9fk/WOlYhD88n1ageqTFW8OvbwU+DOL5RuBht4qNDU1lZXLl9Mtpi+fLvuBW+9sk+P2AQ7ra7M6W8WKFenR2cF1Nwknjhn+8zxenz/cV7k8giswjB59+zP85dd4e0Jltm91Uqf+JTz9gvWaOrQbsdBkNddObGwsP/30EzVq1CAxMZHNv/1M1zat6du1Ez+tWl7cVS4S3mzZlwWyusnkMSAqqx2MMTFADEClSpVYuXJlnguNiYlh69athIaFcVXznG9NCOB0wOY8l2IfXe538OPKOsyeVplWN6yherUL3wXM1yUlJeXpvekSEIEHO9zHooVVmD3N4HR6eOqp39kVaw0XdDrAntd1Fq2mTZvStm1bypcrx2WNGpJ6Mol9WzayOTIUESkRV8tvd8DJPL7HcqNEDb0UkanAVLBuXpKfyfu7de/Ohx/OpXaTKy94A5NQfygfaIvryvLl008/ZdDArlx08X3s3jmbzxZezbw5lIg/iOKUl5uXHEt1896sWYRHRCLSjomvW6/dS69Dm25XANZEe75w57PSom3btgCnw/3XDZvo0O5uWt/dlhGvjC3m2hX85iXZ8WbSHSfrFnx2Lf5CMWDgQJpefjkRkZE5bqfjmC+sUaNGpKSkUKfOSfz9PXz2Eaz5o7hrVXqke4QZ77/PoJiejBgwmP49wOMxPDlM6NTd2ibABhPtlVSnGi1Odyq7d2zn3UkTSElO5tMPZ3Fw/z7At7ouvdmy34jVb3+uhsBf3io0ODiYHr16U7/pFdluc2reG+0fzVm9evXYtm0b0dHR9O4nTJ9iGDFC+Oar4q5Z6XA8Tbjrng7s2p7A2+N/JT09jQd7BPHUs5n99Fi31bP7N6Xi1rRpU6ZPn05QcAijhw1k1rvv0OLGm2l2zbXMmjaFb9bEUrFyleKuZoF5M+y/AF4zxtQWke0AxpiLgeuAZ7xY7gXZdd6b/Dh1A4nhz8Hs6RtYuqgxP68VWjTT1y8nyRlCqgdSU0JZOP8J0tMNLVsLL06Q05fclwko/Punqvzp2bMnAK1uvYX1a38lpv+TPPxAey6qVRuPxzcmvvdmN847wE5ggTGmnTGmLbAA+Ad424vl5igqwL7z3hREiP8h3O6rgS2Mftm6KbPK3tEUF8nJHmIeNOzYZmjYRJj8vuCf2bwKdOi0xSVRhQoV+G3tr9x328307f8E1S+qSaUqVcnIyCjuqhWY18I+8wrZW4AtwCzgA2AHcIuI5G7GokIW4TQ6zDKfXn75ZdwZKfj5fcJXn8Ga2OKuUcl1MkOYO3sWV9asxdqf36ZKNWHGfCEs3FrvZ6zuG1Uy+fv7ExERwcTx41jx7TeE+xv6du3IRzNzf9Oj/EhLS/PqOQKvDkURkd0i0l5EIkQkXETuEZGd3iwzO6H+emViQXTu3JkPP/yQTl36I2IYOgjS3dq6P5eIEJ8uLP1qFykpe3AGWEFfKbPL14FerV2a+BnD5t9Xs3ThF4x/aWSOUzEUxOaNf9KsVmWee9J708zaYtxhqL81L7jKv+bNm/PAAw/w8ivhREYJ3y8zzJijYX+mmTNn8trrE9m6DX5cORKYxovje9GgkbXez0ClYD1fVNq0aNGCJ598ks/mz+fQ5lh63nsXv69ZzbgXn+flEc+c1xpf8fUiln71BQDp6emczJx6ef1vv/LLD99lWYYzIIDEhATmTJ/qtQ8Unw/7U0GvIx4KR80qhgHPHAYSGTHEsO+oBv4pY8aM4ZlBA4h58E+STzq4+75e3N/dCWQGfZAhQFv0pY4xhgkTJnDNNdfw/ox3WbH0a7b+sYaWrVrz9vgxPNGzy+ltt2/dQp8H2+MMCMDtdtOrfRsGPNyd3Tu2063dHfTt0pH9e/dw6OABRIQ3x77Kg3e1olKVqsz56ls2HU7C6XR65XmUqIuqCluYv9G5RgrZ119/zaQxXalQqSOHD77Jc8OFd98U2w9jdbvddOzcjXenfsuWvxpQtbow+nU5PTd9pSAdeeMLRo8ezdGjR+ncqQPr1q2jeo0aVKlajZFDniIisgxdescQFh7Bt199ScXKVfh9zWpCQkJJT0vjhptbkZqaQlJCArdffRm3tWnHwQP7SThxgrWrf6Rlq9u9WnefDfsIp9E+ei+oWrUqJ06coFb0ao4eTmDm2+F06Qatri3umhUvj3HQsNkQ9o4YijEw7h0hMgr8jXVFpAa9byhbtiyffPIJYM0O26ZNGzZv3kyDBg0A6Df4Ga67+VYeGzKMKtWqs2T1Og4fPECdBpcw6f25pKWm8vN3KyhfsRIOh4M72t7L0q++oOmVF57apaB8Muz9jZ6M9ZbGjRuzZ88eKlSsyGMD4a0JhgGPCb/8IoTY9DU/fuIEexMieKKnweMxPDZYuOYGCPazRt3Y/VuPr6tXrx7Dhw8nMDCQmmWCmTZrDimZt72+qFZtLqplzV9tjCEoOJgyZcvRtFlznh09hspVq9Gy1e1ElCnj9Xqakno5cLNmzWTt2rX52jcvc5eo/DsUL1zRGPb+Y3hxrIfnBvj+uZG4uDgGDhzIihUrSEpKIjg4mLT0dKpUe5w9u8ZzxdXCR0uEMsF6rsjO0j1Cgks4mY/h+QWdG8cY85uINDt3uc+foFVelHaYJ4datyt4daRh445iro+XTZ8+nfr16/PFF1+QmJiIiJCcnIw7I4M9uyYTEraIN2ZYQV8+0KFBb2MBDkP5QAc1QgwVAg3h/oaAYk5bDXuVL59//jk1atRg4bxHaH23m6REw4An4KSrZH5TLKjp06fTu3dv3G53Nlu4cLs64pQ4HearTnMYQ0jmrKZVgv8N/winwVnE6athr/LlhhtuIDIykotq1GD0K6mERwrffmUYM15weXwr8OPi4ujTp88Ft8twpzNz8gRt0atsnQr/qABD1WAH1YINZQMMQX5FULb3i1C+qFy5cmzYsIFZs2Zx5aUhjJ9iBfzo4YalP4pPzZ0zduzYXM2N4s7IYPbs2UVQI+Ur/B2GcKehUpCD6iFW8HvrmjsNe5VvlSpVAqxRBhdX+YHWdy/B5TL06WbYdaiYK1eI8hLgSUnFMu2T8gF+xgp+b114p2GvCkxEGPHsM/zywwM0uHQPe3YZ+j4CqRm+0brPS4CHhYV5sSZK5Z+GvSoUUVFRXHH55QwdsYfwCOHrLw3jJ4tP3OknLwHerVs3L9ZEqfzTsFcFZozhyy+/ZMWKFTzU6Wr+Nzmz/36EbwzH7NylKw7Hha8/9PPzY8CAAUVQI6XyTsNeFQqHw3orOYyh54OG29oISYmGgU9ad20qjTwifLzgB/7e1h+P58I3ip06derpO3spVdJo2KtCtXfvXvr07knPXmsICxeWLjRMn106RufExcXRr18/IiIicDgcBAYEcf89N/Ddtx0IDJxFQEAI/v7nt/D9/f1599136dWrVzHUWqnc0bBXhWry5MnMnDmTGW/9hxEvWwE/fKDhr53FW68LWbx4MU2aNGHatGmnr47NyEgHDMZsZdzEIP76K5Y+ffoQEhKCw+EgIiKCxx57jE2bNmnQqxLPJydCU8VnyJAhpKWlcf/999P4CsPiL4SV3xge7yMsWSQElcD7/8bFxXHvvfeSlpaWxVpBxMWQpzpye2wskyZNokOHDjr3kip1tGWvClVUVBRjx46lefPmBPsbJr0FkVHCqqWGt6aXzK6cIU8Pyybo/+VyuRg/fnwR1Uipwqdhr7zC4/Hw4osv8mC7y+g/JA6AUc8Zdh8qOYEvIhxNE5YsXnTBbV0uF7NmzSqCWinlHRr2yiu2b9/ORx99xM6dO3ElvUfz64SjRwwjhkNGCZg7xy3CwVTh721CSnJyrvbRq2NVaaZhr7yiXLlyjBgxggMHDvDKS6MY+wb4+QmzpsHyn4v3Yqs0t3AgRfhzI3RobYDcXTSlV8eq0kzDXnlFVFQU999/PyEhIQC0uBx69QMRw9MDDIdTiz7sPSIcSxMOpAq//wadbjcc3N8LZ0Ak/v453+TZ6XTq1bGqVNOwV14nIrjS0nh+JFSsnMa6Xw2TJ8KRNE+R1eFkhrAvRdh/PIEXhr5F+1YvcPwY1KxdBVf6HhwXmHzK6XTq1bGqVNOwV141ZswYHA4HDz30EDPfeplDB4KAvxj9nGH+p3A0zbst/FS3sD/Fw5E0ITUdXnvhBDPefBxX+lL+r306I0a3YNCQIcyZM4eQkBCczrNb+E6nk5CQEObNm6dXx6pSTcNeeVXjxo0BCA0N5eTJkwDUveQlMjIMj3UzzP1IOJLmyfYK23Ovao2IiKBfv37ExcXlWG6KWziY4uFgqpDugQ1/wK1X/sx7bwUB99Lixra8PsNJ5w5teO1//6N9+/bExsYSExNzVlkxMTHExsZy5513FurrolSRE5ES+bjyyislv1asWJHvfVXh8ng8sm3bNnG73eLxeGT16tWy+9hJ6fbILgERY16SZ1/6W/YmuyXd7Tlr30WLFklISIg4nU4BTj+cTqeEhITIokWLztre7fFIfLpH9px0y84kt2w9nirX39JBbrh1mRiTIhAlgLw6eZ2s/+eInHSdXV5u6ftLeVtB3mPAWskiU/UKWuVVxpizuj+uuuoq/Pyse7A92PN3PpzxKqOf202ZqDe5v7sQ6YQIpzV0s0OHDiRnMSzS5XLhcrno0KEDsbGxREdHk+QSTrgEt4DbDcsWw+jnprIzbh6wH4fje+o17EBa6io6dW9E+UAHISXwal6lvEXDXhUph8PBHXfcwZIlS7jyqrV8/H4abvdBhvbrzuIFjzBp5g0khcMrY8bicrlyPJbL5eL5kS9QtnI1QiIi6frwYOZ/4GDGFMOu7Qbogb9zJzffdisjXhEqVX2dY4cPUjFIg17Zj4a9KnJz587l+PHjVK1eg3adOtO3+zi+XfQfVnydxF3X3kj/oUd5f8a7uQr7eZ98QlpaKhUrN+Kd1/ty7GgEkEj1muH06BtKp25jiIi0tg/2CyS6Xk389IbgyoY07FWRi4yMJDLSSuCaUSG8Pu1xYjr/TtzmO9i13TD40QAgPVfHSk9PJzTsaQ4deBgIIKpcT44fncnUuetp2LgRAH4GogIModqaVzamo3FUsXI6DPUrl+HTxfN58ll/QkIrEBH5DRCYq/1FwjiZ9AoNGkUzda6T6hf9SUhoKLviNhPogHIBhmrBGvRKacteFTs/Y6gYZNj251qSTx7hooufoXbd7qxb+x6QU1eOk8gyXRk1wcPd91nnA25tvYrwAD/KhATivMCFUkrZiYa9KjHenjyJp4cMIbxSdbbs2MXtV39Aakr2YR8Q4OTzlU9Rqw4E+UGk0xAUGlqENVaq9NBuHFVi+Pn5UTe6NpXDArjm0jpM//BjgoKDMeecUPV3OgkOCeHtuR/ToF40lYIMlYIcBPlpS16p7GjYqxIpwGF4sN3drFsfS+8+fQmPiMAYB2EREXTp+Qjf/bqeB9reReVgDXmlckO7cVSJVr9uHd6ZMpl3pky2rgQEHDp0Uqk807BXpYYxBo15pfJHu3GUUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGNOyVUsoGvBL2xph6xpjXjTGxxpgkY8x+Y8wXxpjLvFGeUkqpnHmrZX8bcDMwE/g/oB9QAVhtjLnSS2UqpZTKhr+XjjsXmCwicmqBMWY5sBN4EujupXKVUkplwSthLyJHslgWb4zZAlTzRplKKaWyV2QnaI0xZYFGwN9FVaZSSimLt7pxsjIRMMCE7DYwxsQAMZm/JhljNuezrPLAed8ulCok+v5S3laQ91jNrBaaM7rVs2WMaQUszUUhq0Tkpiz2HwaMBnqLyPRcHKdAjDFrRaSZt8tR9qTvL+Vt3niP5bZl/xNwSS62Sz53gTHmUaygH14UQa+UUup8uQp7EUkGNuX14MaYbsCbwFgReSmv+yullCocXjtBa4y5F5gBTBORwd4qJxtTi7g8ZS/6/lLeVujvsVz12ef5oMbcCHwDbAT6A54zVqeJyB+FXqhSSqlseWs0zi1AIHAF8OM563YBF3upXKWUUlnwSsteKaVUyeLTs17qhGyqsBhjahhj5hlj4o0xCcaYT40xFxV3vZRvMMZ0MMbMN8bsMsakGGM2G2NeNsaEF1oZvtyyN8Y8jnWR1kzgd6AMMBRoClwvIr8VY/VUKWGMCQHWA2nAcECAUUAI0EREThZj9ZQPMMasBnYDC4A9wOXASKxRkNeKiCf7vXNZho+HfXng6DkTskViTcj2pYjohGzqgowxTwLjgPoisi1zWS1gKzBURMYVZ/1U6WeMqSAih89Z1h2roXqriCwvaBk+3Y0jIkfknE8zEYkHdEI2lRdtgdWngh5ARHZgDT5oV2y1Uj7j3KDP9Gvmz0LJKp8O+6zohGwqHy4F/sxi+UagYRHXRdlHy8yfhZJVtgt7cjEhm1LnKAscz2L5MSCqiOuibMAYUw34L/CtiKwtjGOWqrA3xrQyxkguHiuz2X8Y0Bl4/Myv5EopVVIYY8KwTtRmAD0L67hFOcVxYdAJ2VRxOE7WLfjsWvxK5YsxJhj4EqgNtBSRPYV17FIV9johmyomG7H67c/VEPiriOuifJQxxgnMA5oBrUVkQ2Eev1R14+RHMU/IpnzDF8A1xpjapxYYYy4Grstcp1SBGGMcwAdYU83cIyKrC70MHx9nrxOyqQIzxoRiXVSVwr8XVb0IhGNdVJVUjNVTPsAYMwV4FHgJWHjO6j2F0Z3j62E/Eng+m9W7ROTioquNKs0yp0YYD7TGGs21DHhKRHYWZ72UbzDG7CSb2wkCL4jIyAKX4cthr5RSyuLzffZKKaU07JVSyhY07JVSygY07JVSygY07JVSygY07JVSygY07JVSygY07JVSygb+H1iD0oIf8kR/AAAAAElFTkSuQmCC\n", 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\n", 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45, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T06:53:09.723429Z", - "start_time": "2020-02-01T06:53:08.256196Z" + "end_time": "2020-02-01T12:28:44.769365Z", + "start_time": "2020-02-01T12:28:42.637334Z" }, "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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DKDSIH58wjMI50GdP7/w9qGcvcTN37mZKtiwBZnPTjVXxbk6LBXcS2D16woN/ifbiH7rHsXH9DzjupEGYGbfe9ju+/Vbj9x0lYsZfnjLu/PVJhEKPc/YFw/jHP7wV9KCwlzhYuXIlH3+8lN/e3h34hivHLCI7Oz3ezWqxdH/0jtqmnHwajM4zamoc113pqCiH267L56H7JjJ85OiOa6iH1USMO+6LkDvqTkKhfzI6N8zsv8Lu6d4KelDYSwcLhUKMGDGCo485ik8+/ju9+3TjkYdPiHezWsU5R49kx85i4+Y7jQMPNlaucNx7m+PiYSM46sfHcdHlo6kKa/w+lkorjIt+8SF3//pm4C4yMofx2MOOYMB7QQ8Ke4mDww4bALYncBL33gNpafFuUev5fY49UhzJTfxLSk2DKdONQMB4aqrj+5Lj+Nsb/2LIOeczfeYz3HjjjUQikY5ttAd8ssI46qhFzCs8FpgEwLDLziPF793I8+5vLnHh9wdYu34KkcgSjjt+D4Zd1vV7Wel+xw/SfGSluEb/QR12BFx/W7QXP2GcY/3a6LeC3//2Vh588EGWL1/esQ1OUDU1NTwwaTKnnjmeY494nOIvLiYQOJYjjzmNYcOGce+998a7iXEV0+kPzrk+wBRgCOCAhcB1ZrYmlvVK5/XHAuPleY7M3XrwzCzwJVB3I+iP9vA3VzecpTPuOnj7DeOdxY4xP4fZrxrDxlxNTShEUmrXu17R2ZgZjz4+j5smjK/dMwxfUjW/uX04t//m2ri2rbOIWdi76EITbwBVwEiiT3uZCCxyzvU3s62xqls6n6VLl3LNtb/l7bcuBobz6J9h//27fq++Pr/PsWeq49sqo6zmf2PySUnwp5nGhafCp0scl54Nj868hT4/jH69/n5rOfPnvcgll1wSv8Z3UZXVxu8mGg8/cAHwLmnBtdz3x4s474z17L/vPvFuXqcRy37VVUBf4AIz+7uZzQXOB34IjIthvdIJ/X3uK7y56O/U1LzO5aON4ZckXtDvaI8U12Cmzu494MkXjD77GUs+cpx9vOPlOdFlkK+/8WYuu+wyXn755bi0t6tavtoYfBo8cLePqkrHeRcP5KNlF3PNlU5BX08sw/584D0zK9q2w8xWAf8CfhrDeqWTqa4xXlt0CTCN3n2u4E8Px7tFHaNniqP+xI/9smHum8aQc43SEkf+CB933ezI7LEnu+2+O4Hk5Pg0tg2Ki4vJy8urs55MXl4excXFMatzzYYIv7opxDH94f9/u4rU1Cu4bMREXnjeOHg/1+nXVoqLxtZQaI8N2Aj8pZH9fwK+2dXxWhsnMfxl6lQ789xCg3LbrXvEln3e+dYhaamWnF/V4Yh92cj6OatKw3bHA2Hz+6PrAh09MGx/W/SVbSwPWzgSsc8++8xCoZCZRR+GnZuba+np6XUegJ2enm65ubkd9hDsxsyfP9+CwaAFAoE6bQsEAhYMBm369OmWm5trGRkZ5pyzjIyMNrV5+aqIjcmPmN//oEGWwQIbck7E+vY9yNLT0+13v/tdO/+G8RGLtXGcxeiRac65amCymd1Sb/9E4BYza3C9wDk3FhgL0KtXr2Oee+65VtVdVlbWpZ8okyjC4TCXj5jAhvX/h8+3hD88EOaYo7fEu1lt1tLzKwLUNDG78tNlmfz+rkPZtCmFYHoN464uorT0j0yb+mduvPFGACZPnkw43Mi6DERn9aSkpHDHHXcwcODAlv4qbbJu3TrGjBlDZe1TuZqSlJRUp/1JSUkEAoEWtfmrtWk88+y+LHy1FzU1PmADKakn4k/aTGHhs6xYsYKPP/6Yk08+mX333bctv1an0JYMO+WUUz40swENXmjsE6A9NqAauK+R/ROBml0dr55917f4vbAlJU03ONwefKQm3s1pN605v76ranqVzI9Wh23IudEePpgd0O8l8/sDNvC44+r0lne2BYPBnfaWt307aG0P+6WXXrJ77rnHBg8ebHfffbeZmeXm5jbo0bdk21mbS0ojtvhfEZtcELFBp0XMueifj88XsfNyIvbmezV251132YoVK1r8d9EVxKJnH8uw/xoN43jW9+UR63dIxOBLu/jSrywc6frDN9u09vz6vjpiX21tPPBXlYbtj0+ELatXNNSc+9BwSc0OTr/fb/n5+Y3WO336dEtKaliW3++3YDBo8+fP3/7eDRs22DvvvNOgjAEDBhhgKSkplpWVZa+++qoFg8FWBz21Qz3b2lxSGrEX5kUs77qI/eiwGnOu0uBVg+ifR3JyxC4dGbGxubfZs88+26o//66kq4X9G8Dbjex/E1i8q+MV9l1XOBKxEWPWGMyw/Q+I2JbSxAl6s7adX+FIxCpqIrY1FLGyUMQ2V0VsY0XY1tR+CCxZF7ZRuRGD3BaHZ2ZmZoP6xowZ0+wedllZmfXo0cPOOOMMMzOrrq7eXs7AgQPt+hvG2/kXXGQnn3Jam0J+xy01NdNOHxqx5OQVBgUGIw12NxhqgO2197l2zfj37G8v/tNeffXV7cdVVla2+u+gK+hq69m/CBznnOu7bYdzbj/ghNrXJEHNe62Sp6btC4xk2PC/sls3zYzYxuccqUmOoN+R7nd0T3b0SvXRJ+hj7zTHflmOP0w2gumzWlx2WVlZnf8vLi5m2rRpuzyusrKSyZMnEwwGKSkpIXP3nixZbhx40FE45xg17hX6D3yXZcsf4JOld/H24mrgZNrjNp3KyjIWLriW6uoLgV8SDC4AtnDQQavIyspi/PWDeO3lUVx4/slkZWUxbtw4nnjiCVJSUtpct+c09gnQHhuQDhQBnxCdank+8DGwEui2q+PVs++avt4SsR/2jRhMs157/djWr18f7ya1u444v5xzLe4lJyUF7Yijz7RPi9ZYeU3ErhrX/G8Hfn+aXfSLiPX6wWOWlFRqEDY40iDJYJltu56wbcvYLWLd98g1aP2YPWC+pHRzzrf9G8aMGTNs7dq1Zmb2zTff2IoVKywtLc0GDRpkVVVVMf9z7yxi0bOP2R20ZrbVOXcq0eUSZhJdLuF1ossllO30YOmSqkI1HNP/QtauGU6/Q0fx739fQWZQvfrW6NatG6WlpS06JhzejY8/+gdHHXoHfv96yssXN/vYmppK5jwPcDXOGb37QI+sN+mWsZa+B/yIffaN0LcvZGdD376Onj1g9cobOO7oGZSXh3ZVfKMCgQBnnnkKmZmZ3HzzzRQVFXHSSSeRlZUFQM+ePenZsyfr1q0jIyMDv7/rPNymM4rpn55F18C5OJZ1SPxFIhGmTJlChf2EtWteAj5h6pM/U9C3wfDhw3n88cepqalp1vuTkpK4+NJZzJ/7GmWlZVRV/aNF9fn9adz/sHHE4dD/cMjsBs5l4jiEJAc+13DE9/B+B1BYWEhOTg6hUIhQKLRDef5dtj0QCPDQQw+RnZ0NQP/+/Rt9X/fu3Vv0u0jjEmgZKomXhQsXMmHCBO694xngL5x57i2cOEBB3xbjx48nuQV3006dOpXnZ57Kl+vv5IijPiIQCBAMNn+BtXHjRnNDro/TTnRk7eZISXIk+xwBn8O3k7tRhw4dypIlSxg7dmydO2jHjRvH9OnTCQaDBAKBOsdE2xaksLBwe9BLB2hsbKczbBqz7zqe++tsC6bvb5BnRx4bsbLKxJp9U19HnV/b7k71+Xw7GWv32/Tp0+sct27dOtu8ebPl5uaa3+9vxlh/Uszuwi0qKrL8/HzLzMw0n89nmZmZlp+fH9e7fruCrjYbRzzAzNgauYjyrStJSX2Yv0yH9BT16tvDtl5zbm5ug7spu3XrRn5+Pp9//jlXXHFFndf23ntvunfv3uxvB1OnTo1ZDzs7O5uCggJKSkoIh8OUlJRQUFCgHn0cKOyl1cyMz9caN/0yGu6/meg49rA4NyrBbAvL0tLSOr200tLSXYZmdnY2hYWFBIPBRi9u+v1+pk+f3uDDQhKTwl5abd7Ctzhs/wy+3fR3fnKyMeFarTbY2Wz7djBu3Lg6Y+pNfSuQxKW5TNJiETO+Ljcm3lFEJFyOc3k8VHAmaYFgvJsmjdj27aCgoCDeTZE4Us9eWqQqbBRvMq4e7Xj/ndGkpK5l2nP/x7GHdeGnhot4gHr20myVYeP1d42rLvknG9b1J71bd56Y/QN+OkTDNyKdnXr20qjGnj40ZEge5w/6nA3rzgd6MfX5DZx7enROtoh0burZSwMLFixocFdkaWkpby+aDsyg+x796N3Hz0Vn/oBUBb1Il6CwlzqKi4vJycmhvLy8kVdDQIiK8i94/tmPFPQiXYiGcaSOSZMm1VnjpDHhmhr+pJkdIl2Kwl7qmDVr1i7DPhQKMXPmzA5qkYi0B4W91FH/ARhtfZ+IdA4Ke6kjLa15T7Svv1aLiHRuCnvZ7pVFRnX1cCCw0/cFAgEuv/zyjmmUiLQLhX0Hamzuel5eHsXFxfFt16rV/OnJtVx0LtTU5BN9Il7TAoEA119/fQe1TkTag8K+gyxYsID+/fszbdq07SsYlpaWMm3aNA4//HDOOeecdvkQKC4uZvjw4SQnJ+Nc9M7W5ORkhg0b1qC86rCx8O0QRx5xDvlX9KeifCUDjnsXsxp8Pp8eOiGSSBpb5L4zbIn08JKioiILBoMtehBzIBCwYDBo8+fPb3Y98+fPt5SUlCbLTElJsXkvv2wr10Usb/xHlpzSz+BRg8kG2OlnTbHqUNjuv/9+O+ecc2zUqFF66EQjOtv5JYknFg8viXuoN7UlUtjn5uZaIBBoUdhv24LBYLMCtqioyNLS0nZZnnOp5twKg/9u33fpqLX2yF/mWCSS2E+Yai+d7fySxKMnVXVRzZm73pTy8nJuv/t+vljzDVtrjOqIETEjbNH/rggb31UYt/72QSorK3dZnlkVMIVBQ3pyxjk38uIri5n1xN78cuyFWsxMJIEl3HIJETN2fnmx40TMKKtp+5z0p2c8x9MzlpMW/DWHHjGEffeDzd+W8emSu9ny3TvUhF4hEpkKzfrNjWDwKRa+UoDf94c2tUtEuo6EC3sDaiLRddfjtRpj2Iwt1fDlemP202AWAKrbUGIZsJiK8n344N1T+eDd/YE9asvMAL6geUEfVV6+Fb9PvXgRL0m4YZwX587ltl/fwrN/f4l7//BA9MJEjDQ2lfKqq/OYMbuIEZfAwIMc9/3WR9uCHtK7pTPqyqt46vkx3HL7AmAtg08fyCWXX8xJg/Zk3aZDycho/k1OGRkZbWqPiHRBjQ3kd4attRdoBw0eXOeC5F/n/K1V5ezK/PnzLRgMNrjw6lzAIGgw33y+b2zvPlfagONyzN/KC7SBQMDy8/O31/vVV1/Z7NmzrbKy0qqrq+2zzz4zs+hFYBedIL+LC7SuTnnScrpAK7GmC7TNcONNNzH6yjFcde0N7NEzi69LyqkMt2/vfsdlgOtfeDULAeX4/Tk8OWc167+azppVbzHnhRcIBoMN5q7vSv0bmPbZZx9ycnJISUkhEAhw8MEHAzB+/HhSU1N3WV5KSopuiBLxoIQL+7POOotLLhvGhNsn8sGqDZz3s0v4aPlqFi5a3G51NGcZYOdCvPfqkwD8c/FizjvvPJYsWcLYsWPrDPuce+65pKamtvkGpuzsbF544QVSUlKafE9KSgpz5szRDVEiHpRwYb9NSkrK9qmE7771JkNOHcwzs19ol7JnNnMZ4KdnzcLM6NevHxAN5IKCAkpKSgiHw5SUlDBv3jyWLl3a4ENg7NixLFmyhKFDhza7XUOHDmXZsmUMGzaM5OTk7fsDgQDDhw9n2bJlLSpPRBJHwoX9owVQtKLuxcotmzfj8/n4fNUaNlcZRTssG7Cz9WoqKyupqKggEolgZny31bhnSjVlpe27DHBjHwIFBQWt6oFnZ2cza9Ysqqqqto/VVVdXM3PmTPXoRTwsoaZerlwJ118HkcgAnn3e+MVI4/SzYXTetQw553z67Lc/g39yLJ/850NWbfiGZR/9m5//7GcNnrU6bdo0ZsyYQffu3cncbTdGXHkX99w5HriJ0u//BaQBjT22ry4tAywinUVC9eyDQbjmWkhNDfP2Isc1o3wM6OuYMM7PquJswmEf2QdFh1SKN/yXiy++uNGLrKFQiPLyctatW8dnn37KreO/pE4X6ckAAAZ+SURBVPT7Ckq//5KkpNfIyEzf5YVWLQMsIp1JQoX9XnvBpMkw67l3uf0PEY481tha5vjbc45RF/o4ZE/HR/+eyqFHLGLUhQ9TtcvlBfzAFXTLPJM9svryyOPD8fu/51fXjmtW2GvWi4h0Fgk1jLNNRkYNo/NgdJ6xuth4cTa8ONtR9IVjzap0YDBwfjNKqiE9vZD130wjPfAOPue4elQZfr+f448/npycnDpDQBAN+UAgoGWARaRTSaiefWP2y4Zrb4GFHxqffh3h1X9HmPH3CNElCHatoqKMjGSHr3Zmj98f/XwcOnRoo1MpWzOLRkQk1hKyZ9+UYDocdEh065bRjbLS0l0es7OLrNtm0RQUFLRnM0VE2l3C9+zrS3LQI9kxfPhwXWQVEc/wTNj7a0O+d5ojI+CYMH68LrKKiGckbNgnOUj3Q/dkx16pjt5BHxkBt/2u2uzsbAoLCxtdr0bPWhWRRJNwYZ/kHMk+2Cfoo2eKj8yAa3Jde11kFRGv8NQF2sboIquIeEHC9exFRKQhhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHqCwFxHxAIW9iIgHKOxFRDxAYS8i4gEKexERD1DYi4h4gMJeRMQDFPYiIh6gsBcR8QCFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEAxT2IiIeoLAXEfEAhb2IiAco7EVEPEBhLyLiAQp7EREPUNiLiHiAwl5ExAMU9iIiHhCTsHfOHeSc+6Nzbolzrsw5t8E596Jz7ohY1CciIjsXq579GcApwAzgPCAPyALec84dE6M6RUSkCf4Ylfsc8KiZ2bYdzrk3gNXAr4ARMapXREQaEZOwN7NNjewrcc4tB3rHok4REWlah12gdc71AA4DPuuoOkVEJCpWwziNeQRwwENNvcE5NxYYW/u/Zc65L1pZV0+gwbcLkXai80tirS3n2A8b2+l2GFZvknPudOC1ZlSy2MwGN3L8rcA9wJVm9kQzymkT59wHZjYg1vWIN+n8kliLxTnW3J79O8CPmvG+8vo7nHNXEw362zoi6EVEpKFmhb2ZlQOft7Rw59zlwJ+ASWb2+5YeLyIi7SNmF2idcxcCTwLTzGxCrOppwtQOrk+8ReeXxFq7n2PNGrNvcaHOnQy8CiwDrgEiO7xcZWb/afdKRUSkSbGajXMqkAIcDfyr3mtfAvvFqF4REWlETHr2IiLSuST0qpdakE3ai3Ouj3Ou0DlX4pz73jk3xzm3b7zbJYnBOZfjnHvBOfelc67COfeFc+5e51xGu9WRyD1759wvid6kNQP4CNgduAk4EjjRzD6MY/Oki3DOBYGPgSrgNsCAiUAQ6G9mW+PYPEkAzrn3gDXAXGAtcBRwB9FZkMebWaTpo5tZR4KHfU/g23oLsu1GdEG2eWamBdlkl5xzvwImA/3MrKh23/7ACuAmM5scz/ZJ1+ecyzKzb+rtG0G0o3qamb3R1joSehjHzDZZvU8zMysBtCCbtMT5wHvbgh7AzFYRnXzw07i1ShJG/aCv9X7tz3bJqoQO+8ZoQTZphUOBpY3sXwYc0sFtEe8YVPuzXbLKc2FPMxZkE6mnB/BdI/s3A907uC3iAc653sBdwEIz+6A9yuxSYe+cO905Z83Y3mzi+FuBy4Bf7viVXESks3DOdSN6obYGGN1e5XbkEsftQQuySTx8R+M9+KZ6/CKt4pxLA+YBfYFBZra2vcruUmGvBdkkTpYRHbev7xDg0w5uiyQo51wAKAQGAEPM7JP2LL9LDeO0RpwXZJPE8CJwnHOu77Ydzrn9gBNqXxNpE+ecD3ia6FIzF5jZe+1eR4LPs9eCbNJmzrl0ojdVVfC/m6ruBjKI3lRVFsfmSQJwzj0GXA38Hnip3str22M4J9HD/g7g9iZe/tLM9uu41khXVrs0whRgCNHZXK8D15nZ6ni2SxKDc241TTxOELjTzO5ocx2JHPYiIhKV8GP2IiKisBcR8QSFvYiIByjsRUQ8QGEvIuIBCnsREQ9Q2IuIeIDCXkTEA/4f/+YO9Avv/6sAAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -3845,25 +1241,100 @@ } ], "source": [ - "for i in range(5):\n", - " set_seed(i)\n", - " test(model, dataset_test, writer, plot=True, global_step=i)" + "for i in range(3):\n", + " test(model, dataset_test, writer, plot=True, global_step=i, seed=i)" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T06:53:17.188902Z", - "start_time": "2020-02-01T06:53:09.726704Z" + "end_time": "2020-02-01T12:28:46.312302Z", + "start_time": "2020-02-01T12:28:44.772684Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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mT5rIu29OIy/c1Rfacv/ELxh2Vek3k2Q3tEmK/lappnEcqKYtJKcpCglbi4R7bhnD1/M/5c4HH+Pef9xMoDjAnvKpFTWEXhPRCImQHwQR+OUnPyAMveIYXOE4ku7dfaAHaOYFf8C+0ZkXw0nJo31Nrt9fEuhXr8xi1CVDqvxjHQwH/6ceHgQsBTI46jhh4CDh9LOhzb51E7xrqlPXDO6b8BT3TbC7uz4yLotnHu3OEw8JZ50nNG9hr1cQsu+zpHnjf5DaG6eRiLaHyauvvhqnI2pYdhYLeX4/ixZ+z8b168jKPIJA8WLgarwJ0XfLawi9JqKRF07D/PdzyMl+iZat1jLy5sMAcBlI23PVBFzGlAScWE5KnpSUFNV6ZY/hhScnVHutQyGHH/0oX/9m8fanwqXXQtt29RPoqzL2zgx69Ra2bjb869byB5VdLBTHubooaLBvNKJuIeX666VUbX3KKQxQEBJSUlOZ8fFXnHXuh7w46Tggg7sefpIVO7IZfPG1QNOZeDs3nIJ57nE7kFx5XVsicbVZNa36iHSv/YchmknJPbU4N1lZWRQXV19VzePxcO4Fw0p+nvXWa1Hdb8n84w3271ijQ4obtxse/Y+QmLSVd95Yx6dzS58TYFthfKuLggb7RiE/KFG3vlLSUvEHhQ0FdhGnolDTDvqWCOMnPsnAk47l6/mf89CdKbzzZh/cbuGx5yyuHGWvN+qWm0hO3nNAsyyL8847Lw5HvXcKQkJQYOa07/jmi6WkpAoXXWk/5zaQFmVy1mUM6R7D8Otvqr6AmtfLyOvH1Og4x48fX67uze4IcNXo0m1Hm1bKy62/lJsL+1x7DSS4IMkNPredk49Y/NPrBALtgbu5/TrDzh2lzwUkvtVFI8esGrDsYjsXfc6QizBmz78ut9vLuUNKW0j5IdhUKGwusChookF/VwBmTX+DJT//yFMPF/DqC4aEROE/rwmDLipdr1PXDJ55bTrJvspFwsoaMGBAg6+bkxsQRIT7bx8D9OSEPu/TLNz7sJnXRBVgI9K80DXDLqCW7PNVauGXLaDWtlPNbvxPmzaNYLD6Ybher5dOXUu3nZgUfcOmplwGPOEAneiyg3OKB1I9hnSvoZnXsE+CoWWCoXWioU2SYd8kw37JhvbJhg4+Q6cUFx1SXOzvc7Gfz0W7ZBdtk1y0TnLRJslFejg91vPIozFY7NPCz9bNVErn+IOlN8njQYN9AxUSYXOhVXIx9D75JkT2nP8Mhby8++Zqpk3+g7LfEAst2FIobCywyAtKjQYcNWQByx4uP/2jL+lx+FS++/pMUlKFl98RTjurdL0Uj/0h73taf6bMeB/3bqbeC4VCDapKYVWCllAQgqzlxezMPhroxO33/x9gB7HUGna5cBk7yPU9rT8fLljEhZcPJynZF342kVPPLC2gVtPSx9GmHosKi0r+v+RnCASGUV3KzeP1lkv9JLhgnwRDq0Q7SLctE6T39xk6RoK0z0X7cIDeN9kOzq0SXbRMtIN88wT7fKR6DT6PIdltSHQbvC6DxxVdeqyZ1271d+nWne9WrOOdz98iKRneecOUS+eA3ZjbXhSfz6QG+waoKCRsLLCLW/26eBFTny1gzBXdgJm4XD48nsqtL6/XR0LiGfhzP+DOMRcz8CSY/zHlgn6xBduK7BRPbiD+OcO6Fum98d03yfy66BJS0wyvfyAcf3LpOqkeQ6tEF60T7Q/p3HdnVtvybch1c3LDDeVXn08CJnHuhSvo0s0Ozs0Tataqj0jz2MEp0qPkt805XDEqBBTSstWkklZ3TUsfR3tDN9JCX7saLj/fEAqOxe2uPq00fPQYUjywb5KhXbLdok7x2EE6qUyQdpvanZfachlDi/D4hlZt2tClG9xyr32tVkzngN3C3xKHGcI02Dcw/oBdDyQk8PX8rzj7pJO45+ZBBALFXHbt6Xy8cBEXXjGc1PTy5Ws//XER3/4+hZ5HXkzzFi+z5GcXl5/n4txTDF99Vj7oBwV2FNsTMewsFkKNKOiXrbGyr89Dj32bc+OVo4EsRt0iHHZU6bopHmgZDvJJbvsDGM3Nv4baq0nCdXB2bIO3XrGXXTvGTkl5XZBSy8nCjbHTFxEul4u/h+/Fvj8Tytb68teg9PGwYcOqvRcQaaHv3AGXnWvYtsVw/Mldefb1PaeVXnljBscf0o1Wia6YVebcG/a3gtKf+5y6gp5HrmLrZsO4f1Q+3sIQbCqIcccKEWmQj6OOOkqiNX/+/KjXbagsy5LthZas8odklT8k32eG5KBDlwi0EpdrmDz8TFHJc+vzQxIIWRKyLMkusmR1eHnksWxLSO54MCQtW1kC7wnkSq/elrw2OyR/5pZfd5U/JGv8IQlaVn2fgmrNnTtXfD6feL1ewW5ohh8ewfjk+TfmlLynrYWhKrdhjKnw2qofLpdrt8dRX9ebP2BfH38743mBT6Vvv9LfYV5g735/lmXJurzy18XBPYMC2fL0K+WXFwaj21dmZqb4fL49nudkn08+WbhcjjnBEhD5y8GWLF5v7+fLxcvl4qtHSmp6uhjjkrT0dLlmxEjJzMzcq/caL4GQ/dm855GJAsjAv18rScn2+3zhrcqfw1X+kKzJC0lxqPT81uZaAxZKFTFVW/YNQDBc3S9Sr+THBXDWiYZlSw6hzb7f8/ZnLzLkEjsZ63PbX1sj+cPmCXZeMrVMqy7ZB8Ovh4cmfYQx5+J2H8/Cb4u4aICLIacbFvy3/P4tICfOPQNqqmyNlcp9sIMg+dxw5WBWr8yyW/RVlAmA6FMLDbG/fW5A2LIph0/n3gT8jTPOWQLY+WpfLVv1EcaUL60w/+N5ZC1vCVzLzNcq3liMbpsZGRnMnDkTn8+Hx1P+ZkKkhf70K9N58t/d+P4bQ9t2wkvvCOnN7HUiaaW1W3cSCgXZlZPDs8883WhGiHtc9jem3if1Idnno1WbxJJ0zj+vr5zOAbu6Z6zmjdFgX88KQ8KmQnsiBoA7x7zH4H7z2LLJcOyJwtz/deKIo+3vg829htZJrko3iTwuQ8tEQ7vk8l8dMw7oRJdu3Rl+wzncck8CzfYRvv/GcEF/FxeeYfjhf6Xr+oP2ZMoNVbQjiKc+PZGWe8hdR5taGDps2B7Xibdiy75GZr1lgFtp3uICBg07FKDK+je1keKxi6YBtN+/I0WFORizmi8/gS1l5uWuyY3a/v37s3jxYq655pqS8sZpZWbOWrqoP7NnGlLT7EC/3/7lX5/srv29iIYg3QuH9jyUhSs3cvfDE7h8BBwdHmxVVTonpqpq7jeEhxPSOLuKS9M2f2wPSb8BP9opCRLl3AuWyYrs0jRLTb6mFwQt2ZBvv3bpxp2ycldAVvlDsnh9SEaM3Sqp6SGxs/gifz3Fkrc/s9fdVthwUzkpKSlRpV/S09P3uJ1oUwsLfl2+223Ux/W2rdCSzJ0h6dDZTgP8Z5r9O9uYX3W6qrYiqaKVuwLy7R+r5fSB9v5uv798umFXce2ulcj2I9djapq9/ZfeqZzSWJsXklAjSC9WpyBolXtf8xeF9pjOyQ9qGqfJsMSeI3NHuDfJ5o1w4RmGj2Yfgct1FaecPoYJL3TH67UHbeybbGr0NT3JbfdOaJVoaJ6ehitcMMXt9vPZ3D6c2HcoI2/OIy1d+O/nhvP/z8W9N5sG27qfN29e1BNRV9fdr1xqoVIL35CUbFcp3LdTBvkxnoc1WpEJSubNgrWrDJ0zhNMG2M/VVas+IsVjSHDZN2nbtd+fQcPsczBzmil3k78mN2o/+eQTHnroIX755RdyyvQrn/4K+HMNvU8S+p5W+XWtEqPr6tjQJbkNKR67Yb3w22/wJqwul85ZtyY+x6HBPs4i+flIF7YfF8CZJwg/fWfYb3+Y9cUkpsx4AGPslMy+yXb3sdpI8dj5/H0SDC4Dv/+6hPVrV7Ni2S+MuCnAf5cK1/3Dnnj65WcNy5bCzjgO8ohGJFcfrWhy7ZHUwqVXlvZqgnSMGcHk6b/Q9zS7TPTO4oYxJiEvaOdy7x57LfA6V4wqxu22R23Goj56epmeOSefCq1aCyt+Nyz+qXSd4vActdF4++23+ec//8lHn35OIJyuDAbhpWfs/Vx1XeXtNPOaeq39Xtf2STBMuO9uBp16ElOfncTlI+DYE+10zt9PNWT+Eftj0GAfR4UhYWOhXYMc4PUX4e+nPcu2LWdw9PEFvP+V0PNIU9IVrk0V+fmaMuFBM+2TDX1PPJ5Z87/lhbfeJS09neYtYOzdwtDwUPtnHjPkBeG35ZmVppCrr6n7osnVR9Sktk1GRgb/eXoSSzdk82dugMGX7ETkaV5+tlvJOgEp7dden3KDwivPfUf29hcwZjRnnWffTW8eo8qJyW47MKxd9SeXnXsaCUl2s3vmtPL72xHlH8MBAwZwww03cOhxfy1ZNm8WrF9r6Npd6Nuv/PpJrrr/xlLf3MZw3jln07rtvrRs3QaXC55/Uzi6t7BxvWHwaYYlP8f4IKrK7dTVA+gAzARygF3AO0DHaF7b1HL2O4vK5+cvvMwS2CnQVgB5+tWZssofktX+kPj3shvdngRClmwtLM0P3nLvA3LDPx8XjyckLpcl/540R5Kr6N7o9XrF5/PJ3LlzY3ZsVUlLS4sqVw+Iz+ercbe8yL2N7zNDkpJqCayUh59ZusduqfG83iL53uP75Ak8L6ec/qSs8odkc0Hd5uor2loYkiUbssUYIx6PV6BAmu1jye/byueXs4uiu1bLdiv+Mzckhx1l56zvn1i562Eg1Pjz9FWxLEvW7ioq936XbQlJn9Psc5GaZslbH8YuZx/LQO8DVmAXnT4HOBtYAmQBKdW9vqkE+5BlyZaC0l/udytCcsQx9i83McmSW+79RR566llZ5Q/JuryQFMXpQi8MWvL1L7+JMUaMMXLaWT8KZIrbveebl7UJqLVlWVbU/eKBWv0hKvtH+IxzpwogqWnnS+bO0t9ZxRvX8bzethSE5IP/2TfUfSmWLFpjH1NxjK+T/PAfmVff/1C+z1ovhxxuX7MV+9xH0+++sMINypmf2O+neQtLlm0pv629HS/Q0BWFrErnb/mOkJx1fmlMePu9xneDdjjQFThHRGaJyHvAQKATcE0M99tgBCxhU4GQH57uzc7Pw8/fL2e//YWZnwijbj7ErkfisvPzCbXMz9dUottwQs+DeOX1N7jzwUe4/f7DgfGEQkV7fF08SwnkBGpWa702UzL6ynT/vvVffTEmFX9uM958uTQ94Q9KvVQPDVr2tfP8RPuauOAyaN7CHhlc2/s40UoKz1v711NOpU3bfRl0UfhG7WuV97t9D0P9V65cyawPP2H71q0lyyY/ZW9j2JX2mJCIdG/NOiI0RgkuQ5IEmDfrbTasW2svS4AnXhSGXiEUFRqGnA8zZ9b9vmMZ7AcCC0QkM7JARP4EvsFu5Tdp+UE70Efud742BYacDtu23IUxh3LbfXM59Aj7uTSPXV3PXQ89D4ZdMIRxt46lW3fweKYBe5iIlPiVEigK2UXOoqm17vV6ufTSS2u1H6/L7n0C0KlLex5/YTMwhQn3udhVZga+SB2eePIHYfmyXN6bfiTGTODykfbvplkcZjkyxuArc4N04N/B65VKfe7BvreRs5vbKtPenM4FZ/XjqUceAGD1Svhotr2tS64pPacJLmhezYQrTcXdY69nxLDBvPHiCyXL3G544AlhxFiheXPo0aPu9xvLYN8DO4VT0a/AwTHcb73bGS5LbAFFRXD7aMMdN7gIBg0H9/TjclkYswuDPdKzRWL9DhoxxpDmMYRCsZueriZEhO3h4Dr8+pswUUw6cuONN9Z6f2Vrypw9JImjews7thsmPVK6vMiyBxPFi4jgDwrjbpkOLKJFq1l06OQi1VP73lk1leKBwsJCHr7nn9w6+lxOOV2wLMO7b1Zed1dAKKzw7SckQkqL1vTqfQKHHWVPifrSfwwihoGD7SkEwQ5Crer5MxBPQ4cO5aAePehUYSSwMXDrOOH7RXDQQXW/35hNOG6MKQYmiMhtFZbfD9wmIpWKsRpjrgauBmjbtu1Rb75ZxVVVBb/f32CGtwfF7iYHsH1bAvfd24Nly5qRkBDihpuW839/20RWZibdu3fH44KGdHmfeaP4ETkAABmnSURBVOaZe5zQPMLn8/HBBx/E7DhCYj8AVixP5fpRm7GswbhcxVhWafcYt9uN1+vl3nvv5dhjj92rfQYsO/EPsPyPFK4bGcLt7sgLL62lffsCwP5deV3xud4sYEe2h4suPJbionncdPNG+vX/S8m3kHgpDgmDzz+XnJwcbrhxLk883p+OnfJ4fsoPlaYAjJyfiLKfBQC/38NFQ3pTWOjmmed/ICPDHjvhMXYJaqeIxNwQhqqGtXjLxIXaXGt9+/atcsLxWN6gLQb+XcXy+4Fgda9vbDdoi0LlC0m9/WlIWre1BELSrPl4mfFJbslzG/MbZo+Dy68eEe55sfuboF6vVy644AIZMWKEpKWliTFG0tLSZMSIEXVy47bsaMMlG0LSsUuxgMi5F6yoVBRr1KhRdXazOK/MyM4rRt0Qfr/3y2lnlb+htj4/JJ9XuN4yMzPr/HxsKgjJ2LvsG5knn2ofw44oe77UpewiS8Y//5JMmfGe/LJul7Rqbd9IfO/Lqgt5RW5mVxw1usofklv/Zb+fE/qUPrc2LyRWExglWxuRQmnxGkEby2C/GXiuiuXPAFure31jCvb+QOkv7c/ckDzwREi8XvtD0a79jQLIaWedXfJhaKgX97LlKyS5mlICCQkJYowRt9td510zQ2UqL/6ZG5IBg0ICfaXZPpfJ/37fVPJhiFW3w03hbpgvvTNHWrRqK96ERwVEXp9T/sP40WfzZXOB3SNmd5U49+Z8FIcs+X1rSFq0zLP3/4HdJbc+KpMWV+g9ctV19nV98fDKwbxsj5r1eSFZtiVXflm3vaS7cZt97ddOnVW67s56+APWUGRnZ8uYsTfLoUccJSuyC0vOSW5RoGSdxtIb51fsvH1FBwO/xXC/cSMi7CgSthUJQjg/f52dnw8EDFeMEl5650o6dunK5SOvp0WCXbCsoeYmD+zejSmvR6buq1xHPCkpCcuyEBFCofI3cgOBwF7P8pRdXFrxb/orMHvmMuC/iMwmNS0BsPO7LWI04CYykOek/zuN7zPXcMNtNwHwr9sMFd4uBSH49tfM3Vbi3Jvz4Q/CxId+YMf2/Wnb7gF6n2T3VKmPG/hlb2ADnB/ulVOxzn1ZW4vsjgmfzZvDYfu3ZOw1l/PKc7Blk+HAQ4ST7Im1MECqQ27KVuW+++5j4vjHyN25o1xxvjWrV8dkf7EM9u8DxxljukYWGGM6AyeEn2vUQiJsKVOWeNMGGHK64c2XDYlJwoQXLO5+WDiwx0HM//k3zjmtL2lx6EWxt8476ww+XLCIfgOHA+mAC1+KXaXw9IHnxWyWp4KQlNRbWf4b3HOzAXpw+/2/8sSUl0lvZte9bZlol3eOhcRwDRO3243H4+Gq66B9B+H3pYa3plZe/4UnJ1AcRSXOmpwPS4ScIuGNFz8Asjn0iJ24jV09sb6keAyffPA+D/zzFjp0yuWQw4WcbMNnc/f8uuzt20lMSqJZ8/14Knyz+9Z/SUmuP8VTP3/AGorx48ezfft2Zr//Pq3Ck+yISKVy0HWmquZ+XTyAFCATeyDV2dhdMX8BVgKp1b2+IadxCoOWrC2Tn5/5SSQ/L7Lf/vnS+6RzZPL0WbLKH5INDTQ/vyeREbbnDbXf05HHWpKVE5LUKEezVld5sqKQVXo+l20JyQEH2fs9b2j5VEE8vvKXzaOuyC6Ua8a8L1AsLVuVTqrx0WfzZZV/789HVbn+q64ZIeMeWy4g0rbd/+SbZWvrPdURCFnS88heAsjrcz6Rex+1c+99++0+lRN5ZOUUy6XX5pbk6stOnhOvAYSNRW64Cm6jy9nb+6Qj8DZ2qYRcYBbQOZrXNtRgX7Ys8Z+5Ibl/Yml+/ri/WnLXv58XQNq220/WZPsbZYnWSMD7ZW1I2raz39st94TqZJanqpQt33Dh5ZaAX/br8K38uql0+ZYYlwcoKzs8qvbo3icKIN3+8oGAyDVjrHLBPtrzYVwueyT1li0l92t2l+v3eL1iXD6BuXLfhIZT5vffEyfJ9bfeKfMX/S4/rbKveZfLkm+W7TnYf7XEXtcYS+Z8U7p8Ux2XZm4qdhVbjbPEsYisEZHzRSRdRNJE5BwRWRXLfcaKiD0LfKQscSQ/f+cYOz9/5Whh2mzhilFXcP2td/LunHl0aJ7SKEu0elx28bRm+8Aj/7Hf7/j7DIlJdT/LU36wtALonLfhjZcMbvfjbFjbm2cn3A3YXdEic8nGQ7rXHj168qn96H7gwQy51E7VvPg0rCqTfo92dG9Kaipr84Vjex9Ph06d+PCz+bvN9QcDAcTKBwZxzAlZpHsbRpnfkSNHctNd4+jSrTstWsFpA8CyDMOHmHKDzyp65F5DIGA49wI45LDS5amNIKVZH9K8hqQYRWWtehmFoGXPJuXfTX7+oad2MvYuPx6PXd3u3w/8i95H9qzno947JQHvb3DD7fZgmmBgGG539QOcoq08GZLSwVNr/rT/eAL07eciKTmZ3if1wQW0jnNdc5cxNPcarrnxFj7+YTHDrx/AeUOFQMDwwB0GK1y19JwhF1V7DyMyofaObdvI3bULv9/PtDfeqjbXjynk9SkTSYtR+ramUiocx7jHhC7dhN8WG64abCgsKP/8kp9/pPdf/sKct8eSkCiMvbu0Q7nb2NNrqqrFqgOHBvtqVCxLvPBbGPBXw6IfDO07CFPf2cGbU/tx1eBzCBYVsG+yIbkJ1OF2hcssgx3szxkiBINjCYX2HOwDgQA7d+6MqgfKjiLBEiguhtGXGnJ3GfoNEF546zb+t2wVx/c5hVZJ8RsxWlaq15CS6C354N06Tkj2CZ/MMVw7/Gjefh2GXjmq2g+m1+vlqtFjaNGqFd9nrWfO1wt5b/rrBKsL9mLxzpvTGkzPLZcxZG9cx+yZb7Fpw3patYFX3hPatrOnuhx9mSFYphz0siWL2bg+E9jIFaOgfYfS59I8DbdHWlOmwX4PdgXsiUbsrDW8+gJc0N+wdbM9u877Xwn7tt/OhrVrWLtqJR7/9noJTLGS5o3MWgSPPSecdX5X7IrVvj228KdPn07Pnj2ZN2/ebtfJC5YWiHvkHsPinwztOwqPPGP31mjRqhXNvfX7h3OfcFfMnJ07WbpoDo9PFvbdT1i9KoWxV7sYPrgHQy59j8Sk5Er1eyITaj8zbTqdutrD4l0uFx06dSYvynIT/tzcun1De2ncbWO57rKhfPXpRwB06ASvvic020f49APDbaNLZ7NKTb8IWEx6+h2MHFvaqnd6d8v6pMG+CpFpA7PL5OdvG22460a7vs2Vo4VX3xdatobOGd2Y/dFnfPPfr+jUsWM9H3ndi+TKPR6YOEU46/zTgcUYM3i3r6muj3nQsscnAHz+oV0F0e0Wep90N4t//gSwv+Y3q+cJLJLcBlegkBN7dOWqwedw2FHr+GqpcNMtv5NxgLB+reGNl84iIXExBx06nJRUe9ar1DITakdmvSor2ly/iNTLhDG70+/Uv9Hn1H60aNW6ZNkBB8OLM+1vPTOnGR660xAIwGPjEoFDuemug0lvVroNp3e3rFdV3bVtCI/66o1THLJkfX5pr4EFy0Ny+NGltaYfnxyS71aslZfemVPjicAbq5wyPZAyd4bkzPMsgREC1ZdWGDVqVKXtbQrX9//2j5Ds08I+t5dc8509QjcxUX5ZtbFB9EARsa+HPqeeLm3b7Sc+X4oYYyQ5OVm6HXiQ3HrfN3LksZHvffajfUdLDjvKkh6HWXJgD0u6H2hJ1+6WdOxiSfuOluy7nyWJSSMEqu/JY4yp8vzVp7I9p8o+Xn43JB6PfS6OPdH+t3OGJct3lF9Pu1vWTKPperk3j/oI9nkBS9aUuTBnfBySVm2skg/xnK9D8svabdI5o5t4vV758ONP6mS/jUHZD3nmzpB4PLXrYx7pupqVE5JjTrDP7Ul/s+S3zX659V8PyS333BfziTlqYu7cuZLs84nHW/kPm9vtlpfeniPTPwpJ337lg/6eH5lRnbuqzl99y6+i5k3k8cSLITHGEtgmcKEMumh8uec3xbH7bFNRl8G+gdzrr387i+366WB/HKdNhnG3GIJBw/EnC5OmCi1agUhz+p05gB++/pJeRx5Rz0cdPy0TDJYIBSE7pRNtOeTcMvnpgCUlqbEn/234/htD67bChOcFX0oyI276B23q6YZsVSKTnRfsphJoKBRi5MWD+XDBIl56O4M/fhV+WwKdM8DrBZcbPG5we+x65W6Pfe7c7i4c081ASZ3N3Yt1OemaSjTCulUr8SYm0bbdfuWeO3sw5GQLd49dCrzBij+ygDElz8dqzlwVHcfn7C0RthRaJYG+sLByfv6V9+xAD9AswcUzjz/GV199RcuWLevxyOPLGEPrRFPSZa4mfcw3FFjkBuxxCgJ8+xU89TAYI0x4LkizfeyeKfskNKyeTNFMdh4IBJg8aSIAf+kB514ARxwNhxwOBx9q57QzDrD/AHToBO3a23XcU9PqfsxCPNx7772ceEh3Xpv8XKXnVq/MYvmyUST7zgLgj6VLuHPMKFavzCLJbZejUPXH0cE+Mm1gQbhXSKT//FtT7f7zE6dY3PVvYVXmMkZfcgHJwXz2STC4XC5SUlLq9+DrgTGGVol2/ZhoZpCK9DEPWLCjWCiyYPtWuOEKg2UZRt0MGze+Qr9jerLg8w9Jb2Atv2nTplUb7IOBAO++Oa3G2452Bq5oxyzEy+GHH15lI2f+x/M4/bjDeXPqFAry7W8jhYUFvDl1CqcfdzjfffphvA9VVVRVbqchPGqbs//xp5/krIFny9atW3e7fn7Qkq2FoXK1pCvl57+JlEQIyqGHHymA3HbbbVEfU1P3w6/Vl0NO9vnky8XLS87xyl0h6XOafY6P7m1J5s6Q9D6prwDyyquv1vdbqiTqcgjGVW2NmIqPLxcvr/b8xXNy92gFg0GxrPJzNzTW99IYNJpyCfXhjjvuYM7773HHfQ+xs1gIhqeCKQ7ni9flW2wptIfoC+H+88/DhWcYtm2x8/Ozv5KSod1JbsNbb77OxRdfzF133VV/b6yB6XVwN15+YwbJPl8VLVQv4GO/DjP4bXFGSXngyU/BFx8bmrcQnnhJ8Hhg2vvzeOXVaVw0dGi830K1ok2hpESZkgF7rtVmXsMxB3dj5owZ+Hy+cuVtwW7R+3w+Zs6cSUaFqevqm9vtxhhTbirHF56cEFW6K14T1avdqOovQEN41LZlv2jxYrly9BhZtGZrSctjzW5aV79vC8ngS0p7UVx1nd3aXOUPyZIN2Q16opGG4qffys8glZKaLj0OGympaStKzmuHzpaMvsUq6Zr3wlulv4OCYMM9vyNGjKhUqKziw+P1ysVXj9xtC35dnj1hTV7AqrI7aWZmpowaNUrS09PF5XJJeh3PwBUrRcGQ/Lopp06qf6rd066XFZQ9IUGr+rKrq/wh+e+vITmslx18kpIteeLFsiWLv5J9WrSQd999N+pjcLJthZXP+ZINAblsxHzp2KV8l8TLR9rrvjb7Y9mUk1ffh75HmZmZ4osiPfHrHytkW6Ela/LshsWWgpDsKrYaVBfSujR79mxp2bKlDBo6rEbVP2taDVVpGidqIsLWzZvL/Aw/LoBRlxj69DT8stAeoj/zU+Hs8IBQt4Gfv/qU7B07ePfdd+vpyBuXluGbthEiwhXn9+Xl//Rlwgvf8uzrFsefLPQbINx2n7B21Z9cdt6ZHHPoQQ2ua2FZGRkZzJw5s9pUy8EHdKNlomH/ZEN7n6F1kos0b8PpQlrX9ttvP7Zv3866lZnsWL8Gd5STbTS0nkVO06T62VsWnHACdOxu6Nj5T2bPvBC3p5i3PvyeT+e6eekZw5Kf7Q+g2y2cPVi455HSbpUJLrvC4n3j7qXHQQcyePDuSwKo8lomGBJddj2hIIZjTzyJtav/JDdnB6cPhNMHlvYpL8jNoUePHhx66KENPgD079+fxYsX8/jjj/Pqq6/i9/tJSkri8ssv58YbbyyXUzfG0DTDe3k9e/Zk5cqVdO7cmeeee676om40zJ5FTmPsVn/D06tXL1m4cGFU637xxRf06dOHP/6AAw+MLC0A/gIE8Hq/JBA4AIB9WghDr4Bhw4V27Uu3seh/X9Ln2KNolp5el2/DcUTsm9+bdvoJGbtUcVkuA+2SDC6EvLw80tLS6ulIay9yvSkoLi5m+PDhTJ8+g8KKdY7L8Pl8LF68uMHdcG7oanOtGWN+FJFeFZc3qTROly7w9f+Eex6xOPeCJNp3fA/4iEBgIi6XPZ9qcXEzcnaOpLiotMDUd598wN/P7MfAAQMo3N0syioqxhhSvYZurdPo0NxXbrJqsL85eVz2WIXGGOhVeQkJCUydOpV33nm70fUscpomFewTEuC44+DykfD4ZOH+iRtISu6NxzMZy8oFhDx/bslAjy8/nkfbJMORhxxE69atOfroo0lMTKzvt9Fk+DyGVp4Qs15+lvlzZvHzV59y3913kpOzh6mNVKMUSXddffXVpKen43K5SE9P5+qrr2bx4sX071+5+qeKryaVsy9r9cosRg4bTGFB5bomwUCAYCDAiGGDOWHxYrp168bPP/9M69atdVKFOjZjxgzGjB5Fly5dSEpKYtmyZbRq1Yobb7yxvg9N1bGMjAwmTZrEpEmT6vtQVBWaVMu+rGgGehQVFZUM9GjTpo0G+hgYPHgwZ599No888ghTpkxhyJAhjBgxor4PSynHabIt+1lvvVZtL4FQKMTUqVO1JRJDHo+HWbNmlfzcu3fvejwapZyryQV7tzG0Tybqqd/yd1O+VimlmpImmcbxuEzU/bcbej9vpZSqC00y2AMMGzasUjewinSgh1LKKZpssB87dmxUwV57hSilnKDJBvto65roQA+llBM02WAPOtBDKaUimlxvnIp0oIdSSjXxlr1SSimbBnullHIADfZKKeUAGuyVUsoBNNgrpZQDaLBXSikH0GCvlFIOoMFeKaUcQIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB9Bgr5RSDqDBXimlHECDvVJKOYAGe6WUcgAN9kop5QAa7JVSygE02CullANosFdKKQfQYK+UUg6gwV4ppRxAg71SSjmABnullHIADfZKKeUAGuyVUsoBNNgrpZQDaLBXSikH0GCvlFIOoMFeKaUcQIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB9Bgr5RSDqDBXimlHECDvVJKOYAGe6WUcgAN9kop5QAa7JVSygE02CullANosFdKKQfQYK+UUg6gwV4ppRxAg71SSjmABnullHIADfZKKeUAGuyVUsoBNNgrpZQDaLBXSikH0GCvlFIOoMFeKaUcQIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB9Bgr5RSDqDBXimlHECDvVJKOYAGe6WUcgAN9kop5QAa7JVSygFiEuyNMQcYY54wxiw2xviNMRuNMe8bYw6Lxf6UUkrtWaxa9qcBfYGpwABgJNAaWGCMOSpG+1RKKbUbnhht903gaRGRyAJjzOfAKuAG4JIY7VcppVQVYhLsRWRbFctyjDHLgfax2KdSSqndi9sNWmNMC+AQYFm89qmUUsoWqzROVZ4CDDBxdysYY64Grg7/6DfG/BHltlsBlb5NKBUjer2peKnNtdapqoWmTFp9t4wxfwM+iWInX4pInypefzvwIHCliLwYxXZqxBizUER61fV2laqKXm8qXuryWou2Zf8/4KAo1suvuMAYcy12oL8zFoFeKaVU9aIK9iKSD/xe040bYy4GngHGi8gDNX29UkqpuhGzG7TGmHOBl4DJInJzrPYT9nyMt69UWXq9qXips2stqpx9jTdqzEnAx8CvwHWAVebpIhH5uc53qpRSardi1RvnFCAROBL4psJzq4HOMdqvUkqpKsSkZa+UUqphaVJVL7UAm4oVY0wHY8xMY0yOMWaXMeYdY0zH+j4u1bQYYwYZY942xqw2xhQYY/4wxjxkjEnb6203pZa9MWY09qCsqcBPQHPgH8DhwIki8mM9Hp5qpIwxPuAXoAi4ExDgfsAH9BSRvHo8PNWEGGMWAGuA94B1wBHAvdi9IY8XEWv3r65m200s2LcCtlcowNYMuwDbbBHRAmyqxowxNwATgL+ISGZ4WRdgBfAPEZlQn8enmg5jTGsR2Vph2SXYDdj/E5HPa7vtJpXGEZFtUuGvl4jkAFqATe2NgcCCSKAHEJE/sTsfnF1vR6WanIqBPuyH8L97FcOaVLCvihZgU3WgB7C0iuW/AgfH+ViU85wc/nevYliTD/ZEUYBNqWq0ALKrWL4D2CfOx6IcxBjTHvgX8KmILNybbTXoYG+M+ZsxRqJ4fLGb198ODAVGl/0KrpRSDZ0xJhX7Rm0QuHxvtxfPEse1oQXYVEOQTdUt+N21+JXaK8aYZGA20BU4WUTW7e02G3Sw1wJsqoH4FTtvX9HBwG9xPhbVxBljvMBMoBdwqogsqYvtNug0Tm3EuQCbcob3geOMMV0jC4wxnYETws8pVSeMMS7gNeySM+eIyII623YT62evBdhUnTPGpGAPqiqgdFDVfUAa9qAqfz0enmpCjDH/Aa4FHgDmVHh63d6kc5pasL8XuGc3T68Wkc7xOxrVlIRLIzwOnIrdu+szYIyIrKrP41JNizFmFbuZVhAYJyL31nrbTSnYK6WUqlqTy9krpZSqTIO9Uko5gAZ7pZRyAA32SinlABrslVLKATTYK6WUA2iwV0opB9Bgr5RSDvD/RWCRkzeLANwAAAAASUVORK5CYII=\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(3):\n", + " test(model, dataset_train, writer, plot=True, global_step=i, seed=i)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-01T12:29:01.908295Z", + "start_time": "2020-02-01T12:28:46.315183Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "706aca91557745f09197c043390bb1a2", + "model_id": "6273b13383844a57bce2ee1357095d95", "version_major": 2, "version_minor": 0 }, @@ -3879,7 +1350,7 @@ "output_type": "stream", "text": [ "\n", - "val loss (n=100) tensor(-1.2825)\n" + "val loss (n=100) tensor(-1.2767)\n" ] } ], @@ -3892,13 +1363,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2020-02-01T06:53:17.198653Z", - "start_time": "2020-02-01T06:53:17.191439Z" + "end_time": "2020-02-01T12:29:01.918604Z", + "start_time": "2020-02-01T12:29:01.911243Z" } }, + "outputs": [ + { + "data": { + "text/plain": [ + "({'x_dim': 1,\n", + " 'y_dim': 1,\n", + " 'hidden_dim': 128,\n", + " 'latent_dim': 128,\n", + " 'latent_enc_self_attn_type': 'ptmultihead',\n", + " 'det_enc_self_attn_type': 'ptmultihead',\n", + " 'det_enc_cross_attn_type': 'ptmultihead',\n", + " 'min_std': 0.0001,\n", + " 'use_lvar': True,\n", + " 'use_self_attn': True,\n", + " 'batchnorm': True},\n", + " {'val_loss': tensor(-1.2767)})" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(hparams, dict(val_loss=loss))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [], "source": [] }, @@ -3923,6 +1425,18 @@ "language": "python", "name": "jup3.7.2" }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.2" + }, "toc": { "base_numbering": 1, "nav_menu": {}, diff --git a/readme.md b/readme.md index 899af0d..64e5a3d 100644 --- a/readme.md +++ b/readme.md @@ -4,7 +4,10 @@ This project uses [Attentive Neural Process](https://arxiv.org/abs/1901.05761) ( ![](docs/anp.png) -This repository also includes a pytorch implementation that has been tweaked to be more flexible and stable. It may be usefull if you are looking for a ANP model in pytorch, and seems more stable than others available now (as of 2019-11-01). +I'm using them in a weird way since I'm predicting ahead instead of infilling, however they perform well. + +I've always made lots of weaks for flexibility and stability and [replicated the deepmind results](anp_1d_regression.ipynb) in pytorch. This seems better than the other pytorch versions of ANP (as of 2019-11-01). + ## Usage @@ -37,7 +40,7 @@ I chose a a difficult example below, it's a window in the test set that deviates ![](docs/19.png) -### Baseline +### LSTM Baseline Compare this to a quick LSTM baseline below, which didn't predict this divergance from the pattern. (Bear in mind that I didn't tweak this model as much). The uncertainty and prediction are also less smooth and the log probability is lower. @@ -72,10 +75,11 @@ Changes for stability: ## See also: -A list of projects I used as reference, is modified to make this one: +A list of projects I used as reference or modified to make this one: - Original code in tensorflow from hyunjik11 (author of the original paper) : https://github.com/deepmind/neural-processes/blob/master/attentive_neural_process.ipynb - First pytorch implementation by soobinseo: https://github.com/soobinseo/Attentive-Neural-Process/blob/master/network.py - Second pytorch implementation KurochkinAlexey (has some bugs currently) https://github.com/KurochkinAlexey/Attentive-neural-processes/blob/master/anp_1d_regression.ipynb - If you want to try vanilla neural processes: https://github.com/EmilienDupont/neural-processes/blob/master/example-1d.ipynb +I'm very gratefull for all these authors for sharing their work. It was a pleasure to dive deep into these models compare the differen't implementations. diff --git a/requirements.txt b/requirements.txt index 6b9dec7..ecf43a3 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,8 @@ -torch==1.2.0 +torch>=1.3.0 tqdm pandas numpy -torchsummaryX -pytorch_lightning +torchsummaryX>=2.0 +pytorch_lightning==0.6.0 +tensorboardX optuna diff --git a/src/models/lightning_anp.py b/src/models/lightning_anp.py index 0c14e35..6335e7c 100644 --- a/src/models/lightning_anp.py +++ b/src/models/lightning_anp.py @@ -75,6 +75,12 @@ class LatentModelPL(pl.LightningModule): return {"avg_val_loss": avg_loss, "log": tensorboard_logs} + def test_step(self, *args, **kwargs): + return self.validation_step(*args, **kwargs) + + def test_end(self, *args, **kwargs): + return self.validation_end(*args, **kwargs) + def configure_optimizers(self): optim = torch.optim.Adam(self.parameters(), lr=self.hparams["learning_rate"]) scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optim, patience=2, verbose=True, min_lr=1e-5) # note early stopping has patient 3 diff --git a/src/models/modules.py b/src/models/modules.py index 52e283e..d6743e9 100644 --- a/src/models/modules.py +++ b/src/models/modules.py @@ -24,7 +24,7 @@ class NPBlockRelu2d(nn.Module): x = self.act(self.linear(x)) # Now we want to apply batchnorm and dropout to the channels. So we put it in shape - # (Batch, Channels, Sequence, None) so we can use Dropout2d + # (Batch, Channels, Sequence, None) so we can use Dropout2d & BatchNorm2d x = x.permute(0, 2, 1)[:, :, :, None] if self.norm: @@ -256,10 +256,11 @@ class LatentEncoder(nn.Module): mean = self._mean(mean_repr) log_var = self._log_var(mean_repr) - # Clip it in the log domain, so it can only approach self.min_std, this helps avoid mode collapase - # 2 ways, a better but untested way using the more stable log domain, and the way from the deepmind repo if self._use_lvar: - log_var = torch.clamp(F.logsigmoid(log_var), np.log(self._min_std)) + # Clip it in the log domain, so it can only approach self.min_std, this helps avoid mode collapase + # 2 ways, a better but untested way using the more stable log domain, and the way from the deepmind repo + log_var = F.logsigmoid(log_var) + log_var = torch.clamp(log_var, np.log(self._min_std), -np.log(self._min_std)) sigma = torch.exp(0.5 * log_var) else: sigma = self._min_std + (1 - self._min_std) * torch.sigmoid(log_var * 0.5) @@ -382,7 +383,7 @@ class Decoder(nn.Module): # Bound or clamp the variance if self._use_lvar: - log_sigma = torch.clamp(log_sigma, math.log(self._min_std)) + log_sigma = torch.clamp(log_sigma, math.log(self._min_std), -math.log(1e-5)) sigma = torch.exp(log_sigma) else: sigma = self._min_std + (1 - self._min_std) * F.softplus(log_sigma)